2021-04-06 16:50:28,705 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustressd/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - 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;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -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 -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, 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: 0.6.0 OpenCV: 4.5.1 MMCV: 1.2.6 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+a7ef4cf ------------------------------------------------------------ 2021-04-06 16:50:28,706 - mmaction - INFO - Distributed training: True 2021-04-06 16:50:28,706 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/release/ntu120_cskp_0405_wd34.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, stage_blocks=(4, 6, 3), in_channels=17, base_channels=32, num_stages=3, out_indices=(2, ), conv1_kernel=(1, 7, 7), conv1_stride_s=1, conv1_stride_t=1, pool1_stride_s=1, pool1_stride_t=1, inflate=(0, 1, 1), spatial_strides=(2, 2, 2), temporal_strides=(1, 1, 2), dilations=(1, 1, 1), with_pool2=False), cls_head=dict( type='I3DHead', in_channels=512, num_classes=120, spatial_type='avg', dropout_ratio=0.5)) train_cfg = dict() test_cfg = dict(average_clips='prob') dataset_type = 'PoseDataset' ann_file_train = 'data/mmntu/train_120.pkl' ann_file_val = 'data/mmntu/val_120.pkl' left=[1, 3, 5, 7, 9, 11, 13, 15] right=[2, 4, 6, 8, 10, 12, 14, 16] skeletons=[(0, 1), (0, 2), (1, 3), (2, 4), (0, 5), (5, 7), (7, 9), (0, 6), (6, 8), (8, 10), (5, 11), (11, 13), (13, 15), (0, 12), (12, 14), (14, 16), (11, 12)] train_pipeline = [ dict(type='UniformSampleFrames', clip_len=48), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='RandomResizedCrop', area_range=(0.56, 1.0)), dict(type='Resize', scale=(56, 56), keep_ratio=False), dict(type='Flip', flip_ratio=0.5, left=left, right=right), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False, skeletons=skeletons), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='UniformSampleFrames', clip_len=48, num_clips=1, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='CenterCrop', crop_size=64), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False, skeletons=skeletons), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='UniformSampleFrames', clip_len=48, num_clips=10, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False, skeletons=skeletons, double=True, left=left, right=right), 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, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type='RepeatDataset', times=10, dataset=dict( type=dataset_type, ann_file=ann_file_train, data_prefix='', resample=1.5, pipeline=train_pipeline)), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix='', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix='', pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.4, momentum=0.9, weight_decay=0.0003) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='CosineAnnealing', by_epoch=False, min_lr=0) total_epochs = 24 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/release/ntu120_cskp_0405_wd34' load_from = None resume_from = None find_unused_parameters = False 2021-04-06 16:50:34,503 - mmaction - INFO - 63025 videos remain after valid thresholding 2021-04-06 16:50:45,345 - mmaction - INFO - 50919 videos remain after valid thresholding 2021-04-06 16:50:45,351 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-195, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/release/ntu120_cskp_0405_wd34 2021-04-06 16:50:45,352 - mmaction - INFO - workflow: [('train', 1)], max: 24 epochs 2021-04-06 16:54:30,945 - mmaction - INFO - Epoch [1][20/2910] lr: 4.000e-01, eta: 7 days, 17:03:18, time: 11.278, data_time: 10.177, memory: 9523, top1_acc: 0.0131, top5_acc: 0.0617, loss_cls: 4.7682, loss: 4.7682, grad_norm: 0.5775 2021-04-06 16:54:47,046 - mmaction - INFO - Epoch [1][40/2910] lr: 4.000e-01, eta: 4 days, 3:05:24, time: 0.804, data_time: 0.002, memory: 9523, top1_acc: 0.0193, top5_acc: 0.0881, loss_cls: 4.5449, loss: 4.5449, grad_norm: 0.4781 2021-04-06 16:55:03,377 - mmaction - INFO - Epoch [1][60/2910] lr: 4.000e-01, eta: 2 days, 22:29:58, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.0281, top5_acc: 0.1150, loss_cls: 4.4220, loss: 4.4220, grad_norm: 0.5277 2021-04-06 16:55:19,500 - mmaction - INFO - Epoch [1][80/2910] lr: 4.000e-01, eta: 2 days, 8:09:32, time: 0.806, data_time: 0.004, memory: 9523, top1_acc: 0.0342, top5_acc: 0.1320, loss_cls: 4.3374, loss: 4.3374, grad_norm: 0.4879 2021-04-06 16:55:35,682 - mmaction - INFO - Epoch [1][100/2910] lr: 4.000e-01, eta: 1 day, 23:33:51, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.0389, top5_acc: 0.1434, loss_cls: 4.2981, loss: 4.2981, grad_norm: 0.4456 2021-04-06 16:55:51,935 - mmaction - INFO - Epoch [1][120/2910] lr: 4.000e-01, eta: 1 day, 17:50:34, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.0369, top5_acc: 0.1572, loss_cls: 4.2258, loss: 4.2258, grad_norm: 0.4636 2021-04-06 16:56:08,161 - mmaction - INFO - Epoch [1][140/2910] lr: 4.000e-01, eta: 1 day, 13:44:51, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.0465, top5_acc: 0.1773, loss_cls: 4.1045, loss: 4.1045, grad_norm: 0.5647 2021-04-06 16:56:24,413 - mmaction - INFO - Epoch [1][160/2910] lr: 4.000e-01, eta: 1 day, 10:41:08, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.0645, top5_acc: 0.2238, loss_cls: 3.9360, loss: 3.9360, grad_norm: 0.5727 2021-04-06 16:56:40,594 - mmaction - INFO - Epoch [1][180/2910] lr: 4.000e-01, eta: 1 day, 8:17:33, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.0723, top5_acc: 0.2521, loss_cls: 3.8369, loss: 3.8369, grad_norm: 0.5977 2021-04-06 16:56:56,865 - mmaction - INFO - Epoch [1][200/2910] lr: 4.000e-01, eta: 1 day, 6:22:52, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.0807, top5_acc: 0.2893, loss_cls: 3.6888, loss: 3.6888, grad_norm: 0.6438 2021-04-06 16:57:13,187 - mmaction - INFO - Epoch [1][220/2910] lr: 4.000e-01, eta: 1 day, 4:49:21, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.0949, top5_acc: 0.3354, loss_cls: 3.5561, loss: 3.5561, grad_norm: 0.6963 2021-04-06 16:57:29,492 - mmaction - INFO - Epoch [1][240/2910] lr: 4.000e-01, eta: 1 day, 3:31:22, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.1213, top5_acc: 0.3883, loss_cls: 3.4030, loss: 3.4030, grad_norm: 0.7622 2021-04-06 16:57:45,687 - mmaction - INFO - Epoch [1][260/2910] lr: 4.000e-01, eta: 1 day, 2:24:58, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.1357, top5_acc: 0.4094, loss_cls: 3.2994, loss: 3.2994, grad_norm: 0.7480 2021-04-06 16:58:01,934 - mmaction - INFO - Epoch [1][280/2910] lr: 4.000e-01, eta: 1 day, 1:28:03, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.1535, top5_acc: 0.4422, loss_cls: 3.2121, loss: 3.2121, grad_norm: 0.7422 2021-04-06 16:58:18,195 - mmaction - INFO - Epoch [1][300/2910] lr: 4.000e-01, eta: 1 day, 0:38:48, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.1596, top5_acc: 0.4676, loss_cls: 3.1415, loss: 3.1415, grad_norm: 0.7910 2021-04-06 16:58:34,474 - mmaction - INFO - Epoch [1][320/2910] lr: 4.000e-01, eta: 23:55:46, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.1811, top5_acc: 0.5039, loss_cls: 3.0275, loss: 3.0275, grad_norm: 0.7825 2021-04-06 16:58:50,707 - mmaction - INFO - Epoch [1][340/2910] lr: 4.000e-01, eta: 23:17:40, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.1918, top5_acc: 0.5197, loss_cls: 2.9666, loss: 2.9666, grad_norm: 0.8935 2021-04-06 16:59:06,947 - mmaction - INFO - Epoch [1][360/2910] lr: 4.000e-01, eta: 22:43:43, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.2020, top5_acc: 0.5420, loss_cls: 2.8929, loss: 2.8929, grad_norm: 0.8145 2021-04-06 16:59:23,275 - mmaction - INFO - Epoch [1][380/2910] lr: 4.000e-01, eta: 22:13:27, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.2137, top5_acc: 0.5680, loss_cls: 2.8167, loss: 2.8167, grad_norm: 0.8912 2021-04-06 16:59:39,536 - mmaction - INFO - Epoch [1][400/2910] lr: 4.000e-01, eta: 21:46:06, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.2250, top5_acc: 0.5951, loss_cls: 2.7504, loss: 2.7504, grad_norm: 0.8326 2021-04-06 16:59:55,835 - mmaction - INFO - Epoch [1][420/2910] lr: 4.000e-01, eta: 21:21:30, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.2480, top5_acc: 0.6240, loss_cls: 2.6791, loss: 2.6791, grad_norm: 0.8069 2021-04-06 17:00:12,035 - mmaction - INFO - Epoch [1][440/2910] lr: 3.999e-01, eta: 20:58:51, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.2623, top5_acc: 0.6387, loss_cls: 2.5971, loss: 2.5971, grad_norm: 0.8808 2021-04-06 17:00:28,318 - mmaction - INFO - Epoch [1][460/2910] lr: 3.999e-01, eta: 20:38:17, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.2602, top5_acc: 0.6414, loss_cls: 2.5905, loss: 2.5905, grad_norm: 0.9233 2021-04-06 17:00:44,571 - mmaction - INFO - Epoch [1][480/2910] lr: 3.999e-01, eta: 20:19:20, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.2959, top5_acc: 0.6678, loss_cls: 2.4947, loss: 2.4947, grad_norm: 0.9086 2021-04-06 17:01:00,850 - mmaction - INFO - Epoch [1][500/2910] lr: 3.999e-01, eta: 20:01:57, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.3070, top5_acc: 0.6729, loss_cls: 2.4583, loss: 2.4583, grad_norm: 0.8906 2021-04-06 17:01:17,275 - mmaction - INFO - Epoch [1][520/2910] lr: 3.999e-01, eta: 19:46:09, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.3246, top5_acc: 0.7129, loss_cls: 2.3474, loss: 2.3474, grad_norm: 0.8412 2021-04-06 17:01:33,611 - mmaction - INFO - Epoch [1][540/2910] lr: 3.999e-01, eta: 19:31:23, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.3387, top5_acc: 0.7184, loss_cls: 2.3106, loss: 2.3106, grad_norm: 0.9467 2021-04-06 17:01:49,779 - mmaction - INFO - Epoch [1][560/2910] lr: 3.999e-01, eta: 19:17:19, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.3381, top5_acc: 0.7264, loss_cls: 2.2848, loss: 2.2848, grad_norm: 0.9047 2021-04-06 17:02:06,087 - mmaction - INFO - Epoch [1][580/2910] lr: 3.999e-01, eta: 19:04:23, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.3645, top5_acc: 0.7527, loss_cls: 2.1818, loss: 2.1818, grad_norm: 0.9246 2021-04-06 17:02:22,463 - mmaction - INFO - Epoch [1][600/2910] lr: 3.999e-01, eta: 18:52:31, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.3799, top5_acc: 0.7484, loss_cls: 2.1495, loss: 2.1495, grad_norm: 0.8856 2021-04-06 17:02:38,800 - mmaction - INFO - Epoch [1][620/2910] lr: 3.999e-01, eta: 18:41:15, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.3867, top5_acc: 0.7529, loss_cls: 2.1113, loss: 2.1113, grad_norm: 0.9298 2021-04-06 17:02:55,092 - mmaction - INFO - Epoch [1][640/2910] lr: 3.999e-01, eta: 18:30:41, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.3920, top5_acc: 0.7582, loss_cls: 2.1173, loss: 2.1173, grad_norm: 0.9953 2021-04-06 17:03:11,323 - mmaction - INFO - Epoch [1][660/2910] lr: 3.999e-01, eta: 18:20:33, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.3834, top5_acc: 0.7689, loss_cls: 2.0973, loss: 2.0973, grad_norm: 0.9578 2021-04-06 17:03:27,638 - mmaction - INFO - Epoch [1][680/2910] lr: 3.999e-01, eta: 18:11:11, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.4084, top5_acc: 0.7830, loss_cls: 2.0098, loss: 2.0098, grad_norm: 0.8795 2021-04-06 17:03:43,885 - mmaction - INFO - Epoch [1][700/2910] lr: 3.999e-01, eta: 18:02:13, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.4164, top5_acc: 0.7807, loss_cls: 2.0115, loss: 2.0115, grad_norm: 0.9291 2021-04-06 17:04:00,131 - mmaction - INFO - Epoch [1][720/2910] lr: 3.999e-01, eta: 17:53:46, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.4102, top5_acc: 0.7869, loss_cls: 1.9847, loss: 1.9847, grad_norm: 0.9083 2021-04-06 17:04:16,386 - mmaction - INFO - Epoch [1][740/2910] lr: 3.998e-01, eta: 17:45:47, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.4350, top5_acc: 0.8023, loss_cls: 1.9216, loss: 1.9216, grad_norm: 0.8637 2021-04-06 17:04:32,669 - mmaction - INFO - Epoch [1][760/2910] lr: 3.998e-01, eta: 17:38:10, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.4348, top5_acc: 0.8070, loss_cls: 1.9029, loss: 1.9029, grad_norm: 0.8986 2021-04-06 17:04:49,010 - mmaction - INFO - Epoch [1][780/2910] lr: 3.998e-01, eta: 17:31:02, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.4279, top5_acc: 0.8037, loss_cls: 1.8920, loss: 1.8920, grad_norm: 0.9130 2021-04-06 17:05:05,263 - mmaction - INFO - Epoch [1][800/2910] lr: 3.998e-01, eta: 17:24:10, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.4309, top5_acc: 0.8051, loss_cls: 1.9144, loss: 1.9144, grad_norm: 0.9239 2021-04-06 17:05:21,488 - mmaction - INFO - Epoch [1][820/2910] lr: 3.998e-01, eta: 17:17:32, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.4279, top5_acc: 0.8063, loss_cls: 1.8912, loss: 1.8912, grad_norm: 0.8779 2021-04-06 17:05:37,711 - mmaction - INFO - Epoch [1][840/2910] lr: 3.998e-01, eta: 17:11:17, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.4516, top5_acc: 0.8234, loss_cls: 1.8320, loss: 1.8320, grad_norm: 0.9267 2021-04-06 17:05:54,006 - mmaction - INFO - Epoch [1][860/2910] lr: 3.998e-01, eta: 17:05:18, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.4537, top5_acc: 0.8127, loss_cls: 1.8526, loss: 1.8526, grad_norm: 0.9147 2021-04-06 17:06:10,183 - mmaction - INFO - Epoch [1][880/2910] lr: 3.998e-01, eta: 16:59:30, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.4686, top5_acc: 0.8354, loss_cls: 1.7663, loss: 1.7663, grad_norm: 0.9033 2021-04-06 17:06:26,463 - mmaction - INFO - Epoch [1][900/2910] lr: 3.998e-01, eta: 16:54:01, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.4686, top5_acc: 0.8342, loss_cls: 1.7659, loss: 1.7659, grad_norm: 0.9065 2021-04-06 17:06:42,651 - mmaction - INFO - Epoch [1][920/2910] lr: 3.998e-01, eta: 16:48:43, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.4799, top5_acc: 0.8316, loss_cls: 1.7615, loss: 1.7615, grad_norm: 0.9131 2021-04-06 17:06:58,904 - mmaction - INFO - Epoch [1][940/2910] lr: 3.998e-01, eta: 16:43:40, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.4791, top5_acc: 0.8340, loss_cls: 1.7332, loss: 1.7332, grad_norm: 0.9190 2021-04-06 17:07:15,163 - mmaction - INFO - Epoch [1][960/2910] lr: 3.997e-01, eta: 16:38:51, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.4764, top5_acc: 0.8391, loss_cls: 1.7379, loss: 1.7379, grad_norm: 0.9642 2021-04-06 17:07:31,460 - mmaction - INFO - Epoch [1][980/2910] lr: 3.997e-01, eta: 16:34:12, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.4848, top5_acc: 0.8371, loss_cls: 1.7199, loss: 1.7199, grad_norm: 0.9158 2021-04-06 17:07:47,737 - mmaction - INFO - Epoch [1][1000/2910] lr: 3.997e-01, eta: 16:29:44, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.4861, top5_acc: 0.8348, loss_cls: 1.7442, loss: 1.7442, grad_norm: 0.9050 2021-04-06 17:08:04,081 - mmaction - INFO - Epoch [1][1020/2910] lr: 3.997e-01, eta: 16:25:30, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.4861, top5_acc: 0.8381, loss_cls: 1.7225, loss: 1.7225, grad_norm: 0.9138 2021-04-06 17:08:20,350 - mmaction - INFO - Epoch [1][1040/2910] lr: 3.997e-01, eta: 16:21:23, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.4928, top5_acc: 0.8443, loss_cls: 1.6899, loss: 1.6899, grad_norm: 0.9006 2021-04-06 17:08:36,656 - mmaction - INFO - Epoch [1][1060/2910] lr: 3.997e-01, eta: 16:17:25, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.4902, top5_acc: 0.8523, loss_cls: 1.6775, loss: 1.6775, grad_norm: 0.9244 2021-04-06 17:08:53,042 - mmaction - INFO - Epoch [1][1080/2910] lr: 3.997e-01, eta: 16:13:37, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.5008, top5_acc: 0.8521, loss_cls: 1.6684, loss: 1.6684, grad_norm: 0.9205 2021-04-06 17:09:09,450 - mmaction - INFO - Epoch [1][1100/2910] lr: 3.997e-01, eta: 16:10:01, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.5051, top5_acc: 0.8559, loss_cls: 1.6367, loss: 1.6367, grad_norm: 0.9267 2021-04-06 17:09:25,745 - mmaction - INFO - Epoch [1][1120/2910] lr: 3.996e-01, eta: 16:06:25, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.4941, top5_acc: 0.8488, loss_cls: 1.6803, loss: 1.6803, grad_norm: 0.9098 2021-04-06 17:09:41,984 - mmaction - INFO - Epoch [1][1140/2910] lr: 3.996e-01, eta: 16:02:55, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.5051, top5_acc: 0.8488, loss_cls: 1.6524, loss: 1.6524, grad_norm: 0.8837 2021-04-06 17:09:58,213 - mmaction - INFO - Epoch [1][1160/2910] lr: 3.996e-01, eta: 15:59:29, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.5145, top5_acc: 0.8479, loss_cls: 1.6278, loss: 1.6278, grad_norm: 0.9675 2021-04-06 17:10:14,659 - mmaction - INFO - Epoch [1][1180/2910] lr: 3.996e-01, eta: 15:56:21, time: 0.823, data_time: 0.002, memory: 9523, top1_acc: 0.5189, top5_acc: 0.8568, loss_cls: 1.5969, loss: 1.5969, grad_norm: 0.9001 2021-04-06 17:10:31,041 - mmaction - INFO - Epoch [1][1200/2910] lr: 3.996e-01, eta: 15:53:15, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.5070, top5_acc: 0.8584, loss_cls: 1.6272, loss: 1.6272, grad_norm: 0.9160 2021-04-06 17:10:47,284 - mmaction - INFO - Epoch [1][1220/2910] lr: 3.996e-01, eta: 15:50:09, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.5035, top5_acc: 0.8549, loss_cls: 1.6330, loss: 1.6330, grad_norm: 0.9570 2021-04-06 17:11:03,597 - mmaction - INFO - Epoch [1][1240/2910] lr: 3.996e-01, eta: 15:47:10, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.5080, top5_acc: 0.8498, loss_cls: 1.6341, loss: 1.6341, grad_norm: 0.9202 2021-04-06 17:11:19,857 - mmaction - INFO - Epoch [1][1260/2910] lr: 3.996e-01, eta: 15:44:14, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.5131, top5_acc: 0.8574, loss_cls: 1.6433, loss: 1.6433, grad_norm: 0.9418 2021-04-06 17:11:36,168 - mmaction - INFO - Epoch [1][1280/2910] lr: 3.995e-01, eta: 15:41:27, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.5273, top5_acc: 0.8738, loss_cls: 1.5633, loss: 1.5633, grad_norm: 0.8864 2021-04-06 17:11:52,472 - mmaction - INFO - Epoch [1][1300/2910] lr: 3.995e-01, eta: 15:38:45, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.5182, top5_acc: 0.8566, loss_cls: 1.6013, loss: 1.6013, grad_norm: 0.9084 2021-04-06 17:12:08,717 - mmaction - INFO - Epoch [1][1320/2910] lr: 3.995e-01, eta: 15:36:02, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.5332, top5_acc: 0.8723, loss_cls: 1.5319, loss: 1.5319, grad_norm: 0.9044 2021-04-06 17:12:24,925 - mmaction - INFO - Epoch [1][1340/2910] lr: 3.995e-01, eta: 15:33:23, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.5264, top5_acc: 0.8668, loss_cls: 1.5635, loss: 1.5635, grad_norm: 0.8973 2021-04-06 17:12:41,269 - mmaction - INFO - Epoch [1][1360/2910] lr: 3.995e-01, eta: 15:30:54, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.5408, top5_acc: 0.8684, loss_cls: 1.5496, loss: 1.5496, grad_norm: 0.9148 2021-04-06 17:12:57,508 - mmaction - INFO - Epoch [1][1380/2910] lr: 3.995e-01, eta: 15:28:24, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.5322, top5_acc: 0.8578, loss_cls: 1.5933, loss: 1.5933, grad_norm: 0.9764 2021-04-06 17:13:13,848 - mmaction - INFO - Epoch [1][1400/2910] lr: 3.994e-01, eta: 15:26:04, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.5402, top5_acc: 0.8660, loss_cls: 1.5501, loss: 1.5501, grad_norm: 0.9082 2021-04-06 17:13:30,138 - mmaction - INFO - Epoch [1][1420/2910] lr: 3.994e-01, eta: 15:23:44, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.5363, top5_acc: 0.8746, loss_cls: 1.5128, loss: 1.5128, grad_norm: 0.8949 2021-04-06 17:13:46,515 - mmaction - INFO - Epoch [1][1440/2910] lr: 3.994e-01, eta: 15:21:31, time: 0.819, data_time: 0.007, memory: 9523, top1_acc: 0.5352, top5_acc: 0.8689, loss_cls: 1.5181, loss: 1.5181, grad_norm: 0.8974 2021-04-06 17:14:02,766 - mmaction - INFO - Epoch [1][1460/2910] lr: 3.994e-01, eta: 15:19:14, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.5500, top5_acc: 0.8697, loss_cls: 1.5012, loss: 1.5012, grad_norm: 0.9117 2021-04-06 17:14:19,150 - mmaction - INFO - Epoch [1][1480/2910] lr: 3.994e-01, eta: 15:17:09, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.5570, top5_acc: 0.8779, loss_cls: 1.4770, loss: 1.4770, grad_norm: 0.9017 2021-04-06 17:14:35,345 - mmaction - INFO - Epoch [1][1500/2910] lr: 3.994e-01, eta: 15:14:58, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.5480, top5_acc: 0.8740, loss_cls: 1.4852, loss: 1.4852, grad_norm: 0.9129 2021-04-06 17:14:51,657 - mmaction - INFO - Epoch [1][1520/2910] lr: 3.993e-01, eta: 15:12:54, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.5422, top5_acc: 0.8730, loss_cls: 1.5003, loss: 1.5003, grad_norm: 0.9208 2021-04-06 17:15:07,975 - mmaction - INFO - Epoch [1][1540/2910] lr: 3.993e-01, eta: 15:10:54, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.5385, top5_acc: 0.8686, loss_cls: 1.5417, loss: 1.5417, grad_norm: 0.9393 2021-04-06 17:15:24,298 - mmaction - INFO - Epoch [1][1560/2910] lr: 3.993e-01, eta: 15:08:56, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.5621, top5_acc: 0.8842, loss_cls: 1.4512, loss: 1.4512, grad_norm: 0.9001 2021-04-06 17:15:40,592 - mmaction - INFO - Epoch [1][1580/2910] lr: 3.993e-01, eta: 15:07:01, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.5441, top5_acc: 0.8723, loss_cls: 1.4959, loss: 1.4959, grad_norm: 0.8953 2021-04-06 17:15:57,034 - mmaction - INFO - Epoch [1][1600/2910] lr: 3.993e-01, eta: 15:05:12, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.5674, top5_acc: 0.8836, loss_cls: 1.4372, loss: 1.4372, grad_norm: 0.8631 2021-04-06 17:16:13,244 - mmaction - INFO - Epoch [1][1620/2910] lr: 3.993e-01, eta: 15:03:19, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.5680, top5_acc: 0.8773, loss_cls: 1.4481, loss: 1.4481, grad_norm: 0.9036 2021-04-06 17:16:29,467 - mmaction - INFO - Epoch [1][1640/2910] lr: 3.992e-01, eta: 15:01:27, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.5527, top5_acc: 0.8814, loss_cls: 1.4532, loss: 1.4532, grad_norm: 0.9167 2021-04-06 17:16:45,793 - mmaction - INFO - Epoch [1][1660/2910] lr: 3.992e-01, eta: 14:59:41, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.5582, top5_acc: 0.8824, loss_cls: 1.4500, loss: 1.4500, grad_norm: 0.8872 2021-04-06 17:17:02,086 - mmaction - INFO - Epoch [1][1680/2910] lr: 3.992e-01, eta: 14:57:57, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.5420, top5_acc: 0.8811, loss_cls: 1.4916, loss: 1.4916, grad_norm: 0.9378 2021-04-06 17:17:18,361 - mmaction - INFO - Epoch [1][1700/2910] lr: 3.992e-01, eta: 14:56:13, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.5477, top5_acc: 0.8807, loss_cls: 1.4692, loss: 1.4692, grad_norm: 0.8948 2021-04-06 17:17:34,680 - mmaction - INFO - Epoch [1][1720/2910] lr: 3.992e-01, eta: 14:54:34, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.5625, top5_acc: 0.8848, loss_cls: 1.4598, loss: 1.4598, grad_norm: 0.9175 2021-04-06 17:17:50,905 - mmaction - INFO - Epoch [1][1740/2910] lr: 3.991e-01, eta: 14:52:53, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.5484, top5_acc: 0.8791, loss_cls: 1.4674, loss: 1.4674, grad_norm: 0.9257 2021-04-06 17:18:07,180 - mmaction - INFO - Epoch [1][1760/2910] lr: 3.991e-01, eta: 14:51:16, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.5523, top5_acc: 0.8736, loss_cls: 1.4853, loss: 1.4853, grad_norm: 0.9174 2021-04-06 17:18:23,455 - mmaction - INFO - Epoch [1][1780/2910] lr: 3.991e-01, eta: 14:49:42, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.5645, top5_acc: 0.8791, loss_cls: 1.4593, loss: 1.4593, grad_norm: 0.9330 2021-04-06 17:18:39,730 - mmaction - INFO - Epoch [1][1800/2910] lr: 3.991e-01, eta: 14:48:08, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.5701, top5_acc: 0.8801, loss_cls: 1.4330, loss: 1.4330, grad_norm: 0.9220 2021-04-06 17:18:55,996 - mmaction - INFO - Epoch [1][1820/2910] lr: 3.991e-01, eta: 14:46:35, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.5687, top5_acc: 0.8889, loss_cls: 1.4263, loss: 1.4263, grad_norm: 0.8717 2021-04-06 17:19:12,229 - mmaction - INFO - Epoch [1][1840/2910] lr: 3.990e-01, eta: 14:45:04, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.5820, top5_acc: 0.8887, loss_cls: 1.3950, loss: 1.3950, grad_norm: 0.9052 2021-04-06 17:19:28,548 - mmaction - INFO - Epoch [1][1860/2910] lr: 3.990e-01, eta: 14:43:36, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.5678, top5_acc: 0.8877, loss_cls: 1.4082, loss: 1.4082, grad_norm: 0.9100 2021-04-06 17:19:44,773 - mmaction - INFO - Epoch [1][1880/2910] lr: 3.990e-01, eta: 14:42:08, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.5639, top5_acc: 0.8834, loss_cls: 1.4378, loss: 1.4378, grad_norm: 0.9264 2021-04-06 17:20:01,004 - mmaction - INFO - Epoch [1][1900/2910] lr: 3.990e-01, eta: 14:40:41, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.5703, top5_acc: 0.8857, loss_cls: 1.4326, loss: 1.4326, grad_norm: 0.9496 2021-04-06 17:20:17,216 - mmaction - INFO - Epoch [1][1920/2910] lr: 3.990e-01, eta: 14:39:14, time: 0.809, data_time: 0.005, memory: 9523, top1_acc: 0.5775, top5_acc: 0.8854, loss_cls: 1.4269, loss: 1.4269, grad_norm: 0.9568 2021-04-06 17:20:33,531 - mmaction - INFO - Epoch [1][1940/2910] lr: 3.989e-01, eta: 14:37:54, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.5637, top5_acc: 0.8898, loss_cls: 1.4396, loss: 1.4396, grad_norm: 0.9376 2021-04-06 17:20:49,919 - mmaction - INFO - Epoch [1][1960/2910] lr: 3.989e-01, eta: 14:36:35, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.5850, top5_acc: 0.8975, loss_cls: 1.3674, loss: 1.3674, grad_norm: 0.8732 2021-04-06 17:21:06,324 - mmaction - INFO - Epoch [1][1980/2910] lr: 3.989e-01, eta: 14:35:20, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.5818, top5_acc: 0.8873, loss_cls: 1.3926, loss: 1.3926, grad_norm: 0.8944 2021-04-06 17:21:22,657 - mmaction - INFO - Epoch [1][2000/2910] lr: 3.989e-01, eta: 14:34:02, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.5912, top5_acc: 0.8891, loss_cls: 1.3687, loss: 1.3687, grad_norm: 0.9112 2021-04-06 17:21:38,956 - mmaction - INFO - Epoch [1][2020/2910] lr: 3.988e-01, eta: 14:32:45, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.5916, top5_acc: 0.8973, loss_cls: 1.3505, loss: 1.3505, grad_norm: 0.9057 2021-04-06 17:21:55,364 - mmaction - INFO - Epoch [1][2040/2910] lr: 3.988e-01, eta: 14:31:32, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.5764, top5_acc: 0.8906, loss_cls: 1.4133, loss: 1.4133, grad_norm: 0.9292 2021-04-06 17:22:11,641 - mmaction - INFO - Epoch [1][2060/2910] lr: 3.988e-01, eta: 14:30:17, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.5730, top5_acc: 0.8879, loss_cls: 1.4127, loss: 1.4127, grad_norm: 0.9402 2021-04-06 17:22:27,856 - mmaction - INFO - Epoch [1][2080/2910] lr: 3.988e-01, eta: 14:29:02, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.5877, top5_acc: 0.8893, loss_cls: 1.3618, loss: 1.3618, grad_norm: 0.8761 2021-04-06 17:22:44,087 - mmaction - INFO - Epoch [1][2100/2910] lr: 3.988e-01, eta: 14:27:47, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.5750, top5_acc: 0.8824, loss_cls: 1.4220, loss: 1.4220, grad_norm: 0.9681 2021-04-06 17:23:00,434 - mmaction - INFO - Epoch [1][2120/2910] lr: 3.987e-01, eta: 14:26:37, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.5807, top5_acc: 0.8887, loss_cls: 1.3882, loss: 1.3882, grad_norm: 0.9183 2021-04-06 17:23:16,725 - mmaction - INFO - Epoch [1][2140/2910] lr: 3.987e-01, eta: 14:25:26, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.5832, top5_acc: 0.8939, loss_cls: 1.3712, loss: 1.3712, grad_norm: 0.9262 2021-04-06 17:23:32,923 - mmaction - INFO - Epoch [1][2160/2910] lr: 3.987e-01, eta: 14:24:14, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.5822, top5_acc: 0.8979, loss_cls: 1.3423, loss: 1.3423, grad_norm: 0.9341 2021-04-06 17:23:49,255 - mmaction - INFO - Epoch [1][2180/2910] lr: 3.987e-01, eta: 14:23:07, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.5854, top5_acc: 0.8982, loss_cls: 1.3649, loss: 1.3649, grad_norm: 0.9327 2021-04-06 17:24:05,585 - mmaction - INFO - Epoch [1][2200/2910] lr: 3.986e-01, eta: 14:22:00, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.5762, top5_acc: 0.8900, loss_cls: 1.3757, loss: 1.3757, grad_norm: 0.9064 2021-04-06 17:24:21,960 - mmaction - INFO - Epoch [1][2220/2910] lr: 3.986e-01, eta: 14:20:56, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.5863, top5_acc: 0.8963, loss_cls: 1.3748, loss: 1.3748, grad_norm: 0.9090 2021-04-06 17:24:38,121 - mmaction - INFO - Epoch [1][2240/2910] lr: 3.986e-01, eta: 14:19:47, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.5965, top5_acc: 0.8941, loss_cls: 1.3440, loss: 1.3440, grad_norm: 0.8874 2021-04-06 17:24:54,315 - mmaction - INFO - Epoch [1][2260/2910] lr: 3.986e-01, eta: 14:18:40, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.5877, top5_acc: 0.8941, loss_cls: 1.3623, loss: 1.3623, grad_norm: 0.9315 2021-04-06 17:25:10,591 - mmaction - INFO - Epoch [1][2280/2910] lr: 3.985e-01, eta: 14:17:35, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6037, top5_acc: 0.8939, loss_cls: 1.3521, loss: 1.3521, grad_norm: 0.8884 2021-04-06 17:25:26,924 - mmaction - INFO - Epoch [1][2300/2910] lr: 3.985e-01, eta: 14:16:33, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.6002, top5_acc: 0.9016, loss_cls: 1.3031, loss: 1.3031, grad_norm: 0.8947 2021-04-06 17:25:43,180 - mmaction - INFO - Epoch [1][2320/2910] lr: 3.985e-01, eta: 14:15:30, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6186, top5_acc: 0.9053, loss_cls: 1.2784, loss: 1.2784, grad_norm: 0.8738 2021-04-06 17:25:59,578 - mmaction - INFO - Epoch [1][2340/2910] lr: 3.985e-01, eta: 14:14:31, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.5986, top5_acc: 0.8994, loss_cls: 1.3095, loss: 1.3095, grad_norm: 0.9444 2021-04-06 17:26:15,788 - mmaction - INFO - Epoch [1][2360/2910] lr: 3.984e-01, eta: 14:13:28, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.5947, top5_acc: 0.8990, loss_cls: 1.3335, loss: 1.3335, grad_norm: 0.9205 2021-04-06 17:26:32,153 - mmaction - INFO - Epoch [1][2380/2910] lr: 3.984e-01, eta: 14:12:29, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.5959, top5_acc: 0.8918, loss_cls: 1.3409, loss: 1.3409, grad_norm: 0.9087 2021-04-06 17:26:48,535 - mmaction - INFO - Epoch [1][2400/2910] lr: 3.984e-01, eta: 14:11:32, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.5883, top5_acc: 0.8928, loss_cls: 1.3665, loss: 1.3665, grad_norm: 0.9270 2021-04-06 17:27:04,822 - mmaction - INFO - Epoch [1][2420/2910] lr: 3.983e-01, eta: 14:10:33, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.5930, top5_acc: 0.8914, loss_cls: 1.3331, loss: 1.3331, grad_norm: 0.9530 2021-04-06 17:27:21,118 - mmaction - INFO - Epoch [1][2440/2910] lr: 3.983e-01, eta: 14:09:36, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6000, top5_acc: 0.8988, loss_cls: 1.3178, loss: 1.3178, grad_norm: 0.9285 2021-04-06 17:27:37,432 - mmaction - INFO - Epoch [1][2460/2910] lr: 3.983e-01, eta: 14:08:39, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.5889, top5_acc: 0.8982, loss_cls: 1.3474, loss: 1.3474, grad_norm: 0.9249 2021-04-06 17:27:53,680 - mmaction - INFO - Epoch [1][2480/2910] lr: 3.983e-01, eta: 14:07:42, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.5896, top5_acc: 0.8988, loss_cls: 1.3477, loss: 1.3477, grad_norm: 0.9296 2021-04-06 17:28:09,978 - mmaction - INFO - Epoch [1][2500/2910] lr: 3.982e-01, eta: 14:06:46, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.5994, top5_acc: 0.8951, loss_cls: 1.3307, loss: 1.3307, grad_norm: 0.9024 2021-04-06 17:28:26,310 - mmaction - INFO - Epoch [1][2520/2910] lr: 3.982e-01, eta: 14:05:51, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.5934, top5_acc: 0.9008, loss_cls: 1.3161, loss: 1.3161, grad_norm: 0.9368 2021-04-06 17:28:42,736 - mmaction - INFO - Epoch [1][2540/2910] lr: 3.982e-01, eta: 14:04:59, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.5945, top5_acc: 0.8945, loss_cls: 1.3346, loss: 1.3346, grad_norm: 0.9241 2021-04-06 17:28:59,130 - mmaction - INFO - Epoch [1][2560/2910] lr: 3.982e-01, eta: 14:04:07, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.5855, top5_acc: 0.9006, loss_cls: 1.3351, loss: 1.3351, grad_norm: 0.9277 2021-04-06 17:29:15,520 - mmaction - INFO - Epoch [1][2580/2910] lr: 3.981e-01, eta: 14:03:16, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.6061, top5_acc: 0.9084, loss_cls: 1.2827, loss: 1.2827, grad_norm: 0.8731 2021-04-06 17:29:31,745 - mmaction - INFO - Epoch [1][2600/2910] lr: 3.981e-01, eta: 14:02:22, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6057, top5_acc: 0.8992, loss_cls: 1.3237, loss: 1.3237, grad_norm: 0.9090 2021-04-06 17:29:48,047 - mmaction - INFO - Epoch [1][2620/2910] lr: 3.981e-01, eta: 14:01:30, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6131, top5_acc: 0.9027, loss_cls: 1.2778, loss: 1.2778, grad_norm: 0.8980 2021-04-06 17:30:04,348 - mmaction - INFO - Epoch [1][2640/2910] lr: 3.980e-01, eta: 14:00:38, time: 0.815, data_time: 0.009, memory: 9523, top1_acc: 0.6020, top5_acc: 0.9010, loss_cls: 1.3067, loss: 1.3067, grad_norm: 0.9374 2021-04-06 17:30:20,740 - mmaction - INFO - Epoch [1][2660/2910] lr: 3.980e-01, eta: 13:59:48, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.6078, top5_acc: 0.9070, loss_cls: 1.2874, loss: 1.2874, grad_norm: 0.9240 2021-04-06 17:30:36,986 - mmaction - INFO - Epoch [1][2680/2910] lr: 3.980e-01, eta: 13:58:57, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6010, top5_acc: 0.8936, loss_cls: 1.3382, loss: 1.3382, grad_norm: 0.9278 2021-04-06 17:30:53,233 - mmaction - INFO - Epoch [1][2700/2910] lr: 3.979e-01, eta: 13:58:06, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.5943, top5_acc: 0.8984, loss_cls: 1.3478, loss: 1.3478, grad_norm: 0.9518 2021-04-06 17:31:09,579 - mmaction - INFO - Epoch [1][2720/2910] lr: 3.979e-01, eta: 13:57:17, time: 0.817, data_time: 0.009, memory: 9523, top1_acc: 0.6020, top5_acc: 0.9025, loss_cls: 1.3131, loss: 1.3131, grad_norm: 0.8924 2021-04-06 17:31:25,869 - mmaction - INFO - Epoch [1][2740/2910] lr: 3.979e-01, eta: 13:56:28, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6141, top5_acc: 0.9004, loss_cls: 1.2850, loss: 1.2850, grad_norm: 0.9144 2021-04-06 17:31:42,109 - mmaction - INFO - Epoch [1][2760/2910] lr: 3.979e-01, eta: 13:55:37, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6076, top5_acc: 0.9037, loss_cls: 1.2979, loss: 1.2979, grad_norm: 0.9272 2021-04-06 17:31:58,540 - mmaction - INFO - Epoch [1][2780/2910] lr: 3.978e-01, eta: 13:54:52, time: 0.822, data_time: 0.011, memory: 9523, top1_acc: 0.6066, top5_acc: 0.9002, loss_cls: 1.3088, loss: 1.3088, grad_norm: 0.9206 2021-04-06 17:32:14,847 - mmaction - INFO - Epoch [1][2800/2910] lr: 3.978e-01, eta: 13:54:05, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6166, top5_acc: 0.9109, loss_cls: 1.2523, loss: 1.2523, grad_norm: 0.8895 2021-04-06 17:32:31,140 - mmaction - INFO - Epoch [1][2820/2910] lr: 3.978e-01, eta: 13:53:17, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.5893, top5_acc: 0.8982, loss_cls: 1.3519, loss: 1.3519, grad_norm: 0.9642 2021-04-06 17:32:47,459 - mmaction - INFO - Epoch [1][2840/2910] lr: 3.977e-01, eta: 13:52:30, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6107, top5_acc: 0.9059, loss_cls: 1.2888, loss: 1.2888, grad_norm: 0.9531 2021-04-06 17:33:03,785 - mmaction - INFO - Epoch [1][2860/2910] lr: 3.977e-01, eta: 13:51:44, time: 0.817, data_time: 0.006, memory: 9523, top1_acc: 0.6096, top5_acc: 0.9082, loss_cls: 1.2648, loss: 1.2648, grad_norm: 0.8790 2021-04-06 17:33:20,235 - mmaction - INFO - Epoch [1][2880/2910] lr: 3.977e-01, eta: 13:51:01, time: 0.821, data_time: 0.006, memory: 9523, top1_acc: 0.6080, top5_acc: 0.9031, loss_cls: 1.2829, loss: 1.2829, grad_norm: 0.9091 2021-04-06 17:33:36,636 - mmaction - INFO - Epoch [1][2900/2910] lr: 3.976e-01, eta: 13:50:17, time: 0.820, data_time: 0.007, memory: 9523, top1_acc: 0.6062, top5_acc: 0.9035, loss_cls: 1.2963, loss: 1.2963, grad_norm: 0.9312 2021-04-06 17:33:47,136 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-06 17:39:57,764 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 17:39:58,436 - mmaction - INFO - top1_acc 0.2497 top5_acc 0.5588 2021-04-06 17:39:58,436 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 17:39:58,547 - mmaction - INFO - mean_acc 0.2711 2021-04-06 17:39:58,547 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2021-04-06 17:39:58,600 - mmaction - INFO - Epoch(val) [1][2910] top1_acc: 0.2497, top5_acc: 0.5588, mean_class_accuracy: 0.2711 2021-04-06 17:43:40,326 - mmaction - INFO - Epoch [2][20/2910] lr: 3.983e-01, eta: 17:42:58, time: 11.084, data_time: 10.264, memory: 9523, top1_acc: 0.6111, top5_acc: 0.9023, loss_cls: 1.3040, loss: 1.3040, grad_norm: 0.9410 2021-04-06 17:43:56,468 - mmaction - INFO - Epoch [2][40/2910] lr: 3.982e-01, eta: 17:41:33, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.6084, top5_acc: 0.9023, loss_cls: 1.2928, loss: 1.2928, grad_norm: 0.9199 2021-04-06 17:44:12,667 - mmaction - INFO - Epoch [2][60/2910] lr: 3.982e-01, eta: 17:40:10, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.6123, top5_acc: 0.9051, loss_cls: 1.2810, loss: 1.2810, grad_norm: 0.9496 2021-04-06 17:44:28,907 - mmaction - INFO - Epoch [2][80/2910] lr: 3.982e-01, eta: 17:38:49, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6143, top5_acc: 0.9041, loss_cls: 1.2799, loss: 1.2799, grad_norm: 0.8829 2021-04-06 17:44:45,244 - mmaction - INFO - Epoch [2][100/2910] lr: 3.982e-01, eta: 17:37:30, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.6131, top5_acc: 0.9031, loss_cls: 1.2730, loss: 1.2730, grad_norm: 0.9367 2021-04-06 17:45:01,452 - mmaction - INFO - Epoch [2][120/2910] lr: 3.981e-01, eta: 17:36:10, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.5934, top5_acc: 0.8949, loss_cls: 1.3326, loss: 1.3326, grad_norm: 0.9154 2021-04-06 17:45:17,674 - mmaction - INFO - Epoch [2][140/2910] lr: 3.981e-01, eta: 17:34:51, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6264, top5_acc: 0.9092, loss_cls: 1.2365, loss: 1.2365, grad_norm: 0.8736 2021-04-06 17:45:33,893 - mmaction - INFO - Epoch [2][160/2910] lr: 3.981e-01, eta: 17:33:33, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6350, top5_acc: 0.9086, loss_cls: 1.2114, loss: 1.2114, grad_norm: 0.8844 2021-04-06 17:45:50,088 - mmaction - INFO - Epoch [2][180/2910] lr: 3.981e-01, eta: 17:32:15, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6244, top5_acc: 0.9055, loss_cls: 1.2491, loss: 1.2491, grad_norm: 0.9339 2021-04-06 17:46:06,239 - mmaction - INFO - Epoch [2][200/2910] lr: 3.980e-01, eta: 17:30:56, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.6145, top5_acc: 0.9076, loss_cls: 1.2617, loss: 1.2617, grad_norm: 0.9340 2021-04-06 17:46:22,541 - mmaction - INFO - Epoch [2][220/2910] lr: 3.980e-01, eta: 17:29:43, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6168, top5_acc: 0.9033, loss_cls: 1.2636, loss: 1.2636, grad_norm: 0.9135 2021-04-06 17:46:38,860 - mmaction - INFO - Epoch [2][240/2910] lr: 3.980e-01, eta: 17:28:29, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6090, top5_acc: 0.9037, loss_cls: 1.2817, loss: 1.2817, grad_norm: 0.9251 2021-04-06 17:46:55,095 - mmaction - INFO - Epoch [2][260/2910] lr: 3.980e-01, eta: 17:27:15, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6203, top5_acc: 0.9088, loss_cls: 1.2478, loss: 1.2478, grad_norm: 0.9166 2021-04-06 17:47:11,350 - mmaction - INFO - Epoch [2][280/2910] lr: 3.979e-01, eta: 17:26:02, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6271, top5_acc: 0.9111, loss_cls: 1.2257, loss: 1.2257, grad_norm: 0.9251 2021-04-06 17:47:27,690 - mmaction - INFO - Epoch [2][300/2910] lr: 3.979e-01, eta: 17:24:51, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.6170, top5_acc: 0.9062, loss_cls: 1.2591, loss: 1.2591, grad_norm: 0.9279 2021-04-06 17:47:44,000 - mmaction - INFO - Epoch [2][320/2910] lr: 3.979e-01, eta: 17:23:41, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6271, top5_acc: 0.9088, loss_cls: 1.2380, loss: 1.2380, grad_norm: 0.9343 2021-04-06 17:48:00,315 - mmaction - INFO - Epoch [2][340/2910] lr: 3.979e-01, eta: 17:22:31, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6271, top5_acc: 0.9059, loss_cls: 1.2317, loss: 1.2317, grad_norm: 0.9174 2021-04-06 17:48:16,636 - mmaction - INFO - Epoch [2][360/2910] lr: 3.978e-01, eta: 17:21:22, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6266, top5_acc: 0.9061, loss_cls: 1.2599, loss: 1.2599, grad_norm: 0.9000 2021-04-06 17:48:32,878 - mmaction - INFO - Epoch [2][380/2910] lr: 3.978e-01, eta: 17:20:12, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6146, top5_acc: 0.8998, loss_cls: 1.2739, loss: 1.2739, grad_norm: 0.9406 2021-04-06 17:48:49,172 - mmaction - INFO - Epoch [2][400/2910] lr: 3.978e-01, eta: 17:19:03, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6164, top5_acc: 0.9039, loss_cls: 1.2635, loss: 1.2635, grad_norm: 0.9154 2021-04-06 17:49:05,409 - mmaction - INFO - Epoch [2][420/2910] lr: 3.978e-01, eta: 17:17:55, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6275, top5_acc: 0.9086, loss_cls: 1.2323, loss: 1.2323, grad_norm: 0.9073 2021-04-06 17:49:21,730 - mmaction - INFO - Epoch [2][440/2910] lr: 3.977e-01, eta: 17:16:48, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6260, top5_acc: 0.9029, loss_cls: 1.2365, loss: 1.2365, grad_norm: 0.9212 2021-04-06 17:49:38,056 - mmaction - INFO - Epoch [2][460/2910] lr: 3.977e-01, eta: 17:15:42, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.6244, top5_acc: 0.9111, loss_cls: 1.2295, loss: 1.2295, grad_norm: 0.9226 2021-04-06 17:49:54,351 - mmaction - INFO - Epoch [2][480/2910] lr: 3.977e-01, eta: 17:14:37, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6238, top5_acc: 0.9146, loss_cls: 1.2269, loss: 1.2269, grad_norm: 0.9095 2021-04-06 17:50:10,581 - mmaction - INFO - Epoch [2][500/2910] lr: 3.977e-01, eta: 17:13:30, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.6158, top5_acc: 0.9113, loss_cls: 1.2452, loss: 1.2452, grad_norm: 0.9325 2021-04-06 17:50:26,878 - mmaction - INFO - Epoch [2][520/2910] lr: 3.976e-01, eta: 17:12:25, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6303, top5_acc: 0.9111, loss_cls: 1.2161, loss: 1.2161, grad_norm: 0.9034 2021-04-06 17:50:43,118 - mmaction - INFO - Epoch [2][540/2910] lr: 3.976e-01, eta: 17:11:21, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6262, top5_acc: 0.9123, loss_cls: 1.2261, loss: 1.2261, grad_norm: 0.9224 2021-04-06 17:50:59,408 - mmaction - INFO - Epoch [2][560/2910] lr: 3.976e-01, eta: 17:10:17, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6246, top5_acc: 0.9148, loss_cls: 1.2203, loss: 1.2203, grad_norm: 0.9064 2021-04-06 17:51:15,684 - mmaction - INFO - Epoch [2][580/2910] lr: 3.975e-01, eta: 17:09:13, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.5979, top5_acc: 0.9004, loss_cls: 1.3303, loss: 1.3303, grad_norm: 0.9745 2021-04-06 17:51:31,849 - mmaction - INFO - Epoch [2][600/2910] lr: 3.975e-01, eta: 17:08:08, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.6277, top5_acc: 0.9143, loss_cls: 1.2213, loss: 1.2213, grad_norm: 0.8904 2021-04-06 17:51:48,171 - mmaction - INFO - Epoch [2][620/2910] lr: 3.975e-01, eta: 17:07:07, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6207, top5_acc: 0.9135, loss_cls: 1.2223, loss: 1.2223, grad_norm: 0.9274 2021-04-06 17:52:04,435 - mmaction - INFO - Epoch [2][640/2910] lr: 3.975e-01, eta: 17:06:05, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6322, top5_acc: 0.9127, loss_cls: 1.2347, loss: 1.2347, grad_norm: 0.9047 2021-04-06 17:52:20,722 - mmaction - INFO - Epoch [2][660/2910] lr: 3.974e-01, eta: 17:05:05, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6314, top5_acc: 0.9133, loss_cls: 1.2174, loss: 1.2174, grad_norm: 0.9085 2021-04-06 17:52:37,018 - mmaction - INFO - Epoch [2][680/2910] lr: 3.974e-01, eta: 17:04:04, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6311, top5_acc: 0.9133, loss_cls: 1.2116, loss: 1.2116, grad_norm: 0.8938 2021-04-06 17:52:53,260 - mmaction - INFO - Epoch [2][700/2910] lr: 3.974e-01, eta: 17:03:03, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6258, top5_acc: 0.9148, loss_cls: 1.2133, loss: 1.2133, grad_norm: 0.9046 2021-04-06 17:53:09,484 - mmaction - INFO - Epoch [2][720/2910] lr: 3.973e-01, eta: 17:02:03, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6289, top5_acc: 0.9061, loss_cls: 1.2238, loss: 1.2238, grad_norm: 0.9465 2021-04-06 17:53:25,684 - mmaction - INFO - Epoch [2][740/2910] lr: 3.973e-01, eta: 17:01:01, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.6182, top5_acc: 0.9125, loss_cls: 1.2516, loss: 1.2516, grad_norm: 0.9354 2021-04-06 17:53:42,008 - mmaction - INFO - Epoch [2][760/2910] lr: 3.973e-01, eta: 17:00:04, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6197, top5_acc: 0.9059, loss_cls: 1.2432, loss: 1.2432, grad_norm: 0.9244 2021-04-06 17:53:58,335 - mmaction - INFO - Epoch [2][780/2910] lr: 3.973e-01, eta: 16:59:06, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6205, top5_acc: 0.9094, loss_cls: 1.2388, loss: 1.2388, grad_norm: 0.9239 2021-04-06 17:54:14,697 - mmaction - INFO - Epoch [2][800/2910] lr: 3.972e-01, eta: 16:58:10, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.6260, top5_acc: 0.9146, loss_cls: 1.2150, loss: 1.2150, grad_norm: 0.8952 2021-04-06 17:54:30,954 - mmaction - INFO - Epoch [2][820/2910] lr: 3.972e-01, eta: 16:57:12, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6242, top5_acc: 0.9107, loss_cls: 1.2118, loss: 1.2118, grad_norm: 0.9286 2021-04-06 17:54:47,159 - mmaction - INFO - Epoch [2][840/2910] lr: 3.972e-01, eta: 16:56:13, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6494, top5_acc: 0.9178, loss_cls: 1.1734, loss: 1.1734, grad_norm: 0.8939 2021-04-06 17:55:03,484 - mmaction - INFO - Epoch [2][860/2910] lr: 3.971e-01, eta: 16:55:18, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6305, top5_acc: 0.9168, loss_cls: 1.2077, loss: 1.2077, grad_norm: 0.9104 2021-04-06 17:55:19,838 - mmaction - INFO - Epoch [2][880/2910] lr: 3.971e-01, eta: 16:54:23, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6125, top5_acc: 0.9092, loss_cls: 1.2766, loss: 1.2766, grad_norm: 0.9659 2021-04-06 17:55:36,180 - mmaction - INFO - Epoch [2][900/2910] lr: 3.971e-01, eta: 16:53:28, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6193, top5_acc: 0.9086, loss_cls: 1.2631, loss: 1.2631, grad_norm: 0.9193 2021-04-06 17:55:52,486 - mmaction - INFO - Epoch [2][920/2910] lr: 3.970e-01, eta: 16:52:34, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6316, top5_acc: 0.9186, loss_cls: 1.1980, loss: 1.1980, grad_norm: 0.9008 2021-04-06 17:56:08,849 - mmaction - INFO - Epoch [2][940/2910] lr: 3.970e-01, eta: 16:51:40, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6355, top5_acc: 0.9145, loss_cls: 1.2023, loss: 1.2023, grad_norm: 0.9181 2021-04-06 17:56:25,206 - mmaction - INFO - Epoch [2][960/2910] lr: 3.970e-01, eta: 16:50:47, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6318, top5_acc: 0.9131, loss_cls: 1.2237, loss: 1.2237, grad_norm: 0.9223 2021-04-06 17:56:41,423 - mmaction - INFO - Epoch [2][980/2910] lr: 3.969e-01, eta: 16:49:52, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6186, top5_acc: 0.9131, loss_cls: 1.2424, loss: 1.2424, grad_norm: 0.9400 2021-04-06 17:56:57,690 - mmaction - INFO - Epoch [2][1000/2910] lr: 3.969e-01, eta: 16:48:58, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6221, top5_acc: 0.9131, loss_cls: 1.2600, loss: 1.2600, grad_norm: 0.9692 2021-04-06 17:57:14,057 - mmaction - INFO - Epoch [2][1020/2910] lr: 3.969e-01, eta: 16:48:06, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6363, top5_acc: 0.9168, loss_cls: 1.1922, loss: 1.1922, grad_norm: 0.9213 2021-04-06 17:57:30,317 - mmaction - INFO - Epoch [2][1040/2910] lr: 3.969e-01, eta: 16:47:13, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6240, top5_acc: 0.9094, loss_cls: 1.2373, loss: 1.2373, grad_norm: 0.9191 2021-04-06 17:57:46,562 - mmaction - INFO - Epoch [2][1060/2910] lr: 3.968e-01, eta: 16:46:20, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6311, top5_acc: 0.9131, loss_cls: 1.2223, loss: 1.2223, grad_norm: 0.9083 2021-04-06 17:58:02,891 - mmaction - INFO - Epoch [2][1080/2910] lr: 3.968e-01, eta: 16:45:28, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6217, top5_acc: 0.9113, loss_cls: 1.2443, loss: 1.2443, grad_norm: 0.9352 2021-04-06 17:58:19,243 - mmaction - INFO - Epoch [2][1100/2910] lr: 3.968e-01, eta: 16:44:38, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.6217, top5_acc: 0.9131, loss_cls: 1.2298, loss: 1.2298, grad_norm: 0.9542 2021-04-06 17:58:35,549 - mmaction - INFO - Epoch [2][1120/2910] lr: 3.967e-01, eta: 16:43:47, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6217, top5_acc: 0.9100, loss_cls: 1.2380, loss: 1.2380, grad_norm: 0.9214 2021-04-06 17:58:51,875 - mmaction - INFO - Epoch [2][1140/2910] lr: 3.967e-01, eta: 16:42:56, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6365, top5_acc: 0.9107, loss_cls: 1.2040, loss: 1.2040, grad_norm: 0.9165 2021-04-06 17:59:08,227 - mmaction - INFO - Epoch [2][1160/2910] lr: 3.967e-01, eta: 16:42:06, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6414, top5_acc: 0.9162, loss_cls: 1.1895, loss: 1.1895, grad_norm: 0.9046 2021-04-06 17:59:24,479 - mmaction - INFO - Epoch [2][1180/2910] lr: 3.966e-01, eta: 16:41:16, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6377, top5_acc: 0.9150, loss_cls: 1.1993, loss: 1.1993, grad_norm: 0.9141 2021-04-06 17:59:40,752 - mmaction - INFO - Epoch [2][1200/2910] lr: 3.966e-01, eta: 16:40:25, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6486, top5_acc: 0.9197, loss_cls: 1.1677, loss: 1.1677, grad_norm: 0.9016 2021-04-06 17:59:57,049 - mmaction - INFO - Epoch [2][1220/2910] lr: 3.966e-01, eta: 16:39:35, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6348, top5_acc: 0.9119, loss_cls: 1.1983, loss: 1.1983, grad_norm: 0.9503 2021-04-06 18:00:13,649 - mmaction - INFO - Epoch [2][1240/2910] lr: 3.965e-01, eta: 16:38:51, time: 0.831, data_time: 0.005, memory: 9523, top1_acc: 0.6264, top5_acc: 0.9172, loss_cls: 1.2015, loss: 1.2015, grad_norm: 0.9482 2021-04-06 18:00:30,089 - mmaction - INFO - Epoch [2][1260/2910] lr: 3.965e-01, eta: 16:38:04, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.6029, top5_acc: 0.9064, loss_cls: 1.2851, loss: 1.2851, grad_norm: 0.9963 2021-04-06 18:00:46,407 - mmaction - INFO - Epoch [2][1280/2910] lr: 3.965e-01, eta: 16:37:16, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6293, top5_acc: 0.9141, loss_cls: 1.2272, loss: 1.2272, grad_norm: 0.9055 2021-04-06 18:01:02,716 - mmaction - INFO - Epoch [2][1300/2910] lr: 3.964e-01, eta: 16:36:28, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6375, top5_acc: 0.9195, loss_cls: 1.1675, loss: 1.1675, grad_norm: 0.9095 2021-04-06 18:01:19,072 - mmaction - INFO - Epoch [2][1320/2910] lr: 3.964e-01, eta: 16:35:40, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.6258, top5_acc: 0.9078, loss_cls: 1.2120, loss: 1.2120, grad_norm: 0.9402 2021-04-06 18:01:35,379 - mmaction - INFO - Epoch [2][1340/2910] lr: 3.964e-01, eta: 16:34:53, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6295, top5_acc: 0.9107, loss_cls: 1.2037, loss: 1.2037, grad_norm: 0.9265 2021-04-06 18:01:51,681 - mmaction - INFO - Epoch [2][1360/2910] lr: 3.963e-01, eta: 16:34:06, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6307, top5_acc: 0.9166, loss_cls: 1.1753, loss: 1.1753, grad_norm: 0.9026 2021-04-06 18:02:07,961 - mmaction - INFO - Epoch [2][1380/2910] lr: 3.963e-01, eta: 16:33:19, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6299, top5_acc: 0.9090, loss_cls: 1.2139, loss: 1.2139, grad_norm: 0.9540 2021-04-06 18:02:24,203 - mmaction - INFO - Epoch [2][1400/2910] lr: 3.963e-01, eta: 16:32:31, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6316, top5_acc: 0.9154, loss_cls: 1.2018, loss: 1.2018, grad_norm: 0.8997 2021-04-06 18:02:40,409 - mmaction - INFO - Epoch [2][1420/2910] lr: 3.962e-01, eta: 16:31:42, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6350, top5_acc: 0.9107, loss_cls: 1.2155, loss: 1.2155, grad_norm: 0.9283 2021-04-06 18:02:56,762 - mmaction - INFO - Epoch [2][1440/2910] lr: 3.962e-01, eta: 16:30:57, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.6391, top5_acc: 0.9205, loss_cls: 1.1772, loss: 1.1772, grad_norm: 0.9138 2021-04-06 18:03:13,075 - mmaction - INFO - Epoch [2][1460/2910] lr: 3.962e-01, eta: 16:30:11, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6416, top5_acc: 0.9117, loss_cls: 1.1954, loss: 1.1954, grad_norm: 0.9151 2021-04-06 18:03:29,284 - mmaction - INFO - Epoch [2][1480/2910] lr: 3.961e-01, eta: 16:29:24, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6375, top5_acc: 0.9115, loss_cls: 1.2055, loss: 1.2055, grad_norm: 0.9618 2021-04-06 18:03:45,517 - mmaction - INFO - Epoch [2][1500/2910] lr: 3.961e-01, eta: 16:28:38, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6322, top5_acc: 0.9195, loss_cls: 1.1935, loss: 1.1935, grad_norm: 0.9181 2021-04-06 18:04:01,969 - mmaction - INFO - Epoch [2][1520/2910] lr: 3.960e-01, eta: 16:27:55, time: 0.825, data_time: 0.002, memory: 9523, top1_acc: 0.6314, top5_acc: 0.9217, loss_cls: 1.1851, loss: 1.1851, grad_norm: 0.9037 2021-04-06 18:04:18,332 - mmaction - INFO - Epoch [2][1540/2910] lr: 3.960e-01, eta: 16:27:11, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6549, top5_acc: 0.9156, loss_cls: 1.1643, loss: 1.1643, grad_norm: 0.9130 2021-04-06 18:04:34,678 - mmaction - INFO - Epoch [2][1560/2910] lr: 3.960e-01, eta: 16:26:27, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6512, top5_acc: 0.9189, loss_cls: 1.1448, loss: 1.1448, grad_norm: 0.9064 2021-04-06 18:04:50,944 - mmaction - INFO - Epoch [2][1580/2910] lr: 3.959e-01, eta: 16:25:42, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6314, top5_acc: 0.9186, loss_cls: 1.1793, loss: 1.1793, grad_norm: 0.9247 2021-04-06 18:05:07,231 - mmaction - INFO - Epoch [2][1600/2910] lr: 3.959e-01, eta: 16:24:57, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6357, top5_acc: 0.9088, loss_cls: 1.2100, loss: 1.2100, grad_norm: 0.9750 2021-04-06 18:05:23,593 - mmaction - INFO - Epoch [2][1620/2910] lr: 3.959e-01, eta: 16:24:15, time: 0.820, data_time: 0.004, memory: 9523, top1_acc: 0.6371, top5_acc: 0.9143, loss_cls: 1.2143, loss: 1.2143, grad_norm: 0.9066 2021-04-06 18:05:39,885 - mmaction - INFO - Epoch [2][1640/2910] lr: 3.958e-01, eta: 16:23:31, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6369, top5_acc: 0.9129, loss_cls: 1.1860, loss: 1.1860, grad_norm: 0.9422 2021-04-06 18:05:56,293 - mmaction - INFO - Epoch [2][1660/2910] lr: 3.958e-01, eta: 16:22:49, time: 0.820, data_time: 0.005, memory: 9523, top1_acc: 0.6449, top5_acc: 0.9170, loss_cls: 1.1551, loss: 1.1551, grad_norm: 0.9079 2021-04-06 18:06:12,635 - mmaction - INFO - Epoch [2][1680/2910] lr: 3.958e-01, eta: 16:22:06, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6422, top5_acc: 0.9154, loss_cls: 1.1816, loss: 1.1816, grad_norm: 0.9340 2021-04-06 18:06:29,081 - mmaction - INFO - Epoch [2][1700/2910] lr: 3.957e-01, eta: 16:21:25, time: 0.822, data_time: 0.002, memory: 9523, top1_acc: 0.6572, top5_acc: 0.9225, loss_cls: 1.1272, loss: 1.1272, grad_norm: 0.8796 2021-04-06 18:06:45,421 - mmaction - INFO - Epoch [2][1720/2910] lr: 3.957e-01, eta: 16:20:43, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6594, top5_acc: 0.9154, loss_cls: 1.1533, loss: 1.1533, grad_norm: 0.9327 2021-04-06 18:07:01,700 - mmaction - INFO - Epoch [2][1740/2910] lr: 3.956e-01, eta: 16:20:00, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6291, top5_acc: 0.9146, loss_cls: 1.1986, loss: 1.1986, grad_norm: 0.9701 2021-04-06 18:07:18,078 - mmaction - INFO - Epoch [2][1760/2910] lr: 3.956e-01, eta: 16:19:19, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.6434, top5_acc: 0.9150, loss_cls: 1.1786, loss: 1.1786, grad_norm: 0.9034 2021-04-06 18:07:34,434 - mmaction - INFO - Epoch [2][1780/2910] lr: 3.956e-01, eta: 16:18:38, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.6467, top5_acc: 0.9193, loss_cls: 1.1789, loss: 1.1789, grad_norm: 0.9431 2021-04-06 18:07:50,725 - mmaction - INFO - Epoch [2][1800/2910] lr: 3.955e-01, eta: 16:17:56, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6439, top5_acc: 0.9145, loss_cls: 1.1771, loss: 1.1771, grad_norm: 0.9376 2021-04-06 18:08:06,992 - mmaction - INFO - Epoch [2][1820/2910] lr: 3.955e-01, eta: 16:17:13, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6441, top5_acc: 0.9092, loss_cls: 1.1879, loss: 1.1879, grad_norm: 0.9392 2021-04-06 18:08:23,316 - mmaction - INFO - Epoch [2][1840/2910] lr: 3.955e-01, eta: 16:16:33, time: 0.818, data_time: 0.011, memory: 9523, top1_acc: 0.6389, top5_acc: 0.9186, loss_cls: 1.1803, loss: 1.1803, grad_norm: 0.9270 2021-04-06 18:08:39,704 - mmaction - INFO - Epoch [2][1860/2910] lr: 3.954e-01, eta: 16:15:52, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.6447, top5_acc: 0.9223, loss_cls: 1.1535, loss: 1.1535, grad_norm: 0.9137 2021-04-06 18:08:56,118 - mmaction - INFO - Epoch [2][1880/2910] lr: 3.954e-01, eta: 16:15:13, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.6490, top5_acc: 0.9234, loss_cls: 1.1385, loss: 1.1385, grad_norm: 0.9262 2021-04-06 18:09:12,483 - mmaction - INFO - Epoch [2][1900/2910] lr: 3.953e-01, eta: 16:14:33, time: 0.817, data_time: 0.006, memory: 9523, top1_acc: 0.6416, top5_acc: 0.9150, loss_cls: 1.1925, loss: 1.1925, grad_norm: 0.9363 2021-04-06 18:09:28,761 - mmaction - INFO - Epoch [2][1920/2910] lr: 3.953e-01, eta: 16:13:52, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 1.1745, loss: 1.1745, grad_norm: 0.9236 2021-04-06 18:09:45,048 - mmaction - INFO - Epoch [2][1940/2910] lr: 3.953e-01, eta: 16:13:11, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.6307, top5_acc: 0.9168, loss_cls: 1.2107, loss: 1.2107, grad_norm: 0.9642 2021-04-06 18:10:01,348 - mmaction - INFO - Epoch [2][1960/2910] lr: 3.952e-01, eta: 16:12:31, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6533, top5_acc: 0.9195, loss_cls: 1.1474, loss: 1.1474, grad_norm: 0.9135 2021-04-06 18:10:17,789 - mmaction - INFO - Epoch [2][1980/2910] lr: 3.952e-01, eta: 16:11:53, time: 0.821, data_time: 0.009, memory: 9523, top1_acc: 0.6422, top5_acc: 0.9156, loss_cls: 1.1597, loss: 1.1597, grad_norm: 0.9074 2021-04-06 18:10:34,021 - mmaction - INFO - Epoch [2][2000/2910] lr: 3.951e-01, eta: 16:11:12, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6467, top5_acc: 0.9268, loss_cls: 1.1556, loss: 1.1556, grad_norm: 0.9276 2021-04-06 18:10:50,430 - mmaction - INFO - Epoch [2][2020/2910] lr: 3.951e-01, eta: 16:10:34, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.6395, top5_acc: 0.9178, loss_cls: 1.1715, loss: 1.1715, grad_norm: 0.9084 2021-04-06 18:11:06,739 - mmaction - INFO - Epoch [2][2040/2910] lr: 3.951e-01, eta: 16:09:54, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6416, top5_acc: 0.9113, loss_cls: 1.1939, loss: 1.1939, grad_norm: 0.9036 2021-04-06 18:11:22,987 - mmaction - INFO - Epoch [2][2060/2910] lr: 3.950e-01, eta: 16:09:15, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6500, top5_acc: 0.9207, loss_cls: 1.1378, loss: 1.1378, grad_norm: 0.9350 2021-04-06 18:11:39,466 - mmaction - INFO - Epoch [2][2080/2910] lr: 3.950e-01, eta: 16:08:38, time: 0.822, data_time: 0.001, memory: 9523, top1_acc: 0.6500, top5_acc: 0.9230, loss_cls: 1.1622, loss: 1.1622, grad_norm: 0.9278 2021-04-06 18:11:55,725 - mmaction - INFO - Epoch [2][2100/2910] lr: 3.949e-01, eta: 16:07:58, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6479, top5_acc: 0.9195, loss_cls: 1.1728, loss: 1.1728, grad_norm: 0.9205 2021-04-06 18:12:12,047 - mmaction - INFO - Epoch [2][2120/2910] lr: 3.949e-01, eta: 16:07:20, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6551, top5_acc: 0.9232, loss_cls: 1.1209, loss: 1.1209, grad_norm: 0.9345 2021-04-06 18:12:28,352 - mmaction - INFO - Epoch [2][2140/2910] lr: 3.949e-01, eta: 16:06:41, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6537, top5_acc: 0.9227, loss_cls: 1.1523, loss: 1.1523, grad_norm: 0.9209 2021-04-06 18:12:44,711 - mmaction - INFO - Epoch [2][2160/2910] lr: 3.948e-01, eta: 16:06:03, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6494, top5_acc: 0.9195, loss_cls: 1.1537, loss: 1.1537, grad_norm: 0.9123 2021-04-06 18:13:01,049 - mmaction - INFO - Epoch [2][2180/2910] lr: 3.948e-01, eta: 16:05:26, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.6588, top5_acc: 0.9248, loss_cls: 1.1363, loss: 1.1363, grad_norm: 0.9311 2021-04-06 18:13:17,376 - mmaction - INFO - Epoch [2][2200/2910] lr: 3.947e-01, eta: 16:04:48, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6404, top5_acc: 0.9182, loss_cls: 1.1798, loss: 1.1798, grad_norm: 0.9564 2021-04-06 18:13:33,798 - mmaction - INFO - Epoch [2][2220/2910] lr: 3.947e-01, eta: 16:04:12, time: 0.823, data_time: 0.003, memory: 9523, top1_acc: 0.6484, top5_acc: 0.9207, loss_cls: 1.1576, loss: 1.1576, grad_norm: 0.9309 2021-04-06 18:13:50,060 - mmaction - INFO - Epoch [2][2240/2910] lr: 3.947e-01, eta: 16:03:33, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6383, top5_acc: 0.9145, loss_cls: 1.1936, loss: 1.1936, grad_norm: 0.9496 2021-04-06 18:14:06,367 - mmaction - INFO - Epoch [2][2260/2910] lr: 3.946e-01, eta: 16:02:56, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6557, top5_acc: 0.9176, loss_cls: 1.1369, loss: 1.1369, grad_norm: 0.9127 2021-04-06 18:14:22,676 - mmaction - INFO - Epoch [2][2280/2910] lr: 3.946e-01, eta: 16:02:19, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6592, top5_acc: 0.9176, loss_cls: 1.1543, loss: 1.1543, grad_norm: 0.9222 2021-04-06 18:14:38,911 - mmaction - INFO - Epoch [2][2300/2910] lr: 3.945e-01, eta: 16:01:41, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6502, top5_acc: 0.9176, loss_cls: 1.1673, loss: 1.1673, grad_norm: 0.9088 2021-04-06 18:14:55,354 - mmaction - INFO - Epoch [2][2320/2910] lr: 3.945e-01, eta: 16:01:05, time: 0.821, data_time: 0.001, memory: 9523, top1_acc: 0.6627, top5_acc: 0.9254, loss_cls: 1.1161, loss: 1.1161, grad_norm: 0.9052 2021-04-06 18:15:11,761 - mmaction - INFO - Epoch [2][2340/2910] lr: 3.945e-01, eta: 16:00:30, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.6490, top5_acc: 0.9170, loss_cls: 1.1554, loss: 1.1554, grad_norm: 0.9313 2021-04-06 18:15:28,157 - mmaction - INFO - Epoch [2][2360/2910] lr: 3.944e-01, eta: 15:59:54, time: 0.819, data_time: 0.011, memory: 9523, top1_acc: 0.6469, top5_acc: 0.9266, loss_cls: 1.1541, loss: 1.1541, grad_norm: 0.9226 2021-04-06 18:15:44,541 - mmaction - INFO - Epoch [2][2380/2910] lr: 3.944e-01, eta: 15:59:19, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.6439, top5_acc: 0.9197, loss_cls: 1.1716, loss: 1.1716, grad_norm: 0.9637 2021-04-06 18:16:00,820 - mmaction - INFO - Epoch [2][2400/2910] lr: 3.943e-01, eta: 15:58:42, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6326, top5_acc: 0.9135, loss_cls: 1.1983, loss: 1.1983, grad_norm: 0.9448 2021-04-06 18:16:17,005 - mmaction - INFO - Epoch [2][2420/2910] lr: 3.943e-01, eta: 15:58:04, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6277, top5_acc: 0.9137, loss_cls: 1.2089, loss: 1.2089, grad_norm: 0.9463 2021-04-06 18:16:33,272 - mmaction - INFO - Epoch [2][2440/2910] lr: 3.942e-01, eta: 15:57:28, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6404, top5_acc: 0.9180, loss_cls: 1.1790, loss: 1.1790, grad_norm: 0.9272 2021-04-06 18:16:49,521 - mmaction - INFO - Epoch [2][2460/2910] lr: 3.942e-01, eta: 15:56:51, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6510, top5_acc: 0.9187, loss_cls: 1.1602, loss: 1.1602, grad_norm: 0.9454 2021-04-06 18:17:05,834 - mmaction - INFO - Epoch [2][2480/2910] lr: 3.942e-01, eta: 15:56:15, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6508, top5_acc: 0.9209, loss_cls: 1.1436, loss: 1.1436, grad_norm: 0.9130 2021-04-06 18:17:22,137 - mmaction - INFO - Epoch [2][2500/2910] lr: 3.941e-01, eta: 15:55:40, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6523, top5_acc: 0.9223, loss_cls: 1.1423, loss: 1.1423, grad_norm: 0.9484 2021-04-06 18:17:38,447 - mmaction - INFO - Epoch [2][2520/2910] lr: 3.941e-01, eta: 15:55:04, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6395, top5_acc: 0.9111, loss_cls: 1.2096, loss: 1.2096, grad_norm: 0.9286 2021-04-06 18:17:54,722 - mmaction - INFO - Epoch [2][2540/2910] lr: 3.940e-01, eta: 15:54:28, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6537, top5_acc: 0.9225, loss_cls: 1.1220, loss: 1.1220, grad_norm: 0.9039 2021-04-06 18:18:11,088 - mmaction - INFO - Epoch [2][2560/2910] lr: 3.940e-01, eta: 15:53:54, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6322, top5_acc: 0.9127, loss_cls: 1.2152, loss: 1.2152, grad_norm: 0.9448 2021-04-06 18:18:27,471 - mmaction - INFO - Epoch [2][2580/2910] lr: 3.939e-01, eta: 15:53:20, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.6451, top5_acc: 0.9189, loss_cls: 1.1551, loss: 1.1551, grad_norm: 0.9189 2021-04-06 18:18:43,887 - mmaction - INFO - Epoch [2][2600/2910] lr: 3.939e-01, eta: 15:52:46, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.6496, top5_acc: 0.9162, loss_cls: 1.1211, loss: 1.1211, grad_norm: 0.8901 2021-04-06 18:19:00,223 - mmaction - INFO - Epoch [2][2620/2910] lr: 3.938e-01, eta: 15:52:11, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6553, top5_acc: 0.9217, loss_cls: 1.1440, loss: 1.1440, grad_norm: 0.9141 2021-04-06 18:19:16,534 - mmaction - INFO - Epoch [2][2640/2910] lr: 3.938e-01, eta: 15:51:37, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6578, top5_acc: 0.9232, loss_cls: 1.1167, loss: 1.1167, grad_norm: 0.9134 2021-04-06 18:19:32,843 - mmaction - INFO - Epoch [2][2660/2910] lr: 3.938e-01, eta: 15:51:03, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6492, top5_acc: 0.9201, loss_cls: 1.1484, loss: 1.1484, grad_norm: 0.9487 2021-04-06 18:19:49,105 - mmaction - INFO - Epoch [2][2680/2910] lr: 3.937e-01, eta: 15:50:27, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6539, top5_acc: 0.9230, loss_cls: 1.1349, loss: 1.1349, grad_norm: 0.9717 2021-04-06 18:20:05,411 - mmaction - INFO - Epoch [2][2700/2910] lr: 3.937e-01, eta: 15:49:53, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6551, top5_acc: 0.9150, loss_cls: 1.1517, loss: 1.1517, grad_norm: 0.9357 2021-04-06 18:20:21,721 - mmaction - INFO - Epoch [2][2720/2910] lr: 3.936e-01, eta: 15:49:19, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6271, top5_acc: 0.9121, loss_cls: 1.2339, loss: 1.2339, grad_norm: 1.0099 2021-04-06 18:20:38,058 - mmaction - INFO - Epoch [2][2740/2910] lr: 3.936e-01, eta: 15:48:45, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6490, top5_acc: 0.9238, loss_cls: 1.1677, loss: 1.1677, grad_norm: 0.9394 2021-04-06 18:20:54,330 - mmaction - INFO - Epoch [2][2760/2910] lr: 3.935e-01, eta: 15:48:11, time: 0.813, data_time: 0.008, memory: 9523, top1_acc: 0.6652, top5_acc: 0.9238, loss_cls: 1.1143, loss: 1.1143, grad_norm: 0.8809 2021-04-06 18:21:10,587 - mmaction - INFO - Epoch [2][2780/2910] lr: 3.935e-01, eta: 15:47:37, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6537, top5_acc: 0.9234, loss_cls: 1.1330, loss: 1.1330, grad_norm: 0.9184 2021-04-06 18:21:26,856 - mmaction - INFO - Epoch [2][2800/2910] lr: 3.934e-01, eta: 15:47:03, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6539, top5_acc: 0.9191, loss_cls: 1.1246, loss: 1.1246, grad_norm: 0.8953 2021-04-06 18:21:43,173 - mmaction - INFO - Epoch [2][2820/2910] lr: 3.934e-01, eta: 15:46:29, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6510, top5_acc: 0.9215, loss_cls: 1.1225, loss: 1.1225, grad_norm: 0.9032 2021-04-06 18:21:59,472 - mmaction - INFO - Epoch [2][2840/2910] lr: 3.933e-01, eta: 15:45:56, time: 0.817, data_time: 0.006, memory: 9523, top1_acc: 0.6379, top5_acc: 0.9268, loss_cls: 1.1459, loss: 1.1459, grad_norm: 0.9415 2021-04-06 18:22:15,790 - mmaction - INFO - Epoch [2][2860/2910] lr: 3.933e-01, eta: 15:45:22, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6600, top5_acc: 0.9297, loss_cls: 1.0964, loss: 1.0964, grad_norm: 0.9114 2021-04-06 18:22:32,045 - mmaction - INFO - Epoch [2][2880/2910] lr: 3.933e-01, eta: 15:44:49, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6527, top5_acc: 0.9229, loss_cls: 1.1439, loss: 1.1439, grad_norm: 0.9235 2021-04-06 18:22:48,421 - mmaction - INFO - Epoch [2][2900/2910] lr: 3.932e-01, eta: 15:44:16, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9230, loss_cls: 1.1113, loss: 1.1113, grad_norm: 0.9380 2021-04-06 18:22:59,107 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-06 18:29:13,954 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 18:29:14,617 - mmaction - INFO - top1_acc 0.4619 top5_acc 0.8040 2021-04-06 18:29:14,618 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 18:29:14,729 - mmaction - INFO - mean_acc 0.4955 2021-04-06 18:29:14,729 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2021-04-06 18:29:14,751 - mmaction - INFO - Epoch(val) [2][2910] top1_acc: 0.4619, top5_acc: 0.8040, mean_class_accuracy: 0.4955 2021-04-06 18:32:55,233 - mmaction - INFO - Epoch [3][20/2910] lr: 3.931e-01, eta: 16:19:15, time: 11.023, data_time: 10.208, memory: 9523, top1_acc: 0.6650, top5_acc: 0.9289, loss_cls: 1.0974, loss: 1.0974, grad_norm: 0.9087 2021-04-06 18:33:11,473 - mmaction - INFO - Epoch [3][40/2910] lr: 3.931e-01, eta: 16:18:33, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6572, top5_acc: 0.9223, loss_cls: 1.1187, loss: 1.1187, grad_norm: 0.9143 2021-04-06 18:33:27,671 - mmaction - INFO - Epoch [3][60/2910] lr: 3.930e-01, eta: 16:17:51, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.6559, top5_acc: 0.9164, loss_cls: 1.1309, loss: 1.1309, grad_norm: 0.9258 2021-04-06 18:33:43,987 - mmaction - INFO - Epoch [3][80/2910] lr: 3.930e-01, eta: 16:17:11, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6561, top5_acc: 0.9258, loss_cls: 1.1172, loss: 1.1172, grad_norm: 0.9306 2021-04-06 18:34:00,204 - mmaction - INFO - Epoch [3][100/2910] lr: 3.930e-01, eta: 16:16:29, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6502, top5_acc: 0.9289, loss_cls: 1.1439, loss: 1.1439, grad_norm: 0.9380 2021-04-06 18:34:16,424 - mmaction - INFO - Epoch [3][120/2910] lr: 3.929e-01, eta: 16:15:48, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6557, top5_acc: 0.9236, loss_cls: 1.1265, loss: 1.1265, grad_norm: 0.9207 2021-04-06 18:34:32,654 - mmaction - INFO - Epoch [3][140/2910] lr: 3.929e-01, eta: 16:15:08, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6541, top5_acc: 0.9268, loss_cls: 1.1047, loss: 1.1047, grad_norm: 0.9007 2021-04-06 18:34:48,888 - mmaction - INFO - Epoch [3][160/2910] lr: 3.928e-01, eta: 16:14:27, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9320, loss_cls: 1.0788, loss: 1.0788, grad_norm: 0.9102 2021-04-06 18:35:05,116 - mmaction - INFO - Epoch [3][180/2910] lr: 3.928e-01, eta: 16:13:47, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6617, top5_acc: 0.9230, loss_cls: 1.1133, loss: 1.1133, grad_norm: 0.9474 2021-04-06 18:35:21,359 - mmaction - INFO - Epoch [3][200/2910] lr: 3.927e-01, eta: 16:13:06, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6557, top5_acc: 0.9271, loss_cls: 1.1284, loss: 1.1284, grad_norm: 0.9452 2021-04-06 18:35:37,689 - mmaction - INFO - Epoch [3][220/2910] lr: 3.927e-01, eta: 16:12:28, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9203, loss_cls: 1.1096, loss: 1.1096, grad_norm: 0.9331 2021-04-06 18:35:54,023 - mmaction - INFO - Epoch [3][240/2910] lr: 3.926e-01, eta: 16:11:49, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6703, top5_acc: 0.9283, loss_cls: 1.0985, loss: 1.0985, grad_norm: 0.9387 2021-04-06 18:36:10,220 - mmaction - INFO - Epoch [3][260/2910] lr: 3.926e-01, eta: 16:11:08, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.6344, top5_acc: 0.9150, loss_cls: 1.1868, loss: 1.1868, grad_norm: 0.9566 2021-04-06 18:36:26,425 - mmaction - INFO - Epoch [3][280/2910] lr: 3.925e-01, eta: 16:10:29, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6576, top5_acc: 0.9248, loss_cls: 1.1257, loss: 1.1257, grad_norm: 0.8951 2021-04-06 18:36:42,663 - mmaction - INFO - Epoch [3][300/2910] lr: 3.925e-01, eta: 16:09:49, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.6604, top5_acc: 0.9238, loss_cls: 1.1088, loss: 1.1088, grad_norm: 0.9522 2021-04-06 18:36:58,961 - mmaction - INFO - Epoch [3][320/2910] lr: 3.924e-01, eta: 16:09:11, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6607, top5_acc: 0.9264, loss_cls: 1.1286, loss: 1.1286, grad_norm: 0.9536 2021-04-06 18:37:15,353 - mmaction - INFO - Epoch [3][340/2910] lr: 3.924e-01, eta: 16:08:32, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6525, top5_acc: 0.9254, loss_cls: 1.1462, loss: 1.1462, grad_norm: 1.0027 2021-04-06 18:37:31,755 - mmaction - INFO - Epoch [3][360/2910] lr: 3.923e-01, eta: 16:07:55, time: 0.821, data_time: 0.005, memory: 9523, top1_acc: 0.6430, top5_acc: 0.9213, loss_cls: 1.1636, loss: 1.1636, grad_norm: 0.9649 2021-04-06 18:37:48,047 - mmaction - INFO - Epoch [3][380/2910] lr: 3.923e-01, eta: 16:07:17, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6658, top5_acc: 0.9273, loss_cls: 1.0960, loss: 1.0960, grad_norm: 0.9069 2021-04-06 18:38:04,286 - mmaction - INFO - Epoch [3][400/2910] lr: 3.922e-01, eta: 16:06:38, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6646, top5_acc: 0.9256, loss_cls: 1.1078, loss: 1.1078, grad_norm: 0.9064 2021-04-06 18:38:20,474 - mmaction - INFO - Epoch [3][420/2910] lr: 3.922e-01, eta: 16:06:00, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.6572, top5_acc: 0.9172, loss_cls: 1.1232, loss: 1.1232, grad_norm: 0.9038 2021-04-06 18:38:36,582 - mmaction - INFO - Epoch [3][440/2910] lr: 3.921e-01, eta: 16:05:20, time: 0.805, data_time: 0.001, memory: 9523, top1_acc: 0.6490, top5_acc: 0.9109, loss_cls: 1.1726, loss: 1.1726, grad_norm: 0.9578 2021-04-06 18:38:52,888 - mmaction - INFO - Epoch [3][460/2910] lr: 3.921e-01, eta: 16:04:42, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6535, top5_acc: 0.9184, loss_cls: 1.1301, loss: 1.1301, grad_norm: 0.9500 2021-04-06 18:39:09,074 - mmaction - INFO - Epoch [3][480/2910] lr: 3.920e-01, eta: 16:04:03, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6529, top5_acc: 0.9268, loss_cls: 1.1224, loss: 1.1224, grad_norm: 0.9320 2021-04-06 18:39:25,356 - mmaction - INFO - Epoch [3][500/2910] lr: 3.920e-01, eta: 16:03:26, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6496, top5_acc: 0.9225, loss_cls: 1.1431, loss: 1.1431, grad_norm: 0.9187 2021-04-06 18:39:41,711 - mmaction - INFO - Epoch [3][520/2910] lr: 3.919e-01, eta: 16:02:49, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.6365, top5_acc: 0.9125, loss_cls: 1.1853, loss: 1.1853, grad_norm: 0.9884 2021-04-06 18:39:58,003 - mmaction - INFO - Epoch [3][540/2910] lr: 3.919e-01, eta: 16:02:12, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6559, top5_acc: 0.9221, loss_cls: 1.1312, loss: 1.1312, grad_norm: 0.8860 2021-04-06 18:40:14,288 - mmaction - INFO - Epoch [3][560/2910] lr: 3.918e-01, eta: 16:01:35, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6650, top5_acc: 0.9291, loss_cls: 1.0852, loss: 1.0852, grad_norm: 0.9190 2021-04-06 18:40:30,489 - mmaction - INFO - Epoch [3][580/2910] lr: 3.918e-01, eta: 16:00:57, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9254, loss_cls: 1.0981, loss: 1.0981, grad_norm: 0.9308 2021-04-06 18:40:46,746 - mmaction - INFO - Epoch [3][600/2910] lr: 3.917e-01, eta: 16:00:20, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.6586, top5_acc: 0.9230, loss_cls: 1.1143, loss: 1.1143, grad_norm: 0.9325 2021-04-06 18:41:03,045 - mmaction - INFO - Epoch [3][620/2910] lr: 3.917e-01, eta: 15:59:43, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6395, top5_acc: 0.9174, loss_cls: 1.1710, loss: 1.1710, grad_norm: 0.9349 2021-04-06 18:41:19,482 - mmaction - INFO - Epoch [3][640/2910] lr: 3.916e-01, eta: 15:59:08, time: 0.824, data_time: 0.003, memory: 9523, top1_acc: 0.6584, top5_acc: 0.9219, loss_cls: 1.1339, loss: 1.1339, grad_norm: 0.9118 2021-04-06 18:41:35,733 - mmaction - INFO - Epoch [3][660/2910] lr: 3.916e-01, eta: 15:58:31, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6643, top5_acc: 0.9211, loss_cls: 1.1111, loss: 1.1111, grad_norm: 0.9164 2021-04-06 18:41:51,946 - mmaction - INFO - Epoch [3][680/2910] lr: 3.915e-01, eta: 15:57:54, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6652, top5_acc: 0.9252, loss_cls: 1.1074, loss: 1.1074, grad_norm: 0.9183 2021-04-06 18:42:08,157 - mmaction - INFO - Epoch [3][700/2910] lr: 3.915e-01, eta: 15:57:17, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.6594, top5_acc: 0.9270, loss_cls: 1.1219, loss: 1.1219, grad_norm: 0.9440 2021-04-06 18:42:24,394 - mmaction - INFO - Epoch [3][720/2910] lr: 3.914e-01, eta: 15:56:41, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6596, top5_acc: 0.9283, loss_cls: 1.1157, loss: 1.1157, grad_norm: 0.9086 2021-04-06 18:42:40,642 - mmaction - INFO - Epoch [3][740/2910] lr: 3.914e-01, eta: 15:56:04, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6715, top5_acc: 0.9256, loss_cls: 1.1039, loss: 1.1039, grad_norm: 0.9120 2021-04-06 18:42:56,851 - mmaction - INFO - Epoch [3][760/2910] lr: 3.913e-01, eta: 15:55:28, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6545, top5_acc: 0.9238, loss_cls: 1.1243, loss: 1.1243, grad_norm: 0.9406 2021-04-06 18:43:13,181 - mmaction - INFO - Epoch [3][780/2910] lr: 3.913e-01, eta: 15:54:52, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6623, top5_acc: 0.9219, loss_cls: 1.1108, loss: 1.1108, grad_norm: 0.9145 2021-04-06 18:43:29,594 - mmaction - INFO - Epoch [3][800/2910] lr: 3.912e-01, eta: 15:54:18, time: 0.820, data_time: 0.004, memory: 9523, top1_acc: 0.6465, top5_acc: 0.9184, loss_cls: 1.1701, loss: 1.1701, grad_norm: 0.9921 2021-04-06 18:43:45,805 - mmaction - INFO - Epoch [3][820/2910] lr: 3.911e-01, eta: 15:53:42, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6576, top5_acc: 0.9244, loss_cls: 1.1221, loss: 1.1221, grad_norm: 0.9111 2021-04-06 18:44:01,932 - mmaction - INFO - Epoch [3][840/2910] lr: 3.911e-01, eta: 15:53:05, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.6707, top5_acc: 0.9240, loss_cls: 1.1017, loss: 1.1017, grad_norm: 0.9367 2021-04-06 18:44:18,166 - mmaction - INFO - Epoch [3][860/2910] lr: 3.910e-01, eta: 15:52:29, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.6527, top5_acc: 0.9258, loss_cls: 1.1107, loss: 1.1107, grad_norm: 0.9425 2021-04-06 18:44:34,486 - mmaction - INFO - Epoch [3][880/2910] lr: 3.910e-01, eta: 15:51:54, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9275, loss_cls: 1.1013, loss: 1.1013, grad_norm: 0.9239 2021-04-06 18:44:50,906 - mmaction - INFO - Epoch [3][900/2910] lr: 3.909e-01, eta: 15:51:20, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.6613, top5_acc: 0.9297, loss_cls: 1.0926, loss: 1.0926, grad_norm: 0.9415 2021-04-06 18:45:07,129 - mmaction - INFO - Epoch [3][920/2910] lr: 3.909e-01, eta: 15:50:45, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.6633, top5_acc: 0.9262, loss_cls: 1.1001, loss: 1.1001, grad_norm: 0.9449 2021-04-06 18:45:23,383 - mmaction - INFO - Epoch [3][940/2910] lr: 3.908e-01, eta: 15:50:10, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6445, top5_acc: 0.9211, loss_cls: 1.1541, loss: 1.1541, grad_norm: 0.9612 2021-04-06 18:45:39,610 - mmaction - INFO - Epoch [3][960/2910] lr: 3.908e-01, eta: 15:49:34, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6473, top5_acc: 0.9160, loss_cls: 1.1810, loss: 1.1810, grad_norm: 0.9524 2021-04-06 18:45:55,956 - mmaction - INFO - Epoch [3][980/2910] lr: 3.907e-01, eta: 15:49:00, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6646, top5_acc: 0.9227, loss_cls: 1.1082, loss: 1.1082, grad_norm: 0.8962 2021-04-06 18:46:12,157 - mmaction - INFO - Epoch [3][1000/2910] lr: 3.907e-01, eta: 15:48:25, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.6613, top5_acc: 0.9232, loss_cls: 1.0998, loss: 1.0998, grad_norm: 0.9201 2021-04-06 18:46:28,526 - mmaction - INFO - Epoch [3][1020/2910] lr: 3.906e-01, eta: 15:47:51, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.6650, top5_acc: 0.9203, loss_cls: 1.1049, loss: 1.1049, grad_norm: 0.9412 2021-04-06 18:46:44,877 - mmaction - INFO - Epoch [3][1040/2910] lr: 3.906e-01, eta: 15:47:18, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6531, top5_acc: 0.9242, loss_cls: 1.1411, loss: 1.1411, grad_norm: 0.9421 2021-04-06 18:47:01,060 - mmaction - INFO - Epoch [3][1060/2910] lr: 3.905e-01, eta: 15:46:43, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.6645, top5_acc: 0.9299, loss_cls: 1.1059, loss: 1.1059, grad_norm: 0.9129 2021-04-06 18:47:17,276 - mmaction - INFO - Epoch [3][1080/2910] lr: 3.904e-01, eta: 15:46:08, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9264, loss_cls: 1.1143, loss: 1.1143, grad_norm: 0.9265 2021-04-06 18:47:33,651 - mmaction - INFO - Epoch [3][1100/2910] lr: 3.904e-01, eta: 15:45:35, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.6631, top5_acc: 0.9270, loss_cls: 1.0899, loss: 1.0899, grad_norm: 0.9431 2021-04-06 18:47:50,033 - mmaction - INFO - Epoch [3][1120/2910] lr: 3.903e-01, eta: 15:45:02, time: 0.821, data_time: 0.011, memory: 9523, top1_acc: 0.6475, top5_acc: 0.9219, loss_cls: 1.1459, loss: 1.1459, grad_norm: 0.9534 2021-04-06 18:48:06,319 - mmaction - INFO - Epoch [3][1140/2910] lr: 3.903e-01, eta: 15:44:28, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6553, top5_acc: 0.9291, loss_cls: 1.0987, loss: 1.0987, grad_norm: 0.9134 2021-04-06 18:48:22,535 - mmaction - INFO - Epoch [3][1160/2910] lr: 3.902e-01, eta: 15:43:54, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9264, loss_cls: 1.0925, loss: 1.0925, grad_norm: 0.9291 2021-04-06 18:48:38,655 - mmaction - INFO - Epoch [3][1180/2910] lr: 3.902e-01, eta: 15:43:19, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.6617, top5_acc: 0.9250, loss_cls: 1.1083, loss: 1.1083, grad_norm: 0.9560 2021-04-06 18:48:54,863 - mmaction - INFO - Epoch [3][1200/2910] lr: 3.901e-01, eta: 15:42:44, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6588, top5_acc: 0.9291, loss_cls: 1.1128, loss: 1.1128, grad_norm: 0.9474 2021-04-06 18:49:11,162 - mmaction - INFO - Epoch [3][1220/2910] lr: 3.901e-01, eta: 15:42:11, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6527, top5_acc: 0.9279, loss_cls: 1.1165, loss: 1.1165, grad_norm: 0.9165 2021-04-06 18:49:27,436 - mmaction - INFO - Epoch [3][1240/2910] lr: 3.900e-01, eta: 15:41:38, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.6711, top5_acc: 0.9338, loss_cls: 1.0779, loss: 1.0779, grad_norm: 0.9168 2021-04-06 18:49:43,702 - mmaction - INFO - Epoch [3][1260/2910] lr: 3.899e-01, eta: 15:41:05, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9252, loss_cls: 1.0891, loss: 1.0891, grad_norm: 0.9184 2021-04-06 18:49:59,954 - mmaction - INFO - Epoch [3][1280/2910] lr: 3.899e-01, eta: 15:40:31, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6566, top5_acc: 0.9244, loss_cls: 1.1384, loss: 1.1384, grad_norm: 0.9640 2021-04-06 18:50:16,203 - mmaction - INFO - Epoch [3][1300/2910] lr: 3.898e-01, eta: 15:39:58, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9307, loss_cls: 1.0747, loss: 1.0747, grad_norm: 0.9205 2021-04-06 18:50:32,461 - mmaction - INFO - Epoch [3][1320/2910] lr: 3.898e-01, eta: 15:39:25, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6715, top5_acc: 0.9297, loss_cls: 1.0783, loss: 1.0783, grad_norm: 0.9231 2021-04-06 18:50:48,733 - mmaction - INFO - Epoch [3][1340/2910] lr: 3.897e-01, eta: 15:38:52, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6562, top5_acc: 0.9217, loss_cls: 1.1291, loss: 1.1291, grad_norm: 0.9146 2021-04-06 18:51:04,939 - mmaction - INFO - Epoch [3][1360/2910] lr: 3.897e-01, eta: 15:38:18, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6500, top5_acc: 0.9283, loss_cls: 1.1370, loss: 1.1370, grad_norm: 0.9774 2021-04-06 18:51:21,160 - mmaction - INFO - Epoch [3][1380/2910] lr: 3.896e-01, eta: 15:37:45, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6562, top5_acc: 0.9250, loss_cls: 1.1279, loss: 1.1279, grad_norm: 0.9475 2021-04-06 18:51:37,416 - mmaction - INFO - Epoch [3][1400/2910] lr: 3.895e-01, eta: 15:37:12, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6645, top5_acc: 0.9187, loss_cls: 1.1211, loss: 1.1211, grad_norm: 0.9355 2021-04-06 18:51:53,772 - mmaction - INFO - Epoch [3][1420/2910] lr: 3.895e-01, eta: 15:36:40, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6664, top5_acc: 0.9262, loss_cls: 1.1045, loss: 1.1045, grad_norm: 0.9261 2021-04-06 18:52:10,053 - mmaction - INFO - Epoch [3][1440/2910] lr: 3.894e-01, eta: 15:36:08, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6703, top5_acc: 0.9252, loss_cls: 1.1044, loss: 1.1044, grad_norm: 0.9414 2021-04-06 18:52:26,355 - mmaction - INFO - Epoch [3][1460/2910] lr: 3.894e-01, eta: 15:35:36, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6615, top5_acc: 0.9281, loss_cls: 1.0998, loss: 1.0998, grad_norm: 0.9470 2021-04-06 18:52:42,682 - mmaction - INFO - Epoch [3][1480/2910] lr: 3.893e-01, eta: 15:35:04, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.6650, top5_acc: 0.9240, loss_cls: 1.0849, loss: 1.0849, grad_norm: 0.9643 2021-04-06 18:52:58,971 - mmaction - INFO - Epoch [3][1500/2910] lr: 3.893e-01, eta: 15:34:32, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9287, loss_cls: 1.0863, loss: 1.0863, grad_norm: 0.9146 2021-04-06 18:53:15,337 - mmaction - INFO - Epoch [3][1520/2910] lr: 3.892e-01, eta: 15:34:01, time: 0.819, data_time: 0.011, memory: 9523, top1_acc: 0.6596, top5_acc: 0.9238, loss_cls: 1.1116, loss: 1.1116, grad_norm: 0.9525 2021-04-06 18:53:31,612 - mmaction - INFO - Epoch [3][1540/2910] lr: 3.891e-01, eta: 15:33:29, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6652, top5_acc: 0.9318, loss_cls: 1.0764, loss: 1.0764, grad_norm: 0.9283 2021-04-06 18:53:47,869 - mmaction - INFO - Epoch [3][1560/2910] lr: 3.891e-01, eta: 15:32:57, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6559, top5_acc: 0.9215, loss_cls: 1.1280, loss: 1.1280, grad_norm: 0.9620 2021-04-06 18:54:04,222 - mmaction - INFO - Epoch [3][1580/2910] lr: 3.890e-01, eta: 15:32:26, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6689, top5_acc: 0.9232, loss_cls: 1.1019, loss: 1.1019, grad_norm: 0.9296 2021-04-06 18:54:20,599 - mmaction - INFO - Epoch [3][1600/2910] lr: 3.890e-01, eta: 15:31:55, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.6770, top5_acc: 0.9258, loss_cls: 1.0787, loss: 1.0787, grad_norm: 0.9163 2021-04-06 18:54:36,879 - mmaction - INFO - Epoch [3][1620/2910] lr: 3.889e-01, eta: 15:31:23, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6525, top5_acc: 0.9295, loss_cls: 1.1108, loss: 1.1108, grad_norm: 0.9509 2021-04-06 18:54:53,143 - mmaction - INFO - Epoch [3][1640/2910] lr: 3.888e-01, eta: 15:30:51, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6666, top5_acc: 0.9275, loss_cls: 1.1054, loss: 1.1054, grad_norm: 0.9455 2021-04-06 18:55:09,495 - mmaction - INFO - Epoch [3][1660/2910] lr: 3.888e-01, eta: 15:30:20, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6637, top5_acc: 0.9240, loss_cls: 1.1024, loss: 1.1024, grad_norm: 0.8971 2021-04-06 18:55:25,767 - mmaction - INFO - Epoch [3][1680/2910] lr: 3.887e-01, eta: 15:29:49, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6689, top5_acc: 0.9285, loss_cls: 1.0812, loss: 1.0812, grad_norm: 0.9399 2021-04-06 18:55:42,065 - mmaction - INFO - Epoch [3][1700/2910] lr: 3.887e-01, eta: 15:29:18, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6721, top5_acc: 0.9324, loss_cls: 1.0641, loss: 1.0641, grad_norm: 0.9067 2021-04-06 18:55:58,376 - mmaction - INFO - Epoch [3][1720/2910] lr: 3.886e-01, eta: 15:28:47, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6670, top5_acc: 0.9316, loss_cls: 1.0892, loss: 1.0892, grad_norm: 0.9507 2021-04-06 18:56:14,862 - mmaction - INFO - Epoch [3][1740/2910] lr: 3.885e-01, eta: 15:28:17, time: 0.825, data_time: 0.005, memory: 9523, top1_acc: 0.6721, top5_acc: 0.9303, loss_cls: 1.0829, loss: 1.0829, grad_norm: 0.9490 2021-04-06 18:56:31,160 - mmaction - INFO - Epoch [3][1760/2910] lr: 3.885e-01, eta: 15:27:46, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.6480, top5_acc: 0.9227, loss_cls: 1.1344, loss: 1.1344, grad_norm: 0.9681 2021-04-06 18:56:47,433 - mmaction - INFO - Epoch [3][1780/2910] lr: 3.884e-01, eta: 15:27:15, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6588, top5_acc: 0.9250, loss_cls: 1.1187, loss: 1.1187, grad_norm: 0.9336 2021-04-06 18:57:03,701 - mmaction - INFO - Epoch [3][1800/2910] lr: 3.884e-01, eta: 15:26:44, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6650, top5_acc: 0.9223, loss_cls: 1.0888, loss: 1.0888, grad_norm: 0.9175 2021-04-06 18:57:19,938 - mmaction - INFO - Epoch [3][1820/2910] lr: 3.883e-01, eta: 15:26:13, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9264, loss_cls: 1.0782, loss: 1.0782, grad_norm: 0.8810 2021-04-06 18:57:36,328 - mmaction - INFO - Epoch [3][1840/2910] lr: 3.882e-01, eta: 15:25:43, time: 0.821, data_time: 0.014, memory: 9523, top1_acc: 0.6760, top5_acc: 0.9322, loss_cls: 1.0459, loss: 1.0459, grad_norm: 0.8997 2021-04-06 18:57:52,565 - mmaction - INFO - Epoch [3][1860/2910] lr: 3.882e-01, eta: 15:25:12, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.6586, top5_acc: 0.9275, loss_cls: 1.0939, loss: 1.0939, grad_norm: 0.9046 2021-04-06 18:58:08,828 - mmaction - INFO - Epoch [3][1880/2910] lr: 3.881e-01, eta: 15:24:42, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6717, top5_acc: 0.9279, loss_cls: 1.0948, loss: 1.0948, grad_norm: 0.9106 2021-04-06 18:58:25,100 - mmaction - INFO - Epoch [3][1900/2910] lr: 3.881e-01, eta: 15:24:11, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6615, top5_acc: 0.9260, loss_cls: 1.1035, loss: 1.1035, grad_norm: 1.0135 2021-04-06 18:58:41,545 - mmaction - INFO - Epoch [3][1920/2910] lr: 3.880e-01, eta: 15:23:42, time: 0.822, data_time: 0.011, memory: 9523, top1_acc: 0.6559, top5_acc: 0.9279, loss_cls: 1.1135, loss: 1.1135, grad_norm: 0.9695 2021-04-06 18:58:57,806 - mmaction - INFO - Epoch [3][1940/2910] lr: 3.879e-01, eta: 15:23:11, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6500, top5_acc: 0.9199, loss_cls: 1.1450, loss: 1.1450, grad_norm: 0.9583 2021-04-06 18:59:14,097 - mmaction - INFO - Epoch [3][1960/2910] lr: 3.879e-01, eta: 15:22:41, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6604, top5_acc: 0.9246, loss_cls: 1.1102, loss: 1.1102, grad_norm: 0.9586 2021-04-06 18:59:30,337 - mmaction - INFO - Epoch [3][1980/2910] lr: 3.878e-01, eta: 15:22:10, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6605, top5_acc: 0.9246, loss_cls: 1.1203, loss: 1.1203, grad_norm: 0.9450 2021-04-06 18:59:46,709 - mmaction - INFO - Epoch [3][2000/2910] lr: 3.878e-01, eta: 15:21:41, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.6680, top5_acc: 0.9299, loss_cls: 1.0809, loss: 1.0809, grad_norm: 0.9332 2021-04-06 19:00:03,008 - mmaction - INFO - Epoch [3][2020/2910] lr: 3.877e-01, eta: 15:21:11, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6746, top5_acc: 0.9326, loss_cls: 1.0628, loss: 1.0628, grad_norm: 0.9216 2021-04-06 19:00:19,417 - mmaction - INFO - Epoch [3][2040/2910] lr: 3.876e-01, eta: 15:20:42, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9314, loss_cls: 1.0788, loss: 1.0788, grad_norm: 0.9572 2021-04-06 19:00:35,653 - mmaction - INFO - Epoch [3][2060/2910] lr: 3.876e-01, eta: 15:20:11, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.6707, top5_acc: 0.9268, loss_cls: 1.0804, loss: 1.0804, grad_norm: 0.9310 2021-04-06 19:00:51,874 - mmaction - INFO - Epoch [3][2080/2910] lr: 3.875e-01, eta: 15:19:41, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9270, loss_cls: 1.1106, loss: 1.1106, grad_norm: 0.9159 2021-04-06 19:01:08,212 - mmaction - INFO - Epoch [3][2100/2910] lr: 3.874e-01, eta: 15:19:12, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6549, top5_acc: 0.9187, loss_cls: 1.1189, loss: 1.1189, grad_norm: 0.9563 2021-04-06 19:01:24,349 - mmaction - INFO - Epoch [3][2120/2910] lr: 3.874e-01, eta: 15:18:41, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.6645, top5_acc: 0.9336, loss_cls: 1.0814, loss: 1.0814, grad_norm: 0.9078 2021-04-06 19:01:40,718 - mmaction - INFO - Epoch [3][2140/2910] lr: 3.873e-01, eta: 15:18:12, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.6682, top5_acc: 0.9324, loss_cls: 1.0806, loss: 1.0806, grad_norm: 0.9371 2021-04-06 19:01:56,983 - mmaction - INFO - Epoch [3][2160/2910] lr: 3.873e-01, eta: 15:17:42, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9254, loss_cls: 1.0808, loss: 1.0808, grad_norm: 0.9116 2021-04-06 19:02:13,209 - mmaction - INFO - Epoch [3][2180/2910] lr: 3.872e-01, eta: 15:17:12, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6645, top5_acc: 0.9271, loss_cls: 1.1019, loss: 1.1019, grad_norm: 0.9288 2021-04-06 19:02:29,457 - mmaction - INFO - Epoch [3][2200/2910] lr: 3.871e-01, eta: 15:16:42, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6732, top5_acc: 0.9256, loss_cls: 1.0829, loss: 1.0829, grad_norm: 0.9390 2021-04-06 19:02:45,665 - mmaction - INFO - Epoch [3][2220/2910] lr: 3.871e-01, eta: 15:16:12, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6631, top5_acc: 0.9246, loss_cls: 1.1209, loss: 1.1209, grad_norm: 0.9383 2021-04-06 19:03:02,004 - mmaction - INFO - Epoch [3][2240/2910] lr: 3.870e-01, eta: 15:15:43, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6770, top5_acc: 0.9320, loss_cls: 1.0622, loss: 1.0622, grad_norm: 0.9332 2021-04-06 19:03:18,259 - mmaction - INFO - Epoch [3][2260/2910] lr: 3.869e-01, eta: 15:15:14, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9291, loss_cls: 1.0512, loss: 1.0512, grad_norm: 0.8983 2021-04-06 19:03:34,503 - mmaction - INFO - Epoch [3][2280/2910] lr: 3.869e-01, eta: 15:14:44, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.6836, top5_acc: 0.9367, loss_cls: 1.0309, loss: 1.0309, grad_norm: 0.8966 2021-04-06 19:03:50,834 - mmaction - INFO - Epoch [3][2300/2910] lr: 3.868e-01, eta: 15:14:16, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6766, top5_acc: 0.9293, loss_cls: 1.0612, loss: 1.0612, grad_norm: 0.9242 2021-04-06 19:04:07,197 - mmaction - INFO - Epoch [3][2320/2910] lr: 3.867e-01, eta: 15:13:47, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6816, top5_acc: 0.9311, loss_cls: 1.0573, loss: 1.0573, grad_norm: 0.9180 2021-04-06 19:04:23,536 - mmaction - INFO - Epoch [3][2340/2910] lr: 3.867e-01, eta: 15:13:18, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9295, loss_cls: 1.0910, loss: 1.0910, grad_norm: 0.9656 2021-04-06 19:04:39,829 - mmaction - INFO - Epoch [3][2360/2910] lr: 3.866e-01, eta: 15:12:50, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9314, loss_cls: 1.0698, loss: 1.0698, grad_norm: 0.9302 2021-04-06 19:04:56,103 - mmaction - INFO - Epoch [3][2380/2910] lr: 3.866e-01, eta: 15:12:21, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6605, top5_acc: 0.9316, loss_cls: 1.0955, loss: 1.0955, grad_norm: 0.9668 2021-04-06 19:05:12,335 - mmaction - INFO - Epoch [3][2400/2910] lr: 3.865e-01, eta: 15:11:52, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6760, top5_acc: 0.9334, loss_cls: 1.0585, loss: 1.0585, grad_norm: 0.9520 2021-04-06 19:05:28,672 - mmaction - INFO - Epoch [3][2420/2910] lr: 3.864e-01, eta: 15:11:23, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9295, loss_cls: 1.0716, loss: 1.0716, grad_norm: 0.9123 2021-04-06 19:05:44,924 - mmaction - INFO - Epoch [3][2440/2910] lr: 3.864e-01, eta: 15:10:54, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6701, top5_acc: 0.9309, loss_cls: 1.0921, loss: 1.0921, grad_norm: 0.9745 2021-04-06 19:06:01,199 - mmaction - INFO - Epoch [3][2460/2910] lr: 3.863e-01, eta: 15:10:25, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.6625, top5_acc: 0.9270, loss_cls: 1.1305, loss: 1.1305, grad_norm: 0.9982 2021-04-06 19:06:17,513 - mmaction - INFO - Epoch [3][2480/2910] lr: 3.862e-01, eta: 15:09:57, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.6672, top5_acc: 0.9232, loss_cls: 1.1022, loss: 1.1022, grad_norm: 0.9570 2021-04-06 19:06:33,771 - mmaction - INFO - Epoch [3][2500/2910] lr: 3.862e-01, eta: 15:09:28, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6705, top5_acc: 0.9291, loss_cls: 1.0801, loss: 1.0801, grad_norm: 0.9264 2021-04-06 19:06:50,195 - mmaction - INFO - Epoch [3][2520/2910] lr: 3.861e-01, eta: 15:09:01, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.6633, top5_acc: 0.9275, loss_cls: 1.1106, loss: 1.1106, grad_norm: 0.9446 2021-04-06 19:07:06,557 - mmaction - INFO - Epoch [3][2540/2910] lr: 3.860e-01, eta: 15:08:33, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6740, top5_acc: 0.9322, loss_cls: 1.0806, loss: 1.0806, grad_norm: 0.9150 2021-04-06 19:07:22,769 - mmaction - INFO - Epoch [3][2560/2910] lr: 3.860e-01, eta: 15:08:04, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.6775, top5_acc: 0.9318, loss_cls: 1.0490, loss: 1.0490, grad_norm: 0.9514 2021-04-06 19:07:39,037 - mmaction - INFO - Epoch [3][2580/2910] lr: 3.859e-01, eta: 15:07:36, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6678, top5_acc: 0.9184, loss_cls: 1.1146, loss: 1.1146, grad_norm: 0.9568 2021-04-06 19:07:55,302 - mmaction - INFO - Epoch [3][2600/2910] lr: 3.858e-01, eta: 15:07:07, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.6764, top5_acc: 0.9352, loss_cls: 1.0436, loss: 1.0436, grad_norm: 0.9155 2021-04-06 19:08:11,579 - mmaction - INFO - Epoch [3][2620/2910] lr: 3.858e-01, eta: 15:06:39, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6725, top5_acc: 0.9311, loss_cls: 1.0609, loss: 1.0609, grad_norm: 0.9208 2021-04-06 19:08:27,931 - mmaction - INFO - Epoch [3][2640/2910] lr: 3.857e-01, eta: 15:06:11, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6777, top5_acc: 0.9303, loss_cls: 1.0585, loss: 1.0585, grad_norm: 0.9446 2021-04-06 19:08:44,162 - mmaction - INFO - Epoch [3][2660/2910] lr: 3.856e-01, eta: 15:05:43, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6762, top5_acc: 0.9303, loss_cls: 1.0764, loss: 1.0764, grad_norm: 0.9240 2021-04-06 19:09:00,534 - mmaction - INFO - Epoch [3][2680/2910] lr: 3.856e-01, eta: 15:05:15, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.6713, top5_acc: 0.9313, loss_cls: 1.0801, loss: 1.0801, grad_norm: 0.9487 2021-04-06 19:09:16,760 - mmaction - INFO - Epoch [3][2700/2910] lr: 3.855e-01, eta: 15:04:47, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6729, top5_acc: 0.9295, loss_cls: 1.0712, loss: 1.0712, grad_norm: 0.9688 2021-04-06 19:09:33,076 - mmaction - INFO - Epoch [3][2720/2910] lr: 3.854e-01, eta: 15:04:19, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6523, top5_acc: 0.9326, loss_cls: 1.1160, loss: 1.1160, grad_norm: 0.9627 2021-04-06 19:09:49,423 - mmaction - INFO - Epoch [3][2740/2910] lr: 3.854e-01, eta: 15:03:52, time: 0.817, data_time: 0.008, memory: 9523, top1_acc: 0.6645, top5_acc: 0.9273, loss_cls: 1.1067, loss: 1.1067, grad_norm: 0.9589 2021-04-06 19:10:05,691 - mmaction - INFO - Epoch [3][2760/2910] lr: 3.853e-01, eta: 15:03:24, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6617, top5_acc: 0.9203, loss_cls: 1.1299, loss: 1.1299, grad_norm: 0.9610 2021-04-06 19:10:21,990 - mmaction - INFO - Epoch [3][2780/2910] lr: 3.852e-01, eta: 15:02:56, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6643, top5_acc: 0.9207, loss_cls: 1.1121, loss: 1.1121, grad_norm: 0.9685 2021-04-06 19:10:38,281 - mmaction - INFO - Epoch [3][2800/2910] lr: 3.852e-01, eta: 15:02:29, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.6801, top5_acc: 0.9340, loss_cls: 1.0561, loss: 1.0561, grad_norm: 0.9035 2021-04-06 19:10:54,517 - mmaction - INFO - Epoch [3][2820/2910] lr: 3.851e-01, eta: 15:02:01, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.6756, top5_acc: 0.9273, loss_cls: 1.0767, loss: 1.0767, grad_norm: 0.9136 2021-04-06 19:11:10,807 - mmaction - INFO - Epoch [3][2840/2910] lr: 3.850e-01, eta: 15:01:33, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9354, loss_cls: 1.0540, loss: 1.0540, grad_norm: 0.9305 2021-04-06 19:11:27,061 - mmaction - INFO - Epoch [3][2860/2910] lr: 3.850e-01, eta: 15:01:05, time: 0.813, data_time: 0.008, memory: 9523, top1_acc: 0.6691, top5_acc: 0.9268, loss_cls: 1.0788, loss: 1.0788, grad_norm: 0.9369 2021-04-06 19:11:43,314 - mmaction - INFO - Epoch [3][2880/2910] lr: 3.849e-01, eta: 15:00:38, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6678, top5_acc: 0.9289, loss_cls: 1.0776, loss: 1.0776, grad_norm: 0.9312 2021-04-06 19:11:59,605 - mmaction - INFO - Epoch [3][2900/2910] lr: 3.848e-01, eta: 15:00:10, time: 0.813, data_time: 0.000, memory: 9523, top1_acc: 0.6777, top5_acc: 0.9307, loss_cls: 1.0599, loss: 1.0599, grad_norm: 0.9070 2021-04-06 19:12:10,217 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-06 19:18:18,126 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 19:18:18,793 - mmaction - INFO - top1_acc 0.0845 top5_acc 0.2819 2021-04-06 19:18:18,793 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 19:18:18,902 - mmaction - INFO - mean_acc 0.0802 2021-04-06 19:18:18,921 - mmaction - INFO - Epoch(val) [3][2910] top1_acc: 0.0845, top5_acc: 0.2819, mean_class_accuracy: 0.0802 2021-04-06 19:22:00,746 - mmaction - INFO - Epoch [4][20/2910] lr: 3.847e-01, eta: 15:22:27, time: 11.090, data_time: 10.137, memory: 9523, top1_acc: 0.6766, top5_acc: 0.9361, loss_cls: 1.0481, loss: 1.0481, grad_norm: 0.9092 2021-04-06 19:22:16,929 - mmaction - INFO - Epoch [4][40/2910] lr: 3.846e-01, eta: 15:21:56, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.6789, top5_acc: 0.9318, loss_cls: 1.0349, loss: 1.0349, grad_norm: 0.9295 2021-04-06 19:22:33,030 - mmaction - INFO - Epoch [4][60/2910] lr: 3.846e-01, eta: 15:21:24, time: 0.807, data_time: 0.005, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9313, loss_cls: 1.0426, loss: 1.0426, grad_norm: 0.9613 2021-04-06 19:22:49,259 - mmaction - INFO - Epoch [4][80/2910] lr: 3.845e-01, eta: 15:20:52, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6730, top5_acc: 0.9305, loss_cls: 1.0633, loss: 1.0633, grad_norm: 0.9469 2021-04-06 19:23:05,455 - mmaction - INFO - Epoch [4][100/2910] lr: 3.844e-01, eta: 15:20:21, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.6736, top5_acc: 0.9260, loss_cls: 1.0841, loss: 1.0841, grad_norm: 0.9462 2021-04-06 19:23:21,708 - mmaction - INFO - Epoch [4][120/2910] lr: 3.844e-01, eta: 15:19:50, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6600, top5_acc: 0.9262, loss_cls: 1.1100, loss: 1.1100, grad_norm: 0.9272 2021-04-06 19:23:37,907 - mmaction - INFO - Epoch [4][140/2910] lr: 3.843e-01, eta: 15:19:19, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6840, top5_acc: 0.9311, loss_cls: 1.0427, loss: 1.0427, grad_norm: 0.9066 2021-04-06 19:23:54,119 - mmaction - INFO - Epoch [4][160/2910] lr: 3.842e-01, eta: 15:18:48, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.6781, top5_acc: 0.9346, loss_cls: 1.0598, loss: 1.0598, grad_norm: 0.9205 2021-04-06 19:24:10,430 - mmaction - INFO - Epoch [4][180/2910] lr: 3.842e-01, eta: 15:18:18, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.6713, top5_acc: 0.9248, loss_cls: 1.0944, loss: 1.0944, grad_norm: 0.9387 2021-04-06 19:24:26,650 - mmaction - INFO - Epoch [4][200/2910] lr: 3.841e-01, eta: 15:17:47, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9285, loss_cls: 1.0945, loss: 1.0945, grad_norm: 0.9310 2021-04-06 19:24:42,943 - mmaction - INFO - Epoch [4][220/2910] lr: 3.840e-01, eta: 15:17:17, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6687, top5_acc: 0.9318, loss_cls: 1.0709, loss: 1.0709, grad_norm: 0.9332 2021-04-06 19:24:59,162 - mmaction - INFO - Epoch [4][240/2910] lr: 3.839e-01, eta: 15:16:46, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6840, top5_acc: 0.9275, loss_cls: 1.0625, loss: 1.0625, grad_norm: 0.9232 2021-04-06 19:25:15,363 - mmaction - INFO - Epoch [4][260/2910] lr: 3.839e-01, eta: 15:16:15, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.6762, top5_acc: 0.9314, loss_cls: 1.0616, loss: 1.0616, grad_norm: 0.9537 2021-04-06 19:25:31,514 - mmaction - INFO - Epoch [4][280/2910] lr: 3.838e-01, eta: 15:15:44, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.6791, top5_acc: 0.9371, loss_cls: 1.0301, loss: 1.0301, grad_norm: 0.8997 2021-04-06 19:25:47,650 - mmaction - INFO - Epoch [4][300/2910] lr: 3.837e-01, eta: 15:15:13, time: 0.808, data_time: 0.004, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9324, loss_cls: 1.0542, loss: 1.0542, grad_norm: 0.9212 2021-04-06 19:26:03,896 - mmaction - INFO - Epoch [4][320/2910] lr: 3.837e-01, eta: 15:14:43, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6969, top5_acc: 0.9402, loss_cls: 0.9985, loss: 0.9985, grad_norm: 0.8994 2021-04-06 19:26:20,220 - mmaction - INFO - Epoch [4][340/2910] lr: 3.836e-01, eta: 15:14:13, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.6830, top5_acc: 0.9297, loss_cls: 1.0718, loss: 1.0718, grad_norm: 0.9399 2021-04-06 19:26:36,583 - mmaction - INFO - Epoch [4][360/2910] lr: 3.835e-01, eta: 15:13:44, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6775, top5_acc: 0.9314, loss_cls: 1.0678, loss: 1.0678, grad_norm: 0.9284 2021-04-06 19:26:52,815 - mmaction - INFO - Epoch [4][380/2910] lr: 3.834e-01, eta: 15:13:14, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6564, top5_acc: 0.9230, loss_cls: 1.1098, loss: 1.1098, grad_norm: 0.9941 2021-04-06 19:27:09,090 - mmaction - INFO - Epoch [4][400/2910] lr: 3.834e-01, eta: 15:12:44, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6734, top5_acc: 0.9271, loss_cls: 1.0783, loss: 1.0783, grad_norm: 0.9180 2021-04-06 19:27:25,325 - mmaction - INFO - Epoch [4][420/2910] lr: 3.833e-01, eta: 15:12:14, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6779, top5_acc: 0.9260, loss_cls: 1.0478, loss: 1.0478, grad_norm: 0.8980 2021-04-06 19:27:41,633 - mmaction - INFO - Epoch [4][440/2910] lr: 3.832e-01, eta: 15:11:44, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.6813, top5_acc: 0.9311, loss_cls: 1.0514, loss: 1.0514, grad_norm: 0.9239 2021-04-06 19:27:57,855 - mmaction - INFO - Epoch [4][460/2910] lr: 3.832e-01, eta: 15:11:14, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6662, top5_acc: 0.9311, loss_cls: 1.0843, loss: 1.0843, grad_norm: 0.9604 2021-04-06 19:28:14,064 - mmaction - INFO - Epoch [4][480/2910] lr: 3.831e-01, eta: 15:10:45, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.6832, top5_acc: 0.9273, loss_cls: 1.0582, loss: 1.0582, grad_norm: 0.9440 2021-04-06 19:28:30,272 - mmaction - INFO - Epoch [4][500/2910] lr: 3.830e-01, eta: 15:10:14, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6869, top5_acc: 0.9375, loss_cls: 1.0094, loss: 1.0094, grad_norm: 0.9406 2021-04-06 19:28:46,556 - mmaction - INFO - Epoch [4][520/2910] lr: 3.829e-01, eta: 15:09:45, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.6789, top5_acc: 0.9320, loss_cls: 1.0652, loss: 1.0652, grad_norm: 0.9714 2021-04-06 19:29:02,894 - mmaction - INFO - Epoch [4][540/2910] lr: 3.829e-01, eta: 15:09:16, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6631, top5_acc: 0.9301, loss_cls: 1.0859, loss: 1.0859, grad_norm: 0.9581 2021-04-06 19:29:19,207 - mmaction - INFO - Epoch [4][560/2910] lr: 3.828e-01, eta: 15:08:47, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6691, top5_acc: 0.9322, loss_cls: 1.0849, loss: 1.0849, grad_norm: 1.0006 2021-04-06 19:29:35,511 - mmaction - INFO - Epoch [4][580/2910] lr: 3.827e-01, eta: 15:08:18, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.6684, top5_acc: 0.9316, loss_cls: 1.0740, loss: 1.0740, grad_norm: 0.9447 2021-04-06 19:29:51,749 - mmaction - INFO - Epoch [4][600/2910] lr: 3.826e-01, eta: 15:07:48, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.6760, top5_acc: 0.9303, loss_cls: 1.0544, loss: 1.0544, grad_norm: 0.9249 2021-04-06 19:30:08,082 - mmaction - INFO - Epoch [4][620/2910] lr: 3.826e-01, eta: 15:07:19, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9301, loss_cls: 1.0580, loss: 1.0580, grad_norm: 0.9403 2021-04-06 19:30:24,356 - mmaction - INFO - Epoch [4][640/2910] lr: 3.825e-01, eta: 15:06:50, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.6758, top5_acc: 0.9303, loss_cls: 1.0756, loss: 1.0756, grad_norm: 0.9767 2021-04-06 19:30:40,643 - mmaction - INFO - Epoch [4][660/2910] lr: 3.824e-01, eta: 15:06:22, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6654, top5_acc: 0.9232, loss_cls: 1.1018, loss: 1.1018, grad_norm: 0.9412 2021-04-06 19:30:56,949 - mmaction - INFO - Epoch [4][680/2910] lr: 3.824e-01, eta: 15:05:53, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6701, top5_acc: 0.9213, loss_cls: 1.0868, loss: 1.0868, grad_norm: 0.9485 2021-04-06 19:31:13,331 - mmaction - INFO - Epoch [4][700/2910] lr: 3.823e-01, eta: 15:05:24, time: 0.820, data_time: 0.014, memory: 9523, top1_acc: 0.6822, top5_acc: 0.9277, loss_cls: 1.0504, loss: 1.0504, grad_norm: 0.9316 2021-04-06 19:31:29,605 - mmaction - INFO - Epoch [4][720/2910] lr: 3.822e-01, eta: 15:04:55, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6824, top5_acc: 0.9437, loss_cls: 1.0115, loss: 1.0115, grad_norm: 0.9284 2021-04-06 19:31:45,975 - mmaction - INFO - Epoch [4][740/2910] lr: 3.821e-01, eta: 15:04:27, time: 0.820, data_time: 0.004, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9354, loss_cls: 1.0428, loss: 1.0428, grad_norm: 0.9749 2021-04-06 19:32:02,266 - mmaction - INFO - Epoch [4][760/2910] lr: 3.821e-01, eta: 15:03:58, time: 0.813, data_time: 0.000, memory: 9523, top1_acc: 0.6797, top5_acc: 0.9361, loss_cls: 1.0274, loss: 1.0274, grad_norm: 0.9514 2021-04-06 19:32:18,636 - mmaction - INFO - Epoch [4][780/2910] lr: 3.820e-01, eta: 15:03:30, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6639, top5_acc: 0.9289, loss_cls: 1.0991, loss: 1.0991, grad_norm: 0.9712 2021-04-06 19:32:34,901 - mmaction - INFO - Epoch [4][800/2910] lr: 3.819e-01, eta: 15:03:02, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6826, top5_acc: 0.9271, loss_cls: 1.0709, loss: 1.0709, grad_norm: 0.9529 2021-04-06 19:32:51,222 - mmaction - INFO - Epoch [4][820/2910] lr: 3.818e-01, eta: 15:02:33, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6719, top5_acc: 0.9229, loss_cls: 1.0876, loss: 1.0876, grad_norm: 0.9237 2021-04-06 19:33:07,477 - mmaction - INFO - Epoch [4][840/2910] lr: 3.818e-01, eta: 15:02:04, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6813, top5_acc: 0.9303, loss_cls: 1.0555, loss: 1.0555, grad_norm: 0.9308 2021-04-06 19:33:23,734 - mmaction - INFO - Epoch [4][860/2910] lr: 3.817e-01, eta: 15:01:36, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.6748, top5_acc: 0.9295, loss_cls: 1.0741, loss: 1.0741, grad_norm: 0.9556 2021-04-06 19:33:40,090 - mmaction - INFO - Epoch [4][880/2910] lr: 3.816e-01, eta: 15:01:08, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6791, top5_acc: 0.9313, loss_cls: 1.0597, loss: 1.0597, grad_norm: 0.9133 2021-04-06 19:33:56,449 - mmaction - INFO - Epoch [4][900/2910] lr: 3.815e-01, eta: 15:00:40, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.6908, top5_acc: 0.9410, loss_cls: 0.9989, loss: 0.9989, grad_norm: 0.8913 2021-04-06 19:34:12,738 - mmaction - INFO - Epoch [4][920/2910] lr: 3.815e-01, eta: 15:00:12, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6809, top5_acc: 0.9342, loss_cls: 1.0383, loss: 1.0383, grad_norm: 0.9521 2021-04-06 19:34:28,915 - mmaction - INFO - Epoch [4][940/2910] lr: 3.814e-01, eta: 14:59:42, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.6695, top5_acc: 0.9334, loss_cls: 1.0799, loss: 1.0799, grad_norm: 0.9953 2021-04-06 19:34:45,127 - mmaction - INFO - Epoch [4][960/2910] lr: 3.813e-01, eta: 14:59:14, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6740, top5_acc: 0.9355, loss_cls: 1.0440, loss: 1.0440, grad_norm: 0.9719 2021-04-06 19:35:01,426 - mmaction - INFO - Epoch [4][980/2910] lr: 3.812e-01, eta: 14:58:46, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6820, top5_acc: 0.9291, loss_cls: 1.0457, loss: 1.0457, grad_norm: 0.9156 2021-04-06 19:35:17,694 - mmaction - INFO - Epoch [4][1000/2910] lr: 3.812e-01, eta: 14:58:18, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6830, top5_acc: 0.9367, loss_cls: 1.0170, loss: 1.0170, grad_norm: 0.9247 2021-04-06 19:35:33,938 - mmaction - INFO - Epoch [4][1020/2910] lr: 3.811e-01, eta: 14:57:49, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6707, top5_acc: 0.9338, loss_cls: 1.0603, loss: 1.0603, grad_norm: 0.9730 2021-04-06 19:35:50,177 - mmaction - INFO - Epoch [4][1040/2910] lr: 3.810e-01, eta: 14:57:21, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.6863, top5_acc: 0.9283, loss_cls: 1.0423, loss: 1.0423, grad_norm: 0.9174 2021-04-06 19:36:06,470 - mmaction - INFO - Epoch [4][1060/2910] lr: 3.809e-01, eta: 14:56:53, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.6912, top5_acc: 0.9318, loss_cls: 1.0288, loss: 1.0288, grad_norm: 0.9219 2021-04-06 19:36:22,631 - mmaction - INFO - Epoch [4][1080/2910] lr: 3.808e-01, eta: 14:56:24, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.6686, top5_acc: 0.9215, loss_cls: 1.0907, loss: 1.0907, grad_norm: 0.9513 2021-04-06 19:36:38,857 - mmaction - INFO - Epoch [4][1100/2910] lr: 3.808e-01, eta: 14:55:56, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.6896, top5_acc: 0.9391, loss_cls: 1.0329, loss: 1.0329, grad_norm: 0.9369 2021-04-06 19:36:55,134 - mmaction - INFO - Epoch [4][1120/2910] lr: 3.807e-01, eta: 14:55:28, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6697, top5_acc: 0.9318, loss_cls: 1.0691, loss: 1.0691, grad_norm: 0.9434 2021-04-06 19:37:11,407 - mmaction - INFO - Epoch [4][1140/2910] lr: 3.806e-01, eta: 14:55:00, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6750, top5_acc: 0.9336, loss_cls: 1.0551, loss: 1.0551, grad_norm: 0.9378 2021-04-06 19:37:27,739 - mmaction - INFO - Epoch [4][1160/2910] lr: 3.805e-01, eta: 14:54:33, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6836, top5_acc: 0.9361, loss_cls: 1.0276, loss: 1.0276, grad_norm: 0.9291 2021-04-06 19:37:44,030 - mmaction - INFO - Epoch [4][1180/2910] lr: 3.805e-01, eta: 14:54:05, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6707, top5_acc: 0.9299, loss_cls: 1.0738, loss: 1.0738, grad_norm: 1.0479 2021-04-06 19:38:00,254 - mmaction - INFO - Epoch [4][1200/2910] lr: 3.804e-01, eta: 14:53:37, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6582, top5_acc: 0.9291, loss_cls: 1.1093, loss: 1.1093, grad_norm: 0.9994 2021-04-06 19:38:16,673 - mmaction - INFO - Epoch [4][1220/2910] lr: 3.803e-01, eta: 14:53:10, time: 0.821, data_time: 0.001, memory: 9523, top1_acc: 0.6781, top5_acc: 0.9271, loss_cls: 1.0731, loss: 1.0731, grad_norm: 0.9330 2021-04-06 19:38:33,000 - mmaction - INFO - Epoch [4][1240/2910] lr: 3.802e-01, eta: 14:52:43, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6627, top5_acc: 0.9287, loss_cls: 1.1036, loss: 1.1036, grad_norm: 0.9553 2021-04-06 19:38:49,249 - mmaction - INFO - Epoch [4][1260/2910] lr: 3.801e-01, eta: 14:52:15, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6693, top5_acc: 0.9297, loss_cls: 1.0827, loss: 1.0827, grad_norm: 0.9400 2021-04-06 19:39:05,512 - mmaction - INFO - Epoch [4][1280/2910] lr: 3.801e-01, eta: 14:51:48, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6777, top5_acc: 0.9334, loss_cls: 1.0564, loss: 1.0564, grad_norm: 0.9105 2021-04-06 19:39:21,796 - mmaction - INFO - Epoch [4][1300/2910] lr: 3.800e-01, eta: 14:51:20, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.6809, top5_acc: 0.9307, loss_cls: 1.0491, loss: 1.0491, grad_norm: 0.9525 2021-04-06 19:39:38,199 - mmaction - INFO - Epoch [4][1320/2910] lr: 3.799e-01, eta: 14:50:53, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.6717, top5_acc: 0.9328, loss_cls: 1.0607, loss: 1.0607, grad_norm: 0.9429 2021-04-06 19:39:54,375 - mmaction - INFO - Epoch [4][1340/2910] lr: 3.798e-01, eta: 14:50:25, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9373, loss_cls: 1.0183, loss: 1.0183, grad_norm: 0.9122 2021-04-06 19:40:10,694 - mmaction - INFO - Epoch [4][1360/2910] lr: 3.798e-01, eta: 14:49:58, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6740, top5_acc: 0.9238, loss_cls: 1.0781, loss: 1.0781, grad_norm: 0.9705 2021-04-06 19:40:27,035 - mmaction - INFO - Epoch [4][1380/2910] lr: 3.797e-01, eta: 14:49:31, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6742, top5_acc: 0.9295, loss_cls: 1.0814, loss: 1.0814, grad_norm: 0.9432 2021-04-06 19:40:43,240 - mmaction - INFO - Epoch [4][1400/2910] lr: 3.796e-01, eta: 14:49:04, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6732, top5_acc: 0.9277, loss_cls: 1.0598, loss: 1.0598, grad_norm: 0.9226 2021-04-06 19:40:59,522 - mmaction - INFO - Epoch [4][1420/2910] lr: 3.795e-01, eta: 14:48:37, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6963, top5_acc: 0.9412, loss_cls: 0.9904, loss: 0.9904, grad_norm: 0.8741 2021-04-06 19:41:15,807 - mmaction - INFO - Epoch [4][1440/2910] lr: 3.794e-01, eta: 14:48:09, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6930, top5_acc: 0.9344, loss_cls: 0.9968, loss: 0.9968, grad_norm: 0.9016 2021-04-06 19:41:32,037 - mmaction - INFO - Epoch [4][1460/2910] lr: 3.794e-01, eta: 14:47:42, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6824, top5_acc: 0.9330, loss_cls: 1.0502, loss: 1.0502, grad_norm: 0.9443 2021-04-06 19:41:48,312 - mmaction - INFO - Epoch [4][1480/2910] lr: 3.793e-01, eta: 14:47:15, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6783, top5_acc: 0.9328, loss_cls: 1.0545, loss: 1.0545, grad_norm: 0.9675 2021-04-06 19:42:04,510 - mmaction - INFO - Epoch [4][1500/2910] lr: 3.792e-01, eta: 14:46:47, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.6834, top5_acc: 0.9254, loss_cls: 1.0661, loss: 1.0661, grad_norm: 0.9526 2021-04-06 19:42:20,893 - mmaction - INFO - Epoch [4][1520/2910] lr: 3.791e-01, eta: 14:46:21, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6760, top5_acc: 0.9309, loss_cls: 1.0388, loss: 1.0388, grad_norm: 0.9484 2021-04-06 19:42:37,184 - mmaction - INFO - Epoch [4][1540/2910] lr: 3.790e-01, eta: 14:45:54, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6869, top5_acc: 0.9348, loss_cls: 1.0130, loss: 1.0130, grad_norm: 0.9175 2021-04-06 19:42:53,452 - mmaction - INFO - Epoch [4][1560/2910] lr: 3.790e-01, eta: 14:45:27, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6775, top5_acc: 0.9309, loss_cls: 1.0729, loss: 1.0729, grad_norm: 0.9883 2021-04-06 19:43:09,724 - mmaction - INFO - Epoch [4][1580/2910] lr: 3.789e-01, eta: 14:45:00, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6754, top5_acc: 0.9324, loss_cls: 1.0667, loss: 1.0667, grad_norm: 0.9698 2021-04-06 19:43:26,004 - mmaction - INFO - Epoch [4][1600/2910] lr: 3.788e-01, eta: 14:44:33, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6740, top5_acc: 0.9336, loss_cls: 1.0685, loss: 1.0685, grad_norm: 0.9533 2021-04-06 19:43:42,277 - mmaction - INFO - Epoch [4][1620/2910] lr: 3.787e-01, eta: 14:44:07, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6854, top5_acc: 0.9350, loss_cls: 1.0343, loss: 1.0343, grad_norm: 0.9392 2021-04-06 19:43:58,547 - mmaction - INFO - Epoch [4][1640/2910] lr: 3.786e-01, eta: 14:43:40, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9254, loss_cls: 1.0635, loss: 1.0635, grad_norm: 0.9536 2021-04-06 19:44:14,904 - mmaction - INFO - Epoch [4][1660/2910] lr: 3.786e-01, eta: 14:43:13, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.6834, top5_acc: 0.9342, loss_cls: 1.0430, loss: 1.0430, grad_norm: 0.9367 2021-04-06 19:44:31,248 - mmaction - INFO - Epoch [4][1680/2910] lr: 3.785e-01, eta: 14:42:47, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.6875, top5_acc: 0.9334, loss_cls: 1.0344, loss: 1.0344, grad_norm: 0.9529 2021-04-06 19:44:47,449 - mmaction - INFO - Epoch [4][1700/2910] lr: 3.784e-01, eta: 14:42:20, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.6791, top5_acc: 0.9283, loss_cls: 1.0491, loss: 1.0491, grad_norm: 0.9637 2021-04-06 19:45:03,719 - mmaction - INFO - Epoch [4][1720/2910] lr: 3.783e-01, eta: 14:41:53, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6742, top5_acc: 0.9379, loss_cls: 1.0423, loss: 1.0423, grad_norm: 0.9776 2021-04-06 19:45:20,037 - mmaction - INFO - Epoch [4][1740/2910] lr: 3.782e-01, eta: 14:41:27, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6701, top5_acc: 0.9293, loss_cls: 1.0810, loss: 1.0810, grad_norm: 0.9305 2021-04-06 19:45:36,465 - mmaction - INFO - Epoch [4][1760/2910] lr: 3.781e-01, eta: 14:41:01, time: 0.822, data_time: 0.013, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9336, loss_cls: 1.0419, loss: 1.0419, grad_norm: 0.9455 2021-04-06 19:45:52,750 - mmaction - INFO - Epoch [4][1780/2910] lr: 3.781e-01, eta: 14:40:35, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6670, top5_acc: 0.9262, loss_cls: 1.1040, loss: 1.1040, grad_norm: 1.0001 2021-04-06 19:46:09,045 - mmaction - INFO - Epoch [4][1800/2910] lr: 3.780e-01, eta: 14:40:09, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6764, top5_acc: 0.9340, loss_cls: 1.0420, loss: 1.0420, grad_norm: 0.9229 2021-04-06 19:46:25,247 - mmaction - INFO - Epoch [4][1820/2910] lr: 3.779e-01, eta: 14:39:42, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9363, loss_cls: 0.9972, loss: 0.9972, grad_norm: 0.9279 2021-04-06 19:46:41,581 - mmaction - INFO - Epoch [4][1840/2910] lr: 3.778e-01, eta: 14:39:16, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6896, top5_acc: 0.9271, loss_cls: 1.0560, loss: 1.0560, grad_norm: 0.9246 2021-04-06 19:46:57,775 - mmaction - INFO - Epoch [4][1860/2910] lr: 3.777e-01, eta: 14:38:49, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6998, top5_acc: 0.9340, loss_cls: 1.0071, loss: 1.0071, grad_norm: 0.9209 2021-04-06 19:47:14,078 - mmaction - INFO - Epoch [4][1880/2910] lr: 3.777e-01, eta: 14:38:23, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6730, top5_acc: 0.9264, loss_cls: 1.0775, loss: 1.0775, grad_norm: 0.9754 2021-04-06 19:47:30,368 - mmaction - INFO - Epoch [4][1900/2910] lr: 3.776e-01, eta: 14:37:56, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6549, top5_acc: 0.9268, loss_cls: 1.1139, loss: 1.1139, grad_norm: 0.9783 2021-04-06 19:47:46,590 - mmaction - INFO - Epoch [4][1920/2910] lr: 3.775e-01, eta: 14:37:30, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9369, loss_cls: 1.0119, loss: 1.0119, grad_norm: 0.8881 2021-04-06 19:48:03,016 - mmaction - INFO - Epoch [4][1940/2910] lr: 3.774e-01, eta: 14:37:05, time: 0.822, data_time: 0.005, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9307, loss_cls: 1.0447, loss: 1.0447, grad_norm: 0.9452 2021-04-06 19:48:19,355 - mmaction - INFO - Epoch [4][1960/2910] lr: 3.773e-01, eta: 14:36:39, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6813, top5_acc: 0.9346, loss_cls: 1.0415, loss: 1.0415, grad_norm: 0.9638 2021-04-06 19:48:35,477 - mmaction - INFO - Epoch [4][1980/2910] lr: 3.772e-01, eta: 14:36:12, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.6609, top5_acc: 0.9186, loss_cls: 1.1119, loss: 1.1119, grad_norm: 0.9447 2021-04-06 19:48:51,798 - mmaction - INFO - Epoch [4][2000/2910] lr: 3.772e-01, eta: 14:35:46, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6877, top5_acc: 0.9367, loss_cls: 1.0264, loss: 1.0264, grad_norm: 0.9323 2021-04-06 19:49:08,032 - mmaction - INFO - Epoch [4][2020/2910] lr: 3.771e-01, eta: 14:35:20, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6752, top5_acc: 0.9295, loss_cls: 1.0521, loss: 1.0521, grad_norm: 0.9276 2021-04-06 19:49:24,299 - mmaction - INFO - Epoch [4][2040/2910] lr: 3.770e-01, eta: 14:34:54, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9281, loss_cls: 1.0541, loss: 1.0541, grad_norm: 0.9040 2021-04-06 19:49:40,645 - mmaction - INFO - Epoch [4][2060/2910] lr: 3.769e-01, eta: 14:34:28, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6910, top5_acc: 0.9383, loss_cls: 1.0075, loss: 1.0075, grad_norm: 0.9025 2021-04-06 19:49:56,987 - mmaction - INFO - Epoch [4][2080/2910] lr: 3.768e-01, eta: 14:34:03, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.6969, top5_acc: 0.9357, loss_cls: 1.0143, loss: 1.0143, grad_norm: 0.9144 2021-04-06 19:50:13,186 - mmaction - INFO - Epoch [4][2100/2910] lr: 3.767e-01, eta: 14:33:36, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6918, top5_acc: 0.9361, loss_cls: 1.0368, loss: 1.0368, grad_norm: 0.9492 2021-04-06 19:50:29,485 - mmaction - INFO - Epoch [4][2120/2910] lr: 3.767e-01, eta: 14:33:10, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6850, top5_acc: 0.9334, loss_cls: 1.0320, loss: 1.0320, grad_norm: 0.9497 2021-04-06 19:50:45,828 - mmaction - INFO - Epoch [4][2140/2910] lr: 3.766e-01, eta: 14:32:45, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6898, top5_acc: 0.9305, loss_cls: 1.0306, loss: 1.0306, grad_norm: 0.9324 2021-04-06 19:51:02,052 - mmaction - INFO - Epoch [4][2160/2910] lr: 3.765e-01, eta: 14:32:19, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6881, top5_acc: 0.9313, loss_cls: 1.0416, loss: 1.0416, grad_norm: 0.9638 2021-04-06 19:51:18,347 - mmaction - INFO - Epoch [4][2180/2910] lr: 3.764e-01, eta: 14:31:53, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.6945, top5_acc: 0.9410, loss_cls: 1.0076, loss: 1.0076, grad_norm: 0.9527 2021-04-06 19:51:34,690 - mmaction - INFO - Epoch [4][2200/2910] lr: 3.763e-01, eta: 14:31:28, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6730, top5_acc: 0.9357, loss_cls: 1.0484, loss: 1.0484, grad_norm: 0.9789 2021-04-06 19:51:50,872 - mmaction - INFO - Epoch [4][2220/2910] lr: 3.762e-01, eta: 14:31:02, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.6871, top5_acc: 0.9291, loss_cls: 1.0573, loss: 1.0573, grad_norm: 0.9435 2021-04-06 19:52:07,151 - mmaction - INFO - Epoch [4][2240/2910] lr: 3.761e-01, eta: 14:30:36, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6750, top5_acc: 0.9332, loss_cls: 1.0647, loss: 1.0647, grad_norm: 0.9691 2021-04-06 19:52:23,471 - mmaction - INFO - Epoch [4][2260/2910] lr: 3.761e-01, eta: 14:30:11, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6906, top5_acc: 0.9297, loss_cls: 1.0398, loss: 1.0398, grad_norm: 0.9264 2021-04-06 19:52:39,693 - mmaction - INFO - Epoch [4][2280/2910] lr: 3.760e-01, eta: 14:29:45, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.6801, top5_acc: 0.9303, loss_cls: 1.0476, loss: 1.0476, grad_norm: 0.9247 2021-04-06 19:52:55,968 - mmaction - INFO - Epoch [4][2300/2910] lr: 3.759e-01, eta: 14:29:19, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6764, top5_acc: 0.9307, loss_cls: 1.0527, loss: 1.0527, grad_norm: 0.9485 2021-04-06 19:53:12,215 - mmaction - INFO - Epoch [4][2320/2910] lr: 3.758e-01, eta: 14:28:54, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6875, top5_acc: 0.9359, loss_cls: 1.0194, loss: 1.0194, grad_norm: 0.9245 2021-04-06 19:53:28,425 - mmaction - INFO - Epoch [4][2340/2910] lr: 3.757e-01, eta: 14:28:28, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9346, loss_cls: 1.0288, loss: 1.0288, grad_norm: 0.9447 2021-04-06 19:53:44,732 - mmaction - INFO - Epoch [4][2360/2910] lr: 3.756e-01, eta: 14:28:03, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9322, loss_cls: 1.0496, loss: 1.0496, grad_norm: 0.9258 2021-04-06 19:54:00,980 - mmaction - INFO - Epoch [4][2380/2910] lr: 3.755e-01, eta: 14:27:37, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6625, top5_acc: 0.9281, loss_cls: 1.0928, loss: 1.0928, grad_norm: 0.9707 2021-04-06 19:54:17,213 - mmaction - INFO - Epoch [4][2400/2910] lr: 3.755e-01, eta: 14:27:11, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6725, top5_acc: 0.9348, loss_cls: 1.0545, loss: 1.0545, grad_norm: 0.9790 2021-04-06 19:54:33,573 - mmaction - INFO - Epoch [4][2420/2910] lr: 3.754e-01, eta: 14:26:46, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.6842, top5_acc: 0.9361, loss_cls: 1.0246, loss: 1.0246, grad_norm: 0.9363 2021-04-06 19:54:49,840 - mmaction - INFO - Epoch [4][2440/2910] lr: 3.753e-01, eta: 14:26:21, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.6844, top5_acc: 0.9316, loss_cls: 1.0262, loss: 1.0262, grad_norm: 0.9272 2021-04-06 19:55:06,191 - mmaction - INFO - Epoch [4][2460/2910] lr: 3.752e-01, eta: 14:25:56, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.6877, top5_acc: 0.9328, loss_cls: 1.0350, loss: 1.0350, grad_norm: 0.9479 2021-04-06 19:55:22,487 - mmaction - INFO - Epoch [4][2480/2910] lr: 3.751e-01, eta: 14:25:31, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6900, top5_acc: 0.9352, loss_cls: 0.9993, loss: 0.9993, grad_norm: 0.9324 2021-04-06 19:55:38,684 - mmaction - INFO - Epoch [4][2500/2910] lr: 3.750e-01, eta: 14:25:05, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.6797, top5_acc: 0.9316, loss_cls: 1.0454, loss: 1.0454, grad_norm: 0.9638 2021-04-06 19:55:55,016 - mmaction - INFO - Epoch [4][2520/2910] lr: 3.749e-01, eta: 14:24:40, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9400, loss_cls: 1.0117, loss: 1.0117, grad_norm: 0.9315 2021-04-06 19:56:11,321 - mmaction - INFO - Epoch [4][2540/2910] lr: 3.748e-01, eta: 14:24:15, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6758, top5_acc: 0.9313, loss_cls: 1.0716, loss: 1.0716, grad_norm: 0.9690 2021-04-06 19:56:27,591 - mmaction - INFO - Epoch [4][2560/2910] lr: 3.748e-01, eta: 14:23:50, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.6918, top5_acc: 0.9365, loss_cls: 1.0184, loss: 1.0184, grad_norm: 0.9452 2021-04-06 19:56:43,776 - mmaction - INFO - Epoch [4][2580/2910] lr: 3.747e-01, eta: 14:23:25, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6937, top5_acc: 0.9316, loss_cls: 1.0130, loss: 1.0130, grad_norm: 0.9234 2021-04-06 19:57:00,141 - mmaction - INFO - Epoch [4][2600/2910] lr: 3.746e-01, eta: 14:23:00, time: 0.819, data_time: 0.008, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9279, loss_cls: 1.0550, loss: 1.0550, grad_norm: 0.9777 2021-04-06 19:57:16,458 - mmaction - INFO - Epoch [4][2620/2910] lr: 3.745e-01, eta: 14:22:35, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6727, top5_acc: 0.9299, loss_cls: 1.0484, loss: 1.0484, grad_norm: 0.9566 2021-04-06 19:57:32,867 - mmaction - INFO - Epoch [4][2640/2910] lr: 3.744e-01, eta: 14:22:11, time: 0.821, data_time: 0.007, memory: 9523, top1_acc: 0.6746, top5_acc: 0.9281, loss_cls: 1.0758, loss: 1.0758, grad_norm: 0.9422 2021-04-06 19:57:49,124 - mmaction - INFO - Epoch [4][2660/2910] lr: 3.743e-01, eta: 14:21:46, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6832, top5_acc: 0.9373, loss_cls: 1.0293, loss: 1.0293, grad_norm: 0.9241 2021-04-06 19:58:05,497 - mmaction - INFO - Epoch [4][2680/2910] lr: 3.742e-01, eta: 14:21:21, time: 0.818, data_time: 0.006, memory: 9523, top1_acc: 0.6871, top5_acc: 0.9271, loss_cls: 1.0463, loss: 1.0463, grad_norm: 0.9394 2021-04-06 19:58:21,848 - mmaction - INFO - Epoch [4][2700/2910] lr: 3.741e-01, eta: 14:20:57, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9346, loss_cls: 1.0193, loss: 1.0193, grad_norm: 0.9250 2021-04-06 19:58:38,061 - mmaction - INFO - Epoch [4][2720/2910] lr: 3.741e-01, eta: 14:20:32, time: 0.811, data_time: 0.006, memory: 9523, top1_acc: 0.6971, top5_acc: 0.9352, loss_cls: 0.9953, loss: 0.9953, grad_norm: 0.9214 2021-04-06 19:58:54,391 - mmaction - INFO - Epoch [4][2740/2910] lr: 3.740e-01, eta: 14:20:07, time: 0.815, data_time: 0.006, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9305, loss_cls: 1.0540, loss: 1.0540, grad_norm: 0.9643 2021-04-06 19:59:10,700 - mmaction - INFO - Epoch [4][2760/2910] lr: 3.739e-01, eta: 14:19:42, time: 0.815, data_time: 0.006, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9369, loss_cls: 1.0197, loss: 1.0197, grad_norm: 0.9316 2021-04-06 19:59:26,959 - mmaction - INFO - Epoch [4][2780/2910] lr: 3.738e-01, eta: 14:19:18, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6879, top5_acc: 0.9338, loss_cls: 1.0304, loss: 1.0304, grad_norm: 0.9546 2021-04-06 19:59:43,182 - mmaction - INFO - Epoch [4][2800/2910] lr: 3.737e-01, eta: 14:18:53, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7008, top5_acc: 0.9426, loss_cls: 0.9831, loss: 0.9831, grad_norm: 0.9422 2021-04-06 19:59:59,408 - mmaction - INFO - Epoch [4][2820/2910] lr: 3.736e-01, eta: 14:18:27, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9377, loss_cls: 1.0052, loss: 1.0052, grad_norm: 1.0134 2021-04-06 20:00:15,679 - mmaction - INFO - Epoch [4][2840/2910] lr: 3.735e-01, eta: 14:18:03, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9316, loss_cls: 1.0357, loss: 1.0357, grad_norm: 0.9885 2021-04-06 20:00:32,095 - mmaction - INFO - Epoch [4][2860/2910] lr: 3.734e-01, eta: 14:17:39, time: 0.820, data_time: 0.012, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9242, loss_cls: 1.0510, loss: 1.0510, grad_norm: 0.9842 2021-04-06 20:00:48,392 - mmaction - INFO - Epoch [4][2880/2910] lr: 3.733e-01, eta: 14:17:14, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6809, top5_acc: 0.9314, loss_cls: 1.0574, loss: 1.0574, grad_norm: 0.9642 2021-04-06 20:01:04,522 - mmaction - INFO - Epoch [4][2900/2910] lr: 3.733e-01, eta: 14:16:49, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.6826, top5_acc: 0.9260, loss_cls: 1.0528, loss: 1.0528, grad_norm: 0.9407 2021-04-06 20:01:15,161 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-06 20:07:26,393 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 20:07:27,056 - mmaction - INFO - top1_acc 0.5401 top5_acc 0.8403 2021-04-06 20:07:27,056 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 20:07:27,164 - mmaction - INFO - mean_acc 0.5899 2021-04-06 20:07:27,164 - mmaction - INFO - Now best checkpoint is epoch_4.pth 2021-04-06 20:07:27,189 - mmaction - INFO - Epoch(val) [4][2910] top1_acc: 0.5401, top5_acc: 0.8403, mean_class_accuracy: 0.5899 2021-04-06 20:11:10,717 - mmaction - INFO - Epoch [5][20/2910] lr: 3.731e-01, eta: 14:32:45, time: 11.175, data_time: 10.067, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9361, loss_cls: 0.9804, loss: 0.9804, grad_norm: 0.9218 2021-04-06 20:11:27,025 - mmaction - INFO - Epoch [5][40/2910] lr: 3.730e-01, eta: 14:32:19, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6787, top5_acc: 0.9313, loss_cls: 1.0477, loss: 1.0477, grad_norm: 0.9637 2021-04-06 20:11:43,253 - mmaction - INFO - Epoch [5][60/2910] lr: 3.729e-01, eta: 14:31:52, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9365, loss_cls: 1.0044, loss: 1.0044, grad_norm: 0.9320 2021-04-06 20:11:59,487 - mmaction - INFO - Epoch [5][80/2910] lr: 3.728e-01, eta: 14:31:26, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6891, top5_acc: 0.9359, loss_cls: 1.0184, loss: 1.0184, grad_norm: 0.9310 2021-04-06 20:12:15,843 - mmaction - INFO - Epoch [5][100/2910] lr: 3.728e-01, eta: 14:30:59, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6918, top5_acc: 0.9361, loss_cls: 1.0229, loss: 1.0229, grad_norm: 0.9671 2021-04-06 20:12:32,073 - mmaction - INFO - Epoch [5][120/2910] lr: 3.727e-01, eta: 14:30:33, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6836, top5_acc: 0.9330, loss_cls: 1.0264, loss: 1.0264, grad_norm: 0.9427 2021-04-06 20:12:48,206 - mmaction - INFO - Epoch [5][140/2910] lr: 3.726e-01, eta: 14:30:06, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9313, loss_cls: 1.0344, loss: 1.0344, grad_norm: 0.9569 2021-04-06 20:13:04,431 - mmaction - INFO - Epoch [5][160/2910] lr: 3.725e-01, eta: 14:29:39, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6998, top5_acc: 0.9361, loss_cls: 0.9973, loss: 0.9973, grad_norm: 0.9511 2021-04-06 20:13:20,796 - mmaction - INFO - Epoch [5][180/2910] lr: 3.724e-01, eta: 14:29:13, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6811, top5_acc: 0.9369, loss_cls: 1.0222, loss: 1.0222, grad_norm: 0.9561 2021-04-06 20:13:37,118 - mmaction - INFO - Epoch [5][200/2910] lr: 3.723e-01, eta: 14:28:47, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6883, top5_acc: 0.9373, loss_cls: 1.0261, loss: 1.0261, grad_norm: 0.9619 2021-04-06 20:13:53,420 - mmaction - INFO - Epoch [5][220/2910] lr: 3.722e-01, eta: 14:28:21, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6805, top5_acc: 0.9344, loss_cls: 1.0255, loss: 1.0255, grad_norm: 0.9294 2021-04-06 20:14:09,656 - mmaction - INFO - Epoch [5][240/2910] lr: 3.721e-01, eta: 14:27:54, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6789, top5_acc: 0.9289, loss_cls: 1.0501, loss: 1.0501, grad_norm: 0.9613 2021-04-06 20:14:25,891 - mmaction - INFO - Epoch [5][260/2910] lr: 3.720e-01, eta: 14:27:28, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6822, top5_acc: 0.9338, loss_cls: 1.0548, loss: 1.0548, grad_norm: 0.9530 2021-04-06 20:14:42,147 - mmaction - INFO - Epoch [5][280/2910] lr: 3.719e-01, eta: 14:27:02, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6840, top5_acc: 0.9355, loss_cls: 1.0393, loss: 1.0393, grad_norm: 0.9460 2021-04-06 20:14:58,409 - mmaction - INFO - Epoch [5][300/2910] lr: 3.718e-01, eta: 14:26:35, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6912, top5_acc: 0.9395, loss_cls: 0.9899, loss: 0.9899, grad_norm: 0.9289 2021-04-06 20:15:14,734 - mmaction - INFO - Epoch [5][320/2910] lr: 3.718e-01, eta: 14:26:10, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7031, top5_acc: 0.9391, loss_cls: 0.9791, loss: 0.9791, grad_norm: 0.9192 2021-04-06 20:15:31,011 - mmaction - INFO - Epoch [5][340/2910] lr: 3.717e-01, eta: 14:25:44, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6883, top5_acc: 0.9313, loss_cls: 1.0186, loss: 1.0186, grad_norm: 0.9777 2021-04-06 20:15:47,225 - mmaction - INFO - Epoch [5][360/2910] lr: 3.716e-01, eta: 14:25:17, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6791, top5_acc: 0.9291, loss_cls: 1.0369, loss: 1.0369, grad_norm: 0.9467 2021-04-06 20:16:03,371 - mmaction - INFO - Epoch [5][380/2910] lr: 3.715e-01, eta: 14:24:51, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.6939, top5_acc: 0.9373, loss_cls: 0.9969, loss: 0.9969, grad_norm: 0.9603 2021-04-06 20:16:19,758 - mmaction - INFO - Epoch [5][400/2910] lr: 3.714e-01, eta: 14:24:25, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9402, loss_cls: 1.0406, loss: 1.0406, grad_norm: 0.9783 2021-04-06 20:16:36,047 - mmaction - INFO - Epoch [5][420/2910] lr: 3.713e-01, eta: 14:23:59, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6809, top5_acc: 0.9279, loss_cls: 1.0607, loss: 1.0607, grad_norm: 0.9432 2021-04-06 20:16:52,305 - mmaction - INFO - Epoch [5][440/2910] lr: 3.712e-01, eta: 14:23:33, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6820, top5_acc: 0.9313, loss_cls: 1.0288, loss: 1.0288, grad_norm: 0.9361 2021-04-06 20:17:08,647 - mmaction - INFO - Epoch [5][460/2910] lr: 3.711e-01, eta: 14:23:08, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6799, top5_acc: 0.9320, loss_cls: 1.0469, loss: 1.0469, grad_norm: 0.9521 2021-04-06 20:17:24,974 - mmaction - INFO - Epoch [5][480/2910] lr: 3.710e-01, eta: 14:22:42, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6822, top5_acc: 0.9385, loss_cls: 1.0322, loss: 1.0322, grad_norm: 0.9502 2021-04-06 20:17:41,359 - mmaction - INFO - Epoch [5][500/2910] lr: 3.709e-01, eta: 14:22:17, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6785, top5_acc: 0.9291, loss_cls: 1.0656, loss: 1.0656, grad_norm: 0.9760 2021-04-06 20:17:57,711 - mmaction - INFO - Epoch [5][520/2910] lr: 3.708e-01, eta: 14:21:51, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6859, top5_acc: 0.9332, loss_cls: 1.0453, loss: 1.0453, grad_norm: 0.9377 2021-04-06 20:18:14,087 - mmaction - INFO - Epoch [5][540/2910] lr: 3.707e-01, eta: 14:21:26, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.6967, top5_acc: 0.9332, loss_cls: 1.0106, loss: 1.0106, grad_norm: 0.9039 2021-04-06 20:18:30,344 - mmaction - INFO - Epoch [5][560/2910] lr: 3.706e-01, eta: 14:21:00, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9293, loss_cls: 1.0595, loss: 1.0595, grad_norm: 1.0180 2021-04-06 20:18:46,737 - mmaction - INFO - Epoch [5][580/2910] lr: 3.705e-01, eta: 14:20:35, time: 0.820, data_time: 0.005, memory: 9523, top1_acc: 0.6736, top5_acc: 0.9326, loss_cls: 1.0446, loss: 1.0446, grad_norm: 0.9663 2021-04-06 20:19:03,067 - mmaction - INFO - Epoch [5][600/2910] lr: 3.704e-01, eta: 14:20:10, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.6846, top5_acc: 0.9316, loss_cls: 1.0309, loss: 1.0309, grad_norm: 0.9598 2021-04-06 20:19:19,330 - mmaction - INFO - Epoch [5][620/2910] lr: 3.704e-01, eta: 14:19:44, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9248, loss_cls: 1.0357, loss: 1.0357, grad_norm: 0.9435 2021-04-06 20:19:35,637 - mmaction - INFO - Epoch [5][640/2910] lr: 3.703e-01, eta: 14:19:19, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6809, top5_acc: 0.9334, loss_cls: 1.0408, loss: 1.0408, grad_norm: 0.9538 2021-04-06 20:19:51,859 - mmaction - INFO - Epoch [5][660/2910] lr: 3.702e-01, eta: 14:18:52, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9385, loss_cls: 1.0172, loss: 1.0172, grad_norm: 0.9707 2021-04-06 20:20:08,129 - mmaction - INFO - Epoch [5][680/2910] lr: 3.701e-01, eta: 14:18:27, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6734, top5_acc: 0.9418, loss_cls: 1.0276, loss: 1.0276, grad_norm: 0.9523 2021-04-06 20:20:24,484 - mmaction - INFO - Epoch [5][700/2910] lr: 3.700e-01, eta: 14:18:02, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6982, top5_acc: 0.9400, loss_cls: 1.0025, loss: 1.0025, grad_norm: 0.9451 2021-04-06 20:20:40,785 - mmaction - INFO - Epoch [5][720/2910] lr: 3.699e-01, eta: 14:17:36, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6896, top5_acc: 0.9387, loss_cls: 0.9959, loss: 0.9959, grad_norm: 0.9232 2021-04-06 20:20:57,133 - mmaction - INFO - Epoch [5][740/2910] lr: 3.698e-01, eta: 14:17:11, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.6854, top5_acc: 0.9381, loss_cls: 1.0194, loss: 1.0194, grad_norm: 0.9676 2021-04-06 20:21:13,459 - mmaction - INFO - Epoch [5][760/2910] lr: 3.697e-01, eta: 14:16:46, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9375, loss_cls: 1.0212, loss: 1.0212, grad_norm: 0.9732 2021-04-06 20:21:29,794 - mmaction - INFO - Epoch [5][780/2910] lr: 3.696e-01, eta: 14:16:21, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6867, top5_acc: 0.9363, loss_cls: 1.0291, loss: 1.0291, grad_norm: 0.9588 2021-04-06 20:21:46,169 - mmaction - INFO - Epoch [5][800/2910] lr: 3.695e-01, eta: 14:15:56, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9352, loss_cls: 1.0311, loss: 1.0311, grad_norm: 0.9502 2021-04-06 20:22:02,471 - mmaction - INFO - Epoch [5][820/2910] lr: 3.694e-01, eta: 14:15:31, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6793, top5_acc: 0.9328, loss_cls: 1.0361, loss: 1.0361, grad_norm: 0.9979 2021-04-06 20:22:18,724 - mmaction - INFO - Epoch [5][840/2910] lr: 3.693e-01, eta: 14:15:05, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.6910, top5_acc: 0.9355, loss_cls: 1.0183, loss: 1.0183, grad_norm: 0.9256 2021-04-06 20:22:35,022 - mmaction - INFO - Epoch [5][860/2910] lr: 3.692e-01, eta: 14:14:40, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6834, top5_acc: 0.9297, loss_cls: 1.0388, loss: 1.0388, grad_norm: 0.9518 2021-04-06 20:22:51,335 - mmaction - INFO - Epoch [5][880/2910] lr: 3.691e-01, eta: 14:14:15, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.7053, top5_acc: 0.9441, loss_cls: 0.9488, loss: 0.9488, grad_norm: 0.8897 2021-04-06 20:23:07,613 - mmaction - INFO - Epoch [5][900/2910] lr: 3.690e-01, eta: 14:13:50, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7018, top5_acc: 0.9320, loss_cls: 1.0038, loss: 1.0038, grad_norm: 0.9687 2021-04-06 20:23:23,885 - mmaction - INFO - Epoch [5][920/2910] lr: 3.689e-01, eta: 14:13:25, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6869, top5_acc: 0.9336, loss_cls: 1.0271, loss: 1.0271, grad_norm: 0.9331 2021-04-06 20:23:40,143 - mmaction - INFO - Epoch [5][940/2910] lr: 3.688e-01, eta: 14:12:59, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6877, top5_acc: 0.9311, loss_cls: 1.0251, loss: 1.0251, grad_norm: 0.9659 2021-04-06 20:23:56,421 - mmaction - INFO - Epoch [5][960/2910] lr: 3.687e-01, eta: 14:12:34, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6920, top5_acc: 0.9295, loss_cls: 1.0359, loss: 1.0359, grad_norm: 0.9392 2021-04-06 20:24:12,831 - mmaction - INFO - Epoch [5][980/2910] lr: 3.686e-01, eta: 14:12:10, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9375, loss_cls: 1.0380, loss: 1.0380, grad_norm: 0.9673 2021-04-06 20:24:29,082 - mmaction - INFO - Epoch [5][1000/2910] lr: 3.685e-01, eta: 14:11:45, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9381, loss_cls: 1.0197, loss: 1.0197, grad_norm: 0.9722 2021-04-06 20:24:45,368 - mmaction - INFO - Epoch [5][1020/2910] lr: 3.684e-01, eta: 14:11:19, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6801, top5_acc: 0.9316, loss_cls: 1.0386, loss: 1.0386, grad_norm: 0.9644 2021-04-06 20:25:01,666 - mmaction - INFO - Epoch [5][1040/2910] lr: 3.683e-01, eta: 14:10:55, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6891, top5_acc: 0.9322, loss_cls: 1.0193, loss: 1.0193, grad_norm: 0.9379 2021-04-06 20:25:17,929 - mmaction - INFO - Epoch [5][1060/2910] lr: 3.682e-01, eta: 14:10:30, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9373, loss_cls: 0.9762, loss: 0.9762, grad_norm: 0.9041 2021-04-06 20:25:34,214 - mmaction - INFO - Epoch [5][1080/2910] lr: 3.681e-01, eta: 14:10:05, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9285, loss_cls: 1.0254, loss: 1.0254, grad_norm: 0.9377 2021-04-06 20:25:50,522 - mmaction - INFO - Epoch [5][1100/2910] lr: 3.681e-01, eta: 14:09:40, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9361, loss_cls: 1.0411, loss: 1.0411, grad_norm: 0.9531 2021-04-06 20:26:06,791 - mmaction - INFO - Epoch [5][1120/2910] lr: 3.680e-01, eta: 14:09:15, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6936, top5_acc: 0.9340, loss_cls: 1.0056, loss: 1.0056, grad_norm: 0.9216 2021-04-06 20:26:23,045 - mmaction - INFO - Epoch [5][1140/2910] lr: 3.679e-01, eta: 14:08:50, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6854, top5_acc: 0.9400, loss_cls: 1.0054, loss: 1.0054, grad_norm: 0.9472 2021-04-06 20:26:39,394 - mmaction - INFO - Epoch [5][1160/2910] lr: 3.678e-01, eta: 14:08:25, time: 0.817, data_time: 0.010, memory: 9523, top1_acc: 0.6842, top5_acc: 0.9338, loss_cls: 1.0341, loss: 1.0341, grad_norm: 0.9796 2021-04-06 20:26:55,632 - mmaction - INFO - Epoch [5][1180/2910] lr: 3.677e-01, eta: 14:08:00, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9348, loss_cls: 1.0231, loss: 1.0231, grad_norm: 0.9502 2021-04-06 20:27:11,937 - mmaction - INFO - Epoch [5][1200/2910] lr: 3.676e-01, eta: 14:07:36, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6785, top5_acc: 0.9354, loss_cls: 1.0163, loss: 1.0163, grad_norm: 0.9464 2021-04-06 20:27:28,304 - mmaction - INFO - Epoch [5][1220/2910] lr: 3.675e-01, eta: 14:07:11, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6910, top5_acc: 0.9375, loss_cls: 1.0127, loss: 1.0127, grad_norm: 0.9584 2021-04-06 20:27:44,638 - mmaction - INFO - Epoch [5][1240/2910] lr: 3.674e-01, eta: 14:06:47, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9375, loss_cls: 1.0101, loss: 1.0101, grad_norm: 0.9466 2021-04-06 20:28:00,907 - mmaction - INFO - Epoch [5][1260/2910] lr: 3.673e-01, eta: 14:06:22, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6988, top5_acc: 0.9412, loss_cls: 1.0052, loss: 1.0052, grad_norm: 0.9308 2021-04-06 20:28:17,144 - mmaction - INFO - Epoch [5][1280/2910] lr: 3.672e-01, eta: 14:05:57, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6791, top5_acc: 0.9262, loss_cls: 1.0564, loss: 1.0564, grad_norm: 1.0339 2021-04-06 20:28:33,490 - mmaction - INFO - Epoch [5][1300/2910] lr: 3.671e-01, eta: 14:05:33, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6842, top5_acc: 0.9373, loss_cls: 1.0131, loss: 1.0131, grad_norm: 0.9334 2021-04-06 20:28:49,747 - mmaction - INFO - Epoch [5][1320/2910] lr: 3.670e-01, eta: 14:05:08, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6930, top5_acc: 0.9359, loss_cls: 1.0142, loss: 1.0142, grad_norm: 0.9580 2021-04-06 20:29:06,015 - mmaction - INFO - Epoch [5][1340/2910] lr: 3.669e-01, eta: 14:04:43, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7053, top5_acc: 0.9285, loss_cls: 0.9997, loss: 0.9997, grad_norm: 0.9229 2021-04-06 20:29:22,259 - mmaction - INFO - Epoch [5][1360/2910] lr: 3.668e-01, eta: 14:04:19, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9383, loss_cls: 0.9849, loss: 0.9849, grad_norm: 0.9314 2021-04-06 20:29:38,470 - mmaction - INFO - Epoch [5][1380/2910] lr: 3.667e-01, eta: 14:03:54, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.6922, top5_acc: 0.9395, loss_cls: 1.0002, loss: 1.0002, grad_norm: 0.9398 2021-04-06 20:29:54,692 - mmaction - INFO - Epoch [5][1400/2910] lr: 3.666e-01, eta: 14:03:29, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6844, top5_acc: 0.9346, loss_cls: 1.0381, loss: 1.0381, grad_norm: 0.9857 2021-04-06 20:30:10,922 - mmaction - INFO - Epoch [5][1420/2910] lr: 3.665e-01, eta: 14:03:04, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6941, top5_acc: 0.9371, loss_cls: 0.9858, loss: 0.9858, grad_norm: 0.9296 2021-04-06 20:30:27,275 - mmaction - INFO - Epoch [5][1440/2910] lr: 3.664e-01, eta: 14:02:40, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9381, loss_cls: 1.0234, loss: 1.0234, grad_norm: 0.9727 2021-04-06 20:30:43,555 - mmaction - INFO - Epoch [5][1460/2910] lr: 3.663e-01, eta: 14:02:15, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6969, top5_acc: 0.9402, loss_cls: 0.9941, loss: 0.9941, grad_norm: 0.9360 2021-04-06 20:30:59,922 - mmaction - INFO - Epoch [5][1480/2910] lr: 3.662e-01, eta: 14:01:51, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.6996, top5_acc: 0.9398, loss_cls: 0.9729, loss: 0.9729, grad_norm: 0.9278 2021-04-06 20:31:16,218 - mmaction - INFO - Epoch [5][1500/2910] lr: 3.661e-01, eta: 14:01:27, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6842, top5_acc: 0.9316, loss_cls: 1.0077, loss: 1.0077, grad_norm: 0.9690 2021-04-06 20:31:32,543 - mmaction - INFO - Epoch [5][1520/2910] lr: 3.660e-01, eta: 14:01:03, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.6951, top5_acc: 0.9402, loss_cls: 0.9878, loss: 0.9878, grad_norm: 0.9191 2021-04-06 20:31:48,833 - mmaction - INFO - Epoch [5][1540/2910] lr: 3.659e-01, eta: 14:00:39, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7029, top5_acc: 0.9420, loss_cls: 0.9778, loss: 0.9778, grad_norm: 0.9603 2021-04-06 20:32:05,123 - mmaction - INFO - Epoch [5][1560/2910] lr: 3.658e-01, eta: 14:00:14, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6881, top5_acc: 0.9313, loss_cls: 1.0294, loss: 1.0294, grad_norm: 0.9466 2021-04-06 20:32:21,283 - mmaction - INFO - Epoch [5][1580/2910] lr: 3.657e-01, eta: 13:59:49, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9420, loss_cls: 1.0160, loss: 1.0160, grad_norm: 0.9565 2021-04-06 20:32:37,597 - mmaction - INFO - Epoch [5][1600/2910] lr: 3.656e-01, eta: 13:59:25, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6811, top5_acc: 0.9287, loss_cls: 1.0589, loss: 1.0589, grad_norm: 0.9841 2021-04-06 20:32:53,853 - mmaction - INFO - Epoch [5][1620/2910] lr: 3.655e-01, eta: 13:59:01, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6947, top5_acc: 0.9387, loss_cls: 0.9793, loss: 0.9793, grad_norm: 0.9030 2021-04-06 20:33:10,049 - mmaction - INFO - Epoch [5][1640/2910] lr: 3.654e-01, eta: 13:58:36, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9396, loss_cls: 0.9964, loss: 0.9964, grad_norm: 0.9447 2021-04-06 20:33:26,322 - mmaction - INFO - Epoch [5][1660/2910] lr: 3.653e-01, eta: 13:58:12, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6883, top5_acc: 0.9322, loss_cls: 1.0258, loss: 1.0258, grad_norm: 0.9461 2021-04-06 20:33:42,561 - mmaction - INFO - Epoch [5][1680/2910] lr: 3.652e-01, eta: 13:57:48, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7035, top5_acc: 0.9385, loss_cls: 0.9838, loss: 0.9838, grad_norm: 0.9542 2021-04-06 20:33:58,865 - mmaction - INFO - Epoch [5][1700/2910] lr: 3.651e-01, eta: 13:57:23, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6939, top5_acc: 0.9314, loss_cls: 1.0282, loss: 1.0282, grad_norm: 0.9567 2021-04-06 20:34:15,107 - mmaction - INFO - Epoch [5][1720/2910] lr: 3.650e-01, eta: 13:56:59, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9350, loss_cls: 1.0286, loss: 1.0286, grad_norm: 0.9479 2021-04-06 20:34:31,397 - mmaction - INFO - Epoch [5][1740/2910] lr: 3.649e-01, eta: 13:56:35, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.6908, top5_acc: 0.9379, loss_cls: 1.0156, loss: 1.0156, grad_norm: 0.9684 2021-04-06 20:34:47,632 - mmaction - INFO - Epoch [5][1760/2910] lr: 3.648e-01, eta: 13:56:11, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9361, loss_cls: 1.0335, loss: 1.0335, grad_norm: 0.9485 2021-04-06 20:35:03,856 - mmaction - INFO - Epoch [5][1780/2910] lr: 3.647e-01, eta: 13:55:47, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9355, loss_cls: 1.0189, loss: 1.0189, grad_norm: 0.9387 2021-04-06 20:35:20,055 - mmaction - INFO - Epoch [5][1800/2910] lr: 3.646e-01, eta: 13:55:22, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9379, loss_cls: 0.9759, loss: 0.9759, grad_norm: 0.9287 2021-04-06 20:35:36,327 - mmaction - INFO - Epoch [5][1820/2910] lr: 3.645e-01, eta: 13:54:58, time: 0.814, data_time: 0.009, memory: 9523, top1_acc: 0.6816, top5_acc: 0.9307, loss_cls: 1.0308, loss: 1.0308, grad_norm: 0.9847 2021-04-06 20:35:52,673 - mmaction - INFO - Epoch [5][1840/2910] lr: 3.643e-01, eta: 13:54:34, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7049, top5_acc: 0.9369, loss_cls: 0.9868, loss: 0.9868, grad_norm: 0.9357 2021-04-06 20:36:08,949 - mmaction - INFO - Epoch [5][1860/2910] lr: 3.642e-01, eta: 13:54:10, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.6906, top5_acc: 0.9404, loss_cls: 1.0101, loss: 1.0101, grad_norm: 0.9743 2021-04-06 20:36:25,306 - mmaction - INFO - Epoch [5][1880/2910] lr: 3.641e-01, eta: 13:53:47, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6801, top5_acc: 0.9305, loss_cls: 1.0672, loss: 1.0672, grad_norm: 0.9762 2021-04-06 20:36:41,487 - mmaction - INFO - Epoch [5][1900/2910] lr: 3.640e-01, eta: 13:53:22, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.6937, top5_acc: 0.9346, loss_cls: 1.0039, loss: 1.0039, grad_norm: 0.9224 2021-04-06 20:36:57,743 - mmaction - INFO - Epoch [5][1920/2910] lr: 3.639e-01, eta: 13:52:58, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6908, top5_acc: 0.9322, loss_cls: 1.0204, loss: 1.0204, grad_norm: 0.9667 2021-04-06 20:37:14,100 - mmaction - INFO - Epoch [5][1940/2910] lr: 3.638e-01, eta: 13:52:35, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7041, top5_acc: 0.9398, loss_cls: 0.9769, loss: 0.9769, grad_norm: 0.9099 2021-04-06 20:37:30,320 - mmaction - INFO - Epoch [5][1960/2910] lr: 3.637e-01, eta: 13:52:11, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9330, loss_cls: 1.0204, loss: 1.0204, grad_norm: 0.9626 2021-04-06 20:37:46,594 - mmaction - INFO - Epoch [5][1980/2910] lr: 3.636e-01, eta: 13:51:47, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9430, loss_cls: 0.9853, loss: 0.9853, grad_norm: 0.9233 2021-04-06 20:38:02,832 - mmaction - INFO - Epoch [5][2000/2910] lr: 3.635e-01, eta: 13:51:23, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6914, top5_acc: 0.9330, loss_cls: 1.0201, loss: 1.0201, grad_norm: 0.9428 2021-04-06 20:38:19,214 - mmaction - INFO - Epoch [5][2020/2910] lr: 3.634e-01, eta: 13:50:59, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9336, loss_cls: 1.0375, loss: 1.0375, grad_norm: 0.9554 2021-04-06 20:38:35,598 - mmaction - INFO - Epoch [5][2040/2910] lr: 3.633e-01, eta: 13:50:36, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7018, top5_acc: 0.9387, loss_cls: 0.9755, loss: 0.9755, grad_norm: 0.9262 2021-04-06 20:38:51,860 - mmaction - INFO - Epoch [5][2060/2910] lr: 3.632e-01, eta: 13:50:12, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9357, loss_cls: 1.0148, loss: 1.0148, grad_norm: 0.9766 2021-04-06 20:39:08,177 - mmaction - INFO - Epoch [5][2080/2910] lr: 3.631e-01, eta: 13:49:48, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9346, loss_cls: 1.0192, loss: 1.0192, grad_norm: 0.9970 2021-04-06 20:39:24,416 - mmaction - INFO - Epoch [5][2100/2910] lr: 3.630e-01, eta: 13:49:25, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6824, top5_acc: 0.9369, loss_cls: 1.0219, loss: 1.0219, grad_norm: 0.9600 2021-04-06 20:39:40,775 - mmaction - INFO - Epoch [5][2120/2910] lr: 3.629e-01, eta: 13:49:01, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6857, top5_acc: 0.9281, loss_cls: 1.0506, loss: 1.0506, grad_norm: 0.9511 2021-04-06 20:39:57,052 - mmaction - INFO - Epoch [5][2140/2910] lr: 3.628e-01, eta: 13:48:38, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7023, top5_acc: 0.9410, loss_cls: 0.9732, loss: 0.9732, grad_norm: 0.9398 2021-04-06 20:40:13,408 - mmaction - INFO - Epoch [5][2160/2910] lr: 3.627e-01, eta: 13:48:14, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9381, loss_cls: 1.0081, loss: 1.0081, grad_norm: 0.9363 2021-04-06 20:40:29,705 - mmaction - INFO - Epoch [5][2180/2910] lr: 3.626e-01, eta: 13:47:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7008, top5_acc: 0.9484, loss_cls: 0.9694, loss: 0.9694, grad_norm: 0.9176 2021-04-06 20:40:46,093 - mmaction - INFO - Epoch [5][2200/2910] lr: 3.625e-01, eta: 13:47:27, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7027, top5_acc: 0.9406, loss_cls: 0.9667, loss: 0.9667, grad_norm: 0.9501 2021-04-06 20:41:02,321 - mmaction - INFO - Epoch [5][2220/2910] lr: 3.624e-01, eta: 13:47:04, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6969, top5_acc: 0.9373, loss_cls: 0.9777, loss: 0.9777, grad_norm: 0.9495 2021-04-06 20:41:18,585 - mmaction - INFO - Epoch [5][2240/2910] lr: 3.623e-01, eta: 13:46:40, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6975, top5_acc: 0.9422, loss_cls: 0.9755, loss: 0.9755, grad_norm: 0.9604 2021-04-06 20:41:34,889 - mmaction - INFO - Epoch [5][2260/2910] lr: 3.622e-01, eta: 13:46:17, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.6924, top5_acc: 0.9375, loss_cls: 1.0087, loss: 1.0087, grad_norm: 0.9490 2021-04-06 20:41:51,176 - mmaction - INFO - Epoch [5][2280/2910] lr: 3.621e-01, eta: 13:45:53, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9377, loss_cls: 0.9722, loss: 0.9722, grad_norm: 0.9651 2021-04-06 20:42:07,551 - mmaction - INFO - Epoch [5][2300/2910] lr: 3.620e-01, eta: 13:45:30, time: 0.821, data_time: 0.004, memory: 9523, top1_acc: 0.6850, top5_acc: 0.9324, loss_cls: 1.0198, loss: 1.0198, grad_norm: 0.9890 2021-04-06 20:42:23,707 - mmaction - INFO - Epoch [5][2320/2910] lr: 3.619e-01, eta: 13:45:06, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.6885, top5_acc: 0.9350, loss_cls: 1.0211, loss: 1.0211, grad_norm: 0.9534 2021-04-06 20:42:40,057 - mmaction - INFO - Epoch [5][2340/2910] lr: 3.617e-01, eta: 13:44:43, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.6936, top5_acc: 0.9365, loss_cls: 1.0226, loss: 1.0226, grad_norm: 0.9896 2021-04-06 20:42:56,258 - mmaction - INFO - Epoch [5][2360/2910] lr: 3.616e-01, eta: 13:44:19, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9385, loss_cls: 1.0057, loss: 1.0057, grad_norm: 0.9272 2021-04-06 20:43:12,493 - mmaction - INFO - Epoch [5][2380/2910] lr: 3.615e-01, eta: 13:43:55, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7008, top5_acc: 0.9404, loss_cls: 0.9870, loss: 0.9870, grad_norm: 0.9587 2021-04-06 20:43:28,728 - mmaction - INFO - Epoch [5][2400/2910] lr: 3.614e-01, eta: 13:43:32, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.6980, top5_acc: 0.9357, loss_cls: 0.9930, loss: 0.9930, grad_norm: 0.9382 2021-04-06 20:43:45,010 - mmaction - INFO - Epoch [5][2420/2910] lr: 3.613e-01, eta: 13:43:08, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6990, top5_acc: 0.9367, loss_cls: 0.9904, loss: 0.9904, grad_norm: 0.9430 2021-04-06 20:44:01,301 - mmaction - INFO - Epoch [5][2440/2910] lr: 3.612e-01, eta: 13:42:45, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6926, top5_acc: 0.9361, loss_cls: 1.0018, loss: 1.0018, grad_norm: 0.9806 2021-04-06 20:44:17,519 - mmaction - INFO - Epoch [5][2460/2910] lr: 3.611e-01, eta: 13:42:22, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.6996, top5_acc: 0.9455, loss_cls: 0.9692, loss: 0.9692, grad_norm: 0.9432 2021-04-06 20:44:33,726 - mmaction - INFO - Epoch [5][2480/2910] lr: 3.610e-01, eta: 13:41:58, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9365, loss_cls: 1.0347, loss: 1.0347, grad_norm: 1.0032 2021-04-06 20:44:49,997 - mmaction - INFO - Epoch [5][2500/2910] lr: 3.609e-01, eta: 13:41:35, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6994, top5_acc: 0.9328, loss_cls: 1.0055, loss: 1.0055, grad_norm: 0.9538 2021-04-06 20:45:06,255 - mmaction - INFO - Epoch [5][2520/2910] lr: 3.608e-01, eta: 13:41:11, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6787, top5_acc: 0.9367, loss_cls: 1.0413, loss: 1.0413, grad_norm: 0.9578 2021-04-06 20:45:22,597 - mmaction - INFO - Epoch [5][2540/2910] lr: 3.607e-01, eta: 13:40:48, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.6939, top5_acc: 0.9369, loss_cls: 1.0136, loss: 1.0136, grad_norm: 0.9439 2021-04-06 20:45:38,747 - mmaction - INFO - Epoch [5][2560/2910] lr: 3.606e-01, eta: 13:40:24, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.6926, top5_acc: 0.9307, loss_cls: 1.0206, loss: 1.0206, grad_norm: 0.9493 2021-04-06 20:45:54,959 - mmaction - INFO - Epoch [5][2580/2910] lr: 3.605e-01, eta: 13:40:01, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6980, top5_acc: 0.9375, loss_cls: 0.9927, loss: 0.9927, grad_norm: 0.9565 2021-04-06 20:46:11,242 - mmaction - INFO - Epoch [5][2600/2910] lr: 3.604e-01, eta: 13:39:38, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6949, top5_acc: 0.9396, loss_cls: 0.9976, loss: 0.9976, grad_norm: 0.9442 2021-04-06 20:46:27,700 - mmaction - INFO - Epoch [5][2620/2910] lr: 3.603e-01, eta: 13:39:15, time: 0.825, data_time: 0.003, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9334, loss_cls: 1.0380, loss: 1.0380, grad_norm: 0.9877 2021-04-06 20:46:43,959 - mmaction - INFO - Epoch [5][2640/2910] lr: 3.601e-01, eta: 13:38:52, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6971, top5_acc: 0.9391, loss_cls: 0.9900, loss: 0.9900, grad_norm: 0.9419 2021-04-06 20:47:00,159 - mmaction - INFO - Epoch [5][2660/2910] lr: 3.600e-01, eta: 13:38:29, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6855, top5_acc: 0.9330, loss_cls: 1.0457, loss: 1.0457, grad_norm: 0.9965 2021-04-06 20:47:16,454 - mmaction - INFO - Epoch [5][2680/2910] lr: 3.599e-01, eta: 13:38:05, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6787, top5_acc: 0.9346, loss_cls: 1.0448, loss: 1.0448, grad_norm: 0.9638 2021-04-06 20:47:32,748 - mmaction - INFO - Epoch [5][2700/2910] lr: 3.598e-01, eta: 13:37:42, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.7051, top5_acc: 0.9398, loss_cls: 0.9629, loss: 0.9629, grad_norm: 0.9080 2021-04-06 20:47:49,014 - mmaction - INFO - Epoch [5][2720/2910] lr: 3.597e-01, eta: 13:37:19, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.6918, top5_acc: 0.9344, loss_cls: 1.0208, loss: 1.0208, grad_norm: 0.9880 2021-04-06 20:48:05,270 - mmaction - INFO - Epoch [5][2740/2910] lr: 3.596e-01, eta: 13:36:56, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9357, loss_cls: 0.9975, loss: 0.9975, grad_norm: 0.9588 2021-04-06 20:48:21,635 - mmaction - INFO - Epoch [5][2760/2910] lr: 3.595e-01, eta: 13:36:33, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9357, loss_cls: 0.9915, loss: 0.9915, grad_norm: 0.9346 2021-04-06 20:48:37,911 - mmaction - INFO - Epoch [5][2780/2910] lr: 3.594e-01, eta: 13:36:10, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7074, top5_acc: 0.9398, loss_cls: 0.9580, loss: 0.9580, grad_norm: 0.9336 2021-04-06 20:48:54,251 - mmaction - INFO - Epoch [5][2800/2910] lr: 3.593e-01, eta: 13:35:48, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7070, top5_acc: 0.9371, loss_cls: 0.9724, loss: 0.9724, grad_norm: 0.9025 2021-04-06 20:49:10,519 - mmaction - INFO - Epoch [5][2820/2910] lr: 3.592e-01, eta: 13:35:24, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6980, top5_acc: 0.9404, loss_cls: 0.9874, loss: 0.9874, grad_norm: 0.9787 2021-04-06 20:49:26,828 - mmaction - INFO - Epoch [5][2840/2910] lr: 3.591e-01, eta: 13:35:02, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6969, top5_acc: 0.9439, loss_cls: 0.9873, loss: 0.9873, grad_norm: 0.9729 2021-04-06 20:49:43,083 - mmaction - INFO - Epoch [5][2860/2910] lr: 3.589e-01, eta: 13:34:39, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6965, top5_acc: 0.9363, loss_cls: 0.9917, loss: 0.9917, grad_norm: 0.9720 2021-04-06 20:49:59,380 - mmaction - INFO - Epoch [5][2880/2910] lr: 3.588e-01, eta: 13:34:16, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6883, top5_acc: 0.9346, loss_cls: 1.0069, loss: 1.0069, grad_norm: 0.9600 2021-04-06 20:50:15,736 - mmaction - INFO - Epoch [5][2900/2910] lr: 3.587e-01, eta: 13:33:53, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9383, loss_cls: 0.9889, loss: 0.9889, grad_norm: 0.9626 2021-04-06 20:50:26,396 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-06 20:56:36,670 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 20:56:37,334 - mmaction - INFO - top1_acc 0.6514 top5_acc 0.9090 2021-04-06 20:56:37,334 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 20:56:37,446 - mmaction - INFO - mean_acc 0.6754 2021-04-06 20:56:37,446 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2021-04-06 20:56:37,467 - mmaction - INFO - Epoch(val) [5][2910] top1_acc: 0.6514, top5_acc: 0.9090, mean_class_accuracy: 0.6754 2021-04-06 21:00:20,900 - mmaction - INFO - Epoch [6][20/2910] lr: 3.586e-01, eta: 13:45:53, time: 11.170, data_time: 10.351, memory: 9523, top1_acc: 0.6928, top5_acc: 0.9451, loss_cls: 0.9934, loss: 0.9934, grad_norm: 0.9699 2021-04-06 21:00:37,194 - mmaction - INFO - Epoch [6][40/2910] lr: 3.585e-01, eta: 13:45:29, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6898, top5_acc: 0.9316, loss_cls: 1.0182, loss: 1.0182, grad_norm: 0.9765 2021-04-06 21:00:53,425 - mmaction - INFO - Epoch [6][60/2910] lr: 3.583e-01, eta: 13:45:05, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.6963, top5_acc: 0.9361, loss_cls: 0.9976, loss: 0.9976, grad_norm: 0.9662 2021-04-06 21:01:09,621 - mmaction - INFO - Epoch [6][80/2910] lr: 3.582e-01, eta: 13:44:41, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6967, top5_acc: 0.9396, loss_cls: 0.9753, loss: 0.9753, grad_norm: 0.9644 2021-04-06 21:01:25,793 - mmaction - INFO - Epoch [6][100/2910] lr: 3.581e-01, eta: 13:44:16, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.6777, top5_acc: 0.9365, loss_cls: 1.0294, loss: 1.0294, grad_norm: 0.9923 2021-04-06 21:01:42,061 - mmaction - INFO - Epoch [6][120/2910] lr: 3.580e-01, eta: 13:43:52, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.6963, top5_acc: 0.9410, loss_cls: 1.0014, loss: 1.0014, grad_norm: 0.9406 2021-04-06 21:01:58,306 - mmaction - INFO - Epoch [6][140/2910] lr: 3.579e-01, eta: 13:43:28, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6961, top5_acc: 0.9299, loss_cls: 1.0001, loss: 1.0001, grad_norm: 0.9648 2021-04-06 21:02:14,502 - mmaction - INFO - Epoch [6][160/2910] lr: 3.578e-01, eta: 13:43:03, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9363, loss_cls: 0.9975, loss: 0.9975, grad_norm: 0.9642 2021-04-06 21:02:30,851 - mmaction - INFO - Epoch [6][180/2910] lr: 3.577e-01, eta: 13:42:40, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6844, top5_acc: 0.9344, loss_cls: 1.0398, loss: 1.0398, grad_norm: 0.9783 2021-04-06 21:02:47,132 - mmaction - INFO - Epoch [6][200/2910] lr: 3.576e-01, eta: 13:42:16, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7049, top5_acc: 0.9381, loss_cls: 0.9570, loss: 0.9570, grad_norm: 0.9093 2021-04-06 21:03:03,452 - mmaction - INFO - Epoch [6][220/2910] lr: 3.575e-01, eta: 13:41:52, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.7078, top5_acc: 0.9340, loss_cls: 0.9827, loss: 0.9827, grad_norm: 0.9438 2021-04-06 21:03:19,810 - mmaction - INFO - Epoch [6][240/2910] lr: 3.574e-01, eta: 13:41:28, time: 0.816, data_time: 0.000, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9381, loss_cls: 0.9679, loss: 0.9679, grad_norm: 0.9170 2021-04-06 21:03:36,076 - mmaction - INFO - Epoch [6][260/2910] lr: 3.572e-01, eta: 13:41:04, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 0.9640, loss: 0.9640, grad_norm: 0.9441 2021-04-06 21:03:52,334 - mmaction - INFO - Epoch [6][280/2910] lr: 3.571e-01, eta: 13:40:40, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.6969, top5_acc: 0.9359, loss_cls: 0.9977, loss: 0.9977, grad_norm: 0.9530 2021-04-06 21:04:08,558 - mmaction - INFO - Epoch [6][300/2910] lr: 3.570e-01, eta: 13:40:16, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.6988, top5_acc: 0.9395, loss_cls: 0.9869, loss: 0.9869, grad_norm: 0.9491 2021-04-06 21:04:24,835 - mmaction - INFO - Epoch [6][320/2910] lr: 3.569e-01, eta: 13:39:52, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.6967, top5_acc: 0.9361, loss_cls: 0.9924, loss: 0.9924, grad_norm: 0.9594 2021-04-06 21:04:41,079 - mmaction - INFO - Epoch [6][340/2910] lr: 3.568e-01, eta: 13:39:28, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7070, top5_acc: 0.9393, loss_cls: 0.9478, loss: 0.9478, grad_norm: 0.8865 2021-04-06 21:04:57,297 - mmaction - INFO - Epoch [6][360/2910] lr: 3.567e-01, eta: 13:39:04, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.6955, top5_acc: 0.9338, loss_cls: 1.0113, loss: 1.0113, grad_norm: 1.0402 2021-04-06 21:05:13,505 - mmaction - INFO - Epoch [6][380/2910] lr: 3.566e-01, eta: 13:38:40, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9350, loss_cls: 1.0200, loss: 1.0200, grad_norm: 0.9936 2021-04-06 21:05:29,829 - mmaction - INFO - Epoch [6][400/2910] lr: 3.565e-01, eta: 13:38:16, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6961, top5_acc: 0.9418, loss_cls: 0.9816, loss: 0.9816, grad_norm: 0.9329 2021-04-06 21:05:46,168 - mmaction - INFO - Epoch [6][420/2910] lr: 3.563e-01, eta: 13:37:53, time: 0.818, data_time: 0.006, memory: 9523, top1_acc: 0.7039, top5_acc: 0.9414, loss_cls: 0.9689, loss: 0.9689, grad_norm: 1.0227 2021-04-06 21:06:02,374 - mmaction - INFO - Epoch [6][440/2910] lr: 3.562e-01, eta: 13:37:29, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6811, top5_acc: 0.9371, loss_cls: 1.0458, loss: 1.0458, grad_norm: 1.0278 2021-04-06 21:06:18,724 - mmaction - INFO - Epoch [6][460/2910] lr: 3.561e-01, eta: 13:37:05, time: 0.815, data_time: 0.000, memory: 9523, top1_acc: 0.6672, top5_acc: 0.9326, loss_cls: 1.0670, loss: 1.0670, grad_norm: 0.9922 2021-04-06 21:06:35,111 - mmaction - INFO - Epoch [6][480/2910] lr: 3.560e-01, eta: 13:36:42, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.6840, top5_acc: 0.9350, loss_cls: 1.0239, loss: 1.0239, grad_norm: 0.9672 2021-04-06 21:06:51,472 - mmaction - INFO - Epoch [6][500/2910] lr: 3.559e-01, eta: 13:36:18, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6984, top5_acc: 0.9340, loss_cls: 0.9960, loss: 0.9960, grad_norm: 0.9515 2021-04-06 21:07:07,739 - mmaction - INFO - Epoch [6][520/2910] lr: 3.558e-01, eta: 13:35:55, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6871, top5_acc: 0.9369, loss_cls: 1.0093, loss: 1.0093, grad_norm: 0.9767 2021-04-06 21:07:24,040 - mmaction - INFO - Epoch [6][540/2910] lr: 3.557e-01, eta: 13:35:31, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.6822, top5_acc: 0.9379, loss_cls: 1.0296, loss: 1.0296, grad_norm: 0.9614 2021-04-06 21:07:40,395 - mmaction - INFO - Epoch [6][560/2910] lr: 3.556e-01, eta: 13:35:08, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9439, loss_cls: 0.9675, loss: 0.9675, grad_norm: 0.9351 2021-04-06 21:07:56,525 - mmaction - INFO - Epoch [6][580/2910] lr: 3.554e-01, eta: 13:34:43, time: 0.806, data_time: 0.003, memory: 9523, top1_acc: 0.6896, top5_acc: 0.9352, loss_cls: 1.0126, loss: 1.0126, grad_norm: 0.9422 2021-04-06 21:08:12,810 - mmaction - INFO - Epoch [6][600/2910] lr: 3.553e-01, eta: 13:34:20, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6857, top5_acc: 0.9346, loss_cls: 1.0417, loss: 1.0417, grad_norm: 1.0009 2021-04-06 21:08:29,167 - mmaction - INFO - Epoch [6][620/2910] lr: 3.552e-01, eta: 13:33:56, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9371, loss_cls: 0.9942, loss: 0.9942, grad_norm: 0.9643 2021-04-06 21:08:45,457 - mmaction - INFO - Epoch [6][640/2910] lr: 3.551e-01, eta: 13:33:33, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6830, top5_acc: 0.9285, loss_cls: 1.0519, loss: 1.0519, grad_norm: 0.9658 2021-04-06 21:09:01,777 - mmaction - INFO - Epoch [6][660/2910] lr: 3.550e-01, eta: 13:33:10, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7031, top5_acc: 0.9414, loss_cls: 0.9753, loss: 0.9753, grad_norm: 0.9229 2021-04-06 21:09:18,078 - mmaction - INFO - Epoch [6][680/2910] lr: 3.549e-01, eta: 13:32:46, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6914, top5_acc: 0.9361, loss_cls: 1.0155, loss: 1.0155, grad_norm: 0.9641 2021-04-06 21:09:34,338 - mmaction - INFO - Epoch [6][700/2910] lr: 3.548e-01, eta: 13:32:23, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9434, loss_cls: 0.9698, loss: 0.9698, grad_norm: 0.9056 2021-04-06 21:09:50,678 - mmaction - INFO - Epoch [6][720/2910] lr: 3.547e-01, eta: 13:31:59, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9426, loss_cls: 0.9766, loss: 0.9766, grad_norm: 0.9361 2021-04-06 21:10:06,917 - mmaction - INFO - Epoch [6][740/2910] lr: 3.545e-01, eta: 13:31:36, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7092, top5_acc: 0.9461, loss_cls: 0.9362, loss: 0.9362, grad_norm: 0.9104 2021-04-06 21:10:23,300 - mmaction - INFO - Epoch [6][760/2910] lr: 3.544e-01, eta: 13:31:12, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9449, loss_cls: 0.9649, loss: 0.9649, grad_norm: 0.9649 2021-04-06 21:10:39,669 - mmaction - INFO - Epoch [6][780/2910] lr: 3.543e-01, eta: 13:30:49, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9340, loss_cls: 1.0014, loss: 1.0014, grad_norm: 0.9809 2021-04-06 21:10:56,070 - mmaction - INFO - Epoch [6][800/2910] lr: 3.542e-01, eta: 13:30:26, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9430, loss_cls: 0.9868, loss: 0.9868, grad_norm: 1.0219 2021-04-06 21:11:12,357 - mmaction - INFO - Epoch [6][820/2910] lr: 3.541e-01, eta: 13:30:03, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6859, top5_acc: 0.9375, loss_cls: 1.0204, loss: 1.0204, grad_norm: 0.9797 2021-04-06 21:11:28,632 - mmaction - INFO - Epoch [6][840/2910] lr: 3.540e-01, eta: 13:29:40, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.6930, top5_acc: 0.9400, loss_cls: 1.0053, loss: 1.0053, grad_norm: 0.9596 2021-04-06 21:11:44,824 - mmaction - INFO - Epoch [6][860/2910] lr: 3.538e-01, eta: 13:29:16, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7016, top5_acc: 0.9412, loss_cls: 0.9720, loss: 0.9720, grad_norm: 0.9129 2021-04-06 21:12:01,126 - mmaction - INFO - Epoch [6][880/2910] lr: 3.537e-01, eta: 13:28:53, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6877, top5_acc: 0.9373, loss_cls: 1.0025, loss: 1.0025, grad_norm: 0.9799 2021-04-06 21:12:17,369 - mmaction - INFO - Epoch [6][900/2910] lr: 3.536e-01, eta: 13:28:29, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6953, top5_acc: 0.9381, loss_cls: 1.0041, loss: 1.0041, grad_norm: 0.9610 2021-04-06 21:12:33,687 - mmaction - INFO - Epoch [6][920/2910] lr: 3.535e-01, eta: 13:28:06, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6984, top5_acc: 0.9398, loss_cls: 0.9768, loss: 0.9768, grad_norm: 0.9287 2021-04-06 21:12:50,013 - mmaction - INFO - Epoch [6][940/2910] lr: 3.534e-01, eta: 13:27:43, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6939, top5_acc: 0.9443, loss_cls: 0.9923, loss: 0.9923, grad_norm: 0.9504 2021-04-06 21:13:06,292 - mmaction - INFO - Epoch [6][960/2910] lr: 3.533e-01, eta: 13:27:20, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9385, loss_cls: 0.9852, loss: 0.9852, grad_norm: 0.9744 2021-04-06 21:13:22,620 - mmaction - INFO - Epoch [6][980/2910] lr: 3.532e-01, eta: 13:26:57, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6965, top5_acc: 0.9365, loss_cls: 0.9905, loss: 0.9905, grad_norm: 0.9441 2021-04-06 21:13:38,922 - mmaction - INFO - Epoch [6][1000/2910] lr: 3.530e-01, eta: 13:26:33, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9391, loss_cls: 0.9754, loss: 0.9754, grad_norm: 0.9533 2021-04-06 21:13:55,190 - mmaction - INFO - Epoch [6][1020/2910] lr: 3.529e-01, eta: 13:26:10, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9377, loss_cls: 0.9794, loss: 0.9794, grad_norm: 0.9818 2021-04-06 21:14:11,537 - mmaction - INFO - Epoch [6][1040/2910] lr: 3.528e-01, eta: 13:25:47, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6891, top5_acc: 0.9432, loss_cls: 1.0040, loss: 1.0040, grad_norm: 0.9748 2021-04-06 21:14:27,931 - mmaction - INFO - Epoch [6][1060/2910] lr: 3.527e-01, eta: 13:25:24, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.6928, top5_acc: 0.9369, loss_cls: 1.0052, loss: 1.0052, grad_norm: 0.9463 2021-04-06 21:14:44,191 - mmaction - INFO - Epoch [6][1080/2910] lr: 3.526e-01, eta: 13:25:01, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7002, top5_acc: 0.9383, loss_cls: 0.9970, loss: 0.9970, grad_norm: 0.9424 2021-04-06 21:15:00,487 - mmaction - INFO - Epoch [6][1100/2910] lr: 3.525e-01, eta: 13:24:38, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7066, top5_acc: 0.9375, loss_cls: 0.9571, loss: 0.9571, grad_norm: 0.9192 2021-04-06 21:15:16,897 - mmaction - INFO - Epoch [6][1120/2910] lr: 3.523e-01, eta: 13:24:15, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9473, loss_cls: 0.9451, loss: 0.9451, grad_norm: 0.9501 2021-04-06 21:15:33,197 - mmaction - INFO - Epoch [6][1140/2910] lr: 3.522e-01, eta: 13:23:52, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9354, loss_cls: 0.9945, loss: 0.9945, grad_norm: 0.9644 2021-04-06 21:15:49,490 - mmaction - INFO - Epoch [6][1160/2910] lr: 3.521e-01, eta: 13:23:29, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6975, top5_acc: 0.9406, loss_cls: 0.9782, loss: 0.9782, grad_norm: 0.9614 2021-04-06 21:16:05,787 - mmaction - INFO - Epoch [6][1180/2910] lr: 3.520e-01, eta: 13:23:06, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7027, top5_acc: 0.9389, loss_cls: 0.9825, loss: 0.9825, grad_norm: 0.9423 2021-04-06 21:16:22,015 - mmaction - INFO - Epoch [6][1200/2910] lr: 3.519e-01, eta: 13:22:43, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9389, loss_cls: 0.9875, loss: 0.9875, grad_norm: 0.9634 2021-04-06 21:16:38,355 - mmaction - INFO - Epoch [6][1220/2910] lr: 3.518e-01, eta: 13:22:20, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.6971, top5_acc: 0.9342, loss_cls: 1.0046, loss: 1.0046, grad_norm: 0.9624 2021-04-06 21:16:54,561 - mmaction - INFO - Epoch [6][1240/2910] lr: 3.516e-01, eta: 13:21:57, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9375, loss_cls: 0.9850, loss: 0.9850, grad_norm: 0.9632 2021-04-06 21:17:10,875 - mmaction - INFO - Epoch [6][1260/2910] lr: 3.515e-01, eta: 13:21:34, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7088, top5_acc: 0.9387, loss_cls: 0.9553, loss: 0.9553, grad_norm: 0.9452 2021-04-06 21:17:27,070 - mmaction - INFO - Epoch [6][1280/2910] lr: 3.514e-01, eta: 13:21:11, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9342, loss_cls: 1.0180, loss: 1.0180, grad_norm: 0.9683 2021-04-06 21:17:43,446 - mmaction - INFO - Epoch [6][1300/2910] lr: 3.513e-01, eta: 13:20:48, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.6885, top5_acc: 0.9406, loss_cls: 1.0019, loss: 1.0019, grad_norm: 0.9662 2021-04-06 21:17:59,757 - mmaction - INFO - Epoch [6][1320/2910] lr: 3.512e-01, eta: 13:20:25, time: 0.814, data_time: 0.009, memory: 9523, top1_acc: 0.6973, top5_acc: 0.9383, loss_cls: 0.9780, loss: 0.9780, grad_norm: 0.9334 2021-04-06 21:18:15,947 - mmaction - INFO - Epoch [6][1340/2910] lr: 3.511e-01, eta: 13:20:02, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7135, top5_acc: 0.9447, loss_cls: 0.9464, loss: 0.9464, grad_norm: 0.9518 2021-04-06 21:18:32,252 - mmaction - INFO - Epoch [6][1360/2910] lr: 3.509e-01, eta: 13:19:39, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6879, top5_acc: 0.9404, loss_cls: 0.9959, loss: 0.9959, grad_norm: 0.9798 2021-04-06 21:18:48,509 - mmaction - INFO - Epoch [6][1380/2910] lr: 3.508e-01, eta: 13:19:16, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6949, top5_acc: 0.9439, loss_cls: 0.9809, loss: 0.9809, grad_norm: 0.9667 2021-04-06 21:19:04,880 - mmaction - INFO - Epoch [6][1400/2910] lr: 3.507e-01, eta: 13:18:53, time: 0.821, data_time: 0.009, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9447, loss_cls: 0.9806, loss: 0.9806, grad_norm: 0.9825 2021-04-06 21:19:21,066 - mmaction - INFO - Epoch [6][1420/2910] lr: 3.506e-01, eta: 13:18:30, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7023, top5_acc: 0.9389, loss_cls: 0.9714, loss: 0.9714, grad_norm: 0.9321 2021-04-06 21:19:37,342 - mmaction - INFO - Epoch [6][1440/2910] lr: 3.505e-01, eta: 13:18:07, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7096, top5_acc: 0.9393, loss_cls: 0.9508, loss: 0.9508, grad_norm: 0.9041 2021-04-06 21:19:53,609 - mmaction - INFO - Epoch [6][1460/2910] lr: 3.503e-01, eta: 13:17:44, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7000, top5_acc: 0.9410, loss_cls: 0.9736, loss: 0.9736, grad_norm: 0.9244 2021-04-06 21:20:09,977 - mmaction - INFO - Epoch [6][1480/2910] lr: 3.502e-01, eta: 13:17:22, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7152, top5_acc: 0.9389, loss_cls: 0.9531, loss: 0.9531, grad_norm: 0.9364 2021-04-06 21:20:26,209 - mmaction - INFO - Epoch [6][1500/2910] lr: 3.501e-01, eta: 13:16:59, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9420, loss_cls: 0.9624, loss: 0.9624, grad_norm: 0.9621 2021-04-06 21:20:42,553 - mmaction - INFO - Epoch [6][1520/2910] lr: 3.500e-01, eta: 13:16:36, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9406, loss_cls: 0.9888, loss: 0.9888, grad_norm: 0.9730 2021-04-06 21:20:58,836 - mmaction - INFO - Epoch [6][1540/2910] lr: 3.499e-01, eta: 13:16:14, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6816, top5_acc: 0.9383, loss_cls: 1.0313, loss: 1.0313, grad_norm: 1.0055 2021-04-06 21:21:15,213 - mmaction - INFO - Epoch [6][1560/2910] lr: 3.497e-01, eta: 13:15:51, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7010, top5_acc: 0.9363, loss_cls: 0.9846, loss: 0.9846, grad_norm: 0.9357 2021-04-06 21:21:31,398 - mmaction - INFO - Epoch [6][1580/2910] lr: 3.496e-01, eta: 13:15:28, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7137, top5_acc: 0.9436, loss_cls: 0.9370, loss: 0.9370, grad_norm: 0.9547 2021-04-06 21:21:47,629 - mmaction - INFO - Epoch [6][1600/2910] lr: 3.495e-01, eta: 13:15:05, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7049, top5_acc: 0.9461, loss_cls: 0.9577, loss: 0.9577, grad_norm: 0.9361 2021-04-06 21:22:03,916 - mmaction - INFO - Epoch [6][1620/2910] lr: 3.494e-01, eta: 13:14:43, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9389, loss_cls: 0.9876, loss: 0.9876, grad_norm: 0.9725 2021-04-06 21:22:20,164 - mmaction - INFO - Epoch [6][1640/2910] lr: 3.493e-01, eta: 13:14:20, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9369, loss_cls: 0.9818, loss: 0.9818, grad_norm: 0.9489 2021-04-06 21:22:36,402 - mmaction - INFO - Epoch [6][1660/2910] lr: 3.492e-01, eta: 13:13:57, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9471, loss_cls: 0.9300, loss: 0.9300, grad_norm: 0.9427 2021-04-06 21:22:52,689 - mmaction - INFO - Epoch [6][1680/2910] lr: 3.490e-01, eta: 13:13:34, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7049, top5_acc: 0.9434, loss_cls: 0.9554, loss: 0.9554, grad_norm: 0.9760 2021-04-06 21:23:08,920 - mmaction - INFO - Epoch [6][1700/2910] lr: 3.489e-01, eta: 13:13:11, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7018, top5_acc: 0.9389, loss_cls: 0.9850, loss: 0.9850, grad_norm: 0.9622 2021-04-06 21:23:25,289 - mmaction - INFO - Epoch [6][1720/2910] lr: 3.488e-01, eta: 13:12:49, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7152, top5_acc: 0.9465, loss_cls: 0.9255, loss: 0.9255, grad_norm: 0.9491 2021-04-06 21:23:41,530 - mmaction - INFO - Epoch [6][1740/2910] lr: 3.487e-01, eta: 13:12:26, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7100, top5_acc: 0.9398, loss_cls: 0.9696, loss: 0.9696, grad_norm: 0.9909 2021-04-06 21:23:57,774 - mmaction - INFO - Epoch [6][1760/2910] lr: 3.486e-01, eta: 13:12:04, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9408, loss_cls: 0.9676, loss: 0.9676, grad_norm: 0.9727 2021-04-06 21:24:13,978 - mmaction - INFO - Epoch [6][1780/2910] lr: 3.484e-01, eta: 13:11:41, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9365, loss_cls: 0.9945, loss: 0.9945, grad_norm: 0.9824 2021-04-06 21:24:30,207 - mmaction - INFO - Epoch [6][1800/2910] lr: 3.483e-01, eta: 13:11:18, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7039, top5_acc: 0.9381, loss_cls: 0.9856, loss: 0.9856, grad_norm: 0.9701 2021-04-06 21:24:46,562 - mmaction - INFO - Epoch [6][1820/2910] lr: 3.482e-01, eta: 13:10:56, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7043, top5_acc: 0.9350, loss_cls: 0.9740, loss: 0.9740, grad_norm: 0.9385 2021-04-06 21:25:02,797 - mmaction - INFO - Epoch [6][1840/2910] lr: 3.481e-01, eta: 13:10:33, time: 0.812, data_time: 0.000, memory: 9523, top1_acc: 0.6986, top5_acc: 0.9396, loss_cls: 0.9898, loss: 0.9898, grad_norm: 1.0370 2021-04-06 21:25:19,104 - mmaction - INFO - Epoch [6][1860/2910] lr: 3.479e-01, eta: 13:10:10, time: 0.813, data_time: 0.010, memory: 9523, top1_acc: 0.6988, top5_acc: 0.9402, loss_cls: 0.9672, loss: 0.9672, grad_norm: 0.9741 2021-04-06 21:25:35,339 - mmaction - INFO - Epoch [6][1880/2910] lr: 3.478e-01, eta: 13:09:48, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9371, loss_cls: 0.9839, loss: 0.9839, grad_norm: 0.9752 2021-04-06 21:25:51,640 - mmaction - INFO - Epoch [6][1900/2910] lr: 3.477e-01, eta: 13:09:25, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6939, top5_acc: 0.9287, loss_cls: 1.0029, loss: 1.0029, grad_norm: 0.9797 2021-04-06 21:26:07,864 - mmaction - INFO - Epoch [6][1920/2910] lr: 3.476e-01, eta: 13:09:03, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7053, top5_acc: 0.9430, loss_cls: 0.9680, loss: 0.9680, grad_norm: 0.9424 2021-04-06 21:26:24,236 - mmaction - INFO - Epoch [6][1940/2910] lr: 3.475e-01, eta: 13:08:41, time: 0.820, data_time: 0.008, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9426, loss_cls: 0.9822, loss: 0.9822, grad_norm: 0.9776 2021-04-06 21:26:40,585 - mmaction - INFO - Epoch [6][1960/2910] lr: 3.473e-01, eta: 13:08:18, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6924, top5_acc: 0.9437, loss_cls: 0.9982, loss: 0.9982, grad_norm: 0.9785 2021-04-06 21:26:56,901 - mmaction - INFO - Epoch [6][1980/2910] lr: 3.472e-01, eta: 13:07:56, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.7000, top5_acc: 0.9410, loss_cls: 0.9814, loss: 0.9814, grad_norm: 0.9522 2021-04-06 21:27:13,145 - mmaction - INFO - Epoch [6][2000/2910] lr: 3.471e-01, eta: 13:07:33, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9432, loss_cls: 0.9803, loss: 0.9803, grad_norm: 0.9552 2021-04-06 21:27:29,537 - mmaction - INFO - Epoch [6][2020/2910] lr: 3.470e-01, eta: 13:07:11, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.6994, top5_acc: 0.9385, loss_cls: 0.9934, loss: 0.9934, grad_norm: 0.9441 2021-04-06 21:27:45,821 - mmaction - INFO - Epoch [6][2040/2910] lr: 3.469e-01, eta: 13:06:49, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7084, top5_acc: 0.9400, loss_cls: 0.9803, loss: 0.9803, grad_norm: 0.9659 2021-04-06 21:28:02,109 - mmaction - INFO - Epoch [6][2060/2910] lr: 3.467e-01, eta: 13:06:27, time: 0.814, data_time: 0.000, memory: 9523, top1_acc: 0.7000, top5_acc: 0.9398, loss_cls: 0.9654, loss: 0.9654, grad_norm: 0.9393 2021-04-06 21:28:18,368 - mmaction - INFO - Epoch [6][2080/2910] lr: 3.466e-01, eta: 13:06:04, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9422, loss_cls: 0.9653, loss: 0.9653, grad_norm: 0.9603 2021-04-06 21:28:34,696 - mmaction - INFO - Epoch [6][2100/2910] lr: 3.465e-01, eta: 13:05:42, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6898, top5_acc: 0.9396, loss_cls: 1.0181, loss: 1.0181, grad_norm: 0.9827 2021-04-06 21:28:50,922 - mmaction - INFO - Epoch [6][2120/2910] lr: 3.464e-01, eta: 13:05:19, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7002, top5_acc: 0.9385, loss_cls: 0.9947, loss: 0.9947, grad_norm: 0.9643 2021-04-06 21:29:07,193 - mmaction - INFO - Epoch [6][2140/2910] lr: 3.462e-01, eta: 13:04:57, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7059, top5_acc: 0.9398, loss_cls: 0.9668, loss: 0.9668, grad_norm: 0.9477 2021-04-06 21:29:23,464 - mmaction - INFO - Epoch [6][2160/2910] lr: 3.461e-01, eta: 13:04:35, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9385, loss_cls: 0.9868, loss: 0.9868, grad_norm: 0.9617 2021-04-06 21:29:39,703 - mmaction - INFO - Epoch [6][2180/2910] lr: 3.460e-01, eta: 13:04:12, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.6996, top5_acc: 0.9342, loss_cls: 1.0111, loss: 1.0111, grad_norm: 0.9887 2021-04-06 21:29:55,904 - mmaction - INFO - Epoch [6][2200/2910] lr: 3.459e-01, eta: 13:03:50, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9443, loss_cls: 0.9869, loss: 0.9869, grad_norm: 0.9230 2021-04-06 21:30:12,138 - mmaction - INFO - Epoch [6][2220/2910] lr: 3.457e-01, eta: 13:03:27, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9428, loss_cls: 0.9509, loss: 0.9509, grad_norm: 0.9238 2021-04-06 21:30:28,436 - mmaction - INFO - Epoch [6][2240/2910] lr: 3.456e-01, eta: 13:03:05, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9422, loss_cls: 0.9509, loss: 0.9509, grad_norm: 0.9565 2021-04-06 21:30:44,777 - mmaction - INFO - Epoch [6][2260/2910] lr: 3.455e-01, eta: 13:02:43, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9398, loss_cls: 0.9708, loss: 0.9708, grad_norm: 0.9665 2021-04-06 21:31:01,056 - mmaction - INFO - Epoch [6][2280/2910] lr: 3.454e-01, eta: 13:02:21, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9422, loss_cls: 0.9604, loss: 0.9604, grad_norm: 0.9800 2021-04-06 21:31:17,440 - mmaction - INFO - Epoch [6][2300/2910] lr: 3.453e-01, eta: 13:01:59, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7139, top5_acc: 0.9426, loss_cls: 0.9481, loss: 0.9481, grad_norm: 0.9490 2021-04-06 21:31:33,624 - mmaction - INFO - Epoch [6][2320/2910] lr: 3.451e-01, eta: 13:01:37, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7227, top5_acc: 0.9449, loss_cls: 0.9206, loss: 0.9206, grad_norm: 0.9460 2021-04-06 21:31:49,828 - mmaction - INFO - Epoch [6][2340/2910] lr: 3.450e-01, eta: 13:01:14, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9393, loss_cls: 0.9587, loss: 0.9587, grad_norm: 0.9956 2021-04-06 21:32:06,030 - mmaction - INFO - Epoch [6][2360/2910] lr: 3.449e-01, eta: 13:00:52, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7072, top5_acc: 0.9479, loss_cls: 0.9591, loss: 0.9591, grad_norm: 1.0015 2021-04-06 21:32:22,276 - mmaction - INFO - Epoch [6][2380/2910] lr: 3.448e-01, eta: 13:00:30, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9434, loss_cls: 0.9777, loss: 0.9777, grad_norm: 0.9901 2021-04-06 21:32:38,534 - mmaction - INFO - Epoch [6][2400/2910] lr: 3.446e-01, eta: 13:00:07, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9365, loss_cls: 0.9928, loss: 0.9928, grad_norm: 0.9841 2021-04-06 21:32:54,777 - mmaction - INFO - Epoch [6][2420/2910] lr: 3.445e-01, eta: 12:59:45, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7082, top5_acc: 0.9389, loss_cls: 0.9575, loss: 0.9575, grad_norm: 0.9619 2021-04-06 21:33:11,124 - mmaction - INFO - Epoch [6][2440/2910] lr: 3.444e-01, eta: 12:59:23, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.6996, top5_acc: 0.9443, loss_cls: 0.9598, loss: 0.9598, grad_norm: 0.9598 2021-04-06 21:33:27,471 - mmaction - INFO - Epoch [6][2460/2910] lr: 3.443e-01, eta: 12:59:01, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7043, top5_acc: 0.9391, loss_cls: 0.9633, loss: 0.9633, grad_norm: 0.9781 2021-04-06 21:33:43,758 - mmaction - INFO - Epoch [6][2480/2910] lr: 3.441e-01, eta: 12:58:39, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7061, top5_acc: 0.9426, loss_cls: 0.9676, loss: 0.9676, grad_norm: 0.9600 2021-04-06 21:34:00,101 - mmaction - INFO - Epoch [6][2500/2910] lr: 3.440e-01, eta: 12:58:17, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9393, loss_cls: 0.9799, loss: 0.9799, grad_norm: 0.9994 2021-04-06 21:34:16,492 - mmaction - INFO - Epoch [6][2520/2910] lr: 3.439e-01, eta: 12:57:56, time: 0.821, data_time: 0.005, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9398, loss_cls: 0.9746, loss: 0.9746, grad_norm: 0.9861 2021-04-06 21:34:32,825 - mmaction - INFO - Epoch [6][2540/2910] lr: 3.438e-01, eta: 12:57:34, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7162, top5_acc: 0.9443, loss_cls: 0.9341, loss: 0.9341, grad_norm: 0.9384 2021-04-06 21:34:49,153 - mmaction - INFO - Epoch [6][2560/2910] lr: 3.436e-01, eta: 12:57:12, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9420, loss_cls: 0.9702, loss: 0.9702, grad_norm: 0.9684 2021-04-06 21:35:05,313 - mmaction - INFO - Epoch [6][2580/2910] lr: 3.435e-01, eta: 12:56:49, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9369, loss_cls: 0.9891, loss: 0.9891, grad_norm: 0.9773 2021-04-06 21:35:21,656 - mmaction - INFO - Epoch [6][2600/2910] lr: 3.434e-01, eta: 12:56:28, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9393, loss_cls: 0.9764, loss: 0.9764, grad_norm: 0.9695 2021-04-06 21:35:38,008 - mmaction - INFO - Epoch [6][2620/2910] lr: 3.433e-01, eta: 12:56:06, time: 0.819, data_time: 0.010, memory: 9523, top1_acc: 0.7041, top5_acc: 0.9365, loss_cls: 0.9883, loss: 0.9883, grad_norm: 0.9616 2021-04-06 21:35:54,223 - mmaction - INFO - Epoch [6][2640/2910] lr: 3.431e-01, eta: 12:55:44, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7131, top5_acc: 0.9457, loss_cls: 0.9296, loss: 0.9296, grad_norm: 0.9390 2021-04-06 21:36:10,522 - mmaction - INFO - Epoch [6][2660/2910] lr: 3.430e-01, eta: 12:55:22, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9498, loss_cls: 0.9213, loss: 0.9213, grad_norm: 0.9425 2021-04-06 21:36:26,759 - mmaction - INFO - Epoch [6][2680/2910] lr: 3.429e-01, eta: 12:55:00, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.7061, top5_acc: 0.9393, loss_cls: 0.9750, loss: 0.9750, grad_norm: 0.9670 2021-04-06 21:36:43,048 - mmaction - INFO - Epoch [6][2700/2910] lr: 3.428e-01, eta: 12:54:38, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9338, loss_cls: 1.0379, loss: 1.0379, grad_norm: 1.0000 2021-04-06 21:36:59,385 - mmaction - INFO - Epoch [6][2720/2910] lr: 3.426e-01, eta: 12:54:16, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9373, loss_cls: 0.9652, loss: 0.9652, grad_norm: 0.9463 2021-04-06 21:37:15,781 - mmaction - INFO - Epoch [6][2740/2910] lr: 3.425e-01, eta: 12:53:54, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7205, top5_acc: 0.9439, loss_cls: 0.9573, loss: 0.9573, grad_norm: 0.9526 2021-04-06 21:37:32,092 - mmaction - INFO - Epoch [6][2760/2910] lr: 3.424e-01, eta: 12:53:33, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7109, top5_acc: 0.9363, loss_cls: 0.9695, loss: 0.9695, grad_norm: 0.9716 2021-04-06 21:37:48,281 - mmaction - INFO - Epoch [6][2780/2910] lr: 3.423e-01, eta: 12:53:11, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7035, top5_acc: 0.9436, loss_cls: 0.9706, loss: 0.9706, grad_norm: 0.9400 2021-04-06 21:38:04,549 - mmaction - INFO - Epoch [6][2800/2910] lr: 3.421e-01, eta: 12:52:49, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7049, top5_acc: 0.9420, loss_cls: 0.9718, loss: 0.9718, grad_norm: 0.9544 2021-04-06 21:38:20,895 - mmaction - INFO - Epoch [6][2820/2910] lr: 3.420e-01, eta: 12:52:27, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6947, top5_acc: 0.9426, loss_cls: 0.9708, loss: 0.9708, grad_norm: 0.9815 2021-04-06 21:38:37,163 - mmaction - INFO - Epoch [6][2840/2910] lr: 3.419e-01, eta: 12:52:05, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7008, top5_acc: 0.9377, loss_cls: 0.9847, loss: 0.9847, grad_norm: 0.9600 2021-04-06 21:38:53,564 - mmaction - INFO - Epoch [6][2860/2910] lr: 3.417e-01, eta: 12:51:44, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.7002, top5_acc: 0.9359, loss_cls: 0.9665, loss: 0.9665, grad_norm: 0.9629 2021-04-06 21:39:09,874 - mmaction - INFO - Epoch [6][2880/2910] lr: 3.416e-01, eta: 12:51:22, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6891, top5_acc: 0.9375, loss_cls: 1.0107, loss: 1.0107, grad_norm: 1.0078 2021-04-06 21:39:26,128 - mmaction - INFO - Epoch [6][2900/2910] lr: 3.415e-01, eta: 12:51:00, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9393, loss_cls: 0.9688, loss: 0.9688, grad_norm: 0.9558 2021-04-06 21:39:36,839 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-06 21:45:46,481 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 21:45:47,144 - mmaction - INFO - top1_acc 0.6013 top5_acc 0.8948 2021-04-06 21:45:47,145 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 21:45:47,255 - mmaction - INFO - mean_acc 0.6148 2021-04-06 21:45:47,273 - mmaction - INFO - Epoch(val) [6][2910] top1_acc: 0.6013, top5_acc: 0.8948, mean_class_accuracy: 0.6148 2021-04-06 21:49:29,448 - mmaction - INFO - Epoch [7][20/2910] lr: 3.413e-01, eta: 13:00:19, time: 11.107, data_time: 10.301, memory: 9523, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 0.9812, loss: 0.9812, grad_norm: 0.9822 2021-04-06 21:49:45,548 - mmaction - INFO - Epoch [7][40/2910] lr: 3.412e-01, eta: 12:59:56, time: 0.805, data_time: 0.003, memory: 9523, top1_acc: 0.6951, top5_acc: 0.9436, loss_cls: 0.9784, loss: 0.9784, grad_norm: 0.9605 2021-04-06 21:50:01,763 - mmaction - INFO - Epoch [7][60/2910] lr: 3.410e-01, eta: 12:59:33, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7029, top5_acc: 0.9373, loss_cls: 0.9897, loss: 0.9897, grad_norm: 0.9676 2021-04-06 21:50:17,931 - mmaction - INFO - Epoch [7][80/2910] lr: 3.409e-01, eta: 12:59:10, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9437, loss_cls: 0.9637, loss: 0.9637, grad_norm: 0.9567 2021-04-06 21:50:34,141 - mmaction - INFO - Epoch [7][100/2910] lr: 3.408e-01, eta: 12:58:48, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9453, loss_cls: 0.9303, loss: 0.9303, grad_norm: 0.9726 2021-04-06 21:50:50,381 - mmaction - INFO - Epoch [7][120/2910] lr: 3.407e-01, eta: 12:58:25, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9408, loss_cls: 0.9477, loss: 0.9477, grad_norm: 0.9663 2021-04-06 21:51:06,616 - mmaction - INFO - Epoch [7][140/2910] lr: 3.405e-01, eta: 12:58:02, time: 0.813, data_time: 0.006, memory: 9523, top1_acc: 0.7066, top5_acc: 0.9408, loss_cls: 0.9509, loss: 0.9509, grad_norm: 0.9826 2021-04-06 21:51:22,836 - mmaction - INFO - Epoch [7][160/2910] lr: 3.404e-01, eta: 12:57:39, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.6912, top5_acc: 0.9359, loss_cls: 1.0062, loss: 1.0062, grad_norm: 0.9801 2021-04-06 21:51:38,993 - mmaction - INFO - Epoch [7][180/2910] lr: 3.403e-01, eta: 12:57:16, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7105, top5_acc: 0.9477, loss_cls: 0.9487, loss: 0.9487, grad_norm: 0.9382 2021-04-06 21:51:55,174 - mmaction - INFO - Epoch [7][200/2910] lr: 3.401e-01, eta: 12:56:54, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7174, top5_acc: 0.9486, loss_cls: 0.9324, loss: 0.9324, grad_norm: 0.9254 2021-04-06 21:52:11,439 - mmaction - INFO - Epoch [7][220/2910] lr: 3.400e-01, eta: 12:56:31, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7092, top5_acc: 0.9463, loss_cls: 0.9393, loss: 0.9393, grad_norm: 0.9442 2021-04-06 21:52:27,731 - mmaction - INFO - Epoch [7][240/2910] lr: 3.399e-01, eta: 12:56:08, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7035, top5_acc: 0.9387, loss_cls: 0.9695, loss: 0.9695, grad_norm: 0.9809 2021-04-06 21:52:44,018 - mmaction - INFO - Epoch [7][260/2910] lr: 3.398e-01, eta: 12:55:46, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7035, top5_acc: 0.9414, loss_cls: 0.9644, loss: 0.9644, grad_norm: 0.9750 2021-04-06 21:53:00,250 - mmaction - INFO - Epoch [7][280/2910] lr: 3.396e-01, eta: 12:55:23, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7100, top5_acc: 0.9430, loss_cls: 0.9569, loss: 0.9569, grad_norm: 0.9518 2021-04-06 21:53:16,591 - mmaction - INFO - Epoch [7][300/2910] lr: 3.395e-01, eta: 12:55:01, time: 0.816, data_time: 0.009, memory: 9523, top1_acc: 0.7043, top5_acc: 0.9410, loss_cls: 0.9708, loss: 0.9708, grad_norm: 0.9804 2021-04-06 21:53:32,889 - mmaction - INFO - Epoch [7][320/2910] lr: 3.394e-01, eta: 12:54:38, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9422, loss_cls: 0.9732, loss: 0.9732, grad_norm: 0.9706 2021-04-06 21:53:49,080 - mmaction - INFO - Epoch [7][340/2910] lr: 3.392e-01, eta: 12:54:16, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9408, loss_cls: 0.9789, loss: 0.9789, grad_norm: 0.9892 2021-04-06 21:54:05,489 - mmaction - INFO - Epoch [7][360/2910] lr: 3.391e-01, eta: 12:53:54, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9369, loss_cls: 0.9914, loss: 0.9914, grad_norm: 0.9670 2021-04-06 21:54:21,695 - mmaction - INFO - Epoch [7][380/2910] lr: 3.390e-01, eta: 12:53:31, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6937, top5_acc: 0.9391, loss_cls: 0.9741, loss: 0.9741, grad_norm: 0.9556 2021-04-06 21:54:37,959 - mmaction - INFO - Epoch [7][400/2910] lr: 3.389e-01, eta: 12:53:09, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7197, top5_acc: 0.9467, loss_cls: 0.9124, loss: 0.9124, grad_norm: 0.9147 2021-04-06 21:54:54,159 - mmaction - INFO - Epoch [7][420/2910] lr: 3.387e-01, eta: 12:52:46, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7109, top5_acc: 0.9437, loss_cls: 0.9494, loss: 0.9494, grad_norm: 1.0130 2021-04-06 21:55:10,401 - mmaction - INFO - Epoch [7][440/2910] lr: 3.386e-01, eta: 12:52:24, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7020, top5_acc: 0.9330, loss_cls: 0.9827, loss: 0.9827, grad_norm: 0.9847 2021-04-06 21:55:26,685 - mmaction - INFO - Epoch [7][460/2910] lr: 3.385e-01, eta: 12:52:01, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7064, top5_acc: 0.9369, loss_cls: 0.9802, loss: 0.9802, grad_norm: 0.9678 2021-04-06 21:55:42,895 - mmaction - INFO - Epoch [7][480/2910] lr: 3.383e-01, eta: 12:51:39, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7105, top5_acc: 0.9445, loss_cls: 0.9465, loss: 0.9465, grad_norm: 0.9630 2021-04-06 21:55:59,105 - mmaction - INFO - Epoch [7][500/2910] lr: 3.382e-01, eta: 12:51:16, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9449, loss_cls: 0.9191, loss: 0.9191, grad_norm: 0.9484 2021-04-06 21:56:15,357 - mmaction - INFO - Epoch [7][520/2910] lr: 3.381e-01, eta: 12:50:54, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7008, top5_acc: 0.9426, loss_cls: 0.9798, loss: 0.9798, grad_norm: 0.9793 2021-04-06 21:56:31,632 - mmaction - INFO - Epoch [7][540/2910] lr: 3.380e-01, eta: 12:50:31, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.6883, top5_acc: 0.9379, loss_cls: 0.9929, loss: 0.9929, grad_norm: 0.9710 2021-04-06 21:56:47,890 - mmaction - INFO - Epoch [7][560/2910] lr: 3.378e-01, eta: 12:50:09, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.7117, top5_acc: 0.9424, loss_cls: 0.9525, loss: 0.9525, grad_norm: 0.9608 2021-04-06 21:57:04,132 - mmaction - INFO - Epoch [7][580/2910] lr: 3.377e-01, eta: 12:49:46, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.6967, top5_acc: 0.9418, loss_cls: 0.9713, loss: 0.9713, grad_norm: 1.0108 2021-04-06 21:57:20,507 - mmaction - INFO - Epoch [7][600/2910] lr: 3.376e-01, eta: 12:49:24, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9391, loss_cls: 0.9858, loss: 0.9858, grad_norm: 0.9737 2021-04-06 21:57:36,821 - mmaction - INFO - Epoch [7][620/2910] lr: 3.374e-01, eta: 12:49:02, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7029, top5_acc: 0.9410, loss_cls: 0.9556, loss: 0.9556, grad_norm: 0.9519 2021-04-06 21:57:53,116 - mmaction - INFO - Epoch [7][640/2910] lr: 3.373e-01, eta: 12:48:40, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9385, loss_cls: 0.9762, loss: 0.9762, grad_norm: 0.9790 2021-04-06 21:58:09,330 - mmaction - INFO - Epoch [7][660/2910] lr: 3.372e-01, eta: 12:48:18, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.6846, top5_acc: 0.9377, loss_cls: 1.0141, loss: 1.0141, grad_norm: 0.9890 2021-04-06 21:58:25,596 - mmaction - INFO - Epoch [7][680/2910] lr: 3.370e-01, eta: 12:47:55, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.7102, top5_acc: 0.9428, loss_cls: 0.9605, loss: 0.9605, grad_norm: 0.9648 2021-04-06 21:58:41,919 - mmaction - INFO - Epoch [7][700/2910] lr: 3.369e-01, eta: 12:47:33, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7078, top5_acc: 0.9420, loss_cls: 0.9721, loss: 0.9721, grad_norm: 0.9728 2021-04-06 21:58:58,191 - mmaction - INFO - Epoch [7][720/2910] lr: 3.368e-01, eta: 12:47:11, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9430, loss_cls: 0.9594, loss: 0.9594, grad_norm: 0.9669 2021-04-06 21:59:14,527 - mmaction - INFO - Epoch [7][740/2910] lr: 3.366e-01, eta: 12:46:49, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.6973, top5_acc: 0.9391, loss_cls: 0.9806, loss: 0.9806, grad_norm: 0.9693 2021-04-06 21:59:30,767 - mmaction - INFO - Epoch [7][760/2910] lr: 3.365e-01, eta: 12:46:27, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7113, top5_acc: 0.9377, loss_cls: 0.9716, loss: 0.9716, grad_norm: 0.9729 2021-04-06 21:59:47,008 - mmaction - INFO - Epoch [7][780/2910] lr: 3.364e-01, eta: 12:46:04, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.6953, top5_acc: 0.9297, loss_cls: 1.0251, loss: 1.0251, grad_norm: 0.9874 2021-04-06 22:00:03,211 - mmaction - INFO - Epoch [7][800/2910] lr: 3.362e-01, eta: 12:45:42, time: 0.812, data_time: 0.007, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9426, loss_cls: 0.9407, loss: 0.9407, grad_norm: 0.9157 2021-04-06 22:00:19,497 - mmaction - INFO - Epoch [7][820/2910] lr: 3.361e-01, eta: 12:45:20, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9350, loss_cls: 0.9996, loss: 0.9996, grad_norm: 1.0036 2021-04-06 22:00:35,720 - mmaction - INFO - Epoch [7][840/2910] lr: 3.360e-01, eta: 12:44:58, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7051, top5_acc: 0.9430, loss_cls: 0.9394, loss: 0.9394, grad_norm: 0.9688 2021-04-06 22:00:51,974 - mmaction - INFO - Epoch [7][860/2910] lr: 3.359e-01, eta: 12:44:36, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9502, loss_cls: 0.9289, loss: 0.9289, grad_norm: 0.9496 2021-04-06 22:01:08,424 - mmaction - INFO - Epoch [7][880/2910] lr: 3.357e-01, eta: 12:44:14, time: 0.821, data_time: 0.007, memory: 9523, top1_acc: 0.7100, top5_acc: 0.9471, loss_cls: 0.9376, loss: 0.9376, grad_norm: 0.9650 2021-04-06 22:01:24,617 - mmaction - INFO - Epoch [7][900/2910] lr: 3.356e-01, eta: 12:43:52, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7184, top5_acc: 0.9486, loss_cls: 0.9148, loss: 0.9148, grad_norm: 0.9531 2021-04-06 22:01:41,025 - mmaction - INFO - Epoch [7][920/2910] lr: 3.355e-01, eta: 12:43:30, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.7145, top5_acc: 0.9445, loss_cls: 0.9471, loss: 0.9471, grad_norm: 0.9633 2021-04-06 22:01:57,208 - mmaction - INFO - Epoch [7][940/2910] lr: 3.353e-01, eta: 12:43:07, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7090, top5_acc: 0.9479, loss_cls: 0.9236, loss: 0.9236, grad_norm: 0.9814 2021-04-06 22:02:13,363 - mmaction - INFO - Epoch [7][960/2910] lr: 3.352e-01, eta: 12:42:45, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9461, loss_cls: 0.9362, loss: 0.9362, grad_norm: 0.9836 2021-04-06 22:02:29,598 - mmaction - INFO - Epoch [7][980/2910] lr: 3.351e-01, eta: 12:42:23, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7027, top5_acc: 0.9369, loss_cls: 0.9729, loss: 0.9729, grad_norm: 0.9841 2021-04-06 22:02:45,884 - mmaction - INFO - Epoch [7][1000/2910] lr: 3.349e-01, eta: 12:42:01, time: 0.812, data_time: 0.000, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9453, loss_cls: 0.9660, loss: 0.9660, grad_norm: 0.9462 2021-04-06 22:03:02,218 - mmaction - INFO - Epoch [7][1020/2910] lr: 3.348e-01, eta: 12:41:39, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.6980, top5_acc: 0.9354, loss_cls: 0.9998, loss: 0.9998, grad_norm: 0.9946 2021-04-06 22:03:18,426 - mmaction - INFO - Epoch [7][1040/2910] lr: 3.347e-01, eta: 12:41:17, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7090, top5_acc: 0.9412, loss_cls: 0.9537, loss: 0.9537, grad_norm: 0.9189 2021-04-06 22:03:34,867 - mmaction - INFO - Epoch [7][1060/2910] lr: 3.345e-01, eta: 12:40:55, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.7125, top5_acc: 0.9416, loss_cls: 0.9384, loss: 0.9384, grad_norm: 0.9910 2021-04-06 22:03:51,172 - mmaction - INFO - Epoch [7][1080/2910] lr: 3.344e-01, eta: 12:40:33, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9385, loss_cls: 0.9554, loss: 0.9554, grad_norm: 0.9886 2021-04-06 22:04:07,376 - mmaction - INFO - Epoch [7][1100/2910] lr: 3.343e-01, eta: 12:40:11, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7100, top5_acc: 0.9449, loss_cls: 0.9488, loss: 0.9488, grad_norm: 0.9866 2021-04-06 22:04:23,622 - mmaction - INFO - Epoch [7][1120/2910] lr: 3.341e-01, eta: 12:39:49, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7012, top5_acc: 0.9385, loss_cls: 0.9738, loss: 0.9738, grad_norm: 0.9680 2021-04-06 22:04:39,793 - mmaction - INFO - Epoch [7][1140/2910] lr: 3.340e-01, eta: 12:39:27, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9434, loss_cls: 0.9306, loss: 0.9306, grad_norm: 0.9423 2021-04-06 22:04:56,096 - mmaction - INFO - Epoch [7][1160/2910] lr: 3.339e-01, eta: 12:39:05, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9436, loss_cls: 0.9229, loss: 0.9229, grad_norm: 0.9379 2021-04-06 22:05:12,446 - mmaction - INFO - Epoch [7][1180/2910] lr: 3.337e-01, eta: 12:38:43, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7016, top5_acc: 0.9383, loss_cls: 0.9642, loss: 0.9642, grad_norm: 0.9767 2021-04-06 22:05:28,752 - mmaction - INFO - Epoch [7][1200/2910] lr: 3.336e-01, eta: 12:38:22, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7031, top5_acc: 0.9400, loss_cls: 0.9593, loss: 0.9593, grad_norm: 0.9770 2021-04-06 22:05:44,973 - mmaction - INFO - Epoch [7][1220/2910] lr: 3.335e-01, eta: 12:37:59, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7051, top5_acc: 0.9449, loss_cls: 0.9602, loss: 0.9602, grad_norm: 0.9861 2021-04-06 22:06:01,239 - mmaction - INFO - Epoch [7][1240/2910] lr: 3.333e-01, eta: 12:37:37, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7174, top5_acc: 0.9414, loss_cls: 0.9385, loss: 0.9385, grad_norm: 0.9518 2021-04-06 22:06:17,503 - mmaction - INFO - Epoch [7][1260/2910] lr: 3.332e-01, eta: 12:37:16, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6990, top5_acc: 0.9410, loss_cls: 0.9770, loss: 0.9770, grad_norm: 0.9867 2021-04-06 22:06:33,760 - mmaction - INFO - Epoch [7][1280/2910] lr: 3.331e-01, eta: 12:36:54, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7277, top5_acc: 0.9449, loss_cls: 0.9177, loss: 0.9177, grad_norm: 0.9513 2021-04-06 22:06:49,986 - mmaction - INFO - Epoch [7][1300/2910] lr: 3.329e-01, eta: 12:36:32, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7090, top5_acc: 0.9393, loss_cls: 0.9420, loss: 0.9420, grad_norm: 0.9640 2021-04-06 22:07:06,259 - mmaction - INFO - Epoch [7][1320/2910] lr: 3.328e-01, eta: 12:36:10, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.6990, top5_acc: 0.9385, loss_cls: 0.9649, loss: 0.9649, grad_norm: 0.9750 2021-04-06 22:07:22,601 - mmaction - INFO - Epoch [7][1340/2910] lr: 3.327e-01, eta: 12:35:48, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9479, loss_cls: 0.9609, loss: 0.9609, grad_norm: 0.9764 2021-04-06 22:07:38,804 - mmaction - INFO - Epoch [7][1360/2910] lr: 3.325e-01, eta: 12:35:26, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7070, top5_acc: 0.9441, loss_cls: 0.9410, loss: 0.9410, grad_norm: 0.9831 2021-04-06 22:07:55,083 - mmaction - INFO - Epoch [7][1380/2910] lr: 3.324e-01, eta: 12:35:04, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9410, loss_cls: 0.9558, loss: 0.9558, grad_norm: 0.9624 2021-04-06 22:08:11,240 - mmaction - INFO - Epoch [7][1400/2910] lr: 3.322e-01, eta: 12:34:42, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.6988, top5_acc: 0.9430, loss_cls: 0.9645, loss: 0.9645, grad_norm: 1.0194 2021-04-06 22:08:27,636 - mmaction - INFO - Epoch [7][1420/2910] lr: 3.321e-01, eta: 12:34:21, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7082, top5_acc: 0.9447, loss_cls: 0.9411, loss: 0.9411, grad_norm: 0.9646 2021-04-06 22:08:43,831 - mmaction - INFO - Epoch [7][1440/2910] lr: 3.320e-01, eta: 12:33:59, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9453, loss_cls: 0.9051, loss: 0.9051, grad_norm: 0.9390 2021-04-06 22:09:00,105 - mmaction - INFO - Epoch [7][1460/2910] lr: 3.318e-01, eta: 12:33:37, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9436, loss_cls: 0.9352, loss: 0.9352, grad_norm: 0.9775 2021-04-06 22:09:16,313 - mmaction - INFO - Epoch [7][1480/2910] lr: 3.317e-01, eta: 12:33:15, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7135, top5_acc: 0.9398, loss_cls: 0.9607, loss: 0.9607, grad_norm: 0.9955 2021-04-06 22:09:32,660 - mmaction - INFO - Epoch [7][1500/2910] lr: 3.316e-01, eta: 12:32:53, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7090, top5_acc: 0.9355, loss_cls: 0.9619, loss: 0.9619, grad_norm: 0.9792 2021-04-06 22:09:48,923 - mmaction - INFO - Epoch [7][1520/2910] lr: 3.314e-01, eta: 12:32:32, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7240, top5_acc: 0.9484, loss_cls: 0.8883, loss: 0.8883, grad_norm: 0.9335 2021-04-06 22:10:05,288 - mmaction - INFO - Epoch [7][1540/2910] lr: 3.313e-01, eta: 12:32:10, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7072, top5_acc: 0.9406, loss_cls: 0.9474, loss: 0.9474, grad_norm: 0.9776 2021-04-06 22:10:21,586 - mmaction - INFO - Epoch [7][1560/2910] lr: 3.312e-01, eta: 12:31:49, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.7064, top5_acc: 0.9354, loss_cls: 0.9795, loss: 0.9795, grad_norm: 0.9901 2021-04-06 22:10:37,891 - mmaction - INFO - Epoch [7][1580/2910] lr: 3.310e-01, eta: 12:31:27, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9359, loss_cls: 0.9969, loss: 0.9969, grad_norm: 0.9897 2021-04-06 22:10:54,193 - mmaction - INFO - Epoch [7][1600/2910] lr: 3.309e-01, eta: 12:31:05, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.6975, top5_acc: 0.9443, loss_cls: 0.9601, loss: 0.9601, grad_norm: 0.9739 2021-04-06 22:11:10,450 - mmaction - INFO - Epoch [7][1620/2910] lr: 3.308e-01, eta: 12:30:44, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9402, loss_cls: 0.9583, loss: 0.9583, grad_norm: 0.9749 2021-04-06 22:11:26,727 - mmaction - INFO - Epoch [7][1640/2910] lr: 3.306e-01, eta: 12:30:22, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9459, loss_cls: 0.9448, loss: 0.9448, grad_norm: 0.9901 2021-04-06 22:11:43,044 - mmaction - INFO - Epoch [7][1660/2910] lr: 3.305e-01, eta: 12:30:00, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9437, loss_cls: 0.9414, loss: 0.9414, grad_norm: 0.9910 2021-04-06 22:11:59,338 - mmaction - INFO - Epoch [7][1680/2910] lr: 3.303e-01, eta: 12:29:39, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7070, top5_acc: 0.9391, loss_cls: 0.9696, loss: 0.9696, grad_norm: 0.9596 2021-04-06 22:12:15,635 - mmaction - INFO - Epoch [7][1700/2910] lr: 3.302e-01, eta: 12:29:17, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7131, top5_acc: 0.9420, loss_cls: 0.9421, loss: 0.9421, grad_norm: 0.9398 2021-04-06 22:12:31,877 - mmaction - INFO - Epoch [7][1720/2910] lr: 3.301e-01, eta: 12:28:56, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7186, top5_acc: 0.9414, loss_cls: 0.9350, loss: 0.9350, grad_norm: 0.9445 2021-04-06 22:12:48,147 - mmaction - INFO - Epoch [7][1740/2910] lr: 3.299e-01, eta: 12:28:34, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7008, top5_acc: 0.9381, loss_cls: 0.9551, loss: 0.9551, grad_norm: 0.9710 2021-04-06 22:13:04,449 - mmaction - INFO - Epoch [7][1760/2910] lr: 3.298e-01, eta: 12:28:13, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.6982, top5_acc: 0.9436, loss_cls: 0.9701, loss: 0.9701, grad_norm: 1.0397 2021-04-06 22:13:20,709 - mmaction - INFO - Epoch [7][1780/2910] lr: 3.297e-01, eta: 12:27:51, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9453, loss_cls: 0.9362, loss: 0.9362, grad_norm: 0.9652 2021-04-06 22:13:37,150 - mmaction - INFO - Epoch [7][1800/2910] lr: 3.295e-01, eta: 12:27:30, time: 0.822, data_time: 0.011, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9434, loss_cls: 0.9435, loss: 0.9435, grad_norm: 0.9590 2021-04-06 22:13:53,410 - mmaction - INFO - Epoch [7][1820/2910] lr: 3.294e-01, eta: 12:27:08, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9410, loss_cls: 0.9477, loss: 0.9477, grad_norm: 0.9674 2021-04-06 22:14:09,831 - mmaction - INFO - Epoch [7][1840/2910] lr: 3.293e-01, eta: 12:26:47, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9459, loss_cls: 0.9410, loss: 0.9410, grad_norm: 0.9917 2021-04-06 22:14:26,158 - mmaction - INFO - Epoch [7][1860/2910] lr: 3.291e-01, eta: 12:26:26, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9426, loss_cls: 0.9621, loss: 0.9621, grad_norm: 0.9896 2021-04-06 22:14:42,417 - mmaction - INFO - Epoch [7][1880/2910] lr: 3.290e-01, eta: 12:26:04, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7168, top5_acc: 0.9418, loss_cls: 0.9428, loss: 0.9428, grad_norm: 0.9442 2021-04-06 22:14:58,732 - mmaction - INFO - Epoch [7][1900/2910] lr: 3.288e-01, eta: 12:25:43, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9459, loss_cls: 0.9467, loss: 0.9467, grad_norm: 0.9530 2021-04-06 22:15:15,027 - mmaction - INFO - Epoch [7][1920/2910] lr: 3.287e-01, eta: 12:25:21, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9412, loss_cls: 0.9591, loss: 0.9591, grad_norm: 1.0090 2021-04-06 22:15:31,354 - mmaction - INFO - Epoch [7][1940/2910] lr: 3.286e-01, eta: 12:25:00, time: 0.815, data_time: 0.007, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9412, loss_cls: 0.9399, loss: 0.9399, grad_norm: 0.9326 2021-04-06 22:15:47,727 - mmaction - INFO - Epoch [7][1960/2910] lr: 3.284e-01, eta: 12:24:39, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9393, loss_cls: 0.9506, loss: 0.9506, grad_norm: 0.9927 2021-04-06 22:16:04,041 - mmaction - INFO - Epoch [7][1980/2910] lr: 3.283e-01, eta: 12:24:17, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7107, top5_acc: 0.9432, loss_cls: 0.9503, loss: 0.9503, grad_norm: 0.9870 2021-04-06 22:16:20,325 - mmaction - INFO - Epoch [7][2000/2910] lr: 3.282e-01, eta: 12:23:56, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9426, loss_cls: 0.9603, loss: 0.9603, grad_norm: 1.0132 2021-04-06 22:16:36,518 - mmaction - INFO - Epoch [7][2020/2910] lr: 3.280e-01, eta: 12:23:34, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7051, top5_acc: 0.9457, loss_cls: 0.9321, loss: 0.9321, grad_norm: 0.9653 2021-04-06 22:16:52,767 - mmaction - INFO - Epoch [7][2040/2910] lr: 3.279e-01, eta: 12:23:12, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9453, loss_cls: 0.9497, loss: 0.9497, grad_norm: 1.0042 2021-04-06 22:17:09,012 - mmaction - INFO - Epoch [7][2060/2910] lr: 3.277e-01, eta: 12:22:51, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9426, loss_cls: 0.9456, loss: 0.9456, grad_norm: 0.9519 2021-04-06 22:17:25,305 - mmaction - INFO - Epoch [7][2080/2910] lr: 3.276e-01, eta: 12:22:30, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7207, top5_acc: 0.9467, loss_cls: 0.9301, loss: 0.9301, grad_norm: 0.9742 2021-04-06 22:17:41,717 - mmaction - INFO - Epoch [7][2100/2910] lr: 3.275e-01, eta: 12:22:09, time: 0.821, data_time: 0.001, memory: 9523, top1_acc: 0.7104, top5_acc: 0.9387, loss_cls: 0.9534, loss: 0.9534, grad_norm: 0.9835 2021-04-06 22:17:58,051 - mmaction - INFO - Epoch [7][2120/2910] lr: 3.273e-01, eta: 12:21:47, time: 0.817, data_time: 0.000, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9430, loss_cls: 0.9190, loss: 0.9190, grad_norm: 0.9603 2021-04-06 22:18:14,302 - mmaction - INFO - Epoch [7][2140/2910] lr: 3.272e-01, eta: 12:21:26, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9453, loss_cls: 0.9384, loss: 0.9384, grad_norm: 0.9619 2021-04-06 22:18:30,520 - mmaction - INFO - Epoch [7][2160/2910] lr: 3.270e-01, eta: 12:21:04, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9426, loss_cls: 0.9540, loss: 0.9540, grad_norm: 0.9935 2021-04-06 22:18:46,853 - mmaction - INFO - Epoch [7][2180/2910] lr: 3.269e-01, eta: 12:20:43, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7090, top5_acc: 0.9445, loss_cls: 0.9459, loss: 0.9459, grad_norm: 1.0590 2021-04-06 22:19:03,265 - mmaction - INFO - Epoch [7][2200/2910] lr: 3.268e-01, eta: 12:20:22, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7170, top5_acc: 0.9424, loss_cls: 0.9550, loss: 0.9550, grad_norm: 1.0067 2021-04-06 22:19:19,535 - mmaction - INFO - Epoch [7][2220/2910] lr: 3.266e-01, eta: 12:20:01, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7035, top5_acc: 0.9439, loss_cls: 0.9628, loss: 0.9628, grad_norm: 1.0215 2021-04-06 22:19:35,799 - mmaction - INFO - Epoch [7][2240/2910] lr: 3.265e-01, eta: 12:19:39, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7041, top5_acc: 0.9416, loss_cls: 0.9670, loss: 0.9670, grad_norm: 0.9964 2021-04-06 22:19:52,018 - mmaction - INFO - Epoch [7][2260/2910] lr: 3.263e-01, eta: 12:19:18, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9457, loss_cls: 0.9511, loss: 0.9511, grad_norm: 0.9814 2021-04-06 22:20:08,251 - mmaction - INFO - Epoch [7][2280/2910] lr: 3.262e-01, eta: 12:18:56, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9441, loss_cls: 0.9327, loss: 0.9327, grad_norm: 0.9596 2021-04-06 22:20:24,574 - mmaction - INFO - Epoch [7][2300/2910] lr: 3.261e-01, eta: 12:18:35, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 0.8942, loss: 0.8942, grad_norm: 0.9427 2021-04-06 22:20:40,923 - mmaction - INFO - Epoch [7][2320/2910] lr: 3.259e-01, eta: 12:18:14, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7248, top5_acc: 0.9387, loss_cls: 0.9215, loss: 0.9215, grad_norm: 0.9689 2021-04-06 22:20:57,305 - mmaction - INFO - Epoch [7][2340/2910] lr: 3.258e-01, eta: 12:17:53, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.7096, top5_acc: 0.9408, loss_cls: 0.9489, loss: 0.9489, grad_norm: 0.9877 2021-04-06 22:21:13,614 - mmaction - INFO - Epoch [7][2360/2910] lr: 3.256e-01, eta: 12:17:32, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7141, top5_acc: 0.9430, loss_cls: 0.9394, loss: 0.9394, grad_norm: 0.9648 2021-04-06 22:21:30,024 - mmaction - INFO - Epoch [7][2380/2910] lr: 3.255e-01, eta: 12:17:11, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.7252, top5_acc: 0.9494, loss_cls: 0.8967, loss: 0.8967, grad_norm: 0.9534 2021-04-06 22:21:46,248 - mmaction - INFO - Epoch [7][2400/2910] lr: 3.254e-01, eta: 12:16:50, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7084, top5_acc: 0.9441, loss_cls: 0.9477, loss: 0.9477, grad_norm: 0.9693 2021-04-06 22:22:02,482 - mmaction - INFO - Epoch [7][2420/2910] lr: 3.252e-01, eta: 12:16:28, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7020, top5_acc: 0.9379, loss_cls: 0.9769, loss: 0.9769, grad_norm: 1.0145 2021-04-06 22:22:18,784 - mmaction - INFO - Epoch [7][2440/2910] lr: 3.251e-01, eta: 12:16:07, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9396, loss_cls: 0.9722, loss: 0.9722, grad_norm: 0.9956 2021-04-06 22:22:34,979 - mmaction - INFO - Epoch [7][2460/2910] lr: 3.249e-01, eta: 12:15:46, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.6986, top5_acc: 0.9480, loss_cls: 0.9493, loss: 0.9493, grad_norm: 0.9751 2021-04-06 22:22:51,152 - mmaction - INFO - Epoch [7][2480/2910] lr: 3.248e-01, eta: 12:15:24, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7109, top5_acc: 0.9465, loss_cls: 0.9527, loss: 0.9527, grad_norm: 0.9704 2021-04-06 22:23:07,319 - mmaction - INFO - Epoch [7][2500/2910] lr: 3.247e-01, eta: 12:15:03, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.7268, top5_acc: 0.9488, loss_cls: 0.9005, loss: 0.9005, grad_norm: 0.9592 2021-04-06 22:23:23,619 - mmaction - INFO - Epoch [7][2520/2910] lr: 3.245e-01, eta: 12:14:42, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7197, top5_acc: 0.9482, loss_cls: 0.9242, loss: 0.9242, grad_norm: 0.9521 2021-04-06 22:23:39,857 - mmaction - INFO - Epoch [7][2540/2910] lr: 3.244e-01, eta: 12:14:20, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9461, loss_cls: 0.9213, loss: 0.9213, grad_norm: 0.9641 2021-04-06 22:23:56,138 - mmaction - INFO - Epoch [7][2560/2910] lr: 3.242e-01, eta: 12:13:59, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9457, loss_cls: 0.9404, loss: 0.9404, grad_norm: 0.9796 2021-04-06 22:24:12,367 - mmaction - INFO - Epoch [7][2580/2910] lr: 3.241e-01, eta: 12:13:38, time: 0.812, data_time: 0.006, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9490, loss_cls: 0.9391, loss: 0.9391, grad_norm: 0.9859 2021-04-06 22:24:28,651 - mmaction - INFO - Epoch [7][2600/2910] lr: 3.240e-01, eta: 12:13:17, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9402, loss_cls: 0.9464, loss: 0.9464, grad_norm: 0.9600 2021-04-06 22:24:44,965 - mmaction - INFO - Epoch [7][2620/2910] lr: 3.238e-01, eta: 12:12:56, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9439, loss_cls: 0.9516, loss: 0.9516, grad_norm: 1.0189 2021-04-06 22:25:01,147 - mmaction - INFO - Epoch [7][2640/2910] lr: 3.237e-01, eta: 12:12:34, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7088, top5_acc: 0.9441, loss_cls: 0.9534, loss: 0.9534, grad_norm: 0.9815 2021-04-06 22:25:17,394 - mmaction - INFO - Epoch [7][2660/2910] lr: 3.235e-01, eta: 12:12:13, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9418, loss_cls: 0.9509, loss: 0.9509, grad_norm: 0.9642 2021-04-06 22:25:33,777 - mmaction - INFO - Epoch [7][2680/2910] lr: 3.234e-01, eta: 12:11:52, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7230, top5_acc: 0.9486, loss_cls: 0.9281, loss: 0.9281, grad_norm: 0.9825 2021-04-06 22:25:50,056 - mmaction - INFO - Epoch [7][2700/2910] lr: 3.233e-01, eta: 12:11:31, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9451, loss_cls: 0.9426, loss: 0.9426, grad_norm: 0.9790 2021-04-06 22:26:06,323 - mmaction - INFO - Epoch [7][2720/2910] lr: 3.231e-01, eta: 12:11:10, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9451, loss_cls: 0.9332, loss: 0.9332, grad_norm: 0.9887 2021-04-06 22:26:22,655 - mmaction - INFO - Epoch [7][2740/2910] lr: 3.230e-01, eta: 12:10:49, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9391, loss_cls: 0.9375, loss: 0.9375, grad_norm: 0.9820 2021-04-06 22:26:38,973 - mmaction - INFO - Epoch [7][2760/2910] lr: 3.228e-01, eta: 12:10:28, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9414, loss_cls: 0.9493, loss: 0.9493, grad_norm: 0.9880 2021-04-06 22:26:55,196 - mmaction - INFO - Epoch [7][2780/2910] lr: 3.227e-01, eta: 12:10:07, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7012, top5_acc: 0.9369, loss_cls: 0.9758, loss: 0.9758, grad_norm: 1.0048 2021-04-06 22:27:11,428 - mmaction - INFO - Epoch [7][2800/2910] lr: 3.225e-01, eta: 12:09:46, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9439, loss_cls: 0.9377, loss: 0.9377, grad_norm: 0.9806 2021-04-06 22:27:27,738 - mmaction - INFO - Epoch [7][2820/2910] lr: 3.224e-01, eta: 12:09:25, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9410, loss_cls: 0.9699, loss: 0.9699, grad_norm: 1.0011 2021-04-06 22:27:44,024 - mmaction - INFO - Epoch [7][2840/2910] lr: 3.223e-01, eta: 12:09:04, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9471, loss_cls: 0.9375, loss: 0.9375, grad_norm: 0.9684 2021-04-06 22:28:00,277 - mmaction - INFO - Epoch [7][2860/2910] lr: 3.221e-01, eta: 12:08:43, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7207, top5_acc: 0.9402, loss_cls: 0.9300, loss: 0.9300, grad_norm: 0.9661 2021-04-06 22:28:16,628 - mmaction - INFO - Epoch [7][2880/2910] lr: 3.220e-01, eta: 12:08:22, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.7084, top5_acc: 0.9412, loss_cls: 0.9439, loss: 0.9439, grad_norm: 0.9652 2021-04-06 22:28:32,845 - mmaction - INFO - Epoch [7][2900/2910] lr: 3.218e-01, eta: 12:08:01, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9453, loss_cls: 0.9401, loss: 0.9401, grad_norm: 0.9679 2021-04-06 22:28:43,505 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-06 22:34:52,281 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 22:34:52,944 - mmaction - INFO - top1_acc 0.6527 top5_acc 0.9235 2021-04-06 22:34:52,944 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 22:34:53,052 - mmaction - INFO - mean_acc 0.6598 2021-04-06 22:34:53,052 - mmaction - INFO - Now best checkpoint is epoch_7.pth 2021-04-06 22:34:53,083 - mmaction - INFO - Epoch(val) [7][2910] top1_acc: 0.6527, top5_acc: 0.9235, mean_class_accuracy: 0.6598 2021-04-06 22:38:34,839 - mmaction - INFO - Epoch [8][20/2910] lr: 3.216e-01, eta: 12:15:28, time: 11.086, data_time: 10.181, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9459, loss_cls: 0.9197, loss: 0.9197, grad_norm: 0.9782 2021-04-06 22:38:51,069 - mmaction - INFO - Epoch [8][40/2910] lr: 3.215e-01, eta: 12:15:06, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7070, top5_acc: 0.9443, loss_cls: 0.9261, loss: 0.9261, grad_norm: 0.9871 2021-04-06 22:39:07,250 - mmaction - INFO - Epoch [8][60/2910] lr: 3.213e-01, eta: 12:14:44, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7066, top5_acc: 0.9437, loss_cls: 0.9494, loss: 0.9494, grad_norm: 0.9946 2021-04-06 22:39:23,434 - mmaction - INFO - Epoch [8][80/2910] lr: 3.212e-01, eta: 12:14:22, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7199, top5_acc: 0.9434, loss_cls: 0.9293, loss: 0.9293, grad_norm: 0.9758 2021-04-06 22:39:39,706 - mmaction - INFO - Epoch [8][100/2910] lr: 3.210e-01, eta: 12:14:01, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7174, top5_acc: 0.9473, loss_cls: 0.9186, loss: 0.9186, grad_norm: 0.9823 2021-04-06 22:39:55,910 - mmaction - INFO - Epoch [8][120/2910] lr: 3.209e-01, eta: 12:13:39, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.7100, top5_acc: 0.9424, loss_cls: 0.9401, loss: 0.9401, grad_norm: 0.9892 2021-04-06 22:40:12,180 - mmaction - INFO - Epoch [8][140/2910] lr: 3.208e-01, eta: 12:13:17, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7100, top5_acc: 0.9424, loss_cls: 0.9615, loss: 0.9615, grad_norm: 1.0132 2021-04-06 22:40:28,485 - mmaction - INFO - Epoch [8][160/2910] lr: 3.206e-01, eta: 12:12:56, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9482, loss_cls: 0.9282, loss: 0.9282, grad_norm: 0.9573 2021-04-06 22:40:44,791 - mmaction - INFO - Epoch [8][180/2910] lr: 3.205e-01, eta: 12:12:34, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7072, top5_acc: 0.9398, loss_cls: 0.9466, loss: 0.9466, grad_norm: 1.0016 2021-04-06 22:41:01,093 - mmaction - INFO - Epoch [8][200/2910] lr: 3.203e-01, eta: 12:12:13, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7150, top5_acc: 0.9488, loss_cls: 0.9354, loss: 0.9354, grad_norm: 0.9903 2021-04-06 22:41:17,336 - mmaction - INFO - Epoch [8][220/2910] lr: 3.202e-01, eta: 12:11:51, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9434, loss_cls: 0.9176, loss: 0.9176, grad_norm: 0.9370 2021-04-06 22:41:33,560 - mmaction - INFO - Epoch [8][240/2910] lr: 3.200e-01, eta: 12:11:29, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9395, loss_cls: 0.9340, loss: 0.9340, grad_norm: 0.9665 2021-04-06 22:41:49,904 - mmaction - INFO - Epoch [8][260/2910] lr: 3.199e-01, eta: 12:11:08, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7266, top5_acc: 0.9441, loss_cls: 0.9107, loss: 0.9107, grad_norm: 0.9573 2021-04-06 22:42:06,187 - mmaction - INFO - Epoch [8][280/2910] lr: 3.198e-01, eta: 12:10:46, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7174, top5_acc: 0.9498, loss_cls: 0.9102, loss: 0.9102, grad_norm: 0.9612 2021-04-06 22:42:22,559 - mmaction - INFO - Epoch [8][300/2910] lr: 3.196e-01, eta: 12:10:25, time: 0.819, data_time: 0.011, memory: 9523, top1_acc: 0.7168, top5_acc: 0.9465, loss_cls: 0.9185, loss: 0.9185, grad_norm: 0.9606 2021-04-06 22:42:38,811 - mmaction - INFO - Epoch [8][320/2910] lr: 3.195e-01, eta: 12:10:04, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7289, top5_acc: 0.9471, loss_cls: 0.8993, loss: 0.8993, grad_norm: 0.9843 2021-04-06 22:42:55,087 - mmaction - INFO - Epoch [8][340/2910] lr: 3.193e-01, eta: 12:09:42, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7109, top5_acc: 0.9441, loss_cls: 0.9429, loss: 0.9429, grad_norm: 1.0195 2021-04-06 22:43:11,324 - mmaction - INFO - Epoch [8][360/2910] lr: 3.192e-01, eta: 12:09:20, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7039, top5_acc: 0.9422, loss_cls: 0.9621, loss: 0.9621, grad_norm: 0.9876 2021-04-06 22:43:27,560 - mmaction - INFO - Epoch [8][380/2910] lr: 3.190e-01, eta: 12:08:59, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9404, loss_cls: 0.9494, loss: 0.9494, grad_norm: 0.9669 2021-04-06 22:43:43,881 - mmaction - INFO - Epoch [8][400/2910] lr: 3.189e-01, eta: 12:08:38, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7223, top5_acc: 0.9475, loss_cls: 0.9122, loss: 0.9122, grad_norm: 0.9641 2021-04-06 22:44:00,147 - mmaction - INFO - Epoch [8][420/2910] lr: 3.187e-01, eta: 12:08:16, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7256, top5_acc: 0.9457, loss_cls: 0.9099, loss: 0.9099, grad_norm: 0.9439 2021-04-06 22:44:16,379 - mmaction - INFO - Epoch [8][440/2910] lr: 3.186e-01, eta: 12:07:54, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7254, top5_acc: 0.9445, loss_cls: 0.9142, loss: 0.9142, grad_norm: 0.9498 2021-04-06 22:44:32,683 - mmaction - INFO - Epoch [8][460/2910] lr: 3.185e-01, eta: 12:07:33, time: 0.816, data_time: 0.007, memory: 9523, top1_acc: 0.7186, top5_acc: 0.9459, loss_cls: 0.9084, loss: 0.9084, grad_norm: 0.9718 2021-04-06 22:44:48,933 - mmaction - INFO - Epoch [8][480/2910] lr: 3.183e-01, eta: 12:07:12, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7133, top5_acc: 0.9486, loss_cls: 0.9297, loss: 0.9297, grad_norm: 0.9738 2021-04-06 22:45:05,172 - mmaction - INFO - Epoch [8][500/2910] lr: 3.182e-01, eta: 12:06:50, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7162, top5_acc: 0.9490, loss_cls: 0.9341, loss: 0.9341, grad_norm: 0.9942 2021-04-06 22:45:21,473 - mmaction - INFO - Epoch [8][520/2910] lr: 3.180e-01, eta: 12:06:29, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9424, loss_cls: 0.9311, loss: 0.9311, grad_norm: 1.0058 2021-04-06 22:45:37,695 - mmaction - INFO - Epoch [8][540/2910] lr: 3.179e-01, eta: 12:06:07, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 0.9108, loss: 0.9108, grad_norm: 0.9966 2021-04-06 22:45:53,946 - mmaction - INFO - Epoch [8][560/2910] lr: 3.177e-01, eta: 12:05:46, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7268, top5_acc: 0.9422, loss_cls: 0.9091, loss: 0.9091, grad_norm: 0.9678 2021-04-06 22:46:10,178 - mmaction - INFO - Epoch [8][580/2910] lr: 3.176e-01, eta: 12:05:24, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9430, loss_cls: 0.9382, loss: 0.9382, grad_norm: 0.9732 2021-04-06 22:46:26,491 - mmaction - INFO - Epoch [8][600/2910] lr: 3.174e-01, eta: 12:05:03, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9436, loss_cls: 0.8974, loss: 0.8974, grad_norm: 0.9320 2021-04-06 22:46:42,847 - mmaction - INFO - Epoch [8][620/2910] lr: 3.173e-01, eta: 12:04:42, time: 0.818, data_time: 0.008, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9465, loss_cls: 0.9271, loss: 0.9271, grad_norm: 1.0047 2021-04-06 22:46:59,072 - mmaction - INFO - Epoch [8][640/2910] lr: 3.171e-01, eta: 12:04:20, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9432, loss_cls: 0.9528, loss: 0.9528, grad_norm: 1.0170 2021-04-06 22:47:15,420 - mmaction - INFO - Epoch [8][660/2910] lr: 3.170e-01, eta: 12:03:59, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.7191, top5_acc: 0.9465, loss_cls: 0.9229, loss: 0.9229, grad_norm: 0.9926 2021-04-06 22:47:31,687 - mmaction - INFO - Epoch [8][680/2910] lr: 3.168e-01, eta: 12:03:38, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7176, top5_acc: 0.9400, loss_cls: 0.9316, loss: 0.9316, grad_norm: 1.0036 2021-04-06 22:47:47,955 - mmaction - INFO - Epoch [8][700/2910] lr: 3.167e-01, eta: 12:03:17, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7180, top5_acc: 0.9453, loss_cls: 0.9203, loss: 0.9203, grad_norm: 1.0065 2021-04-06 22:48:04,290 - mmaction - INFO - Epoch [8][720/2910] lr: 3.166e-01, eta: 12:02:55, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7088, top5_acc: 0.9404, loss_cls: 0.9610, loss: 0.9610, grad_norm: 1.0190 2021-04-06 22:48:20,627 - mmaction - INFO - Epoch [8][740/2910] lr: 3.164e-01, eta: 12:02:34, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 0.9354, loss: 0.9354, grad_norm: 0.9724 2021-04-06 22:48:36,950 - mmaction - INFO - Epoch [8][760/2910] lr: 3.163e-01, eta: 12:02:13, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7125, top5_acc: 0.9461, loss_cls: 0.9155, loss: 0.9155, grad_norm: 0.9828 2021-04-06 22:48:53,230 - mmaction - INFO - Epoch [8][780/2910] lr: 3.161e-01, eta: 12:01:52, time: 0.812, data_time: 0.000, memory: 9523, top1_acc: 0.7111, top5_acc: 0.9475, loss_cls: 0.9248, loss: 0.9248, grad_norm: 0.9719 2021-04-06 22:49:09,474 - mmaction - INFO - Epoch [8][800/2910] lr: 3.160e-01, eta: 12:01:30, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7168, top5_acc: 0.9467, loss_cls: 0.9202, loss: 0.9202, grad_norm: 1.0038 2021-04-06 22:49:25,731 - mmaction - INFO - Epoch [8][820/2910] lr: 3.158e-01, eta: 12:01:09, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9453, loss_cls: 0.9292, loss: 0.9292, grad_norm: 0.9790 2021-04-06 22:49:42,036 - mmaction - INFO - Epoch [8][840/2910] lr: 3.157e-01, eta: 12:00:48, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9400, loss_cls: 0.9099, loss: 0.9099, grad_norm: 0.9618 2021-04-06 22:49:58,262 - mmaction - INFO - Epoch [8][860/2910] lr: 3.155e-01, eta: 12:00:27, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9439, loss_cls: 0.9292, loss: 0.9292, grad_norm: 0.9859 2021-04-06 22:50:14,469 - mmaction - INFO - Epoch [8][880/2910] lr: 3.154e-01, eta: 12:00:05, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9473, loss_cls: 0.9223, loss: 0.9223, grad_norm: 0.9866 2021-04-06 22:50:30,665 - mmaction - INFO - Epoch [8][900/2910] lr: 3.152e-01, eta: 11:59:44, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7168, top5_acc: 0.9432, loss_cls: 0.9415, loss: 0.9415, grad_norm: 1.0179 2021-04-06 22:50:46,977 - mmaction - INFO - Epoch [8][920/2910] lr: 3.151e-01, eta: 11:59:23, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9508, loss_cls: 0.9163, loss: 0.9163, grad_norm: 1.0330 2021-04-06 22:51:03,308 - mmaction - INFO - Epoch [8][940/2910] lr: 3.149e-01, eta: 11:59:02, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9506, loss_cls: 0.9115, loss: 0.9115, grad_norm: 1.0258 2021-04-06 22:51:19,634 - mmaction - INFO - Epoch [8][960/2910] lr: 3.148e-01, eta: 11:58:40, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9486, loss_cls: 0.8916, loss: 0.8916, grad_norm: 0.9639 2021-04-06 22:51:35,867 - mmaction - INFO - Epoch [8][980/2910] lr: 3.146e-01, eta: 11:58:19, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9459, loss_cls: 0.9379, loss: 0.9379, grad_norm: 1.0060 2021-04-06 22:51:52,202 - mmaction - INFO - Epoch [8][1000/2910] lr: 3.145e-01, eta: 11:57:58, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9361, loss_cls: 0.9454, loss: 0.9454, grad_norm: 0.9765 2021-04-06 22:52:08,510 - mmaction - INFO - Epoch [8][1020/2910] lr: 3.144e-01, eta: 11:57:37, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7104, top5_acc: 0.9479, loss_cls: 0.9117, loss: 0.9117, grad_norm: 0.9596 2021-04-06 22:52:24,851 - mmaction - INFO - Epoch [8][1040/2910] lr: 3.142e-01, eta: 11:57:16, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9437, loss_cls: 0.9327, loss: 0.9327, grad_norm: 1.0047 2021-04-06 22:52:41,130 - mmaction - INFO - Epoch [8][1060/2910] lr: 3.141e-01, eta: 11:56:55, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7037, top5_acc: 0.9336, loss_cls: 0.9633, loss: 0.9633, grad_norm: 1.0007 2021-04-06 22:52:57,402 - mmaction - INFO - Epoch [8][1080/2910] lr: 3.139e-01, eta: 11:56:34, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9447, loss_cls: 0.9261, loss: 0.9261, grad_norm: 0.9454 2021-04-06 22:53:13,642 - mmaction - INFO - Epoch [8][1100/2910] lr: 3.138e-01, eta: 11:56:12, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9449, loss_cls: 0.9206, loss: 0.9206, grad_norm: 0.9631 2021-04-06 22:53:29,945 - mmaction - INFO - Epoch [8][1120/2910] lr: 3.136e-01, eta: 11:55:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9486, loss_cls: 0.9300, loss: 0.9300, grad_norm: 1.0017 2021-04-06 22:53:46,159 - mmaction - INFO - Epoch [8][1140/2910] lr: 3.135e-01, eta: 11:55:30, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9408, loss_cls: 0.9591, loss: 0.9591, grad_norm: 0.9848 2021-04-06 22:54:02,467 - mmaction - INFO - Epoch [8][1160/2910] lr: 3.133e-01, eta: 11:55:09, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9469, loss_cls: 0.9288, loss: 0.9288, grad_norm: 0.9706 2021-04-06 22:54:18,817 - mmaction - INFO - Epoch [8][1180/2910] lr: 3.132e-01, eta: 11:54:48, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7195, top5_acc: 0.9465, loss_cls: 0.9147, loss: 0.9147, grad_norm: 0.9527 2021-04-06 22:54:34,930 - mmaction - INFO - Epoch [8][1200/2910] lr: 3.130e-01, eta: 11:54:27, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9482, loss_cls: 0.9140, loss: 0.9140, grad_norm: 0.9813 2021-04-06 22:54:51,127 - mmaction - INFO - Epoch [8][1220/2910] lr: 3.129e-01, eta: 11:54:06, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7092, top5_acc: 0.9480, loss_cls: 0.9173, loss: 0.9173, grad_norm: 0.9993 2021-04-06 22:55:07,401 - mmaction - INFO - Epoch [8][1240/2910] lr: 3.127e-01, eta: 11:53:44, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7205, top5_acc: 0.9467, loss_cls: 0.9292, loss: 0.9292, grad_norm: 1.0053 2021-04-06 22:55:23,589 - mmaction - INFO - Epoch [8][1260/2910] lr: 3.126e-01, eta: 11:53:23, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7082, top5_acc: 0.9455, loss_cls: 0.9527, loss: 0.9527, grad_norm: 1.0275 2021-04-06 22:55:39,825 - mmaction - INFO - Epoch [8][1280/2910] lr: 3.124e-01, eta: 11:53:02, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7135, top5_acc: 0.9492, loss_cls: 0.9156, loss: 0.9156, grad_norm: 0.9676 2021-04-06 22:55:56,242 - mmaction - INFO - Epoch [8][1300/2910] lr: 3.123e-01, eta: 11:52:41, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9439, loss_cls: 0.9461, loss: 0.9461, grad_norm: 0.9703 2021-04-06 22:56:12,367 - mmaction - INFO - Epoch [8][1320/2910] lr: 3.121e-01, eta: 11:52:20, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.7314, top5_acc: 0.9437, loss_cls: 0.8915, loss: 0.8915, grad_norm: 0.9557 2021-04-06 22:56:28,611 - mmaction - INFO - Epoch [8][1340/2910] lr: 3.120e-01, eta: 11:51:59, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7365, top5_acc: 0.9477, loss_cls: 0.8786, loss: 0.8786, grad_norm: 0.9539 2021-04-06 22:56:44,932 - mmaction - INFO - Epoch [8][1360/2910] lr: 3.118e-01, eta: 11:51:38, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9520, loss_cls: 0.9130, loss: 0.9130, grad_norm: 0.9972 2021-04-06 22:57:01,213 - mmaction - INFO - Epoch [8][1380/2910] lr: 3.117e-01, eta: 11:51:17, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7150, top5_acc: 0.9439, loss_cls: 0.9341, loss: 0.9341, grad_norm: 1.0032 2021-04-06 22:57:17,572 - mmaction - INFO - Epoch [8][1400/2910] lr: 3.115e-01, eta: 11:50:56, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7361, top5_acc: 0.9494, loss_cls: 0.8800, loss: 0.8800, grad_norm: 0.9733 2021-04-06 22:57:33,857 - mmaction - INFO - Epoch [8][1420/2910] lr: 3.114e-01, eta: 11:50:35, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9463, loss_cls: 0.9083, loss: 0.9083, grad_norm: 1.0212 2021-04-06 22:57:50,151 - mmaction - INFO - Epoch [8][1440/2910] lr: 3.112e-01, eta: 11:50:14, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9326, loss_cls: 0.9599, loss: 0.9599, grad_norm: 0.9956 2021-04-06 22:58:06,455 - mmaction - INFO - Epoch [8][1460/2910] lr: 3.111e-01, eta: 11:49:53, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9465, loss_cls: 0.9082, loss: 0.9082, grad_norm: 0.9709 2021-04-06 22:58:22,808 - mmaction - INFO - Epoch [8][1480/2910] lr: 3.109e-01, eta: 11:49:32, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7234, top5_acc: 0.9480, loss_cls: 0.9099, loss: 0.9099, grad_norm: 0.9759 2021-04-06 22:58:39,145 - mmaction - INFO - Epoch [8][1500/2910] lr: 3.108e-01, eta: 11:49:12, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7264, top5_acc: 0.9488, loss_cls: 0.9068, loss: 0.9068, grad_norm: 0.9786 2021-04-06 22:58:55,429 - mmaction - INFO - Epoch [8][1520/2910] lr: 3.106e-01, eta: 11:48:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7154, top5_acc: 0.9453, loss_cls: 0.9218, loss: 0.9218, grad_norm: 1.0035 2021-04-06 22:59:11,747 - mmaction - INFO - Epoch [8][1540/2910] lr: 3.105e-01, eta: 11:48:30, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7236, top5_acc: 0.9420, loss_cls: 0.8990, loss: 0.8990, grad_norm: 0.9341 2021-04-06 22:59:28,041 - mmaction - INFO - Epoch [8][1560/2910] lr: 3.103e-01, eta: 11:48:09, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9455, loss_cls: 0.8987, loss: 0.8987, grad_norm: 0.9814 2021-04-06 22:59:44,356 - mmaction - INFO - Epoch [8][1580/2910] lr: 3.102e-01, eta: 11:47:48, time: 0.815, data_time: 0.000, memory: 9523, top1_acc: 0.7246, top5_acc: 0.9434, loss_cls: 0.9150, loss: 0.9150, grad_norm: 0.9689 2021-04-06 23:00:00,666 - mmaction - INFO - Epoch [8][1600/2910] lr: 3.100e-01, eta: 11:47:27, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9469, loss_cls: 0.9199, loss: 0.9199, grad_norm: 1.0166 2021-04-06 23:00:16,935 - mmaction - INFO - Epoch [8][1620/2910] lr: 3.099e-01, eta: 11:47:06, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7209, top5_acc: 0.9502, loss_cls: 0.9120, loss: 0.9120, grad_norm: 0.9844 2021-04-06 23:00:33,171 - mmaction - INFO - Epoch [8][1640/2910] lr: 3.097e-01, eta: 11:46:45, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9502, loss_cls: 0.9128, loss: 0.9128, grad_norm: 1.0044 2021-04-06 23:00:49,396 - mmaction - INFO - Epoch [8][1660/2910] lr: 3.096e-01, eta: 11:46:24, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7113, top5_acc: 0.9449, loss_cls: 0.9288, loss: 0.9288, grad_norm: 1.0008 2021-04-06 23:01:05,670 - mmaction - INFO - Epoch [8][1680/2910] lr: 3.094e-01, eta: 11:46:03, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7113, top5_acc: 0.9430, loss_cls: 0.9358, loss: 0.9358, grad_norm: 1.0218 2021-04-06 23:01:22,003 - mmaction - INFO - Epoch [8][1700/2910] lr: 3.093e-01, eta: 11:45:43, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7043, top5_acc: 0.9398, loss_cls: 0.9555, loss: 0.9555, grad_norm: 1.0185 2021-04-06 23:01:38,338 - mmaction - INFO - Epoch [8][1720/2910] lr: 3.091e-01, eta: 11:45:22, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9480, loss_cls: 0.9305, loss: 0.9305, grad_norm: 0.9778 2021-04-06 23:01:54,607 - mmaction - INFO - Epoch [8][1740/2910] lr: 3.090e-01, eta: 11:45:01, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9479, loss_cls: 0.9282, loss: 0.9282, grad_norm: 0.9851 2021-04-06 23:02:10,845 - mmaction - INFO - Epoch [8][1760/2910] lr: 3.088e-01, eta: 11:44:40, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7199, top5_acc: 0.9418, loss_cls: 0.9134, loss: 0.9134, grad_norm: 0.9784 2021-04-06 23:02:27,112 - mmaction - INFO - Epoch [8][1780/2910] lr: 3.087e-01, eta: 11:44:19, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9523, loss_cls: 0.8660, loss: 0.8660, grad_norm: 0.9818 2021-04-06 23:02:43,494 - mmaction - INFO - Epoch [8][1800/2910] lr: 3.085e-01, eta: 11:43:59, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7145, top5_acc: 0.9475, loss_cls: 0.9222, loss: 0.9222, grad_norm: 1.0572 2021-04-06 23:02:59,834 - mmaction - INFO - Epoch [8][1820/2910] lr: 3.084e-01, eta: 11:43:38, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9391, loss_cls: 0.9428, loss: 0.9428, grad_norm: 0.9879 2021-04-06 23:03:16,176 - mmaction - INFO - Epoch [8][1840/2910] lr: 3.082e-01, eta: 11:43:17, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7234, top5_acc: 0.9437, loss_cls: 0.9069, loss: 0.9069, grad_norm: 0.9630 2021-04-06 23:03:32,461 - mmaction - INFO - Epoch [8][1860/2910] lr: 3.081e-01, eta: 11:42:57, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7227, top5_acc: 0.9445, loss_cls: 0.9194, loss: 0.9194, grad_norm: 1.0153 2021-04-06 23:03:48,834 - mmaction - INFO - Epoch [8][1880/2910] lr: 3.079e-01, eta: 11:42:36, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9506, loss_cls: 0.8998, loss: 0.8998, grad_norm: 0.9815 2021-04-06 23:04:05,144 - mmaction - INFO - Epoch [8][1900/2910] lr: 3.078e-01, eta: 11:42:15, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7104, top5_acc: 0.9424, loss_cls: 0.9384, loss: 0.9384, grad_norm: 1.0146 2021-04-06 23:04:21,506 - mmaction - INFO - Epoch [8][1920/2910] lr: 3.076e-01, eta: 11:41:55, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7197, top5_acc: 0.9391, loss_cls: 0.9427, loss: 0.9427, grad_norm: 0.9731 2021-04-06 23:04:37,811 - mmaction - INFO - Epoch [8][1940/2910] lr: 3.075e-01, eta: 11:41:34, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9467, loss_cls: 0.9024, loss: 0.9024, grad_norm: 0.9644 2021-04-06 23:04:54,331 - mmaction - INFO - Epoch [8][1960/2910] lr: 3.073e-01, eta: 11:41:14, time: 0.828, data_time: 0.003, memory: 9523, top1_acc: 0.7268, top5_acc: 0.9459, loss_cls: 0.9102, loss: 0.9102, grad_norm: 0.9798 2021-04-06 23:05:10,752 - mmaction - INFO - Epoch [8][1980/2910] lr: 3.072e-01, eta: 11:40:53, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.7191, top5_acc: 0.9494, loss_cls: 0.8995, loss: 0.8995, grad_norm: 0.9912 2021-04-06 23:05:26,974 - mmaction - INFO - Epoch [8][2000/2910] lr: 3.070e-01, eta: 11:40:32, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9439, loss_cls: 0.9355, loss: 0.9355, grad_norm: 1.0183 2021-04-06 23:05:43,232 - mmaction - INFO - Epoch [8][2020/2910] lr: 3.069e-01, eta: 11:40:12, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.7219, top5_acc: 0.9471, loss_cls: 0.9039, loss: 0.9039, grad_norm: 0.9639 2021-04-06 23:05:59,584 - mmaction - INFO - Epoch [8][2040/2910] lr: 3.067e-01, eta: 11:39:51, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9457, loss_cls: 0.9165, loss: 0.9165, grad_norm: 0.9816 2021-04-06 23:06:15,890 - mmaction - INFO - Epoch [8][2060/2910] lr: 3.066e-01, eta: 11:39:30, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7133, top5_acc: 0.9422, loss_cls: 0.9405, loss: 0.9405, grad_norm: 1.0011 2021-04-06 23:06:32,160 - mmaction - INFO - Epoch [8][2080/2910] lr: 3.064e-01, eta: 11:39:10, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7264, top5_acc: 0.9498, loss_cls: 0.8839, loss: 0.8839, grad_norm: 0.9960 2021-04-06 23:06:48,469 - mmaction - INFO - Epoch [8][2100/2910] lr: 3.063e-01, eta: 11:38:49, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9465, loss_cls: 0.9219, loss: 0.9219, grad_norm: 1.0081 2021-04-06 23:07:04,681 - mmaction - INFO - Epoch [8][2120/2910] lr: 3.061e-01, eta: 11:38:28, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.7291, top5_acc: 0.9514, loss_cls: 0.8821, loss: 0.8821, grad_norm: 0.9561 2021-04-06 23:07:20,918 - mmaction - INFO - Epoch [8][2140/2910] lr: 3.059e-01, eta: 11:38:07, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9482, loss_cls: 0.9064, loss: 0.9064, grad_norm: 0.9821 2021-04-06 23:07:37,271 - mmaction - INFO - Epoch [8][2160/2910] lr: 3.058e-01, eta: 11:37:47, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7084, top5_acc: 0.9457, loss_cls: 0.9337, loss: 0.9337, grad_norm: 1.0481 2021-04-06 23:07:53,518 - mmaction - INFO - Epoch [8][2180/2910] lr: 3.056e-01, eta: 11:37:26, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7176, top5_acc: 0.9469, loss_cls: 0.9317, loss: 0.9317, grad_norm: 1.0094 2021-04-06 23:08:09,925 - mmaction - INFO - Epoch [8][2200/2910] lr: 3.055e-01, eta: 11:37:06, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7154, top5_acc: 0.9457, loss_cls: 0.9246, loss: 0.9246, grad_norm: 0.9719 2021-04-06 23:08:26,152 - mmaction - INFO - Epoch [8][2220/2910] lr: 3.053e-01, eta: 11:36:45, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.7211, top5_acc: 0.9527, loss_cls: 0.8997, loss: 0.8997, grad_norm: 0.9815 2021-04-06 23:08:42,436 - mmaction - INFO - Epoch [8][2240/2910] lr: 3.052e-01, eta: 11:36:24, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7352, top5_acc: 0.9484, loss_cls: 0.8764, loss: 0.8764, grad_norm: 0.9650 2021-04-06 23:08:58,751 - mmaction - INFO - Epoch [8][2260/2910] lr: 3.050e-01, eta: 11:36:04, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7219, top5_acc: 0.9484, loss_cls: 0.8960, loss: 0.8960, grad_norm: 0.9710 2021-04-06 23:09:14,904 - mmaction - INFO - Epoch [8][2280/2910] lr: 3.049e-01, eta: 11:35:43, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7271, top5_acc: 0.9494, loss_cls: 0.8837, loss: 0.8837, grad_norm: 0.9656 2021-04-06 23:09:31,060 - mmaction - INFO - Epoch [8][2300/2910] lr: 3.047e-01, eta: 11:35:22, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.7135, top5_acc: 0.9564, loss_cls: 0.9125, loss: 0.9125, grad_norm: 1.0280 2021-04-06 23:09:47,402 - mmaction - INFO - Epoch [8][2320/2910] lr: 3.046e-01, eta: 11:35:01, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9488, loss_cls: 0.8956, loss: 0.8956, grad_norm: 0.9883 2021-04-06 23:10:03,656 - mmaction - INFO - Epoch [8][2340/2910] lr: 3.044e-01, eta: 11:34:41, time: 0.814, data_time: 0.006, memory: 9523, top1_acc: 0.7438, top5_acc: 0.9514, loss_cls: 0.8584, loss: 0.8584, grad_norm: 0.9845 2021-04-06 23:10:19,864 - mmaction - INFO - Epoch [8][2360/2910] lr: 3.043e-01, eta: 11:34:20, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9496, loss_cls: 0.8782, loss: 0.8782, grad_norm: 0.9707 2021-04-06 23:10:36,196 - mmaction - INFO - Epoch [8][2380/2910] lr: 3.041e-01, eta: 11:33:59, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9439, loss_cls: 0.9330, loss: 0.9330, grad_norm: 1.0164 2021-04-06 23:10:52,635 - mmaction - INFO - Epoch [8][2400/2910] lr: 3.040e-01, eta: 11:33:39, time: 0.822, data_time: 0.005, memory: 9523, top1_acc: 0.7229, top5_acc: 0.9467, loss_cls: 0.9168, loss: 0.9168, grad_norm: 0.9936 2021-04-06 23:11:08,902 - mmaction - INFO - Epoch [8][2420/2910] lr: 3.038e-01, eta: 11:33:18, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9453, loss_cls: 0.9408, loss: 0.9408, grad_norm: 1.0465 2021-04-06 23:11:25,068 - mmaction - INFO - Epoch [8][2440/2910] lr: 3.036e-01, eta: 11:32:58, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7123, top5_acc: 0.9502, loss_cls: 0.9248, loss: 0.9248, grad_norm: 0.9929 2021-04-06 23:11:41,442 - mmaction - INFO - Epoch [8][2460/2910] lr: 3.035e-01, eta: 11:32:37, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9453, loss_cls: 0.9092, loss: 0.9092, grad_norm: 0.9876 2021-04-06 23:11:57,731 - mmaction - INFO - Epoch [8][2480/2910] lr: 3.033e-01, eta: 11:32:17, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7162, top5_acc: 0.9469, loss_cls: 0.9243, loss: 0.9243, grad_norm: 1.0323 2021-04-06 23:12:14,056 - mmaction - INFO - Epoch [8][2500/2910] lr: 3.032e-01, eta: 11:31:56, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7188, top5_acc: 0.9416, loss_cls: 0.9209, loss: 0.9209, grad_norm: 1.0081 2021-04-06 23:12:30,348 - mmaction - INFO - Epoch [8][2520/2910] lr: 3.030e-01, eta: 11:31:36, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7045, top5_acc: 0.9486, loss_cls: 0.9366, loss: 0.9366, grad_norm: 1.0072 2021-04-06 23:12:46,462 - mmaction - INFO - Epoch [8][2540/2910] lr: 3.029e-01, eta: 11:31:15, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.7355, top5_acc: 0.9482, loss_cls: 0.8644, loss: 0.8644, grad_norm: 0.9447 2021-04-06 23:13:02,757 - mmaction - INFO - Epoch [8][2560/2910] lr: 3.027e-01, eta: 11:30:54, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7137, top5_acc: 0.9486, loss_cls: 0.9190, loss: 0.9190, grad_norm: 1.0363 2021-04-06 23:13:19,013 - mmaction - INFO - Epoch [8][2580/2910] lr: 3.026e-01, eta: 11:30:34, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9430, loss_cls: 0.9359, loss: 0.9359, grad_norm: 1.0100 2021-04-06 23:13:35,195 - mmaction - INFO - Epoch [8][2600/2910] lr: 3.024e-01, eta: 11:30:13, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9406, loss_cls: 0.9395, loss: 0.9395, grad_norm: 1.0181 2021-04-06 23:13:51,516 - mmaction - INFO - Epoch [8][2620/2910] lr: 3.023e-01, eta: 11:29:53, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7236, top5_acc: 0.9512, loss_cls: 0.9003, loss: 0.9003, grad_norm: 0.9979 2021-04-06 23:14:07,785 - mmaction - INFO - Epoch [8][2640/2910] lr: 3.021e-01, eta: 11:29:32, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7102, top5_acc: 0.9473, loss_cls: 0.9180, loss: 0.9180, grad_norm: 0.9728 2021-04-06 23:14:23,949 - mmaction - INFO - Epoch [8][2660/2910] lr: 3.019e-01, eta: 11:29:12, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7182, top5_acc: 0.9441, loss_cls: 0.9050, loss: 0.9050, grad_norm: 0.9987 2021-04-06 23:14:40,147 - mmaction - INFO - Epoch [8][2680/2910] lr: 3.018e-01, eta: 11:28:51, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.7219, top5_acc: 0.9471, loss_cls: 0.9196, loss: 0.9196, grad_norm: 0.9851 2021-04-06 23:14:56,402 - mmaction - INFO - Epoch [8][2700/2910] lr: 3.016e-01, eta: 11:28:30, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7193, top5_acc: 0.9494, loss_cls: 0.9074, loss: 0.9074, grad_norm: 0.9785 2021-04-06 23:15:12,611 - mmaction - INFO - Epoch [8][2720/2910] lr: 3.015e-01, eta: 11:28:10, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7143, top5_acc: 0.9441, loss_cls: 0.9274, loss: 0.9274, grad_norm: 1.0395 2021-04-06 23:15:28,919 - mmaction - INFO - Epoch [8][2740/2910] lr: 3.013e-01, eta: 11:27:49, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9418, loss_cls: 0.9391, loss: 0.9391, grad_norm: 0.9966 2021-04-06 23:15:45,222 - mmaction - INFO - Epoch [8][2760/2910] lr: 3.012e-01, eta: 11:27:29, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7229, top5_acc: 0.9541, loss_cls: 0.8796, loss: 0.8796, grad_norm: 0.9849 2021-04-06 23:16:01,382 - mmaction - INFO - Epoch [8][2780/2910] lr: 3.010e-01, eta: 11:27:08, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.7209, top5_acc: 0.9463, loss_cls: 0.9038, loss: 0.9038, grad_norm: 0.9725 2021-04-06 23:16:17,751 - mmaction - INFO - Epoch [8][2800/2910] lr: 3.009e-01, eta: 11:26:48, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7266, top5_acc: 0.9443, loss_cls: 0.8973, loss: 0.8973, grad_norm: 0.9849 2021-04-06 23:16:34,088 - mmaction - INFO - Epoch [8][2820/2910] lr: 3.007e-01, eta: 11:26:28, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7141, top5_acc: 0.9494, loss_cls: 0.9253, loss: 0.9253, grad_norm: 0.9905 2021-04-06 23:16:50,478 - mmaction - INFO - Epoch [8][2840/2910] lr: 3.006e-01, eta: 11:26:07, time: 0.820, data_time: 0.007, memory: 9523, top1_acc: 0.7297, top5_acc: 0.9504, loss_cls: 0.8898, loss: 0.8898, grad_norm: 0.9880 2021-04-06 23:17:06,694 - mmaction - INFO - Epoch [8][2860/2910] lr: 3.004e-01, eta: 11:25:47, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7297, top5_acc: 0.9469, loss_cls: 0.8904, loss: 0.8904, grad_norm: 0.9818 2021-04-06 23:17:23,053 - mmaction - INFO - Epoch [8][2880/2910] lr: 3.002e-01, eta: 11:25:27, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7258, top5_acc: 0.9521, loss_cls: 0.8939, loss: 0.8939, grad_norm: 1.0105 2021-04-06 23:17:39,284 - mmaction - INFO - Epoch [8][2900/2910] lr: 3.001e-01, eta: 11:25:06, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7143, top5_acc: 0.9451, loss_cls: 0.9316, loss: 0.9316, grad_norm: 1.0034 2021-04-06 23:17:49,933 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-06 23:24:01,889 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 23:24:02,555 - mmaction - INFO - top1_acc 0.5985 top5_acc 0.8689 2021-04-06 23:24:02,555 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 23:24:02,664 - mmaction - INFO - mean_acc 0.6260 2021-04-06 23:24:02,683 - mmaction - INFO - Epoch(val) [8][2910] top1_acc: 0.5985, top5_acc: 0.8689, mean_class_accuracy: 0.6260 2021-04-06 23:27:44,774 - mmaction - INFO - Epoch [9][20/2910] lr: 2.999e-01, eta: 11:31:10, time: 11.103, data_time: 10.092, memory: 9523, top1_acc: 0.7312, top5_acc: 0.9488, loss_cls: 0.8799, loss: 0.8799, grad_norm: 0.9885 2021-04-06 23:28:00,999 - mmaction - INFO - Epoch [9][40/2910] lr: 2.997e-01, eta: 11:30:49, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7398, top5_acc: 0.9555, loss_cls: 0.8477, loss: 0.8477, grad_norm: 0.9461 2021-04-06 23:28:17,243 - mmaction - INFO - Epoch [9][60/2910] lr: 2.995e-01, eta: 11:30:28, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7297, top5_acc: 0.9496, loss_cls: 0.8939, loss: 0.8939, grad_norm: 0.9987 2021-04-06 23:28:33,436 - mmaction - INFO - Epoch [9][80/2910] lr: 2.994e-01, eta: 11:30:07, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9479, loss_cls: 0.8747, loss: 0.8747, grad_norm: 0.9680 2021-04-06 23:28:49,702 - mmaction - INFO - Epoch [9][100/2910] lr: 2.992e-01, eta: 11:29:46, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7162, top5_acc: 0.9426, loss_cls: 0.9248, loss: 0.9248, grad_norm: 1.0092 2021-04-06 23:29:05,998 - mmaction - INFO - Epoch [9][120/2910] lr: 2.991e-01, eta: 11:29:25, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7092, top5_acc: 0.9465, loss_cls: 0.9363, loss: 0.9363, grad_norm: 1.0234 2021-04-06 23:29:22,224 - mmaction - INFO - Epoch [9][140/2910] lr: 2.989e-01, eta: 11:29:05, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9410, loss_cls: 0.9236, loss: 0.9236, grad_norm: 1.0002 2021-04-06 23:29:38,569 - mmaction - INFO - Epoch [9][160/2910] lr: 2.988e-01, eta: 11:28:44, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9498, loss_cls: 0.8981, loss: 0.8981, grad_norm: 0.9993 2021-04-06 23:29:54,726 - mmaction - INFO - Epoch [9][180/2910] lr: 2.986e-01, eta: 11:28:23, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7207, top5_acc: 0.9484, loss_cls: 0.8819, loss: 0.8819, grad_norm: 0.9870 2021-04-06 23:30:10,894 - mmaction - INFO - Epoch [9][200/2910] lr: 2.984e-01, eta: 11:28:02, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7311, top5_acc: 0.9506, loss_cls: 0.8791, loss: 0.8791, grad_norm: 0.9974 2021-04-06 23:30:27,081 - mmaction - INFO - Epoch [9][220/2910] lr: 2.983e-01, eta: 11:27:41, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7250, top5_acc: 0.9523, loss_cls: 0.8922, loss: 0.8922, grad_norm: 1.0053 2021-04-06 23:30:43,393 - mmaction - INFO - Epoch [9][240/2910] lr: 2.981e-01, eta: 11:27:20, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7172, top5_acc: 0.9455, loss_cls: 0.9125, loss: 0.9125, grad_norm: 1.0114 2021-04-06 23:30:59,640 - mmaction - INFO - Epoch [9][260/2910] lr: 2.980e-01, eta: 11:26:59, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7209, top5_acc: 0.9484, loss_cls: 0.9079, loss: 0.9079, grad_norm: 0.9988 2021-04-06 23:31:16,087 - mmaction - INFO - Epoch [9][280/2910] lr: 2.978e-01, eta: 11:26:38, time: 0.821, data_time: 0.012, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9463, loss_cls: 0.9482, loss: 0.9482, grad_norm: 1.0551 2021-04-06 23:31:32,411 - mmaction - INFO - Epoch [9][300/2910] lr: 2.977e-01, eta: 11:26:18, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.7172, top5_acc: 0.9457, loss_cls: 0.9101, loss: 0.9101, grad_norm: 1.0051 2021-04-06 23:31:48,627 - mmaction - INFO - Epoch [9][320/2910] lr: 2.975e-01, eta: 11:25:57, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9521, loss_cls: 0.8883, loss: 0.8883, grad_norm: 1.0104 2021-04-06 23:32:04,941 - mmaction - INFO - Epoch [9][340/2910] lr: 2.973e-01, eta: 11:25:36, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7309, top5_acc: 0.9549, loss_cls: 0.8630, loss: 0.8630, grad_norm: 0.9434 2021-04-06 23:32:21,136 - mmaction - INFO - Epoch [9][360/2910] lr: 2.972e-01, eta: 11:25:15, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7418, top5_acc: 0.9549, loss_cls: 0.8418, loss: 0.8418, grad_norm: 0.9674 2021-04-06 23:32:37,400 - mmaction - INFO - Epoch [9][380/2910] lr: 2.970e-01, eta: 11:24:54, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7229, top5_acc: 0.9506, loss_cls: 0.8814, loss: 0.8814, grad_norm: 0.9910 2021-04-06 23:32:53,666 - mmaction - INFO - Epoch [9][400/2910] lr: 2.969e-01, eta: 11:24:34, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9502, loss_cls: 0.8744, loss: 0.8744, grad_norm: 0.9610 2021-04-06 23:33:09,880 - mmaction - INFO - Epoch [9][420/2910] lr: 2.967e-01, eta: 11:24:13, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7143, top5_acc: 0.9451, loss_cls: 0.9132, loss: 0.9132, grad_norm: 1.0256 2021-04-06 23:33:26,090 - mmaction - INFO - Epoch [9][440/2910] lr: 2.966e-01, eta: 11:23:52, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7352, top5_acc: 0.9508, loss_cls: 0.8700, loss: 0.8700, grad_norm: 0.9932 2021-04-06 23:33:42,343 - mmaction - INFO - Epoch [9][460/2910] lr: 2.964e-01, eta: 11:23:31, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9512, loss_cls: 0.8827, loss: 0.8827, grad_norm: 1.0031 2021-04-06 23:33:58,669 - mmaction - INFO - Epoch [9][480/2910] lr: 2.962e-01, eta: 11:23:11, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7262, top5_acc: 0.9525, loss_cls: 0.8857, loss: 0.8857, grad_norm: 0.9889 2021-04-06 23:34:14,981 - mmaction - INFO - Epoch [9][500/2910] lr: 2.961e-01, eta: 11:22:50, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9467, loss_cls: 0.8972, loss: 0.8972, grad_norm: 0.9707 2021-04-06 23:34:31,242 - mmaction - INFO - Epoch [9][520/2910] lr: 2.959e-01, eta: 11:22:29, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9465, loss_cls: 0.8963, loss: 0.8963, grad_norm: 1.0385 2021-04-06 23:34:47,519 - mmaction - INFO - Epoch [9][540/2910] lr: 2.958e-01, eta: 11:22:08, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7186, top5_acc: 0.9488, loss_cls: 0.9075, loss: 0.9075, grad_norm: 1.0218 2021-04-06 23:35:03,822 - mmaction - INFO - Epoch [9][560/2910] lr: 2.956e-01, eta: 11:21:48, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7326, top5_acc: 0.9543, loss_cls: 0.8723, loss: 0.8723, grad_norm: 0.9677 2021-04-06 23:35:20,100 - mmaction - INFO - Epoch [9][580/2910] lr: 2.955e-01, eta: 11:21:27, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 0.8874, loss: 0.8874, grad_norm: 0.9889 2021-04-06 23:35:36,445 - mmaction - INFO - Epoch [9][600/2910] lr: 2.953e-01, eta: 11:21:06, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7240, top5_acc: 0.9484, loss_cls: 0.8851, loss: 0.8851, grad_norm: 0.9906 2021-04-06 23:35:52,725 - mmaction - INFO - Epoch [9][620/2910] lr: 2.951e-01, eta: 11:20:46, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.7234, top5_acc: 0.9449, loss_cls: 0.9096, loss: 0.9096, grad_norm: 1.0224 2021-04-06 23:36:09,019 - mmaction - INFO - Epoch [9][640/2910] lr: 2.950e-01, eta: 11:20:25, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7287, top5_acc: 0.9545, loss_cls: 0.8735, loss: 0.8735, grad_norm: 0.9810 2021-04-06 23:36:25,264 - mmaction - INFO - Epoch [9][660/2910] lr: 2.948e-01, eta: 11:20:04, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7209, top5_acc: 0.9482, loss_cls: 0.8984, loss: 0.8984, grad_norm: 1.0243 2021-04-06 23:36:41,607 - mmaction - INFO - Epoch [9][680/2910] lr: 2.947e-01, eta: 11:19:44, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.7211, top5_acc: 0.9457, loss_cls: 0.9142, loss: 0.9142, grad_norm: 0.9879 2021-04-06 23:36:57,908 - mmaction - INFO - Epoch [9][700/2910] lr: 2.945e-01, eta: 11:19:23, time: 0.814, data_time: 0.000, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9486, loss_cls: 0.8631, loss: 0.8631, grad_norm: 0.9658 2021-04-06 23:37:14,225 - mmaction - INFO - Epoch [9][720/2910] lr: 2.943e-01, eta: 11:19:03, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7270, top5_acc: 0.9516, loss_cls: 0.8807, loss: 0.8807, grad_norm: 1.0174 2021-04-06 23:37:30,590 - mmaction - INFO - Epoch [9][740/2910] lr: 2.942e-01, eta: 11:18:42, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.7363, top5_acc: 0.9484, loss_cls: 0.8649, loss: 0.8649, grad_norm: 1.0111 2021-04-06 23:37:46,843 - mmaction - INFO - Epoch [9][760/2910] lr: 2.940e-01, eta: 11:18:22, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9494, loss_cls: 0.8891, loss: 0.8891, grad_norm: 1.0065 2021-04-06 23:38:03,115 - mmaction - INFO - Epoch [9][780/2910] lr: 2.939e-01, eta: 11:18:01, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7215, top5_acc: 0.9512, loss_cls: 0.8920, loss: 0.8920, grad_norm: 1.0224 2021-04-06 23:38:19,489 - mmaction - INFO - Epoch [9][800/2910] lr: 2.937e-01, eta: 11:17:40, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9520, loss_cls: 0.8773, loss: 0.8773, grad_norm: 0.9892 2021-04-06 23:38:35,812 - mmaction - INFO - Epoch [9][820/2910] lr: 2.936e-01, eta: 11:17:20, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9480, loss_cls: 0.8661, loss: 0.8661, grad_norm: 0.9820 2021-04-06 23:38:52,192 - mmaction - INFO - Epoch [9][840/2910] lr: 2.934e-01, eta: 11:17:00, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7307, top5_acc: 0.9502, loss_cls: 0.8793, loss: 0.8793, grad_norm: 0.9928 2021-04-06 23:39:08,542 - mmaction - INFO - Epoch [9][860/2910] lr: 2.932e-01, eta: 11:16:39, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7271, top5_acc: 0.9516, loss_cls: 0.8863, loss: 0.8863, grad_norm: 0.9714 2021-04-06 23:39:24,868 - mmaction - INFO - Epoch [9][880/2910] lr: 2.931e-01, eta: 11:16:19, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7340, top5_acc: 0.9520, loss_cls: 0.8581, loss: 0.8581, grad_norm: 0.9801 2021-04-06 23:39:41,125 - mmaction - INFO - Epoch [9][900/2910] lr: 2.929e-01, eta: 11:15:58, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9506, loss_cls: 0.8798, loss: 0.8798, grad_norm: 1.0004 2021-04-06 23:39:57,467 - mmaction - INFO - Epoch [9][920/2910] lr: 2.928e-01, eta: 11:15:38, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9543, loss_cls: 0.8853, loss: 0.8853, grad_norm: 1.0171 2021-04-06 23:40:13,686 - mmaction - INFO - Epoch [9][940/2910] lr: 2.926e-01, eta: 11:15:17, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7199, top5_acc: 0.9525, loss_cls: 0.8903, loss: 0.8903, grad_norm: 0.9992 2021-04-06 23:40:29,945 - mmaction - INFO - Epoch [9][960/2910] lr: 2.924e-01, eta: 11:14:56, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7312, top5_acc: 0.9449, loss_cls: 0.8946, loss: 0.8946, grad_norm: 1.0220 2021-04-06 23:40:46,249 - mmaction - INFO - Epoch [9][980/2910] lr: 2.923e-01, eta: 11:14:36, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9459, loss_cls: 0.9463, loss: 0.9463, grad_norm: 1.0348 2021-04-06 23:41:02,457 - mmaction - INFO - Epoch [9][1000/2910] lr: 2.921e-01, eta: 11:14:15, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7240, top5_acc: 0.9553, loss_cls: 0.8903, loss: 0.8903, grad_norm: 0.9929 2021-04-06 23:41:18,694 - mmaction - INFO - Epoch [9][1020/2910] lr: 2.920e-01, eta: 11:13:55, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9484, loss_cls: 0.8871, loss: 0.8871, grad_norm: 1.0171 2021-04-06 23:41:34,925 - mmaction - INFO - Epoch [9][1040/2910] lr: 2.918e-01, eta: 11:13:34, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7236, top5_acc: 0.9480, loss_cls: 0.8940, loss: 0.8940, grad_norm: 0.9949 2021-04-06 23:41:51,266 - mmaction - INFO - Epoch [9][1060/2910] lr: 2.916e-01, eta: 11:13:14, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9553, loss_cls: 0.8723, loss: 0.8723, grad_norm: 0.9985 2021-04-06 23:42:07,558 - mmaction - INFO - Epoch [9][1080/2910] lr: 2.915e-01, eta: 11:12:53, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9514, loss_cls: 0.9089, loss: 0.9089, grad_norm: 1.0183 2021-04-06 23:42:23,832 - mmaction - INFO - Epoch [9][1100/2910] lr: 2.913e-01, eta: 11:12:33, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7299, top5_acc: 0.9537, loss_cls: 0.8713, loss: 0.8713, grad_norm: 0.9922 2021-04-06 23:42:40,051 - mmaction - INFO - Epoch [9][1120/2910] lr: 2.912e-01, eta: 11:12:12, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7248, top5_acc: 0.9477, loss_cls: 0.9095, loss: 0.9095, grad_norm: 1.0270 2021-04-06 23:42:56,315 - mmaction - INFO - Epoch [9][1140/2910] lr: 2.910e-01, eta: 11:11:51, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7285, top5_acc: 0.9451, loss_cls: 0.9021, loss: 0.9021, grad_norm: 1.0091 2021-04-06 23:43:12,596 - mmaction - INFO - Epoch [9][1160/2910] lr: 2.908e-01, eta: 11:11:31, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9447, loss_cls: 0.9176, loss: 0.9176, grad_norm: 1.0279 2021-04-06 23:43:28,859 - mmaction - INFO - Epoch [9][1180/2910] lr: 2.907e-01, eta: 11:11:10, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7338, top5_acc: 0.9514, loss_cls: 0.8910, loss: 0.8910, grad_norm: 0.9863 2021-04-06 23:43:45,052 - mmaction - INFO - Epoch [9][1200/2910] lr: 2.905e-01, eta: 11:10:50, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7291, top5_acc: 0.9527, loss_cls: 0.8914, loss: 0.8914, grad_norm: 1.0196 2021-04-06 23:44:01,283 - mmaction - INFO - Epoch [9][1220/2910] lr: 2.904e-01, eta: 11:10:29, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 0.8782, loss: 0.8782, grad_norm: 0.9860 2021-04-06 23:44:17,557 - mmaction - INFO - Epoch [9][1240/2910] lr: 2.902e-01, eta: 11:10:09, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7254, top5_acc: 0.9449, loss_cls: 0.8943, loss: 0.8943, grad_norm: 0.9971 2021-04-06 23:44:33,830 - mmaction - INFO - Epoch [9][1260/2910] lr: 2.900e-01, eta: 11:09:48, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9531, loss_cls: 0.8722, loss: 0.8722, grad_norm: 1.0009 2021-04-06 23:44:50,047 - mmaction - INFO - Epoch [9][1280/2910] lr: 2.899e-01, eta: 11:09:28, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7176, top5_acc: 0.9492, loss_cls: 0.9116, loss: 0.9116, grad_norm: 1.0249 2021-04-06 23:45:06,455 - mmaction - INFO - Epoch [9][1300/2910] lr: 2.897e-01, eta: 11:09:07, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.7248, top5_acc: 0.9459, loss_cls: 0.9009, loss: 0.9009, grad_norm: 1.0099 2021-04-06 23:45:22,749 - mmaction - INFO - Epoch [9][1320/2910] lr: 2.896e-01, eta: 11:08:47, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.7186, top5_acc: 0.9500, loss_cls: 0.9250, loss: 0.9250, grad_norm: 1.0283 2021-04-06 23:45:38,969 - mmaction - INFO - Epoch [9][1340/2910] lr: 2.894e-01, eta: 11:08:27, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9541, loss_cls: 0.8790, loss: 0.8790, grad_norm: 0.9750 2021-04-06 23:45:55,204 - mmaction - INFO - Epoch [9][1360/2910] lr: 2.892e-01, eta: 11:08:06, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7285, top5_acc: 0.9531, loss_cls: 0.8755, loss: 0.8755, grad_norm: 0.9817 2021-04-06 23:46:11,504 - mmaction - INFO - Epoch [9][1380/2910] lr: 2.891e-01, eta: 11:07:46, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 0.8853, loss: 0.8853, grad_norm: 1.0226 2021-04-06 23:46:27,780 - mmaction - INFO - Epoch [9][1400/2910] lr: 2.889e-01, eta: 11:07:25, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7410, top5_acc: 0.9455, loss_cls: 0.8845, loss: 0.8845, grad_norm: 1.0078 2021-04-06 23:46:44,100 - mmaction - INFO - Epoch [9][1420/2910] lr: 2.887e-01, eta: 11:07:05, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7256, top5_acc: 0.9518, loss_cls: 0.8735, loss: 0.8735, grad_norm: 0.9598 2021-04-06 23:47:00,451 - mmaction - INFO - Epoch [9][1440/2910] lr: 2.886e-01, eta: 11:06:45, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7393, top5_acc: 0.9523, loss_cls: 0.8471, loss: 0.8471, grad_norm: 0.9826 2021-04-06 23:47:16,700 - mmaction - INFO - Epoch [9][1460/2910] lr: 2.884e-01, eta: 11:06:24, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7312, top5_acc: 0.9527, loss_cls: 0.8580, loss: 0.8580, grad_norm: 0.9861 2021-04-06 23:47:33,003 - mmaction - INFO - Epoch [9][1480/2910] lr: 2.883e-01, eta: 11:06:04, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7338, top5_acc: 0.9529, loss_cls: 0.8630, loss: 0.8630, grad_norm: 0.9629 2021-04-06 23:47:49,280 - mmaction - INFO - Epoch [9][1500/2910] lr: 2.881e-01, eta: 11:05:44, time: 0.813, data_time: 0.000, memory: 9523, top1_acc: 0.7271, top5_acc: 0.9510, loss_cls: 0.8854, loss: 0.8854, grad_norm: 1.0188 2021-04-06 23:48:05,551 - mmaction - INFO - Epoch [9][1520/2910] lr: 2.879e-01, eta: 11:05:23, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7381, top5_acc: 0.9477, loss_cls: 0.8631, loss: 0.8631, grad_norm: 0.9827 2021-04-06 23:48:21,856 - mmaction - INFO - Epoch [9][1540/2910] lr: 2.878e-01, eta: 11:05:03, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7205, top5_acc: 0.9512, loss_cls: 0.8895, loss: 0.8895, grad_norm: 1.0206 2021-04-06 23:48:38,097 - mmaction - INFO - Epoch [9][1560/2910] lr: 2.876e-01, eta: 11:04:42, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9463, loss_cls: 0.8901, loss: 0.8901, grad_norm: 0.9828 2021-04-06 23:48:54,418 - mmaction - INFO - Epoch [9][1580/2910] lr: 2.875e-01, eta: 11:04:22, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7414, top5_acc: 0.9553, loss_cls: 0.8485, loss: 0.8485, grad_norm: 0.9763 2021-04-06 23:49:10,679 - mmaction - INFO - Epoch [9][1600/2910] lr: 2.873e-01, eta: 11:04:02, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9502, loss_cls: 0.8884, loss: 0.8884, grad_norm: 1.0078 2021-04-06 23:49:26,947 - mmaction - INFO - Epoch [9][1620/2910] lr: 2.871e-01, eta: 11:03:42, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9498, loss_cls: 0.8819, loss: 0.8819, grad_norm: 1.0100 2021-04-06 23:49:43,181 - mmaction - INFO - Epoch [9][1640/2910] lr: 2.870e-01, eta: 11:03:21, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7270, top5_acc: 0.9477, loss_cls: 0.8868, loss: 0.8868, grad_norm: 1.0338 2021-04-06 23:49:59,493 - mmaction - INFO - Epoch [9][1660/2910] lr: 2.868e-01, eta: 11:03:01, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7229, top5_acc: 0.9508, loss_cls: 0.8891, loss: 0.8891, grad_norm: 1.0154 2021-04-06 23:50:15,715 - mmaction - INFO - Epoch [9][1680/2910] lr: 2.866e-01, eta: 11:02:40, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7191, top5_acc: 0.9531, loss_cls: 0.8840, loss: 0.8840, grad_norm: 1.0281 2021-04-06 23:50:31,895 - mmaction - INFO - Epoch [9][1700/2910] lr: 2.865e-01, eta: 11:02:20, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9502, loss_cls: 0.8796, loss: 0.8796, grad_norm: 1.0366 2021-04-06 23:50:48,198 - mmaction - INFO - Epoch [9][1720/2910] lr: 2.863e-01, eta: 11:02:00, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7260, top5_acc: 0.9453, loss_cls: 0.9019, loss: 0.9019, grad_norm: 1.0431 2021-04-06 23:51:04,439 - mmaction - INFO - Epoch [9][1740/2910] lr: 2.862e-01, eta: 11:01:39, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9465, loss_cls: 0.9068, loss: 0.9068, grad_norm: 0.9939 2021-04-06 23:51:20,691 - mmaction - INFO - Epoch [9][1760/2910] lr: 2.860e-01, eta: 11:01:19, time: 0.812, data_time: 0.000, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9500, loss_cls: 0.8616, loss: 0.8616, grad_norm: 0.9657 2021-04-06 23:51:36,961 - mmaction - INFO - Epoch [9][1780/2910] lr: 2.858e-01, eta: 11:00:59, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9463, loss_cls: 0.8674, loss: 0.8674, grad_norm: 1.0116 2021-04-06 23:51:53,165 - mmaction - INFO - Epoch [9][1800/2910] lr: 2.857e-01, eta: 11:00:38, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7309, top5_acc: 0.9484, loss_cls: 0.8980, loss: 0.8980, grad_norm: 1.0463 2021-04-06 23:52:09,484 - mmaction - INFO - Epoch [9][1820/2910] lr: 2.855e-01, eta: 11:00:18, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9473, loss_cls: 0.8778, loss: 0.8778, grad_norm: 1.0041 2021-04-06 23:52:25,749 - mmaction - INFO - Epoch [9][1840/2910] lr: 2.853e-01, eta: 10:59:58, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9525, loss_cls: 0.9056, loss: 0.9056, grad_norm: 1.0322 2021-04-06 23:52:41,994 - mmaction - INFO - Epoch [9][1860/2910] lr: 2.852e-01, eta: 10:59:37, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7352, top5_acc: 0.9467, loss_cls: 0.8775, loss: 0.8775, grad_norm: 1.0281 2021-04-06 23:52:58,227 - mmaction - INFO - Epoch [9][1880/2910] lr: 2.850e-01, eta: 10:59:17, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9418, loss_cls: 0.9057, loss: 0.9057, grad_norm: 1.0388 2021-04-06 23:53:14,478 - mmaction - INFO - Epoch [9][1900/2910] lr: 2.849e-01, eta: 10:58:57, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9500, loss_cls: 0.8780, loss: 0.8780, grad_norm: 1.0430 2021-04-06 23:53:30,711 - mmaction - INFO - Epoch [9][1920/2910] lr: 2.847e-01, eta: 10:58:37, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7297, top5_acc: 0.9520, loss_cls: 0.8604, loss: 0.8604, grad_norm: 0.9949 2021-04-06 23:53:47,087 - mmaction - INFO - Epoch [9][1940/2910] lr: 2.845e-01, eta: 10:58:16, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7375, top5_acc: 0.9492, loss_cls: 0.8689, loss: 0.8689, grad_norm: 1.0161 2021-04-06 23:54:03,330 - mmaction - INFO - Epoch [9][1960/2910] lr: 2.844e-01, eta: 10:57:56, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7396, top5_acc: 0.9469, loss_cls: 0.8752, loss: 0.8752, grad_norm: 1.0027 2021-04-06 23:54:19,615 - mmaction - INFO - Epoch [9][1980/2910] lr: 2.842e-01, eta: 10:57:36, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 0.8847, loss: 0.8847, grad_norm: 1.1358 2021-04-06 23:54:35,866 - mmaction - INFO - Epoch [9][2000/2910] lr: 2.840e-01, eta: 10:57:16, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9439, loss_cls: 0.9285, loss: 0.9285, grad_norm: 1.0621 2021-04-06 23:54:52,272 - mmaction - INFO - Epoch [9][2020/2910] lr: 2.839e-01, eta: 10:56:56, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9428, loss_cls: 0.9357, loss: 0.9357, grad_norm: 1.0369 2021-04-06 23:55:08,609 - mmaction - INFO - Epoch [9][2040/2910] lr: 2.837e-01, eta: 10:56:36, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9473, loss_cls: 0.9196, loss: 0.9196, grad_norm: 1.0260 2021-04-06 23:55:24,809 - mmaction - INFO - Epoch [9][2060/2910] lr: 2.836e-01, eta: 10:56:15, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7207, top5_acc: 0.9537, loss_cls: 0.8949, loss: 0.8949, grad_norm: 0.9849 2021-04-06 23:55:41,112 - mmaction - INFO - Epoch [9][2080/2910] lr: 2.834e-01, eta: 10:55:55, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9473, loss_cls: 0.8599, loss: 0.8599, grad_norm: 0.9909 2021-04-06 23:55:57,373 - mmaction - INFO - Epoch [9][2100/2910] lr: 2.832e-01, eta: 10:55:35, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7533, top5_acc: 0.9553, loss_cls: 0.8305, loss: 0.8305, grad_norm: 0.9753 2021-04-06 23:56:13,721 - mmaction - INFO - Epoch [9][2120/2910] lr: 2.831e-01, eta: 10:55:15, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7305, top5_acc: 0.9492, loss_cls: 0.8830, loss: 0.8830, grad_norm: 0.9796 2021-04-06 23:56:29,974 - mmaction - INFO - Epoch [9][2140/2910] lr: 2.829e-01, eta: 10:54:55, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9512, loss_cls: 0.8813, loss: 0.8813, grad_norm: 0.9943 2021-04-06 23:56:46,306 - mmaction - INFO - Epoch [9][2160/2910] lr: 2.827e-01, eta: 10:54:35, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7359, top5_acc: 0.9525, loss_cls: 0.8591, loss: 0.8591, grad_norm: 1.0095 2021-04-06 23:57:02,613 - mmaction - INFO - Epoch [9][2180/2910] lr: 2.826e-01, eta: 10:54:15, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7389, top5_acc: 0.9506, loss_cls: 0.8544, loss: 0.8544, grad_norm: 0.9911 2021-04-06 23:57:18,938 - mmaction - INFO - Epoch [9][2200/2910] lr: 2.824e-01, eta: 10:53:55, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7289, top5_acc: 0.9488, loss_cls: 0.8794, loss: 0.8794, grad_norm: 1.0070 2021-04-06 23:57:35,167 - mmaction - INFO - Epoch [9][2220/2910] lr: 2.822e-01, eta: 10:53:34, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7400, top5_acc: 0.9529, loss_cls: 0.8612, loss: 0.8612, grad_norm: 0.9863 2021-04-06 23:57:51,396 - mmaction - INFO - Epoch [9][2240/2910] lr: 2.821e-01, eta: 10:53:14, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7354, top5_acc: 0.9484, loss_cls: 0.8671, loss: 0.8671, grad_norm: 0.9957 2021-04-06 23:58:07,592 - mmaction - INFO - Epoch [9][2260/2910] lr: 2.819e-01, eta: 10:52:54, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7227, top5_acc: 0.9506, loss_cls: 0.8840, loss: 0.8840, grad_norm: 1.0227 2021-04-06 23:58:23,844 - mmaction - INFO - Epoch [9][2280/2910] lr: 2.817e-01, eta: 10:52:34, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 0.9080, loss: 0.9080, grad_norm: 1.0526 2021-04-06 23:58:40,115 - mmaction - INFO - Epoch [9][2300/2910] lr: 2.816e-01, eta: 10:52:13, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9490, loss_cls: 0.8945, loss: 0.8945, grad_norm: 1.0691 2021-04-06 23:58:56,455 - mmaction - INFO - Epoch [9][2320/2910] lr: 2.814e-01, eta: 10:51:53, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7258, top5_acc: 0.9514, loss_cls: 0.8934, loss: 0.8934, grad_norm: 0.9990 2021-04-06 23:59:12,737 - mmaction - INFO - Epoch [9][2340/2910] lr: 2.813e-01, eta: 10:51:33, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7439, top5_acc: 0.9492, loss_cls: 0.8488, loss: 0.8488, grad_norm: 0.9840 2021-04-06 23:59:29,035 - mmaction - INFO - Epoch [9][2360/2910] lr: 2.811e-01, eta: 10:51:13, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7307, top5_acc: 0.9520, loss_cls: 0.8803, loss: 0.8803, grad_norm: 0.9936 2021-04-06 23:59:45,252 - mmaction - INFO - Epoch [9][2380/2910] lr: 2.809e-01, eta: 10:50:53, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.7357, top5_acc: 0.9555, loss_cls: 0.8542, loss: 0.8542, grad_norm: 0.9767 2021-04-07 00:00:01,622 - mmaction - INFO - Epoch [9][2400/2910] lr: 2.808e-01, eta: 10:50:33, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7473, top5_acc: 0.9502, loss_cls: 0.8333, loss: 0.8333, grad_norm: 0.9918 2021-04-07 00:00:18,321 - mmaction - INFO - Epoch [9][2420/2910] lr: 2.806e-01, eta: 10:50:14, time: 0.839, data_time: 0.007, memory: 9523, top1_acc: 0.7379, top5_acc: 0.9490, loss_cls: 0.8486, loss: 0.8486, grad_norm: 0.9819 2021-04-07 00:00:34,622 - mmaction - INFO - Epoch [9][2440/2910] lr: 2.804e-01, eta: 10:49:54, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9459, loss_cls: 0.8756, loss: 0.8756, grad_norm: 1.0500 2021-04-07 00:00:50,903 - mmaction - INFO - Epoch [9][2460/2910] lr: 2.803e-01, eta: 10:49:34, time: 0.812, data_time: 0.000, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9439, loss_cls: 0.9443, loss: 0.9443, grad_norm: 1.0678 2021-04-07 00:01:07,272 - mmaction - INFO - Epoch [9][2480/2910] lr: 2.801e-01, eta: 10:49:14, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7260, top5_acc: 0.9475, loss_cls: 0.9011, loss: 0.9011, grad_norm: 1.0093 2021-04-07 00:01:23,470 - mmaction - INFO - Epoch [9][2500/2910] lr: 2.799e-01, eta: 10:48:54, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9480, loss_cls: 0.8825, loss: 0.8825, grad_norm: 0.9787 2021-04-07 00:01:39,701 - mmaction - INFO - Epoch [9][2520/2910] lr: 2.798e-01, eta: 10:48:33, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7389, top5_acc: 0.9568, loss_cls: 0.8375, loss: 0.8375, grad_norm: 0.9900 2021-04-07 00:01:56,022 - mmaction - INFO - Epoch [9][2540/2910] lr: 2.796e-01, eta: 10:48:13, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9592, loss_cls: 0.8484, loss: 0.8484, grad_norm: 1.0334 2021-04-07 00:02:12,275 - mmaction - INFO - Epoch [9][2560/2910] lr: 2.794e-01, eta: 10:47:53, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7295, top5_acc: 0.9518, loss_cls: 0.8920, loss: 0.8920, grad_norm: 1.0258 2021-04-07 00:02:28,639 - mmaction - INFO - Epoch [9][2580/2910] lr: 2.793e-01, eta: 10:47:33, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7326, top5_acc: 0.9488, loss_cls: 0.8536, loss: 0.8536, grad_norm: 0.9727 2021-04-07 00:02:45,059 - mmaction - INFO - Epoch [9][2600/2910] lr: 2.791e-01, eta: 10:47:14, time: 0.823, data_time: 0.003, memory: 9523, top1_acc: 0.7555, top5_acc: 0.9574, loss_cls: 0.8148, loss: 0.8148, grad_norm: 0.9777 2021-04-07 00:03:01,485 - mmaction - INFO - Epoch [9][2620/2910] lr: 2.789e-01, eta: 10:46:54, time: 0.821, data_time: 0.000, memory: 9523, top1_acc: 0.7361, top5_acc: 0.9535, loss_cls: 0.8700, loss: 0.8700, grad_norm: 1.0396 2021-04-07 00:03:17,756 - mmaction - INFO - Epoch [9][2640/2910] lr: 2.788e-01, eta: 10:46:34, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7314, top5_acc: 0.9523, loss_cls: 0.8736, loss: 0.8736, grad_norm: 0.9923 2021-04-07 00:03:33,983 - mmaction - INFO - Epoch [9][2660/2910] lr: 2.786e-01, eta: 10:46:14, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7352, top5_acc: 0.9535, loss_cls: 0.8686, loss: 0.8686, grad_norm: 1.0228 2021-04-07 00:03:50,296 - mmaction - INFO - Epoch [9][2680/2910] lr: 2.785e-01, eta: 10:45:54, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9496, loss_cls: 0.8553, loss: 0.8553, grad_norm: 0.9991 2021-04-07 00:04:06,607 - mmaction - INFO - Epoch [9][2700/2910] lr: 2.783e-01, eta: 10:45:34, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9412, loss_cls: 0.8999, loss: 0.8999, grad_norm: 1.0141 2021-04-07 00:04:22,975 - mmaction - INFO - Epoch [9][2720/2910] lr: 2.781e-01, eta: 10:45:14, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7480, top5_acc: 0.9510, loss_cls: 0.8358, loss: 0.8358, grad_norm: 0.9788 2021-04-07 00:04:39,286 - mmaction - INFO - Epoch [9][2740/2910] lr: 2.780e-01, eta: 10:44:54, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9469, loss_cls: 0.8953, loss: 0.8953, grad_norm: 0.9880 2021-04-07 00:04:55,686 - mmaction - INFO - Epoch [9][2760/2910] lr: 2.778e-01, eta: 10:44:34, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9490, loss_cls: 0.8855, loss: 0.8855, grad_norm: 1.0354 2021-04-07 00:05:12,018 - mmaction - INFO - Epoch [9][2780/2910] lr: 2.776e-01, eta: 10:44:14, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7277, top5_acc: 0.9480, loss_cls: 0.8886, loss: 0.8886, grad_norm: 1.0556 2021-04-07 00:05:28,287 - mmaction - INFO - Epoch [9][2800/2910] lr: 2.775e-01, eta: 10:43:54, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7357, top5_acc: 0.9467, loss_cls: 0.8641, loss: 0.8641, grad_norm: 1.0062 2021-04-07 00:05:44,588 - mmaction - INFO - Epoch [9][2820/2910] lr: 2.773e-01, eta: 10:43:35, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9539, loss_cls: 0.8609, loss: 0.8609, grad_norm: 1.0205 2021-04-07 00:06:00,873 - mmaction - INFO - Epoch [9][2840/2910] lr: 2.771e-01, eta: 10:43:15, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9506, loss_cls: 0.8547, loss: 0.8547, grad_norm: 0.9990 2021-04-07 00:06:17,183 - mmaction - INFO - Epoch [9][2860/2910] lr: 2.770e-01, eta: 10:42:55, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7369, top5_acc: 0.9488, loss_cls: 0.8661, loss: 0.8661, grad_norm: 1.0050 2021-04-07 00:06:33,448 - mmaction - INFO - Epoch [9][2880/2910] lr: 2.768e-01, eta: 10:42:35, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9523, loss_cls: 0.8817, loss: 0.8817, grad_norm: 1.0334 2021-04-07 00:06:49,761 - mmaction - INFO - Epoch [9][2900/2910] lr: 2.766e-01, eta: 10:42:15, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7316, top5_acc: 0.9521, loss_cls: 0.8649, loss: 0.8649, grad_norm: 1.0130 2021-04-07 00:07:00,591 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-07 00:13:13,275 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 00:13:13,940 - mmaction - INFO - top1_acc 0.6206 top5_acc 0.8919 2021-04-07 00:13:13,940 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 00:13:14,050 - mmaction - INFO - mean_acc 0.6390 2021-04-07 00:13:14,068 - mmaction - INFO - Epoch(val) [9][2910] top1_acc: 0.6206, top5_acc: 0.8919, mean_class_accuracy: 0.6390 2021-04-07 00:16:57,293 - mmaction - INFO - Epoch [10][20/2910] lr: 2.764e-01, eta: 10:47:16, time: 11.159, data_time: 10.205, memory: 9523, top1_acc: 0.7293, top5_acc: 0.9496, loss_cls: 0.8930, loss: 0.8930, grad_norm: 1.0221 2021-04-07 00:17:13,468 - mmaction - INFO - Epoch [10][40/2910] lr: 2.762e-01, eta: 10:46:55, time: 0.809, data_time: 0.005, memory: 9523, top1_acc: 0.7285, top5_acc: 0.9486, loss_cls: 0.8687, loss: 0.8687, grad_norm: 1.0276 2021-04-07 00:17:29,643 - mmaction - INFO - Epoch [10][60/2910] lr: 2.760e-01, eta: 10:46:35, time: 0.809, data_time: 0.009, memory: 9523, top1_acc: 0.7250, top5_acc: 0.9486, loss_cls: 0.8815, loss: 0.8815, grad_norm: 1.0391 2021-04-07 00:17:45,855 - mmaction - INFO - Epoch [10][80/2910] lr: 2.759e-01, eta: 10:46:14, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7211, top5_acc: 0.9531, loss_cls: 0.8921, loss: 0.8921, grad_norm: 1.0444 2021-04-07 00:18:01,995 - mmaction - INFO - Epoch [10][100/2910] lr: 2.757e-01, eta: 10:45:54, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9535, loss_cls: 0.8653, loss: 0.8653, grad_norm: 1.0065 2021-04-07 00:18:18,170 - mmaction - INFO - Epoch [10][120/2910] lr: 2.755e-01, eta: 10:45:33, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9537, loss_cls: 0.8292, loss: 0.8292, grad_norm: 0.9991 2021-04-07 00:18:34,322 - mmaction - INFO - Epoch [10][140/2910] lr: 2.754e-01, eta: 10:45:13, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.7250, top5_acc: 0.9498, loss_cls: 0.8890, loss: 0.8890, grad_norm: 0.9906 2021-04-07 00:18:50,608 - mmaction - INFO - Epoch [10][160/2910] lr: 2.752e-01, eta: 10:44:52, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7326, top5_acc: 0.9559, loss_cls: 0.8558, loss: 0.8558, grad_norm: 1.0192 2021-04-07 00:19:06,846 - mmaction - INFO - Epoch [10][180/2910] lr: 2.750e-01, eta: 10:44:32, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9500, loss_cls: 0.8998, loss: 0.8998, grad_norm: 1.0402 2021-04-07 00:19:23,088 - mmaction - INFO - Epoch [10][200/2910] lr: 2.749e-01, eta: 10:44:12, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7260, top5_acc: 0.9531, loss_cls: 0.8756, loss: 0.8756, grad_norm: 1.0177 2021-04-07 00:19:39,347 - mmaction - INFO - Epoch [10][220/2910] lr: 2.747e-01, eta: 10:43:51, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7254, top5_acc: 0.9498, loss_cls: 0.8903, loss: 0.8903, grad_norm: 0.9847 2021-04-07 00:19:55,643 - mmaction - INFO - Epoch [10][240/2910] lr: 2.745e-01, eta: 10:43:31, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7422, top5_acc: 0.9543, loss_cls: 0.8458, loss: 0.8458, grad_norm: 0.9934 2021-04-07 00:20:11,906 - mmaction - INFO - Epoch [10][260/2910] lr: 2.744e-01, eta: 10:43:11, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7264, top5_acc: 0.9525, loss_cls: 0.8846, loss: 0.8846, grad_norm: 1.0493 2021-04-07 00:20:28,218 - mmaction - INFO - Epoch [10][280/2910] lr: 2.742e-01, eta: 10:42:51, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7365, top5_acc: 0.9461, loss_cls: 0.8685, loss: 0.8685, grad_norm: 0.9932 2021-04-07 00:20:44,435 - mmaction - INFO - Epoch [10][300/2910] lr: 2.740e-01, eta: 10:42:30, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7490, top5_acc: 0.9537, loss_cls: 0.8186, loss: 0.8186, grad_norm: 0.9996 2021-04-07 00:21:00,675 - mmaction - INFO - Epoch [10][320/2910] lr: 2.739e-01, eta: 10:42:10, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7352, top5_acc: 0.9496, loss_cls: 0.8666, loss: 0.8666, grad_norm: 1.0263 2021-04-07 00:21:16,990 - mmaction - INFO - Epoch [10][340/2910] lr: 2.737e-01, eta: 10:41:50, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9570, loss_cls: 0.8397, loss: 0.8397, grad_norm: 1.0060 2021-04-07 00:21:33,301 - mmaction - INFO - Epoch [10][360/2910] lr: 2.735e-01, eta: 10:41:30, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9490, loss_cls: 0.8574, loss: 0.8574, grad_norm: 1.0045 2021-04-07 00:21:49,554 - mmaction - INFO - Epoch [10][380/2910] lr: 2.734e-01, eta: 10:41:09, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7412, top5_acc: 0.9582, loss_cls: 0.8348, loss: 0.8348, grad_norm: 1.0110 2021-04-07 00:22:05,778 - mmaction - INFO - Epoch [10][400/2910] lr: 2.732e-01, eta: 10:40:49, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7318, top5_acc: 0.9533, loss_cls: 0.8506, loss: 0.8506, grad_norm: 1.0284 2021-04-07 00:22:22,164 - mmaction - INFO - Epoch [10][420/2910] lr: 2.730e-01, eta: 10:40:29, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7369, top5_acc: 0.9547, loss_cls: 0.8420, loss: 0.8420, grad_norm: 0.9927 2021-04-07 00:22:38,512 - mmaction - INFO - Epoch [10][440/2910] lr: 2.729e-01, eta: 10:40:09, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7355, top5_acc: 0.9514, loss_cls: 0.8494, loss: 0.8494, grad_norm: 1.0158 2021-04-07 00:22:54,774 - mmaction - INFO - Epoch [10][460/2910] lr: 2.727e-01, eta: 10:39:49, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9512, loss_cls: 0.8767, loss: 0.8767, grad_norm: 1.0257 2021-04-07 00:23:11,110 - mmaction - INFO - Epoch [10][480/2910] lr: 2.725e-01, eta: 10:39:29, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7350, top5_acc: 0.9555, loss_cls: 0.8498, loss: 0.8498, grad_norm: 1.0186 2021-04-07 00:23:27,415 - mmaction - INFO - Epoch [10][500/2910] lr: 2.724e-01, eta: 10:39:08, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9557, loss_cls: 0.8414, loss: 0.8414, grad_norm: 1.0086 2021-04-07 00:23:43,639 - mmaction - INFO - Epoch [10][520/2910] lr: 2.722e-01, eta: 10:38:48, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7424, top5_acc: 0.9561, loss_cls: 0.8380, loss: 0.8380, grad_norm: 0.9787 2021-04-07 00:24:00,041 - mmaction - INFO - Epoch [10][540/2910] lr: 2.720e-01, eta: 10:38:28, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9518, loss_cls: 0.8679, loss: 0.8679, grad_norm: 1.0537 2021-04-07 00:24:16,227 - mmaction - INFO - Epoch [10][560/2910] lr: 2.719e-01, eta: 10:38:08, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.7285, top5_acc: 0.9486, loss_cls: 0.8837, loss: 0.8837, grad_norm: 1.0353 2021-04-07 00:24:32,451 - mmaction - INFO - Epoch [10][580/2910] lr: 2.717e-01, eta: 10:37:48, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7305, top5_acc: 0.9527, loss_cls: 0.8695, loss: 0.8695, grad_norm: 1.0290 2021-04-07 00:24:48,739 - mmaction - INFO - Epoch [10][600/2910] lr: 2.715e-01, eta: 10:37:27, time: 0.814, data_time: 0.007, memory: 9523, top1_acc: 0.7400, top5_acc: 0.9549, loss_cls: 0.8447, loss: 0.8447, grad_norm: 1.0200 2021-04-07 00:25:05,078 - mmaction - INFO - Epoch [10][620/2910] lr: 2.714e-01, eta: 10:37:07, time: 0.817, data_time: 0.007, memory: 9523, top1_acc: 0.7404, top5_acc: 0.9512, loss_cls: 0.8450, loss: 0.8450, grad_norm: 1.0016 2021-04-07 00:25:21,348 - mmaction - INFO - Epoch [10][640/2910] lr: 2.712e-01, eta: 10:36:47, time: 0.814, data_time: 0.008, memory: 9523, top1_acc: 0.7277, top5_acc: 0.9492, loss_cls: 0.8619, loss: 0.8619, grad_norm: 0.9963 2021-04-07 00:25:37,650 - mmaction - INFO - Epoch [10][660/2910] lr: 2.710e-01, eta: 10:36:27, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9566, loss_cls: 0.8081, loss: 0.8081, grad_norm: 1.0026 2021-04-07 00:25:53,961 - mmaction - INFO - Epoch [10][680/2910] lr: 2.709e-01, eta: 10:36:07, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7410, top5_acc: 0.9549, loss_cls: 0.8436, loss: 0.8436, grad_norm: 1.0205 2021-04-07 00:26:10,183 - mmaction - INFO - Epoch [10][700/2910] lr: 2.707e-01, eta: 10:35:47, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9576, loss_cls: 0.8533, loss: 0.8533, grad_norm: 1.0504 2021-04-07 00:26:26,541 - mmaction - INFO - Epoch [10][720/2910] lr: 2.705e-01, eta: 10:35:27, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7334, top5_acc: 0.9539, loss_cls: 0.8563, loss: 0.8563, grad_norm: 1.0461 2021-04-07 00:26:42,791 - mmaction - INFO - Epoch [10][740/2910] lr: 2.704e-01, eta: 10:35:07, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9500, loss_cls: 0.8646, loss: 0.8646, grad_norm: 1.0414 2021-04-07 00:26:59,053 - mmaction - INFO - Epoch [10][760/2910] lr: 2.702e-01, eta: 10:34:46, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7498, top5_acc: 0.9572, loss_cls: 0.8156, loss: 0.8156, grad_norm: 0.9791 2021-04-07 00:27:15,235 - mmaction - INFO - Epoch [10][780/2910] lr: 2.700e-01, eta: 10:34:26, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.7396, top5_acc: 0.9586, loss_cls: 0.8353, loss: 0.8353, grad_norm: 1.0316 2021-04-07 00:27:31,512 - mmaction - INFO - Epoch [10][800/2910] lr: 2.698e-01, eta: 10:34:06, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7479, top5_acc: 0.9516, loss_cls: 0.8272, loss: 0.8272, grad_norm: 1.0268 2021-04-07 00:27:47,726 - mmaction - INFO - Epoch [10][820/2910] lr: 2.697e-01, eta: 10:33:46, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7436, top5_acc: 0.9545, loss_cls: 0.8338, loss: 0.8338, grad_norm: 1.0212 2021-04-07 00:28:03,935 - mmaction - INFO - Epoch [10][840/2910] lr: 2.695e-01, eta: 10:33:26, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9523, loss_cls: 0.8661, loss: 0.8661, grad_norm: 1.0267 2021-04-07 00:28:20,134 - mmaction - INFO - Epoch [10][860/2910] lr: 2.693e-01, eta: 10:33:05, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7254, top5_acc: 0.9543, loss_cls: 0.8727, loss: 0.8727, grad_norm: 1.0220 2021-04-07 00:28:36,592 - mmaction - INFO - Epoch [10][880/2910] lr: 2.692e-01, eta: 10:32:46, time: 0.822, data_time: 0.002, memory: 9523, top1_acc: 0.7463, top5_acc: 0.9533, loss_cls: 0.8354, loss: 0.8354, grad_norm: 1.0178 2021-04-07 00:28:52,846 - mmaction - INFO - Epoch [10][900/2910] lr: 2.690e-01, eta: 10:32:26, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7377, top5_acc: 0.9555, loss_cls: 0.8291, loss: 0.8291, grad_norm: 1.0086 2021-04-07 00:29:09,057 - mmaction - INFO - Epoch [10][920/2910] lr: 2.688e-01, eta: 10:32:05, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9506, loss_cls: 0.8478, loss: 0.8478, grad_norm: 1.0218 2021-04-07 00:29:25,248 - mmaction - INFO - Epoch [10][940/2910] lr: 2.687e-01, eta: 10:31:45, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7398, top5_acc: 0.9477, loss_cls: 0.8514, loss: 0.8514, grad_norm: 1.0244 2021-04-07 00:29:41,629 - mmaction - INFO - Epoch [10][960/2910] lr: 2.685e-01, eta: 10:31:25, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.7418, top5_acc: 0.9543, loss_cls: 0.8465, loss: 0.8465, grad_norm: 1.0370 2021-04-07 00:29:57,896 - mmaction - INFO - Epoch [10][980/2910] lr: 2.683e-01, eta: 10:31:05, time: 0.813, data_time: 0.000, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9559, loss_cls: 0.8516, loss: 0.8516, grad_norm: 1.0300 2021-04-07 00:30:14,214 - mmaction - INFO - Epoch [10][1000/2910] lr: 2.682e-01, eta: 10:30:45, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7291, top5_acc: 0.9547, loss_cls: 0.8711, loss: 0.8711, grad_norm: 1.0434 2021-04-07 00:30:30,532 - mmaction - INFO - Epoch [10][1020/2910] lr: 2.680e-01, eta: 10:30:25, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7426, top5_acc: 0.9496, loss_cls: 0.8502, loss: 0.8502, grad_norm: 1.0192 2021-04-07 00:30:46,848 - mmaction - INFO - Epoch [10][1040/2910] lr: 2.678e-01, eta: 10:30:05, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7396, top5_acc: 0.9545, loss_cls: 0.8477, loss: 0.8477, grad_norm: 1.0379 2021-04-07 00:31:03,185 - mmaction - INFO - Epoch [10][1060/2910] lr: 2.677e-01, eta: 10:29:45, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9496, loss_cls: 0.8777, loss: 0.8777, grad_norm: 1.0182 2021-04-07 00:31:19,448 - mmaction - INFO - Epoch [10][1080/2910] lr: 2.675e-01, eta: 10:29:25, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7434, top5_acc: 0.9557, loss_cls: 0.8501, loss: 0.8501, grad_norm: 1.0583 2021-04-07 00:31:35,728 - mmaction - INFO - Epoch [10][1100/2910] lr: 2.673e-01, eta: 10:29:05, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7367, top5_acc: 0.9494, loss_cls: 0.8721, loss: 0.8721, grad_norm: 1.0275 2021-04-07 00:31:51,899 - mmaction - INFO - Epoch [10][1120/2910] lr: 2.671e-01, eta: 10:28:45, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9488, loss_cls: 0.8893, loss: 0.8893, grad_norm: 1.0279 2021-04-07 00:32:08,210 - mmaction - INFO - Epoch [10][1140/2910] lr: 2.670e-01, eta: 10:28:25, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7412, top5_acc: 0.9539, loss_cls: 0.8534, loss: 0.8534, grad_norm: 1.0123 2021-04-07 00:32:24,547 - mmaction - INFO - Epoch [10][1160/2910] lr: 2.668e-01, eta: 10:28:05, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9482, loss_cls: 0.8868, loss: 0.8868, grad_norm: 1.0550 2021-04-07 00:32:40,806 - mmaction - INFO - Epoch [10][1180/2910] lr: 2.666e-01, eta: 10:27:45, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7494, top5_acc: 0.9602, loss_cls: 0.8218, loss: 0.8218, grad_norm: 1.0201 2021-04-07 00:32:57,110 - mmaction - INFO - Epoch [10][1200/2910] lr: 2.665e-01, eta: 10:27:25, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7389, top5_acc: 0.9588, loss_cls: 0.8450, loss: 0.8450, grad_norm: 1.0317 2021-04-07 00:33:13,300 - mmaction - INFO - Epoch [10][1220/2910] lr: 2.663e-01, eta: 10:27:05, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9527, loss_cls: 0.8427, loss: 0.8427, grad_norm: 0.9919 2021-04-07 00:33:29,716 - mmaction - INFO - Epoch [10][1240/2910] lr: 2.661e-01, eta: 10:26:45, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.7359, top5_acc: 0.9498, loss_cls: 0.8622, loss: 0.8622, grad_norm: 1.0368 2021-04-07 00:33:46,040 - mmaction - INFO - Epoch [10][1260/2910] lr: 2.660e-01, eta: 10:26:25, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7408, top5_acc: 0.9549, loss_cls: 0.8324, loss: 0.8324, grad_norm: 1.0390 2021-04-07 00:34:02,230 - mmaction - INFO - Epoch [10][1280/2910] lr: 2.658e-01, eta: 10:26:05, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9490, loss_cls: 0.8593, loss: 0.8593, grad_norm: 1.0209 2021-04-07 00:34:18,549 - mmaction - INFO - Epoch [10][1300/2910] lr: 2.656e-01, eta: 10:25:45, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7264, top5_acc: 0.9521, loss_cls: 0.8879, loss: 0.8879, grad_norm: 1.0476 2021-04-07 00:34:34,820 - mmaction - INFO - Epoch [10][1320/2910] lr: 2.654e-01, eta: 10:25:25, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7236, top5_acc: 0.9496, loss_cls: 0.8785, loss: 0.8785, grad_norm: 1.0596 2021-04-07 00:34:51,066 - mmaction - INFO - Epoch [10][1340/2910] lr: 2.653e-01, eta: 10:25:05, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7348, top5_acc: 0.9551, loss_cls: 0.8469, loss: 0.8469, grad_norm: 1.0347 2021-04-07 00:35:07,463 - mmaction - INFO - Epoch [10][1360/2910] lr: 2.651e-01, eta: 10:24:45, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7287, top5_acc: 0.9535, loss_cls: 0.8748, loss: 0.8748, grad_norm: 1.0263 2021-04-07 00:35:23,716 - mmaction - INFO - Epoch [10][1380/2910] lr: 2.649e-01, eta: 10:24:26, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7314, top5_acc: 0.9490, loss_cls: 0.8653, loss: 0.8653, grad_norm: 1.0354 2021-04-07 00:35:40,038 - mmaction - INFO - Epoch [10][1400/2910] lr: 2.648e-01, eta: 10:24:06, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7318, top5_acc: 0.9557, loss_cls: 0.8650, loss: 0.8650, grad_norm: 1.0473 2021-04-07 00:35:56,351 - mmaction - INFO - Epoch [10][1420/2910] lr: 2.646e-01, eta: 10:23:46, time: 0.817, data_time: 0.009, memory: 9523, top1_acc: 0.7354, top5_acc: 0.9500, loss_cls: 0.8572, loss: 0.8572, grad_norm: 1.0458 2021-04-07 00:36:12,683 - mmaction - INFO - Epoch [10][1440/2910] lr: 2.644e-01, eta: 10:23:26, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7305, top5_acc: 0.9555, loss_cls: 0.8554, loss: 0.8554, grad_norm: 1.0099 2021-04-07 00:36:29,024 - mmaction - INFO - Epoch [10][1460/2910] lr: 2.643e-01, eta: 10:23:06, time: 0.817, data_time: 0.000, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9488, loss_cls: 0.8536, loss: 0.8536, grad_norm: 1.0350 2021-04-07 00:36:45,406 - mmaction - INFO - Epoch [10][1480/2910] lr: 2.641e-01, eta: 10:22:46, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7518, top5_acc: 0.9561, loss_cls: 0.8165, loss: 0.8165, grad_norm: 0.9784 2021-04-07 00:37:01,566 - mmaction - INFO - Epoch [10][1500/2910] lr: 2.639e-01, eta: 10:22:26, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9479, loss_cls: 0.8810, loss: 0.8810, grad_norm: 1.0595 2021-04-07 00:37:17,840 - mmaction - INFO - Epoch [10][1520/2910] lr: 2.637e-01, eta: 10:22:06, time: 0.812, data_time: 0.000, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9490, loss_cls: 0.8713, loss: 0.8713, grad_norm: 1.0138 2021-04-07 00:37:34,126 - mmaction - INFO - Epoch [10][1540/2910] lr: 2.636e-01, eta: 10:21:46, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7361, top5_acc: 0.9533, loss_cls: 0.8483, loss: 0.8483, grad_norm: 1.0224 2021-04-07 00:37:50,486 - mmaction - INFO - Epoch [10][1560/2910] lr: 2.634e-01, eta: 10:21:27, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9508, loss_cls: 0.8745, loss: 0.8745, grad_norm: 1.0562 2021-04-07 00:38:06,800 - mmaction - INFO - Epoch [10][1580/2910] lr: 2.632e-01, eta: 10:21:07, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7309, top5_acc: 0.9549, loss_cls: 0.8553, loss: 0.8553, grad_norm: 1.0201 2021-04-07 00:38:23,102 - mmaction - INFO - Epoch [10][1600/2910] lr: 2.631e-01, eta: 10:20:47, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7500, top5_acc: 0.9566, loss_cls: 0.8271, loss: 0.8271, grad_norm: 0.9971 2021-04-07 00:38:39,394 - mmaction - INFO - Epoch [10][1620/2910] lr: 2.629e-01, eta: 10:20:27, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.7414, top5_acc: 0.9518, loss_cls: 0.8385, loss: 0.8385, grad_norm: 0.9984 2021-04-07 00:38:55,721 - mmaction - INFO - Epoch [10][1640/2910] lr: 2.627e-01, eta: 10:20:07, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7447, top5_acc: 0.9545, loss_cls: 0.8356, loss: 0.8356, grad_norm: 1.0027 2021-04-07 00:39:11,957 - mmaction - INFO - Epoch [10][1660/2910] lr: 2.625e-01, eta: 10:19:47, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9479, loss_cls: 0.8574, loss: 0.8574, grad_norm: 1.0548 2021-04-07 00:39:28,177 - mmaction - INFO - Epoch [10][1680/2910] lr: 2.624e-01, eta: 10:19:27, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7443, top5_acc: 0.9477, loss_cls: 0.8580, loss: 0.8580, grad_norm: 1.0056 2021-04-07 00:39:44,584 - mmaction - INFO - Epoch [10][1700/2910] lr: 2.622e-01, eta: 10:19:08, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7436, top5_acc: 0.9559, loss_cls: 0.8388, loss: 0.8388, grad_norm: 1.0232 2021-04-07 00:40:00,982 - mmaction - INFO - Epoch [10][1720/2910] lr: 2.620e-01, eta: 10:18:48, time: 0.821, data_time: 0.006, memory: 9523, top1_acc: 0.7418, top5_acc: 0.9549, loss_cls: 0.8473, loss: 0.8473, grad_norm: 1.0315 2021-04-07 00:40:17,384 - mmaction - INFO - Epoch [10][1740/2910] lr: 2.619e-01, eta: 10:18:28, time: 0.821, data_time: 0.015, memory: 9523, top1_acc: 0.7393, top5_acc: 0.9537, loss_cls: 0.8574, loss: 0.8574, grad_norm: 1.0393 2021-04-07 00:40:33,611 - mmaction - INFO - Epoch [10][1760/2910] lr: 2.617e-01, eta: 10:18:08, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9445, loss_cls: 0.8836, loss: 0.8836, grad_norm: 1.0460 2021-04-07 00:40:49,994 - mmaction - INFO - Epoch [10][1780/2910] lr: 2.615e-01, eta: 10:17:49, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9537, loss_cls: 0.8197, loss: 0.8197, grad_norm: 0.9985 2021-04-07 00:41:06,258 - mmaction - INFO - Epoch [10][1800/2910] lr: 2.613e-01, eta: 10:17:29, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7318, top5_acc: 0.9488, loss_cls: 0.8702, loss: 0.8702, grad_norm: 1.0290 2021-04-07 00:41:22,549 - mmaction - INFO - Epoch [10][1820/2910] lr: 2.612e-01, eta: 10:17:09, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9551, loss_cls: 0.8326, loss: 0.8326, grad_norm: 1.0207 2021-04-07 00:41:38,859 - mmaction - INFO - Epoch [10][1840/2910] lr: 2.610e-01, eta: 10:16:49, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9514, loss_cls: 0.8309, loss: 0.8309, grad_norm: 0.9919 2021-04-07 00:41:55,143 - mmaction - INFO - Epoch [10][1860/2910] lr: 2.608e-01, eta: 10:16:29, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7377, top5_acc: 0.9498, loss_cls: 0.8540, loss: 0.8540, grad_norm: 1.0311 2021-04-07 00:42:11,446 - mmaction - INFO - Epoch [10][1880/2910] lr: 2.607e-01, eta: 10:16:10, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7326, top5_acc: 0.9469, loss_cls: 0.8685, loss: 0.8685, grad_norm: 1.0346 2021-04-07 00:42:27,717 - mmaction - INFO - Epoch [10][1900/2910] lr: 2.605e-01, eta: 10:15:50, time: 0.813, data_time: 0.000, memory: 9523, top1_acc: 0.7334, top5_acc: 0.9521, loss_cls: 0.8487, loss: 0.8487, grad_norm: 1.0141 2021-04-07 00:42:44,188 - mmaction - INFO - Epoch [10][1920/2910] lr: 2.603e-01, eta: 10:15:30, time: 0.822, data_time: 0.002, memory: 9523, top1_acc: 0.7254, top5_acc: 0.9514, loss_cls: 0.8775, loss: 0.8775, grad_norm: 1.0391 2021-04-07 00:43:00,539 - mmaction - INFO - Epoch [10][1940/2910] lr: 2.601e-01, eta: 10:15:11, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7363, top5_acc: 0.9559, loss_cls: 0.8561, loss: 0.8561, grad_norm: 1.0333 2021-04-07 00:43:16,841 - mmaction - INFO - Epoch [10][1960/2910] lr: 2.600e-01, eta: 10:14:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 0.8658, loss: 0.8658, grad_norm: 1.0772 2021-04-07 00:43:33,032 - mmaction - INFO - Epoch [10][1980/2910] lr: 2.598e-01, eta: 10:14:31, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7350, top5_acc: 0.9563, loss_cls: 0.8579, loss: 0.8579, grad_norm: 1.0259 2021-04-07 00:43:49,297 - mmaction - INFO - Epoch [10][2000/2910] lr: 2.596e-01, eta: 10:14:11, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 0.8753, loss: 0.8753, grad_norm: 1.0435 2021-04-07 00:44:05,653 - mmaction - INFO - Epoch [10][2020/2910] lr: 2.595e-01, eta: 10:13:51, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7312, top5_acc: 0.9512, loss_cls: 0.8794, loss: 0.8794, grad_norm: 1.0267 2021-04-07 00:44:21,877 - mmaction - INFO - Epoch [10][2040/2910] lr: 2.593e-01, eta: 10:13:31, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7410, top5_acc: 0.9545, loss_cls: 0.8346, loss: 0.8346, grad_norm: 1.0258 2021-04-07 00:44:38,172 - mmaction - INFO - Epoch [10][2060/2910] lr: 2.591e-01, eta: 10:13:12, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9549, loss_cls: 0.8485, loss: 0.8485, grad_norm: 1.0061 2021-04-07 00:44:54,483 - mmaction - INFO - Epoch [10][2080/2910] lr: 2.589e-01, eta: 10:12:52, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7400, top5_acc: 0.9496, loss_cls: 0.8550, loss: 0.8550, grad_norm: 1.0270 2021-04-07 00:45:10,755 - mmaction - INFO - Epoch [10][2100/2910] lr: 2.588e-01, eta: 10:12:32, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9580, loss_cls: 0.8239, loss: 0.8239, grad_norm: 1.0264 2021-04-07 00:45:27,060 - mmaction - INFO - Epoch [10][2120/2910] lr: 2.586e-01, eta: 10:12:12, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9490, loss_cls: 0.8557, loss: 0.8557, grad_norm: 1.1495 2021-04-07 00:45:43,408 - mmaction - INFO - Epoch [10][2140/2910] lr: 2.584e-01, eta: 10:11:53, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9506, loss_cls: 0.9194, loss: 0.9194, grad_norm: 1.0965 2021-04-07 00:45:59,665 - mmaction - INFO - Epoch [10][2160/2910] lr: 2.583e-01, eta: 10:11:33, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7369, top5_acc: 0.9529, loss_cls: 0.8451, loss: 0.8451, grad_norm: 1.0240 2021-04-07 00:46:15,968 - mmaction - INFO - Epoch [10][2180/2910] lr: 2.581e-01, eta: 10:11:13, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9566, loss_cls: 0.8478, loss: 0.8478, grad_norm: 1.0691 2021-04-07 00:46:32,199 - mmaction - INFO - Epoch [10][2200/2910] lr: 2.579e-01, eta: 10:10:54, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7412, top5_acc: 0.9465, loss_cls: 0.8604, loss: 0.8604, grad_norm: 1.0380 2021-04-07 00:46:48,535 - mmaction - INFO - Epoch [10][2220/2910] lr: 2.577e-01, eta: 10:10:34, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9549, loss_cls: 0.7972, loss: 0.7972, grad_norm: 0.9944 2021-04-07 00:47:04,803 - mmaction - INFO - Epoch [10][2240/2910] lr: 2.576e-01, eta: 10:10:14, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9563, loss_cls: 0.8292, loss: 0.8292, grad_norm: 1.0521 2021-04-07 00:47:21,100 - mmaction - INFO - Epoch [10][2260/2910] lr: 2.574e-01, eta: 10:09:54, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7342, top5_acc: 0.9480, loss_cls: 0.8723, loss: 0.8723, grad_norm: 1.0313 2021-04-07 00:47:37,431 - mmaction - INFO - Epoch [10][2280/2910] lr: 2.572e-01, eta: 10:09:35, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7422, top5_acc: 0.9582, loss_cls: 0.8345, loss: 0.8345, grad_norm: 1.0165 2021-04-07 00:47:53,805 - mmaction - INFO - Epoch [10][2300/2910] lr: 2.571e-01, eta: 10:09:15, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7434, top5_acc: 0.9564, loss_cls: 0.8267, loss: 0.8267, grad_norm: 1.0184 2021-04-07 00:48:10,211 - mmaction - INFO - Epoch [10][2320/2910] lr: 2.569e-01, eta: 10:08:56, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.7318, top5_acc: 0.9484, loss_cls: 0.8612, loss: 0.8612, grad_norm: 1.0329 2021-04-07 00:48:26,461 - mmaction - INFO - Epoch [10][2340/2910] lr: 2.567e-01, eta: 10:08:36, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7424, top5_acc: 0.9541, loss_cls: 0.8398, loss: 0.8398, grad_norm: 1.0628 2021-04-07 00:48:42,685 - mmaction - INFO - Epoch [10][2360/2910] lr: 2.565e-01, eta: 10:08:16, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7463, top5_acc: 0.9586, loss_cls: 0.8258, loss: 0.8258, grad_norm: 1.0078 2021-04-07 00:48:58,928 - mmaction - INFO - Epoch [10][2380/2910] lr: 2.564e-01, eta: 10:07:56, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9580, loss_cls: 0.8093, loss: 0.8093, grad_norm: 1.0045 2021-04-07 00:49:15,144 - mmaction - INFO - Epoch [10][2400/2910] lr: 2.562e-01, eta: 10:07:37, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.7385, top5_acc: 0.9518, loss_cls: 0.8521, loss: 0.8521, grad_norm: 1.0239 2021-04-07 00:49:31,384 - mmaction - INFO - Epoch [10][2420/2910] lr: 2.560e-01, eta: 10:07:17, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9574, loss_cls: 0.8237, loss: 0.8237, grad_norm: 1.0286 2021-04-07 00:49:47,688 - mmaction - INFO - Epoch [10][2440/2910] lr: 2.558e-01, eta: 10:06:57, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.7355, top5_acc: 0.9555, loss_cls: 0.8450, loss: 0.8450, grad_norm: 1.0349 2021-04-07 00:50:03,993 - mmaction - INFO - Epoch [10][2460/2910] lr: 2.557e-01, eta: 10:06:38, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7479, top5_acc: 0.9572, loss_cls: 0.8179, loss: 0.8179, grad_norm: 1.0255 2021-04-07 00:50:20,165 - mmaction - INFO - Epoch [10][2480/2910] lr: 2.555e-01, eta: 10:06:18, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7506, top5_acc: 0.9578, loss_cls: 0.8177, loss: 0.8177, grad_norm: 1.0352 2021-04-07 00:50:36,448 - mmaction - INFO - Epoch [10][2500/2910] lr: 2.553e-01, eta: 10:05:58, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7414, top5_acc: 0.9543, loss_cls: 0.8413, loss: 0.8413, grad_norm: 1.0288 2021-04-07 00:50:52,677 - mmaction - INFO - Epoch [10][2520/2910] lr: 2.552e-01, eta: 10:05:38, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7430, top5_acc: 0.9578, loss_cls: 0.8354, loss: 0.8354, grad_norm: 1.0137 2021-04-07 00:51:08,917 - mmaction - INFO - Epoch [10][2540/2910] lr: 2.550e-01, eta: 10:05:19, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7471, top5_acc: 0.9531, loss_cls: 0.8399, loss: 0.8399, grad_norm: 1.0491 2021-04-07 00:51:25,274 - mmaction - INFO - Epoch [10][2560/2910] lr: 2.548e-01, eta: 10:04:59, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7342, top5_acc: 0.9492, loss_cls: 0.8726, loss: 0.8726, grad_norm: 1.0496 2021-04-07 00:51:41,621 - mmaction - INFO - Epoch [10][2580/2910] lr: 2.546e-01, eta: 10:04:39, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7463, top5_acc: 0.9516, loss_cls: 0.8330, loss: 0.8330, grad_norm: 1.0097 2021-04-07 00:51:57,920 - mmaction - INFO - Epoch [10][2600/2910] lr: 2.545e-01, eta: 10:04:20, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7354, top5_acc: 0.9518, loss_cls: 0.8570, loss: 0.8570, grad_norm: 1.0450 2021-04-07 00:52:14,176 - mmaction - INFO - Epoch [10][2620/2910] lr: 2.543e-01, eta: 10:04:00, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9500, loss_cls: 0.8655, loss: 0.8655, grad_norm: 1.0325 2021-04-07 00:52:30,420 - mmaction - INFO - Epoch [10][2640/2910] lr: 2.541e-01, eta: 10:03:41, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7381, top5_acc: 0.9561, loss_cls: 0.8408, loss: 0.8408, grad_norm: 1.0207 2021-04-07 00:52:46,611 - mmaction - INFO - Epoch [10][2660/2910] lr: 2.539e-01, eta: 10:03:21, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7496, top5_acc: 0.9537, loss_cls: 0.8179, loss: 0.8179, grad_norm: 1.0140 2021-04-07 00:53:02,941 - mmaction - INFO - Epoch [10][2680/2910] lr: 2.538e-01, eta: 10:03:01, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9551, loss_cls: 0.8448, loss: 0.8448, grad_norm: 1.0558 2021-04-07 00:53:19,236 - mmaction - INFO - Epoch [10][2700/2910] lr: 2.536e-01, eta: 10:02:42, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7494, top5_acc: 0.9564, loss_cls: 0.8078, loss: 0.8078, grad_norm: 1.0294 2021-04-07 00:53:35,448 - mmaction - INFO - Epoch [10][2720/2910] lr: 2.534e-01, eta: 10:02:22, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7473, top5_acc: 0.9537, loss_cls: 0.8262, loss: 0.8262, grad_norm: 1.0451 2021-04-07 00:53:51,839 - mmaction - INFO - Epoch [10][2740/2910] lr: 2.532e-01, eta: 10:02:02, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.7426, top5_acc: 0.9561, loss_cls: 0.8360, loss: 0.8360, grad_norm: 1.0415 2021-04-07 00:54:07,996 - mmaction - INFO - Epoch [10][2760/2910] lr: 2.531e-01, eta: 10:01:43, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9547, loss_cls: 0.8380, loss: 0.8380, grad_norm: 1.0521 2021-04-07 00:54:24,392 - mmaction - INFO - Epoch [10][2780/2910] lr: 2.529e-01, eta: 10:01:23, time: 0.819, data_time: 0.010, memory: 9523, top1_acc: 0.7396, top5_acc: 0.9563, loss_cls: 0.8444, loss: 0.8444, grad_norm: 1.0417 2021-04-07 00:54:40,636 - mmaction - INFO - Epoch [10][2800/2910] lr: 2.527e-01, eta: 10:01:04, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7562, top5_acc: 0.9582, loss_cls: 0.8098, loss: 0.8098, grad_norm: 1.0262 2021-04-07 00:54:56,980 - mmaction - INFO - Epoch [10][2820/2910] lr: 2.526e-01, eta: 10:00:44, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7455, top5_acc: 0.9553, loss_cls: 0.8374, loss: 0.8374, grad_norm: 1.0374 2021-04-07 00:55:13,284 - mmaction - INFO - Epoch [10][2840/2910] lr: 2.524e-01, eta: 10:00:24, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7512, top5_acc: 0.9543, loss_cls: 0.8127, loss: 0.8127, grad_norm: 1.0187 2021-04-07 00:55:29,502 - mmaction - INFO - Epoch [10][2860/2910] lr: 2.522e-01, eta: 10:00:05, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7613, top5_acc: 0.9615, loss_cls: 0.7710, loss: 0.7710, grad_norm: 0.9735 2021-04-07 00:55:45,700 - mmaction - INFO - Epoch [10][2880/2910] lr: 2.520e-01, eta: 9:59:45, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7543, top5_acc: 0.9572, loss_cls: 0.8002, loss: 0.8002, grad_norm: 1.0534 2021-04-07 00:56:01,850 - mmaction - INFO - Epoch [10][2900/2910] lr: 2.519e-01, eta: 9:59:25, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7406, top5_acc: 0.9555, loss_cls: 0.8480, loss: 0.8480, grad_norm: 1.0466 2021-04-07 00:56:12,399 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-07 01:02:21,274 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 01:02:21,939 - mmaction - INFO - top1_acc 0.6182 top5_acc 0.8923 2021-04-07 01:02:21,940 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 01:02:22,050 - mmaction - INFO - mean_acc 0.6597 2021-04-07 01:02:22,069 - mmaction - INFO - Epoch(val) [10][2910] top1_acc: 0.6182, top5_acc: 0.8923, mean_class_accuracy: 0.6597 2021-04-07 01:06:02,794 - mmaction - INFO - Epoch [11][20/2910] lr: 2.516e-01, eta: 10:03:30, time: 11.034, data_time: 10.121, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9568, loss_cls: 0.8276, loss: 0.8276, grad_norm: 1.0339 2021-04-07 01:06:18,984 - mmaction - INFO - Epoch [11][40/2910] lr: 2.514e-01, eta: 10:03:10, time: 0.810, data_time: 0.009, memory: 9523, top1_acc: 0.7287, top5_acc: 0.9504, loss_cls: 0.8791, loss: 0.8791, grad_norm: 1.0818 2021-04-07 01:06:35,252 - mmaction - INFO - Epoch [11][60/2910] lr: 2.513e-01, eta: 10:02:51, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7375, top5_acc: 0.9461, loss_cls: 0.8707, loss: 0.8707, grad_norm: 1.0664 2021-04-07 01:06:51,312 - mmaction - INFO - Epoch [11][80/2910] lr: 2.511e-01, eta: 10:02:30, time: 0.802, data_time: 0.001, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9580, loss_cls: 0.8520, loss: 0.8520, grad_norm: 1.0313 2021-04-07 01:07:07,574 - mmaction - INFO - Epoch [11][100/2910] lr: 2.509e-01, eta: 10:02:10, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7418, top5_acc: 0.9607, loss_cls: 0.8211, loss: 0.8211, grad_norm: 1.0333 2021-04-07 01:07:23,813 - mmaction - INFO - Epoch [11][120/2910] lr: 2.507e-01, eta: 10:01:51, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7357, top5_acc: 0.9564, loss_cls: 0.8417, loss: 0.8417, grad_norm: 1.0455 2021-04-07 01:07:40,013 - mmaction - INFO - Epoch [11][140/2910] lr: 2.506e-01, eta: 10:01:31, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.7373, top5_acc: 0.9520, loss_cls: 0.8405, loss: 0.8405, grad_norm: 1.0509 2021-04-07 01:07:56,301 - mmaction - INFO - Epoch [11][160/2910] lr: 2.504e-01, eta: 10:01:11, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7549, top5_acc: 0.9578, loss_cls: 0.8158, loss: 0.8158, grad_norm: 1.0179 2021-04-07 01:08:12,598 - mmaction - INFO - Epoch [11][180/2910] lr: 2.502e-01, eta: 10:00:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9559, loss_cls: 0.8350, loss: 0.8350, grad_norm: 1.0174 2021-04-07 01:08:28,872 - mmaction - INFO - Epoch [11][200/2910] lr: 2.500e-01, eta: 10:00:31, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7561, top5_acc: 0.9564, loss_cls: 0.8038, loss: 0.8038, grad_norm: 1.0072 2021-04-07 01:08:45,223 - mmaction - INFO - Epoch [11][220/2910] lr: 2.499e-01, eta: 10:00:11, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7389, top5_acc: 0.9514, loss_cls: 0.8464, loss: 0.8464, grad_norm: 1.0710 2021-04-07 01:09:01,515 - mmaction - INFO - Epoch [11][240/2910] lr: 2.497e-01, eta: 9:59:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7494, top5_acc: 0.9605, loss_cls: 0.8032, loss: 0.8032, grad_norm: 1.0105 2021-04-07 01:09:17,823 - mmaction - INFO - Epoch [11][260/2910] lr: 2.495e-01, eta: 9:59:32, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7469, top5_acc: 0.9521, loss_cls: 0.8272, loss: 0.8272, grad_norm: 1.0215 2021-04-07 01:09:34,076 - mmaction - INFO - Epoch [11][280/2910] lr: 2.493e-01, eta: 9:59:12, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7512, top5_acc: 0.9551, loss_cls: 0.8139, loss: 0.8139, grad_norm: 1.0401 2021-04-07 01:09:50,429 - mmaction - INFO - Epoch [11][300/2910] lr: 2.492e-01, eta: 9:58:52, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7531, top5_acc: 0.9527, loss_cls: 0.8093, loss: 0.8093, grad_norm: 1.0608 2021-04-07 01:10:06,728 - mmaction - INFO - Epoch [11][320/2910] lr: 2.490e-01, eta: 9:58:32, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7414, top5_acc: 0.9453, loss_cls: 0.8402, loss: 0.8402, grad_norm: 1.0421 2021-04-07 01:10:23,014 - mmaction - INFO - Epoch [11][340/2910] lr: 2.488e-01, eta: 9:58:12, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7465, top5_acc: 0.9496, loss_cls: 0.8323, loss: 0.8323, grad_norm: 1.0450 2021-04-07 01:10:39,333 - mmaction - INFO - Epoch [11][360/2910] lr: 2.486e-01, eta: 9:57:53, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7434, top5_acc: 0.9553, loss_cls: 0.8278, loss: 0.8278, grad_norm: 1.0365 2021-04-07 01:10:55,699 - mmaction - INFO - Epoch [11][380/2910] lr: 2.485e-01, eta: 9:57:33, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7492, top5_acc: 0.9523, loss_cls: 0.8216, loss: 0.8216, grad_norm: 1.0487 2021-04-07 01:11:12,054 - mmaction - INFO - Epoch [11][400/2910] lr: 2.483e-01, eta: 9:57:13, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.7520, top5_acc: 0.9563, loss_cls: 0.8068, loss: 0.8068, grad_norm: 1.0101 2021-04-07 01:11:28,370 - mmaction - INFO - Epoch [11][420/2910] lr: 2.481e-01, eta: 9:56:54, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7615, top5_acc: 0.9578, loss_cls: 0.7883, loss: 0.7883, grad_norm: 0.9933 2021-04-07 01:11:44,598 - mmaction - INFO - Epoch [11][440/2910] lr: 2.479e-01, eta: 9:56:34, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7467, top5_acc: 0.9510, loss_cls: 0.8335, loss: 0.8335, grad_norm: 1.0321 2021-04-07 01:12:01,027 - mmaction - INFO - Epoch [11][460/2910] lr: 2.478e-01, eta: 9:56:14, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.7418, top5_acc: 0.9553, loss_cls: 0.8246, loss: 0.8246, grad_norm: 1.0258 2021-04-07 01:12:17,427 - mmaction - INFO - Epoch [11][480/2910] lr: 2.476e-01, eta: 9:55:55, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7463, top5_acc: 0.9605, loss_cls: 0.8286, loss: 0.8286, grad_norm: 1.0562 2021-04-07 01:12:33,709 - mmaction - INFO - Epoch [11][500/2910] lr: 2.474e-01, eta: 9:55:35, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7377, top5_acc: 0.9551, loss_cls: 0.8376, loss: 0.8376, grad_norm: 1.1006 2021-04-07 01:12:50,104 - mmaction - INFO - Epoch [11][520/2910] lr: 2.472e-01, eta: 9:55:15, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.7479, top5_acc: 0.9551, loss_cls: 0.8364, loss: 0.8364, grad_norm: 1.0543 2021-04-07 01:13:06,406 - mmaction - INFO - Epoch [11][540/2910] lr: 2.471e-01, eta: 9:54:55, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7506, top5_acc: 0.9607, loss_cls: 0.8119, loss: 0.8119, grad_norm: 1.0286 2021-04-07 01:13:22,750 - mmaction - INFO - Epoch [11][560/2910] lr: 2.469e-01, eta: 9:54:36, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.7496, top5_acc: 0.9559, loss_cls: 0.8097, loss: 0.8097, grad_norm: 1.0350 2021-04-07 01:13:39,068 - mmaction - INFO - Epoch [11][580/2910] lr: 2.467e-01, eta: 9:54:16, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7539, top5_acc: 0.9545, loss_cls: 0.7997, loss: 0.7997, grad_norm: 1.0273 2021-04-07 01:13:55,380 - mmaction - INFO - Epoch [11][600/2910] lr: 2.465e-01, eta: 9:53:56, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9570, loss_cls: 0.8200, loss: 0.8200, grad_norm: 1.0689 2021-04-07 01:14:11,578 - mmaction - INFO - Epoch [11][620/2910] lr: 2.464e-01, eta: 9:53:36, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7439, top5_acc: 0.9539, loss_cls: 0.8307, loss: 0.8307, grad_norm: 1.0533 2021-04-07 01:14:27,787 - mmaction - INFO - Epoch [11][640/2910] lr: 2.462e-01, eta: 9:53:17, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7480, top5_acc: 0.9572, loss_cls: 0.8017, loss: 0.8017, grad_norm: 1.0148 2021-04-07 01:14:44,059 - mmaction - INFO - Epoch [11][660/2910] lr: 2.460e-01, eta: 9:52:57, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7520, top5_acc: 0.9580, loss_cls: 0.8026, loss: 0.8026, grad_norm: 1.0287 2021-04-07 01:15:00,241 - mmaction - INFO - Epoch [11][680/2910] lr: 2.458e-01, eta: 9:52:37, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7502, top5_acc: 0.9570, loss_cls: 0.8079, loss: 0.8079, grad_norm: 1.0363 2021-04-07 01:15:16,527 - mmaction - INFO - Epoch [11][700/2910] lr: 2.457e-01, eta: 9:52:17, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9525, loss_cls: 0.8386, loss: 0.8386, grad_norm: 1.0636 2021-04-07 01:15:32,769 - mmaction - INFO - Epoch [11][720/2910] lr: 2.455e-01, eta: 9:51:57, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7455, top5_acc: 0.9590, loss_cls: 0.8146, loss: 0.8146, grad_norm: 1.0568 2021-04-07 01:15:49,133 - mmaction - INFO - Epoch [11][740/2910] lr: 2.453e-01, eta: 9:51:38, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9619, loss_cls: 0.7725, loss: 0.7725, grad_norm: 1.0006 2021-04-07 01:16:05,389 - mmaction - INFO - Epoch [11][760/2910] lr: 2.451e-01, eta: 9:51:18, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7525, top5_acc: 0.9518, loss_cls: 0.8214, loss: 0.8214, grad_norm: 1.0526 2021-04-07 01:16:21,692 - mmaction - INFO - Epoch [11][780/2910] lr: 2.450e-01, eta: 9:50:59, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9561, loss_cls: 0.8284, loss: 0.8284, grad_norm: 1.0286 2021-04-07 01:16:37,937 - mmaction - INFO - Epoch [11][800/2910] lr: 2.448e-01, eta: 9:50:39, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7492, top5_acc: 0.9531, loss_cls: 0.8087, loss: 0.8087, grad_norm: 1.0135 2021-04-07 01:16:54,136 - mmaction - INFO - Epoch [11][820/2910] lr: 2.446e-01, eta: 9:50:19, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7512, top5_acc: 0.9520, loss_cls: 0.8347, loss: 0.8347, grad_norm: 1.0802 2021-04-07 01:17:10,380 - mmaction - INFO - Epoch [11][840/2910] lr: 2.444e-01, eta: 9:49:59, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7555, top5_acc: 0.9541, loss_cls: 0.8009, loss: 0.8009, grad_norm: 1.0034 2021-04-07 01:17:26,565 - mmaction - INFO - Epoch [11][860/2910] lr: 2.443e-01, eta: 9:49:39, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.7531, top5_acc: 0.9559, loss_cls: 0.8111, loss: 0.8111, grad_norm: 1.0344 2021-04-07 01:17:42,866 - mmaction - INFO - Epoch [11][880/2910] lr: 2.441e-01, eta: 9:49:20, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7492, top5_acc: 0.9531, loss_cls: 0.8362, loss: 0.8362, grad_norm: 1.0410 2021-04-07 01:17:59,183 - mmaction - INFO - Epoch [11][900/2910] lr: 2.439e-01, eta: 9:49:00, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7465, top5_acc: 0.9594, loss_cls: 0.8168, loss: 0.8168, grad_norm: 1.0809 2021-04-07 01:18:15,526 - mmaction - INFO - Epoch [11][920/2910] lr: 2.437e-01, eta: 9:48:40, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9551, loss_cls: 0.8560, loss: 0.8560, grad_norm: 1.0319 2021-04-07 01:18:31,789 - mmaction - INFO - Epoch [11][940/2910] lr: 2.436e-01, eta: 9:48:21, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7385, top5_acc: 0.9547, loss_cls: 0.8511, loss: 0.8511, grad_norm: 1.0938 2021-04-07 01:18:48,025 - mmaction - INFO - Epoch [11][960/2910] lr: 2.434e-01, eta: 9:48:01, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7457, top5_acc: 0.9529, loss_cls: 0.8443, loss: 0.8443, grad_norm: 1.0506 2021-04-07 01:19:04,304 - mmaction - INFO - Epoch [11][980/2910] lr: 2.432e-01, eta: 9:47:41, time: 0.816, data_time: 0.012, memory: 9523, top1_acc: 0.7551, top5_acc: 0.9604, loss_cls: 0.7883, loss: 0.7883, grad_norm: 1.0106 2021-04-07 01:19:20,562 - mmaction - INFO - Epoch [11][1000/2910] lr: 2.430e-01, eta: 9:47:22, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9566, loss_cls: 0.8079, loss: 0.8079, grad_norm: 1.0441 2021-04-07 01:19:36,850 - mmaction - INFO - Epoch [11][1020/2910] lr: 2.429e-01, eta: 9:47:02, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7512, top5_acc: 0.9613, loss_cls: 0.7912, loss: 0.7912, grad_norm: 1.0773 2021-04-07 01:19:53,093 - mmaction - INFO - Epoch [11][1040/2910] lr: 2.427e-01, eta: 9:46:42, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7467, top5_acc: 0.9531, loss_cls: 0.8345, loss: 0.8345, grad_norm: 1.0704 2021-04-07 01:20:09,460 - mmaction - INFO - Epoch [11][1060/2910] lr: 2.425e-01, eta: 9:46:23, time: 0.818, data_time: 0.008, memory: 9523, top1_acc: 0.7516, top5_acc: 0.9586, loss_cls: 0.8280, loss: 0.8280, grad_norm: 1.0631 2021-04-07 01:20:25,689 - mmaction - INFO - Epoch [11][1080/2910] lr: 2.423e-01, eta: 9:46:03, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7492, top5_acc: 0.9590, loss_cls: 0.8134, loss: 0.8134, grad_norm: 1.0278 2021-04-07 01:20:41,985 - mmaction - INFO - Epoch [11][1100/2910] lr: 2.422e-01, eta: 9:45:43, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9574, loss_cls: 0.7819, loss: 0.7819, grad_norm: 1.0049 2021-04-07 01:20:58,169 - mmaction - INFO - Epoch [11][1120/2910] lr: 2.420e-01, eta: 9:45:24, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7521, top5_acc: 0.9529, loss_cls: 0.8148, loss: 0.8148, grad_norm: 1.0567 2021-04-07 01:21:14,503 - mmaction - INFO - Epoch [11][1140/2910] lr: 2.418e-01, eta: 9:45:04, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7434, top5_acc: 0.9564, loss_cls: 0.8366, loss: 0.8366, grad_norm: 1.0712 2021-04-07 01:21:30,855 - mmaction - INFO - Epoch [11][1160/2910] lr: 2.416e-01, eta: 9:44:45, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7422, top5_acc: 0.9563, loss_cls: 0.8327, loss: 0.8327, grad_norm: 1.0661 2021-04-07 01:21:47,098 - mmaction - INFO - Epoch [11][1180/2910] lr: 2.415e-01, eta: 9:44:25, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7531, top5_acc: 0.9586, loss_cls: 0.7968, loss: 0.7968, grad_norm: 1.0321 2021-04-07 01:22:03,504 - mmaction - INFO - Epoch [11][1200/2910] lr: 2.413e-01, eta: 9:44:06, time: 0.821, data_time: 0.001, memory: 9523, top1_acc: 0.7465, top5_acc: 0.9570, loss_cls: 0.8378, loss: 0.8378, grad_norm: 1.0741 2021-04-07 01:22:19,748 - mmaction - INFO - Epoch [11][1220/2910] lr: 2.411e-01, eta: 9:43:46, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7541, top5_acc: 0.9596, loss_cls: 0.7995, loss: 0.7995, grad_norm: 1.0104 2021-04-07 01:22:36,028 - mmaction - INFO - Epoch [11][1240/2910] lr: 2.409e-01, eta: 9:43:26, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7404, top5_acc: 0.9602, loss_cls: 0.8233, loss: 0.8233, grad_norm: 1.0786 2021-04-07 01:22:52,209 - mmaction - INFO - Epoch [11][1260/2910] lr: 2.407e-01, eta: 9:43:06, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7465, top5_acc: 0.9584, loss_cls: 0.8183, loss: 0.8183, grad_norm: 1.0448 2021-04-07 01:23:08,440 - mmaction - INFO - Epoch [11][1280/2910] lr: 2.406e-01, eta: 9:42:47, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7340, top5_acc: 0.9559, loss_cls: 0.8551, loss: 0.8551, grad_norm: 1.0916 2021-04-07 01:23:24,948 - mmaction - INFO - Epoch [11][1300/2910] lr: 2.404e-01, eta: 9:42:28, time: 0.828, data_time: 0.003, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9584, loss_cls: 0.8189, loss: 0.8189, grad_norm: 1.0278 2021-04-07 01:23:41,153 - mmaction - INFO - Epoch [11][1320/2910] lr: 2.402e-01, eta: 9:42:08, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9549, loss_cls: 0.8263, loss: 0.8263, grad_norm: 1.0537 2021-04-07 01:23:57,408 - mmaction - INFO - Epoch [11][1340/2910] lr: 2.400e-01, eta: 9:41:48, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7496, top5_acc: 0.9516, loss_cls: 0.8162, loss: 0.8162, grad_norm: 1.0251 2021-04-07 01:24:13,696 - mmaction - INFO - Epoch [11][1360/2910] lr: 2.399e-01, eta: 9:41:29, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7455, top5_acc: 0.9600, loss_cls: 0.8132, loss: 0.8132, grad_norm: 1.0747 2021-04-07 01:24:29,919 - mmaction - INFO - Epoch [11][1380/2910] lr: 2.397e-01, eta: 9:41:09, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9557, loss_cls: 0.8334, loss: 0.8334, grad_norm: 1.0595 2021-04-07 01:24:46,187 - mmaction - INFO - Epoch [11][1400/2910] lr: 2.395e-01, eta: 9:40:49, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7457, top5_acc: 0.9551, loss_cls: 0.8207, loss: 0.8207, grad_norm: 1.0404 2021-04-07 01:25:02,512 - mmaction - INFO - Epoch [11][1420/2910] lr: 2.393e-01, eta: 9:40:30, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.7535, top5_acc: 0.9586, loss_cls: 0.7948, loss: 0.7948, grad_norm: 1.0332 2021-04-07 01:25:18,806 - mmaction - INFO - Epoch [11][1440/2910] lr: 2.392e-01, eta: 9:40:10, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7463, top5_acc: 0.9580, loss_cls: 0.8178, loss: 0.8178, grad_norm: 1.0854 2021-04-07 01:25:34,998 - mmaction - INFO - Epoch [11][1460/2910] lr: 2.390e-01, eta: 9:39:51, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7393, top5_acc: 0.9557, loss_cls: 0.8292, loss: 0.8292, grad_norm: 1.0687 2021-04-07 01:25:51,432 - mmaction - INFO - Epoch [11][1480/2910] lr: 2.388e-01, eta: 9:39:31, time: 0.820, data_time: 0.009, memory: 9523, top1_acc: 0.7574, top5_acc: 0.9576, loss_cls: 0.7859, loss: 0.7859, grad_norm: 1.0001 2021-04-07 01:26:07,851 - mmaction - INFO - Epoch [11][1500/2910] lr: 2.386e-01, eta: 9:39:12, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9570, loss_cls: 0.8066, loss: 0.8066, grad_norm: 1.0455 2021-04-07 01:26:23,970 - mmaction - INFO - Epoch [11][1520/2910] lr: 2.385e-01, eta: 9:38:52, time: 0.806, data_time: 0.002, memory: 9523, top1_acc: 0.7553, top5_acc: 0.9574, loss_cls: 0.7921, loss: 0.7921, grad_norm: 1.0332 2021-04-07 01:26:40,257 - mmaction - INFO - Epoch [11][1540/2910] lr: 2.383e-01, eta: 9:38:33, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7582, top5_acc: 0.9553, loss_cls: 0.8260, loss: 0.8260, grad_norm: 1.0940 2021-04-07 01:26:56,493 - mmaction - INFO - Epoch [11][1560/2910] lr: 2.381e-01, eta: 9:38:13, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7365, top5_acc: 0.9547, loss_cls: 0.8242, loss: 0.8242, grad_norm: 1.0611 2021-04-07 01:27:12,859 - mmaction - INFO - Epoch [11][1580/2910] lr: 2.379e-01, eta: 9:37:54, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 0.8229, loss: 0.8229, grad_norm: 1.0446 2021-04-07 01:27:29,209 - mmaction - INFO - Epoch [11][1600/2910] lr: 2.377e-01, eta: 9:37:34, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7539, top5_acc: 0.9576, loss_cls: 0.7933, loss: 0.7933, grad_norm: 1.0385 2021-04-07 01:27:45,505 - mmaction - INFO - Epoch [11][1620/2910] lr: 2.376e-01, eta: 9:37:15, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7662, top5_acc: 0.9654, loss_cls: 0.7609, loss: 0.7609, grad_norm: 1.0386 2021-04-07 01:28:01,702 - mmaction - INFO - Epoch [11][1640/2910] lr: 2.374e-01, eta: 9:36:55, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7590, top5_acc: 0.9611, loss_cls: 0.7740, loss: 0.7740, grad_norm: 1.0562 2021-04-07 01:28:18,011 - mmaction - INFO - Epoch [11][1660/2910] lr: 2.372e-01, eta: 9:36:36, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7516, top5_acc: 0.9598, loss_cls: 0.8159, loss: 0.8159, grad_norm: 1.0909 2021-04-07 01:28:34,331 - mmaction - INFO - Epoch [11][1680/2910] lr: 2.370e-01, eta: 9:36:16, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7512, top5_acc: 0.9561, loss_cls: 0.8152, loss: 0.8152, grad_norm: 1.0635 2021-04-07 01:28:50,536 - mmaction - INFO - Epoch [11][1700/2910] lr: 2.369e-01, eta: 9:35:56, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7570, top5_acc: 0.9582, loss_cls: 0.8176, loss: 0.8176, grad_norm: 1.0668 2021-04-07 01:29:06,870 - mmaction - INFO - Epoch [11][1720/2910] lr: 2.367e-01, eta: 9:35:37, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7494, top5_acc: 0.9582, loss_cls: 0.8085, loss: 0.8085, grad_norm: 1.0439 2021-04-07 01:29:23,211 - mmaction - INFO - Epoch [11][1740/2910] lr: 2.365e-01, eta: 9:35:18, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7500, top5_acc: 0.9586, loss_cls: 0.8018, loss: 0.8018, grad_norm: 1.0673 2021-04-07 01:29:39,486 - mmaction - INFO - Epoch [11][1760/2910] lr: 2.363e-01, eta: 9:34:58, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.7475, top5_acc: 0.9570, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.0580 2021-04-07 01:29:55,755 - mmaction - INFO - Epoch [11][1780/2910] lr: 2.362e-01, eta: 9:34:39, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7619, top5_acc: 0.9547, loss_cls: 0.7985, loss: 0.7985, grad_norm: 1.0175 2021-04-07 01:30:12,034 - mmaction - INFO - Epoch [11][1800/2910] lr: 2.360e-01, eta: 9:34:19, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9561, loss_cls: 0.8084, loss: 0.8084, grad_norm: 1.1052 2021-04-07 01:30:28,376 - mmaction - INFO - Epoch [11][1820/2910] lr: 2.358e-01, eta: 9:34:00, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7414, top5_acc: 0.9564, loss_cls: 0.8405, loss: 0.8405, grad_norm: 1.0908 2021-04-07 01:30:44,677 - mmaction - INFO - Epoch [11][1840/2910] lr: 2.356e-01, eta: 9:33:40, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7520, top5_acc: 0.9619, loss_cls: 0.7901, loss: 0.7901, grad_norm: 1.0310 2021-04-07 01:31:00,903 - mmaction - INFO - Epoch [11][1860/2910] lr: 2.354e-01, eta: 9:33:21, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7449, top5_acc: 0.9582, loss_cls: 0.8155, loss: 0.8155, grad_norm: 1.0854 2021-04-07 01:31:17,284 - mmaction - INFO - Epoch [11][1880/2910] lr: 2.353e-01, eta: 9:33:01, time: 0.820, data_time: 0.015, memory: 9523, top1_acc: 0.7490, top5_acc: 0.9623, loss_cls: 0.7962, loss: 0.7962, grad_norm: 1.0514 2021-04-07 01:31:33,553 - mmaction - INFO - Epoch [11][1900/2910] lr: 2.351e-01, eta: 9:32:42, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7541, top5_acc: 0.9580, loss_cls: 0.7971, loss: 0.7971, grad_norm: 1.0523 2021-04-07 01:31:49,780 - mmaction - INFO - Epoch [11][1920/2910] lr: 2.349e-01, eta: 9:32:22, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7406, top5_acc: 0.9549, loss_cls: 0.8316, loss: 0.8316, grad_norm: 1.0681 2021-04-07 01:32:06,070 - mmaction - INFO - Epoch [11][1940/2910] lr: 2.347e-01, eta: 9:32:03, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7492, top5_acc: 0.9547, loss_cls: 0.8244, loss: 0.8244, grad_norm: 1.0393 2021-04-07 01:32:22,405 - mmaction - INFO - Epoch [11][1960/2910] lr: 2.346e-01, eta: 9:31:44, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9639, loss_cls: 0.8006, loss: 0.8006, grad_norm: 1.0417 2021-04-07 01:32:38,601 - mmaction - INFO - Epoch [11][1980/2910] lr: 2.344e-01, eta: 9:31:24, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9564, loss_cls: 0.7941, loss: 0.7941, grad_norm: 1.0795 2021-04-07 01:32:54,833 - mmaction - INFO - Epoch [11][2000/2910] lr: 2.342e-01, eta: 9:31:04, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7445, top5_acc: 0.9521, loss_cls: 0.8296, loss: 0.8296, grad_norm: 1.0971 2021-04-07 01:33:11,097 - mmaction - INFO - Epoch [11][2020/2910] lr: 2.340e-01, eta: 9:30:45, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7475, top5_acc: 0.9555, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.0701 2021-04-07 01:33:27,355 - mmaction - INFO - Epoch [11][2040/2910] lr: 2.339e-01, eta: 9:30:26, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9543, loss_cls: 0.8022, loss: 0.8022, grad_norm: 1.0372 2021-04-07 01:33:43,713 - mmaction - INFO - Epoch [11][2060/2910] lr: 2.337e-01, eta: 9:30:06, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7422, top5_acc: 0.9586, loss_cls: 0.8225, loss: 0.8225, grad_norm: 1.0784 2021-04-07 01:33:59,979 - mmaction - INFO - Epoch [11][2080/2910] lr: 2.335e-01, eta: 9:29:47, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7457, top5_acc: 0.9559, loss_cls: 0.8218, loss: 0.8218, grad_norm: 1.0467 2021-04-07 01:34:16,214 - mmaction - INFO - Epoch [11][2100/2910] lr: 2.333e-01, eta: 9:29:27, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.7631, top5_acc: 0.9617, loss_cls: 0.7600, loss: 0.7600, grad_norm: 1.0104 2021-04-07 01:34:32,382 - mmaction - INFO - Epoch [11][2120/2910] lr: 2.331e-01, eta: 9:29:08, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9564, loss_cls: 0.8008, loss: 0.8008, grad_norm: 1.0213 2021-04-07 01:34:48,574 - mmaction - INFO - Epoch [11][2140/2910] lr: 2.330e-01, eta: 9:28:48, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7543, top5_acc: 0.9561, loss_cls: 0.7976, loss: 0.7976, grad_norm: 1.0525 2021-04-07 01:35:04,815 - mmaction - INFO - Epoch [11][2160/2910] lr: 2.328e-01, eta: 9:28:29, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7305, top5_acc: 0.9563, loss_cls: 0.8511, loss: 0.8511, grad_norm: 1.1115 2021-04-07 01:35:21,017 - mmaction - INFO - Epoch [11][2180/2910] lr: 2.326e-01, eta: 9:28:09, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.7369, top5_acc: 0.9535, loss_cls: 0.8440, loss: 0.8440, grad_norm: 1.1005 2021-04-07 01:35:37,335 - mmaction - INFO - Epoch [11][2200/2910] lr: 2.324e-01, eta: 9:27:50, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7650, top5_acc: 0.9611, loss_cls: 0.7583, loss: 0.7583, grad_norm: 1.0080 2021-04-07 01:35:53,650 - mmaction - INFO - Epoch [11][2220/2910] lr: 2.323e-01, eta: 9:27:31, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.7582, top5_acc: 0.9600, loss_cls: 0.7915, loss: 0.7915, grad_norm: 1.0502 2021-04-07 01:36:09,794 - mmaction - INFO - Epoch [11][2240/2910] lr: 2.321e-01, eta: 9:27:11, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7633, top5_acc: 0.9590, loss_cls: 0.7851, loss: 0.7851, grad_norm: 1.0448 2021-04-07 01:36:26,024 - mmaction - INFO - Epoch [11][2260/2910] lr: 2.319e-01, eta: 9:26:51, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9551, loss_cls: 0.8025, loss: 0.8025, grad_norm: 1.0483 2021-04-07 01:36:42,225 - mmaction - INFO - Epoch [11][2280/2910] lr: 2.317e-01, eta: 9:26:32, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9586, loss_cls: 0.7910, loss: 0.7910, grad_norm: 1.0239 2021-04-07 01:36:58,573 - mmaction - INFO - Epoch [11][2300/2910] lr: 2.315e-01, eta: 9:26:13, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7525, top5_acc: 0.9566, loss_cls: 0.7997, loss: 0.7997, grad_norm: 1.0692 2021-04-07 01:37:14,824 - mmaction - INFO - Epoch [11][2320/2910] lr: 2.314e-01, eta: 9:25:53, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7582, top5_acc: 0.9574, loss_cls: 0.7911, loss: 0.7911, grad_norm: 1.0348 2021-04-07 01:37:31,146 - mmaction - INFO - Epoch [11][2340/2910] lr: 2.312e-01, eta: 9:25:34, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7615, top5_acc: 0.9629, loss_cls: 0.7737, loss: 0.7737, grad_norm: 1.0246 2021-04-07 01:37:47,504 - mmaction - INFO - Epoch [11][2360/2910] lr: 2.310e-01, eta: 9:25:15, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7568, top5_acc: 0.9570, loss_cls: 0.7856, loss: 0.7856, grad_norm: 1.0669 2021-04-07 01:38:03,765 - mmaction - INFO - Epoch [11][2380/2910] lr: 2.308e-01, eta: 9:24:55, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9602, loss_cls: 0.7988, loss: 0.7988, grad_norm: 1.0660 2021-04-07 01:38:20,026 - mmaction - INFO - Epoch [11][2400/2910] lr: 2.307e-01, eta: 9:24:36, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7619, top5_acc: 0.9586, loss_cls: 0.7801, loss: 0.7801, grad_norm: 1.0451 2021-04-07 01:38:36,342 - mmaction - INFO - Epoch [11][2420/2910] lr: 2.305e-01, eta: 9:24:17, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7516, top5_acc: 0.9588, loss_cls: 0.7984, loss: 0.7984, grad_norm: 1.0426 2021-04-07 01:38:52,538 - mmaction - INFO - Epoch [11][2440/2910] lr: 2.303e-01, eta: 9:23:57, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.7570, top5_acc: 0.9580, loss_cls: 0.7868, loss: 0.7868, grad_norm: 1.0512 2021-04-07 01:39:08,740 - mmaction - INFO - Epoch [11][2460/2910] lr: 2.301e-01, eta: 9:23:38, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7508, top5_acc: 0.9625, loss_cls: 0.7859, loss: 0.7859, grad_norm: 1.0685 2021-04-07 01:39:25,048 - mmaction - INFO - Epoch [11][2480/2910] lr: 2.299e-01, eta: 9:23:18, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7547, top5_acc: 0.9518, loss_cls: 0.8137, loss: 0.8137, grad_norm: 1.0678 2021-04-07 01:39:41,474 - mmaction - INFO - Epoch [11][2500/2910] lr: 2.298e-01, eta: 9:22:59, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.7680, top5_acc: 0.9615, loss_cls: 0.7537, loss: 0.7537, grad_norm: 1.0467 2021-04-07 01:39:57,895 - mmaction - INFO - Epoch [11][2520/2910] lr: 2.296e-01, eta: 9:22:40, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.7527, top5_acc: 0.9570, loss_cls: 0.8060, loss: 0.8060, grad_norm: 1.0753 2021-04-07 01:40:14,215 - mmaction - INFO - Epoch [11][2540/2910] lr: 2.294e-01, eta: 9:22:21, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7469, top5_acc: 0.9572, loss_cls: 0.8193, loss: 0.8193, grad_norm: 1.0808 2021-04-07 01:40:30,484 - mmaction - INFO - Epoch [11][2560/2910] lr: 2.292e-01, eta: 9:22:01, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7695, top5_acc: 0.9592, loss_cls: 0.7510, loss: 0.7510, grad_norm: 1.0203 2021-04-07 01:40:46,760 - mmaction - INFO - Epoch [11][2580/2910] lr: 2.291e-01, eta: 9:21:42, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9543, loss_cls: 0.8392, loss: 0.8392, grad_norm: 1.1170 2021-04-07 01:41:03,050 - mmaction - INFO - Epoch [11][2600/2910] lr: 2.289e-01, eta: 9:21:23, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7598, top5_acc: 0.9625, loss_cls: 0.7977, loss: 0.7977, grad_norm: 1.0784 2021-04-07 01:41:19,497 - mmaction - INFO - Epoch [11][2620/2910] lr: 2.287e-01, eta: 9:21:04, time: 0.823, data_time: 0.006, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9623, loss_cls: 0.7982, loss: 0.7982, grad_norm: 1.0866 2021-04-07 01:41:35,899 - mmaction - INFO - Epoch [11][2640/2910] lr: 2.285e-01, eta: 9:20:44, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.7457, top5_acc: 0.9521, loss_cls: 0.8297, loss: 0.8297, grad_norm: 1.0819 2021-04-07 01:41:52,123 - mmaction - INFO - Epoch [11][2660/2910] lr: 2.283e-01, eta: 9:20:25, time: 0.811, data_time: 0.007, memory: 9523, top1_acc: 0.7588, top5_acc: 0.9637, loss_cls: 0.7655, loss: 0.7655, grad_norm: 1.0108 2021-04-07 01:42:08,387 - mmaction - INFO - Epoch [11][2680/2910] lr: 2.282e-01, eta: 9:20:06, time: 0.814, data_time: 0.009, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9666, loss_cls: 0.7408, loss: 0.7408, grad_norm: 1.0621 2021-04-07 01:42:24,629 - mmaction - INFO - Epoch [11][2700/2910] lr: 2.280e-01, eta: 9:19:46, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7531, top5_acc: 0.9590, loss_cls: 0.7912, loss: 0.7912, grad_norm: 1.0585 2021-04-07 01:42:40,915 - mmaction - INFO - Epoch [11][2720/2910] lr: 2.278e-01, eta: 9:19:27, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.7605, top5_acc: 0.9561, loss_cls: 0.7843, loss: 0.7843, grad_norm: 1.0621 2021-04-07 01:42:57,072 - mmaction - INFO - Epoch [11][2740/2910] lr: 2.276e-01, eta: 9:19:08, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9563, loss_cls: 0.8190, loss: 0.8190, grad_norm: 1.1037 2021-04-07 01:43:13,452 - mmaction - INFO - Epoch [11][2760/2910] lr: 2.275e-01, eta: 9:18:48, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7527, top5_acc: 0.9561, loss_cls: 0.8115, loss: 0.8115, grad_norm: 1.0537 2021-04-07 01:43:29,786 - mmaction - INFO - Epoch [11][2780/2910] lr: 2.273e-01, eta: 9:18:29, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7580, top5_acc: 0.9592, loss_cls: 0.7915, loss: 0.7915, grad_norm: 1.0626 2021-04-07 01:43:46,037 - mmaction - INFO - Epoch [11][2800/2910] lr: 2.271e-01, eta: 9:18:10, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7551, top5_acc: 0.9625, loss_cls: 0.7880, loss: 0.7880, grad_norm: 1.0753 2021-04-07 01:44:02,344 - mmaction - INFO - Epoch [11][2820/2910] lr: 2.269e-01, eta: 9:17:51, time: 0.817, data_time: 0.008, memory: 9523, top1_acc: 0.7523, top5_acc: 0.9605, loss_cls: 0.8025, loss: 0.8025, grad_norm: 1.0793 2021-04-07 01:44:18,620 - mmaction - INFO - Epoch [11][2840/2910] lr: 2.267e-01, eta: 9:17:31, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9631, loss_cls: 0.7888, loss: 0.7888, grad_norm: 1.0711 2021-04-07 01:44:34,967 - mmaction - INFO - Epoch [11][2860/2910] lr: 2.266e-01, eta: 9:17:12, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9559, loss_cls: 0.8136, loss: 0.8136, grad_norm: 1.0787 2021-04-07 01:44:51,174 - mmaction - INFO - Epoch [11][2880/2910] lr: 2.264e-01, eta: 9:16:53, time: 0.809, data_time: 0.005, memory: 9523, top1_acc: 0.7545, top5_acc: 0.9578, loss_cls: 0.8008, loss: 0.8008, grad_norm: 1.0644 2021-04-07 01:45:07,450 - mmaction - INFO - Epoch [11][2900/2910] lr: 2.262e-01, eta: 9:16:33, time: 0.814, data_time: 0.006, memory: 9523, top1_acc: 0.7498, top5_acc: 0.9564, loss_cls: 0.8151, loss: 0.8151, grad_norm: 1.1082 2021-04-07 01:45:18,207 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-07 01:51:26,213 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 01:51:26,877 - mmaction - INFO - top1_acc 0.5035 top5_acc 0.7892 2021-04-07 01:51:26,877 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 01:51:26,987 - mmaction - INFO - mean_acc 0.5382 2021-04-07 01:51:27,005 - mmaction - INFO - Epoch(val) [11][2910] top1_acc: 0.5035, top5_acc: 0.7892, mean_class_accuracy: 0.5382 2021-04-07 01:55:09,660 - mmaction - INFO - Epoch [12][20/2910] lr: 2.259e-01, eta: 9:19:58, time: 11.131, data_time: 10.197, memory: 9523, top1_acc: 0.7504, top5_acc: 0.9578, loss_cls: 0.8066, loss: 0.8066, grad_norm: 1.0754 2021-04-07 01:55:25,698 - mmaction - INFO - Epoch [12][40/2910] lr: 2.258e-01, eta: 9:19:39, time: 0.802, data_time: 0.003, memory: 9523, top1_acc: 0.7576, top5_acc: 0.9625, loss_cls: 0.7878, loss: 0.7878, grad_norm: 1.0585 2021-04-07 01:55:41,950 - mmaction - INFO - Epoch [12][60/2910] lr: 2.256e-01, eta: 9:19:19, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7518, top5_acc: 0.9576, loss_cls: 0.8089, loss: 0.8089, grad_norm: 1.0883 2021-04-07 01:55:58,170 - mmaction - INFO - Epoch [12][80/2910] lr: 2.254e-01, eta: 9:19:00, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7467, top5_acc: 0.9561, loss_cls: 0.8213, loss: 0.8213, grad_norm: 1.0956 2021-04-07 01:56:14,363 - mmaction - INFO - Epoch [12][100/2910] lr: 2.252e-01, eta: 9:18:40, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9564, loss_cls: 0.7879, loss: 0.7879, grad_norm: 1.0429 2021-04-07 01:56:30,588 - mmaction - INFO - Epoch [12][120/2910] lr: 2.250e-01, eta: 9:18:20, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9580, loss_cls: 0.7859, loss: 0.7859, grad_norm: 1.0511 2021-04-07 01:56:46,801 - mmaction - INFO - Epoch [12][140/2910] lr: 2.249e-01, eta: 9:18:01, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7625, top5_acc: 0.9602, loss_cls: 0.7762, loss: 0.7762, grad_norm: 1.0486 2021-04-07 01:57:02,990 - mmaction - INFO - Epoch [12][160/2910] lr: 2.247e-01, eta: 9:17:41, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9625, loss_cls: 0.7804, loss: 0.7804, grad_norm: 1.0592 2021-04-07 01:57:19,247 - mmaction - INFO - Epoch [12][180/2910] lr: 2.245e-01, eta: 9:17:22, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9619, loss_cls: 0.7653, loss: 0.7653, grad_norm: 1.0449 2021-04-07 01:57:35,471 - mmaction - INFO - Epoch [12][200/2910] lr: 2.243e-01, eta: 9:17:02, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9623, loss_cls: 0.7880, loss: 0.7880, grad_norm: 1.0516 2021-04-07 01:57:51,749 - mmaction - INFO - Epoch [12][220/2910] lr: 2.242e-01, eta: 9:16:43, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7479, top5_acc: 0.9564, loss_cls: 0.8128, loss: 0.8128, grad_norm: 1.0693 2021-04-07 01:58:07,947 - mmaction - INFO - Epoch [12][240/2910] lr: 2.240e-01, eta: 9:16:23, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9586, loss_cls: 0.7922, loss: 0.7922, grad_norm: 1.0393 2021-04-07 01:58:24,213 - mmaction - INFO - Epoch [12][260/2910] lr: 2.238e-01, eta: 9:16:03, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7535, top5_acc: 0.9611, loss_cls: 0.7837, loss: 0.7837, grad_norm: 1.0473 2021-04-07 01:58:40,529 - mmaction - INFO - Epoch [12][280/2910] lr: 2.236e-01, eta: 9:15:44, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7412, top5_acc: 0.9543, loss_cls: 0.8249, loss: 0.8249, grad_norm: 1.1390 2021-04-07 01:58:56,733 - mmaction - INFO - Epoch [12][300/2910] lr: 2.234e-01, eta: 9:15:24, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7492, top5_acc: 0.9563, loss_cls: 0.7993, loss: 0.7993, grad_norm: 1.0749 2021-04-07 01:59:13,033 - mmaction - INFO - Epoch [12][320/2910] lr: 2.233e-01, eta: 9:15:05, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7635, top5_acc: 0.9568, loss_cls: 0.7767, loss: 0.7767, grad_norm: 1.0306 2021-04-07 01:59:29,289 - mmaction - INFO - Epoch [12][340/2910] lr: 2.231e-01, eta: 9:14:45, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7490, top5_acc: 0.9568, loss_cls: 0.8231, loss: 0.8231, grad_norm: 1.1172 2021-04-07 01:59:45,491 - mmaction - INFO - Epoch [12][360/2910] lr: 2.229e-01, eta: 9:14:26, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7447, top5_acc: 0.9592, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.1148 2021-04-07 02:00:01,770 - mmaction - INFO - Epoch [12][380/2910] lr: 2.227e-01, eta: 9:14:06, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7490, top5_acc: 0.9623, loss_cls: 0.8207, loss: 0.8207, grad_norm: 1.1008 2021-04-07 02:00:18,057 - mmaction - INFO - Epoch [12][400/2910] lr: 2.225e-01, eta: 9:13:47, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7443, top5_acc: 0.9594, loss_cls: 0.7944, loss: 0.7944, grad_norm: 1.0718 2021-04-07 02:00:34,274 - mmaction - INFO - Epoch [12][420/2910] lr: 2.224e-01, eta: 9:13:28, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9609, loss_cls: 0.7796, loss: 0.7796, grad_norm: 1.0213 2021-04-07 02:00:50,569 - mmaction - INFO - Epoch [12][440/2910] lr: 2.222e-01, eta: 9:13:08, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7572, top5_acc: 0.9625, loss_cls: 0.7735, loss: 0.7735, grad_norm: 1.0669 2021-04-07 02:01:06,855 - mmaction - INFO - Epoch [12][460/2910] lr: 2.220e-01, eta: 9:12:49, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7684, top5_acc: 0.9570, loss_cls: 0.7604, loss: 0.7604, grad_norm: 1.0269 2021-04-07 02:01:23,153 - mmaction - INFO - Epoch [12][480/2910] lr: 2.218e-01, eta: 9:12:29, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7643, top5_acc: 0.9621, loss_cls: 0.7580, loss: 0.7580, grad_norm: 1.0313 2021-04-07 02:01:39,415 - mmaction - INFO - Epoch [12][500/2910] lr: 2.216e-01, eta: 9:12:10, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7559, top5_acc: 0.9621, loss_cls: 0.7825, loss: 0.7825, grad_norm: 1.1044 2021-04-07 02:01:55,682 - mmaction - INFO - Epoch [12][520/2910] lr: 2.215e-01, eta: 9:11:50, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9527, loss_cls: 0.8023, loss: 0.8023, grad_norm: 1.0738 2021-04-07 02:02:11,970 - mmaction - INFO - Epoch [12][540/2910] lr: 2.213e-01, eta: 9:11:31, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7664, top5_acc: 0.9594, loss_cls: 0.7766, loss: 0.7766, grad_norm: 1.0339 2021-04-07 02:02:28,263 - mmaction - INFO - Epoch [12][560/2910] lr: 2.211e-01, eta: 9:11:11, time: 0.812, data_time: 0.009, memory: 9523, top1_acc: 0.7576, top5_acc: 0.9613, loss_cls: 0.7736, loss: 0.7736, grad_norm: 1.0616 2021-04-07 02:02:44,588 - mmaction - INFO - Epoch [12][580/2910] lr: 2.209e-01, eta: 9:10:52, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.7572, top5_acc: 0.9557, loss_cls: 0.8073, loss: 0.8073, grad_norm: 1.0765 2021-04-07 02:03:00,912 - mmaction - INFO - Epoch [12][600/2910] lr: 2.208e-01, eta: 9:10:33, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9541, loss_cls: 0.7863, loss: 0.7863, grad_norm: 1.0840 2021-04-07 02:03:17,211 - mmaction - INFO - Epoch [12][620/2910] lr: 2.206e-01, eta: 9:10:13, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7662, top5_acc: 0.9592, loss_cls: 0.7714, loss: 0.7714, grad_norm: 1.0402 2021-04-07 02:03:33,493 - mmaction - INFO - Epoch [12][640/2910] lr: 2.204e-01, eta: 9:09:54, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9617, loss_cls: 0.7858, loss: 0.7858, grad_norm: 1.0679 2021-04-07 02:03:49,767 - mmaction - INFO - Epoch [12][660/2910] lr: 2.202e-01, eta: 9:09:34, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9604, loss_cls: 0.7945, loss: 0.7945, grad_norm: 1.1286 2021-04-07 02:04:06,063 - mmaction - INFO - Epoch [12][680/2910] lr: 2.200e-01, eta: 9:09:15, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7504, top5_acc: 0.9576, loss_cls: 0.8033, loss: 0.8033, grad_norm: 1.0663 2021-04-07 02:04:22,426 - mmaction - INFO - Epoch [12][700/2910] lr: 2.199e-01, eta: 9:08:56, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9650, loss_cls: 0.7306, loss: 0.7306, grad_norm: 1.0448 2021-04-07 02:04:38,779 - mmaction - INFO - Epoch [12][720/2910] lr: 2.197e-01, eta: 9:08:36, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7662, top5_acc: 0.9654, loss_cls: 0.7420, loss: 0.7420, grad_norm: 1.0575 2021-04-07 02:04:55,056 - mmaction - INFO - Epoch [12][740/2910] lr: 2.195e-01, eta: 9:08:17, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7613, top5_acc: 0.9604, loss_cls: 0.7751, loss: 0.7751, grad_norm: 1.1072 2021-04-07 02:05:11,295 - mmaction - INFO - Epoch [12][760/2910] lr: 2.193e-01, eta: 9:07:58, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9568, loss_cls: 0.7978, loss: 0.7978, grad_norm: 1.0839 2021-04-07 02:05:27,543 - mmaction - INFO - Epoch [12][780/2910] lr: 2.191e-01, eta: 9:07:38, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7598, top5_acc: 0.9592, loss_cls: 0.7903, loss: 0.7903, grad_norm: 1.0935 2021-04-07 02:05:43,747 - mmaction - INFO - Epoch [12][800/2910] lr: 2.190e-01, eta: 9:07:19, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7605, top5_acc: 0.9590, loss_cls: 0.7743, loss: 0.7743, grad_norm: 1.0755 2021-04-07 02:06:00,017 - mmaction - INFO - Epoch [12][820/2910] lr: 2.188e-01, eta: 9:06:59, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7621, top5_acc: 0.9617, loss_cls: 0.7574, loss: 0.7574, grad_norm: 1.0548 2021-04-07 02:06:16,252 - mmaction - INFO - Epoch [12][840/2910] lr: 2.186e-01, eta: 9:06:40, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7543, top5_acc: 0.9568, loss_cls: 0.7878, loss: 0.7878, grad_norm: 1.1108 2021-04-07 02:06:32,481 - mmaction - INFO - Epoch [12][860/2910] lr: 2.184e-01, eta: 9:06:20, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7545, top5_acc: 0.9551, loss_cls: 0.8018, loss: 0.8018, grad_norm: 1.0820 2021-04-07 02:06:48,877 - mmaction - INFO - Epoch [12][880/2910] lr: 2.182e-01, eta: 9:06:01, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.7385, top5_acc: 0.9547, loss_cls: 0.8197, loss: 0.8197, grad_norm: 1.0833 2021-04-07 02:07:05,081 - mmaction - INFO - Epoch [12][900/2910] lr: 2.181e-01, eta: 9:05:42, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9578, loss_cls: 0.7955, loss: 0.7955, grad_norm: 1.0513 2021-04-07 02:07:21,281 - mmaction - INFO - Epoch [12][920/2910] lr: 2.179e-01, eta: 9:05:22, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.7695, top5_acc: 0.9609, loss_cls: 0.7576, loss: 0.7576, grad_norm: 1.0579 2021-04-07 02:07:37,584 - mmaction - INFO - Epoch [12][940/2910] lr: 2.177e-01, eta: 9:05:03, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7605, top5_acc: 0.9590, loss_cls: 0.7763, loss: 0.7763, grad_norm: 1.0426 2021-04-07 02:07:53,860 - mmaction - INFO - Epoch [12][960/2910] lr: 2.175e-01, eta: 9:04:44, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7553, top5_acc: 0.9586, loss_cls: 0.7789, loss: 0.7789, grad_norm: 1.0683 2021-04-07 02:08:10,056 - mmaction - INFO - Epoch [12][980/2910] lr: 2.174e-01, eta: 9:04:24, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.7668, top5_acc: 0.9586, loss_cls: 0.7762, loss: 0.7762, grad_norm: 1.0734 2021-04-07 02:08:26,316 - mmaction - INFO - Epoch [12][1000/2910] lr: 2.172e-01, eta: 9:04:05, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7701, top5_acc: 0.9592, loss_cls: 0.7513, loss: 0.7513, grad_norm: 1.0599 2021-04-07 02:08:42,504 - mmaction - INFO - Epoch [12][1020/2910] lr: 2.170e-01, eta: 9:03:45, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7584, top5_acc: 0.9598, loss_cls: 0.7958, loss: 0.7958, grad_norm: 1.1128 2021-04-07 02:08:58,891 - mmaction - INFO - Epoch [12][1040/2910] lr: 2.168e-01, eta: 9:03:26, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9604, loss_cls: 0.7920, loss: 0.7920, grad_norm: 1.0734 2021-04-07 02:09:15,157 - mmaction - INFO - Epoch [12][1060/2910] lr: 2.166e-01, eta: 9:03:07, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7545, top5_acc: 0.9609, loss_cls: 0.7933, loss: 0.7933, grad_norm: 1.0988 2021-04-07 02:09:31,382 - mmaction - INFO - Epoch [12][1080/2910] lr: 2.165e-01, eta: 9:02:47, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7617, top5_acc: 0.9566, loss_cls: 0.7872, loss: 0.7872, grad_norm: 1.0717 2021-04-07 02:09:47,717 - mmaction - INFO - Epoch [12][1100/2910] lr: 2.163e-01, eta: 9:02:28, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9600, loss_cls: 0.7581, loss: 0.7581, grad_norm: 1.0473 2021-04-07 02:10:04,000 - mmaction - INFO - Epoch [12][1120/2910] lr: 2.161e-01, eta: 9:02:09, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7625, top5_acc: 0.9586, loss_cls: 0.7814, loss: 0.7814, grad_norm: 1.0752 2021-04-07 02:10:20,225 - mmaction - INFO - Epoch [12][1140/2910] lr: 2.159e-01, eta: 9:01:50, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7555, top5_acc: 0.9568, loss_cls: 0.7983, loss: 0.7983, grad_norm: 1.0885 2021-04-07 02:10:36,525 - mmaction - INFO - Epoch [12][1160/2910] lr: 2.157e-01, eta: 9:01:30, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7732, top5_acc: 0.9670, loss_cls: 0.7495, loss: 0.7495, grad_norm: 1.0384 2021-04-07 02:10:52,769 - mmaction - INFO - Epoch [12][1180/2910] lr: 2.156e-01, eta: 9:01:11, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7617, top5_acc: 0.9643, loss_cls: 0.7595, loss: 0.7595, grad_norm: 1.0657 2021-04-07 02:11:08,904 - mmaction - INFO - Epoch [12][1200/2910] lr: 2.154e-01, eta: 9:00:51, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.7602, top5_acc: 0.9637, loss_cls: 0.7755, loss: 0.7755, grad_norm: 1.0868 2021-04-07 02:11:25,127 - mmaction - INFO - Epoch [12][1220/2910] lr: 2.152e-01, eta: 9:00:32, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9580, loss_cls: 0.7942, loss: 0.7942, grad_norm: 1.0830 2021-04-07 02:11:41,327 - mmaction - INFO - Epoch [12][1240/2910] lr: 2.150e-01, eta: 9:00:13, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7625, top5_acc: 0.9582, loss_cls: 0.7653, loss: 0.7653, grad_norm: 1.0639 2021-04-07 02:11:57,644 - mmaction - INFO - Epoch [12][1260/2910] lr: 2.148e-01, eta: 8:59:53, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7611, top5_acc: 0.9627, loss_cls: 0.7730, loss: 0.7730, grad_norm: 1.0719 2021-04-07 02:12:14,002 - mmaction - INFO - Epoch [12][1280/2910] lr: 2.147e-01, eta: 8:59:34, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9539, loss_cls: 0.8001, loss: 0.8001, grad_norm: 1.0755 2021-04-07 02:12:30,356 - mmaction - INFO - Epoch [12][1300/2910] lr: 2.145e-01, eta: 8:59:15, time: 0.817, data_time: 0.011, memory: 9523, top1_acc: 0.7742, top5_acc: 0.9650, loss_cls: 0.7373, loss: 0.7373, grad_norm: 1.0231 2021-04-07 02:12:46,612 - mmaction - INFO - Epoch [12][1320/2910] lr: 2.143e-01, eta: 8:58:56, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7590, top5_acc: 0.9617, loss_cls: 0.7767, loss: 0.7767, grad_norm: 1.1043 2021-04-07 02:13:02,856 - mmaction - INFO - Epoch [12][1340/2910] lr: 2.141e-01, eta: 8:58:36, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7529, top5_acc: 0.9568, loss_cls: 0.7787, loss: 0.7787, grad_norm: 1.1008 2021-04-07 02:13:19,146 - mmaction - INFO - Epoch [12][1360/2910] lr: 2.139e-01, eta: 8:58:17, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7520, top5_acc: 0.9564, loss_cls: 0.8249, loss: 0.8249, grad_norm: 1.1201 2021-04-07 02:13:35,492 - mmaction - INFO - Epoch [12][1380/2910] lr: 2.138e-01, eta: 8:57:58, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7561, top5_acc: 0.9598, loss_cls: 0.7927, loss: 0.7927, grad_norm: 1.0812 2021-04-07 02:13:51,647 - mmaction - INFO - Epoch [12][1400/2910] lr: 2.136e-01, eta: 8:57:38, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7654, top5_acc: 0.9621, loss_cls: 0.7693, loss: 0.7693, grad_norm: 1.0712 2021-04-07 02:14:07,884 - mmaction - INFO - Epoch [12][1420/2910] lr: 2.134e-01, eta: 8:57:19, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7547, top5_acc: 0.9535, loss_cls: 0.8075, loss: 0.8075, grad_norm: 1.1044 2021-04-07 02:14:24,056 - mmaction - INFO - Epoch [12][1440/2910] lr: 2.132e-01, eta: 8:57:00, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7613, top5_acc: 0.9594, loss_cls: 0.7648, loss: 0.7648, grad_norm: 1.0599 2021-04-07 02:14:40,403 - mmaction - INFO - Epoch [12][1460/2910] lr: 2.130e-01, eta: 8:56:41, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7695, top5_acc: 0.9656, loss_cls: 0.7420, loss: 0.7420, grad_norm: 1.0502 2021-04-07 02:14:56,623 - mmaction - INFO - Epoch [12][1480/2910] lr: 2.129e-01, eta: 8:56:21, time: 0.812, data_time: 0.014, memory: 9523, top1_acc: 0.7619, top5_acc: 0.9629, loss_cls: 0.7717, loss: 0.7717, grad_norm: 1.0406 2021-04-07 02:15:12,881 - mmaction - INFO - Epoch [12][1500/2910] lr: 2.127e-01, eta: 8:56:02, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7635, top5_acc: 0.9623, loss_cls: 0.7635, loss: 0.7635, grad_norm: 1.0719 2021-04-07 02:15:29,229 - mmaction - INFO - Epoch [12][1520/2910] lr: 2.125e-01, eta: 8:55:43, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7680, top5_acc: 0.9637, loss_cls: 0.7570, loss: 0.7570, grad_norm: 1.0563 2021-04-07 02:15:45,484 - mmaction - INFO - Epoch [12][1540/2910] lr: 2.123e-01, eta: 8:55:23, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7697, top5_acc: 0.9631, loss_cls: 0.7470, loss: 0.7470, grad_norm: 1.0558 2021-04-07 02:16:01,770 - mmaction - INFO - Epoch [12][1560/2910] lr: 2.121e-01, eta: 8:55:04, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.7664, top5_acc: 0.9578, loss_cls: 0.7763, loss: 0.7763, grad_norm: 1.0743 2021-04-07 02:16:18,041 - mmaction - INFO - Epoch [12][1580/2910] lr: 2.120e-01, eta: 8:54:45, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7678, top5_acc: 0.9621, loss_cls: 0.7598, loss: 0.7598, grad_norm: 1.0441 2021-04-07 02:16:34,303 - mmaction - INFO - Epoch [12][1600/2910] lr: 2.118e-01, eta: 8:54:26, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7658, top5_acc: 0.9604, loss_cls: 0.7454, loss: 0.7454, grad_norm: 1.0443 2021-04-07 02:16:50,571 - mmaction - INFO - Epoch [12][1620/2910] lr: 2.116e-01, eta: 8:54:07, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7729, top5_acc: 0.9617, loss_cls: 0.7561, loss: 0.7561, grad_norm: 1.1203 2021-04-07 02:17:06,921 - mmaction - INFO - Epoch [12][1640/2910] lr: 2.114e-01, eta: 8:53:47, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7535, top5_acc: 0.9613, loss_cls: 0.7638, loss: 0.7638, grad_norm: 1.1204 2021-04-07 02:17:23,220 - mmaction - INFO - Epoch [12][1660/2910] lr: 2.112e-01, eta: 8:53:28, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7846, top5_acc: 0.9695, loss_cls: 0.7019, loss: 0.7019, grad_norm: 1.0585 2021-04-07 02:17:39,547 - mmaction - INFO - Epoch [12][1680/2910] lr: 2.111e-01, eta: 8:53:09, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7646, top5_acc: 0.9598, loss_cls: 0.7687, loss: 0.7687, grad_norm: 1.1144 2021-04-07 02:17:55,915 - mmaction - INFO - Epoch [12][1700/2910] lr: 2.109e-01, eta: 8:52:50, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7594, top5_acc: 0.9621, loss_cls: 0.7577, loss: 0.7577, grad_norm: 1.0775 2021-04-07 02:18:12,145 - mmaction - INFO - Epoch [12][1720/2910] lr: 2.107e-01, eta: 8:52:31, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7547, top5_acc: 0.9605, loss_cls: 0.7846, loss: 0.7846, grad_norm: 1.1344 2021-04-07 02:18:28,455 - mmaction - INFO - Epoch [12][1740/2910] lr: 2.105e-01, eta: 8:52:11, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7584, top5_acc: 0.9604, loss_cls: 0.7750, loss: 0.7750, grad_norm: 1.0863 2021-04-07 02:18:44,962 - mmaction - INFO - Epoch [12][1760/2910] lr: 2.104e-01, eta: 8:51:52, time: 0.825, data_time: 0.002, memory: 9523, top1_acc: 0.7602, top5_acc: 0.9600, loss_cls: 0.7756, loss: 0.7756, grad_norm: 1.0845 2021-04-07 02:19:01,148 - mmaction - INFO - Epoch [12][1780/2910] lr: 2.102e-01, eta: 8:51:33, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7641, top5_acc: 0.9582, loss_cls: 0.7565, loss: 0.7565, grad_norm: 1.0593 2021-04-07 02:19:17,390 - mmaction - INFO - Epoch [12][1800/2910] lr: 2.100e-01, eta: 8:51:14, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7656, top5_acc: 0.9664, loss_cls: 0.7641, loss: 0.7641, grad_norm: 1.0908 2021-04-07 02:19:33,612 - mmaction - INFO - Epoch [12][1820/2910] lr: 2.098e-01, eta: 8:50:55, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7633, top5_acc: 0.9629, loss_cls: 0.7543, loss: 0.7543, grad_norm: 1.1153 2021-04-07 02:19:49,844 - mmaction - INFO - Epoch [12][1840/2910] lr: 2.096e-01, eta: 8:50:35, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7533, top5_acc: 0.9656, loss_cls: 0.7779, loss: 0.7779, grad_norm: 1.1239 2021-04-07 02:20:06,174 - mmaction - INFO - Epoch [12][1860/2910] lr: 2.095e-01, eta: 8:50:16, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7764, top5_acc: 0.9662, loss_cls: 0.7416, loss: 0.7416, grad_norm: 1.0578 2021-04-07 02:20:22,431 - mmaction - INFO - Epoch [12][1880/2910] lr: 2.093e-01, eta: 8:49:57, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7674, top5_acc: 0.9627, loss_cls: 0.7462, loss: 0.7462, grad_norm: 1.1014 2021-04-07 02:20:38,669 - mmaction - INFO - Epoch [12][1900/2910] lr: 2.091e-01, eta: 8:49:38, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7711, top5_acc: 0.9607, loss_cls: 0.7531, loss: 0.7531, grad_norm: 1.0718 2021-04-07 02:20:54,965 - mmaction - INFO - Epoch [12][1920/2910] lr: 2.089e-01, eta: 8:49:19, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7672, top5_acc: 0.9656, loss_cls: 0.7532, loss: 0.7532, grad_norm: 1.1240 2021-04-07 02:21:11,251 - mmaction - INFO - Epoch [12][1940/2910] lr: 2.087e-01, eta: 8:48:59, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7752, top5_acc: 0.9574, loss_cls: 0.7457, loss: 0.7457, grad_norm: 1.0820 2021-04-07 02:21:27,555 - mmaction - INFO - Epoch [12][1960/2910] lr: 2.086e-01, eta: 8:48:40, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7580, top5_acc: 0.9592, loss_cls: 0.7889, loss: 0.7889, grad_norm: 1.1267 2021-04-07 02:21:43,826 - mmaction - INFO - Epoch [12][1980/2910] lr: 2.084e-01, eta: 8:48:21, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7729, top5_acc: 0.9639, loss_cls: 0.7432, loss: 0.7432, grad_norm: 1.0980 2021-04-07 02:22:00,044 - mmaction - INFO - Epoch [12][2000/2910] lr: 2.082e-01, eta: 8:48:02, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7607, top5_acc: 0.9586, loss_cls: 0.7834, loss: 0.7834, grad_norm: 1.1191 2021-04-07 02:22:16,323 - mmaction - INFO - Epoch [12][2020/2910] lr: 2.080e-01, eta: 8:47:43, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9633, loss_cls: 0.7503, loss: 0.7503, grad_norm: 1.0927 2021-04-07 02:22:32,607 - mmaction - INFO - Epoch [12][2040/2910] lr: 2.078e-01, eta: 8:47:24, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7615, top5_acc: 0.9568, loss_cls: 0.7716, loss: 0.7716, grad_norm: 1.1076 2021-04-07 02:22:48,941 - mmaction - INFO - Epoch [12][2060/2910] lr: 2.077e-01, eta: 8:47:04, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7641, top5_acc: 0.9588, loss_cls: 0.7593, loss: 0.7593, grad_norm: 1.0732 2021-04-07 02:23:05,118 - mmaction - INFO - Epoch [12][2080/2910] lr: 2.075e-01, eta: 8:46:45, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7762, top5_acc: 0.9643, loss_cls: 0.7148, loss: 0.7148, grad_norm: 1.0582 2021-04-07 02:23:21,446 - mmaction - INFO - Epoch [12][2100/2910] lr: 2.073e-01, eta: 8:46:26, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7811, top5_acc: 0.9613, loss_cls: 0.7188, loss: 0.7188, grad_norm: 1.0636 2021-04-07 02:23:37,753 - mmaction - INFO - Epoch [12][2120/2910] lr: 2.071e-01, eta: 8:46:07, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7561, top5_acc: 0.9600, loss_cls: 0.7756, loss: 0.7756, grad_norm: 1.1271 2021-04-07 02:23:54,072 - mmaction - INFO - Epoch [12][2140/2910] lr: 2.069e-01, eta: 8:45:48, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9559, loss_cls: 0.7692, loss: 0.7692, grad_norm: 1.0820 2021-04-07 02:24:10,325 - mmaction - INFO - Epoch [12][2160/2910] lr: 2.068e-01, eta: 8:45:29, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 0.7531, loss: 0.7531, grad_norm: 1.0733 2021-04-07 02:24:26,641 - mmaction - INFO - Epoch [12][2180/2910] lr: 2.066e-01, eta: 8:45:10, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7641, top5_acc: 0.9609, loss_cls: 0.7565, loss: 0.7565, grad_norm: 1.1050 2021-04-07 02:24:42,970 - mmaction - INFO - Epoch [12][2200/2910] lr: 2.064e-01, eta: 8:44:51, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7664, top5_acc: 0.9588, loss_cls: 0.7512, loss: 0.7512, grad_norm: 1.0566 2021-04-07 02:24:59,329 - mmaction - INFO - Epoch [12][2220/2910] lr: 2.062e-01, eta: 8:44:31, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7770, top5_acc: 0.9617, loss_cls: 0.7316, loss: 0.7316, grad_norm: 1.0396 2021-04-07 02:25:15,686 - mmaction - INFO - Epoch [12][2240/2910] lr: 2.060e-01, eta: 8:44:12, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7688, top5_acc: 0.9629, loss_cls: 0.7546, loss: 0.7546, grad_norm: 1.1197 2021-04-07 02:25:31,975 - mmaction - INFO - Epoch [12][2260/2910] lr: 2.059e-01, eta: 8:43:53, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7625, top5_acc: 0.9598, loss_cls: 0.7908, loss: 0.7908, grad_norm: 1.1410 2021-04-07 02:25:48,407 - mmaction - INFO - Epoch [12][2280/2910] lr: 2.057e-01, eta: 8:43:34, time: 0.822, data_time: 0.010, memory: 9523, top1_acc: 0.7572, top5_acc: 0.9619, loss_cls: 0.7704, loss: 0.7704, grad_norm: 1.1193 2021-04-07 02:26:04,678 - mmaction - INFO - Epoch [12][2300/2910] lr: 2.055e-01, eta: 8:43:15, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7730, top5_acc: 0.9627, loss_cls: 0.7518, loss: 0.7518, grad_norm: 1.0889 2021-04-07 02:26:21,037 - mmaction - INFO - Epoch [12][2320/2910] lr: 2.053e-01, eta: 8:42:56, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7607, top5_acc: 0.9611, loss_cls: 0.7728, loss: 0.7728, grad_norm: 1.0846 2021-04-07 02:26:37,317 - mmaction - INFO - Epoch [12][2340/2910] lr: 2.051e-01, eta: 8:42:37, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7670, top5_acc: 0.9656, loss_cls: 0.7496, loss: 0.7496, grad_norm: 1.0823 2021-04-07 02:26:53,665 - mmaction - INFO - Epoch [12][2360/2910] lr: 2.050e-01, eta: 8:42:18, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7639, top5_acc: 0.9619, loss_cls: 0.7622, loss: 0.7622, grad_norm: 1.0944 2021-04-07 02:27:10,019 - mmaction - INFO - Epoch [12][2380/2910] lr: 2.048e-01, eta: 8:41:59, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.7605, top5_acc: 0.9605, loss_cls: 0.7900, loss: 0.7900, grad_norm: 1.0938 2021-04-07 02:27:26,341 - mmaction - INFO - Epoch [12][2400/2910] lr: 2.046e-01, eta: 8:41:40, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7752, top5_acc: 0.9654, loss_cls: 0.7348, loss: 0.7348, grad_norm: 1.0743 2021-04-07 02:27:42,601 - mmaction - INFO - Epoch [12][2420/2910] lr: 2.044e-01, eta: 8:41:21, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7828, top5_acc: 0.9658, loss_cls: 0.7061, loss: 0.7061, grad_norm: 1.0207 2021-04-07 02:27:58,847 - mmaction - INFO - Epoch [12][2440/2910] lr: 2.042e-01, eta: 8:41:02, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7740, top5_acc: 0.9641, loss_cls: 0.7332, loss: 0.7332, grad_norm: 1.0736 2021-04-07 02:28:15,157 - mmaction - INFO - Epoch [12][2460/2910] lr: 2.041e-01, eta: 8:40:43, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7645, top5_acc: 0.9580, loss_cls: 0.7590, loss: 0.7590, grad_norm: 1.0688 2021-04-07 02:28:31,431 - mmaction - INFO - Epoch [12][2480/2910] lr: 2.039e-01, eta: 8:40:24, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7629, top5_acc: 0.9635, loss_cls: 0.7626, loss: 0.7626, grad_norm: 1.0988 2021-04-07 02:28:47,649 - mmaction - INFO - Epoch [12][2500/2910] lr: 2.037e-01, eta: 8:40:04, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9605, loss_cls: 0.7941, loss: 0.7941, grad_norm: 1.1603 2021-04-07 02:29:04,022 - mmaction - INFO - Epoch [12][2520/2910] lr: 2.035e-01, eta: 8:39:45, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7584, top5_acc: 0.9633, loss_cls: 0.7669, loss: 0.7669, grad_norm: 1.1071 2021-04-07 02:29:20,241 - mmaction - INFO - Epoch [12][2540/2910] lr: 2.033e-01, eta: 8:39:26, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7760, top5_acc: 0.9625, loss_cls: 0.7428, loss: 0.7428, grad_norm: 1.0609 2021-04-07 02:29:36,576 - mmaction - INFO - Epoch [12][2560/2910] lr: 2.032e-01, eta: 8:39:07, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7721, top5_acc: 0.9600, loss_cls: 0.7366, loss: 0.7366, grad_norm: 1.0965 2021-04-07 02:29:52,898 - mmaction - INFO - Epoch [12][2580/2910] lr: 2.030e-01, eta: 8:38:48, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7711, top5_acc: 0.9621, loss_cls: 0.7504, loss: 0.7504, grad_norm: 1.1020 2021-04-07 02:30:09,259 - mmaction - INFO - Epoch [12][2600/2910] lr: 2.028e-01, eta: 8:38:29, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7666, top5_acc: 0.9645, loss_cls: 0.7518, loss: 0.7518, grad_norm: 1.1297 2021-04-07 02:30:25,499 - mmaction - INFO - Epoch [12][2620/2910] lr: 2.026e-01, eta: 8:38:10, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7652, top5_acc: 0.9650, loss_cls: 0.7551, loss: 0.7551, grad_norm: 1.1052 2021-04-07 02:30:41,670 - mmaction - INFO - Epoch [12][2640/2910] lr: 2.024e-01, eta: 8:37:51, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9607, loss_cls: 0.7657, loss: 0.7657, grad_norm: 1.0984 2021-04-07 02:30:57,966 - mmaction - INFO - Epoch [12][2660/2910] lr: 2.023e-01, eta: 8:37:32, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7639, top5_acc: 0.9574, loss_cls: 0.7740, loss: 0.7740, grad_norm: 1.1025 2021-04-07 02:31:14,271 - mmaction - INFO - Epoch [12][2680/2910] lr: 2.021e-01, eta: 8:37:13, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7576, top5_acc: 0.9646, loss_cls: 0.7647, loss: 0.7647, grad_norm: 1.1191 2021-04-07 02:31:30,552 - mmaction - INFO - Epoch [12][2700/2910] lr: 2.019e-01, eta: 8:36:54, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7602, top5_acc: 0.9586, loss_cls: 0.8026, loss: 0.8026, grad_norm: 1.1293 2021-04-07 02:31:46,764 - mmaction - INFO - Epoch [12][2720/2910] lr: 2.017e-01, eta: 8:36:35, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9623, loss_cls: 0.7607, loss: 0.7607, grad_norm: 1.0956 2021-04-07 02:32:02,962 - mmaction - INFO - Epoch [12][2740/2910] lr: 2.015e-01, eta: 8:36:16, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9578, loss_cls: 0.7717, loss: 0.7717, grad_norm: 1.1080 2021-04-07 02:32:19,330 - mmaction - INFO - Epoch [12][2760/2910] lr: 2.014e-01, eta: 8:35:57, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9643, loss_cls: 0.7493, loss: 0.7493, grad_norm: 1.0615 2021-04-07 02:32:35,567 - mmaction - INFO - Epoch [12][2780/2910] lr: 2.012e-01, eta: 8:35:38, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7752, top5_acc: 0.9645, loss_cls: 0.7219, loss: 0.7219, grad_norm: 1.0678 2021-04-07 02:32:51,978 - mmaction - INFO - Epoch [12][2800/2910] lr: 2.010e-01, eta: 8:35:19, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.7711, top5_acc: 0.9680, loss_cls: 0.7514, loss: 0.7514, grad_norm: 1.1028 2021-04-07 02:33:08,304 - mmaction - INFO - Epoch [12][2820/2910] lr: 2.008e-01, eta: 8:35:00, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7635, top5_acc: 0.9574, loss_cls: 0.7775, loss: 0.7775, grad_norm: 1.1109 2021-04-07 02:33:24,614 - mmaction - INFO - Epoch [12][2840/2910] lr: 2.006e-01, eta: 8:34:41, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.7633, top5_acc: 0.9609, loss_cls: 0.7636, loss: 0.7636, grad_norm: 1.1140 2021-04-07 02:33:40,947 - mmaction - INFO - Epoch [12][2860/2910] lr: 2.005e-01, eta: 8:34:22, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7697, top5_acc: 0.9615, loss_cls: 0.7533, loss: 0.7533, grad_norm: 1.1056 2021-04-07 02:33:57,172 - mmaction - INFO - Epoch [12][2880/2910] lr: 2.003e-01, eta: 8:34:03, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7549, top5_acc: 0.9584, loss_cls: 0.7836, loss: 0.7836, grad_norm: 1.1256 2021-04-07 02:34:13,468 - mmaction - INFO - Epoch [12][2900/2910] lr: 2.001e-01, eta: 8:33:44, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9615, loss_cls: 0.7574, loss: 0.7574, grad_norm: 1.0919 2021-04-07 02:34:24,020 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-07 02:40:33,527 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 02:40:34,194 - mmaction - INFO - top1_acc 0.7159 top5_acc 0.9406 2021-04-07 02:40:34,194 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 02:40:34,303 - mmaction - INFO - mean_acc 0.7382 2021-04-07 02:40:34,303 - mmaction - INFO - Now best checkpoint is epoch_12.pth 2021-04-07 02:40:34,339 - mmaction - INFO - Epoch(val) [12][2910] top1_acc: 0.7159, top5_acc: 0.9406, mean_class_accuracy: 0.7382 2021-04-07 02:44:15,558 - mmaction - INFO - Epoch [13][20/2910] lr: 1.998e-01, eta: 8:36:32, time: 11.059, data_time: 10.089, memory: 9523, top1_acc: 0.7814, top5_acc: 0.9607, loss_cls: 0.7203, loss: 0.7203, grad_norm: 1.0597 2021-04-07 02:44:31,788 - mmaction - INFO - Epoch [13][40/2910] lr: 1.996e-01, eta: 8:36:12, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7686, top5_acc: 0.9652, loss_cls: 0.7360, loss: 0.7360, grad_norm: 1.0919 2021-04-07 02:44:48,043 - mmaction - INFO - Epoch [13][60/2910] lr: 1.995e-01, eta: 8:35:53, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7680, top5_acc: 0.9645, loss_cls: 0.7347, loss: 0.7347, grad_norm: 1.0770 2021-04-07 02:45:04,195 - mmaction - INFO - Epoch [13][80/2910] lr: 1.993e-01, eta: 8:35:34, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.7725, top5_acc: 0.9652, loss_cls: 0.7356, loss: 0.7356, grad_norm: 1.0920 2021-04-07 02:45:20,348 - mmaction - INFO - Epoch [13][100/2910] lr: 1.991e-01, eta: 8:35:14, time: 0.807, data_time: 0.004, memory: 9523, top1_acc: 0.7613, top5_acc: 0.9568, loss_cls: 0.7768, loss: 0.7768, grad_norm: 1.1643 2021-04-07 02:45:36,614 - mmaction - INFO - Epoch [13][120/2910] lr: 1.989e-01, eta: 8:34:55, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7645, top5_acc: 0.9607, loss_cls: 0.7667, loss: 0.7667, grad_norm: 1.1183 2021-04-07 02:45:52,806 - mmaction - INFO - Epoch [13][140/2910] lr: 1.987e-01, eta: 8:34:36, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9609, loss_cls: 0.7793, loss: 0.7793, grad_norm: 1.1052 2021-04-07 02:46:09,067 - mmaction - INFO - Epoch [13][160/2910] lr: 1.986e-01, eta: 8:34:17, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7617, top5_acc: 0.9645, loss_cls: 0.7663, loss: 0.7663, grad_norm: 1.0772 2021-04-07 02:46:25,311 - mmaction - INFO - Epoch [13][180/2910] lr: 1.984e-01, eta: 8:33:57, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7768, top5_acc: 0.9643, loss_cls: 0.7320, loss: 0.7320, grad_norm: 1.0422 2021-04-07 02:46:41,621 - mmaction - INFO - Epoch [13][200/2910] lr: 1.982e-01, eta: 8:33:38, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7742, top5_acc: 0.9619, loss_cls: 0.7469, loss: 0.7469, grad_norm: 1.1385 2021-04-07 02:46:57,808 - mmaction - INFO - Epoch [13][220/2910] lr: 1.980e-01, eta: 8:33:19, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7652, top5_acc: 0.9646, loss_cls: 0.7532, loss: 0.7532, grad_norm: 1.1268 2021-04-07 02:47:14,053 - mmaction - INFO - Epoch [13][240/2910] lr: 1.978e-01, eta: 8:33:00, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7691, top5_acc: 0.9656, loss_cls: 0.7429, loss: 0.7429, grad_norm: 1.0706 2021-04-07 02:47:30,259 - mmaction - INFO - Epoch [13][260/2910] lr: 1.977e-01, eta: 8:32:40, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9621, loss_cls: 0.7476, loss: 0.7476, grad_norm: 1.1457 2021-04-07 02:47:46,553 - mmaction - INFO - Epoch [13][280/2910] lr: 1.975e-01, eta: 8:32:21, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7688, top5_acc: 0.9584, loss_cls: 0.7497, loss: 0.7497, grad_norm: 1.0875 2021-04-07 02:48:02,864 - mmaction - INFO - Epoch [13][300/2910] lr: 1.973e-01, eta: 8:32:02, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7785, top5_acc: 0.9670, loss_cls: 0.7104, loss: 0.7104, grad_norm: 1.0600 2021-04-07 02:48:19,078 - mmaction - INFO - Epoch [13][320/2910] lr: 1.971e-01, eta: 8:31:43, time: 0.813, data_time: 0.006, memory: 9523, top1_acc: 0.7680, top5_acc: 0.9586, loss_cls: 0.7631, loss: 0.7631, grad_norm: 1.1089 2021-04-07 02:48:35,413 - mmaction - INFO - Epoch [13][340/2910] lr: 1.970e-01, eta: 8:31:24, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7840, top5_acc: 0.9604, loss_cls: 0.7243, loss: 0.7243, grad_norm: 1.0829 2021-04-07 02:48:51,777 - mmaction - INFO - Epoch [13][360/2910] lr: 1.968e-01, eta: 8:31:05, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.7770, top5_acc: 0.9625, loss_cls: 0.7288, loss: 0.7288, grad_norm: 1.0671 2021-04-07 02:49:08,055 - mmaction - INFO - Epoch [13][380/2910] lr: 1.966e-01, eta: 8:30:45, time: 0.817, data_time: 0.006, memory: 9523, top1_acc: 0.7807, top5_acc: 0.9668, loss_cls: 0.7231, loss: 0.7231, grad_norm: 1.0837 2021-04-07 02:49:24,327 - mmaction - INFO - Epoch [13][400/2910] lr: 1.964e-01, eta: 8:30:26, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7656, top5_acc: 0.9576, loss_cls: 0.7644, loss: 0.7644, grad_norm: 1.1341 2021-04-07 02:49:40,668 - mmaction - INFO - Epoch [13][420/2910] lr: 1.962e-01, eta: 8:30:07, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7709, top5_acc: 0.9668, loss_cls: 0.7297, loss: 0.7297, grad_norm: 1.1200 2021-04-07 02:49:56,960 - mmaction - INFO - Epoch [13][440/2910] lr: 1.961e-01, eta: 8:29:48, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7598, top5_acc: 0.9619, loss_cls: 0.7703, loss: 0.7703, grad_norm: 1.1242 2021-04-07 02:50:13,228 - mmaction - INFO - Epoch [13][460/2910] lr: 1.959e-01, eta: 8:29:29, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7768, top5_acc: 0.9602, loss_cls: 0.7328, loss: 0.7328, grad_norm: 1.0640 2021-04-07 02:50:29,508 - mmaction - INFO - Epoch [13][480/2910] lr: 1.957e-01, eta: 8:29:10, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7762, top5_acc: 0.9646, loss_cls: 0.7175, loss: 0.7175, grad_norm: 1.0878 2021-04-07 02:50:45,938 - mmaction - INFO - Epoch [13][500/2910] lr: 1.955e-01, eta: 8:28:51, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.7783, top5_acc: 0.9662, loss_cls: 0.7214, loss: 0.7214, grad_norm: 1.0694 2021-04-07 02:51:02,199 - mmaction - INFO - Epoch [13][520/2910] lr: 1.953e-01, eta: 8:28:31, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7646, top5_acc: 0.9604, loss_cls: 0.7464, loss: 0.7464, grad_norm: 1.1380 2021-04-07 02:51:18,430 - mmaction - INFO - Epoch [13][540/2910] lr: 1.952e-01, eta: 8:28:12, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7662, top5_acc: 0.9602, loss_cls: 0.7563, loss: 0.7563, grad_norm: 1.1324 2021-04-07 02:51:34,781 - mmaction - INFO - Epoch [13][560/2910] lr: 1.950e-01, eta: 8:27:53, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7861, top5_acc: 0.9674, loss_cls: 0.6926, loss: 0.6926, grad_norm: 1.0192 2021-04-07 02:51:50,963 - mmaction - INFO - Epoch [13][580/2910] lr: 1.948e-01, eta: 8:27:34, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7723, top5_acc: 0.9590, loss_cls: 0.7408, loss: 0.7408, grad_norm: 1.1125 2021-04-07 02:52:07,218 - mmaction - INFO - Epoch [13][600/2910] lr: 1.946e-01, eta: 8:27:15, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7652, top5_acc: 0.9625, loss_cls: 0.7501, loss: 0.7501, grad_norm: 1.1143 2021-04-07 02:52:23,476 - mmaction - INFO - Epoch [13][620/2910] lr: 1.944e-01, eta: 8:26:56, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7682, top5_acc: 0.9650, loss_cls: 0.7591, loss: 0.7591, grad_norm: 1.1588 2021-04-07 02:52:39,697 - mmaction - INFO - Epoch [13][640/2910] lr: 1.943e-01, eta: 8:26:36, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7666, top5_acc: 0.9625, loss_cls: 0.7454, loss: 0.7454, grad_norm: 1.1199 2021-04-07 02:52:55,897 - mmaction - INFO - Epoch [13][660/2910] lr: 1.941e-01, eta: 8:26:17, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7822, top5_acc: 0.9668, loss_cls: 0.7131, loss: 0.7131, grad_norm: 1.0822 2021-04-07 02:53:12,063 - mmaction - INFO - Epoch [13][680/2910] lr: 1.939e-01, eta: 8:25:58, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9635, loss_cls: 0.7384, loss: 0.7384, grad_norm: 1.1037 2021-04-07 02:53:28,454 - mmaction - INFO - Epoch [13][700/2910] lr: 1.937e-01, eta: 8:25:39, time: 0.820, data_time: 0.007, memory: 9523, top1_acc: 0.7766, top5_acc: 0.9615, loss_cls: 0.7270, loss: 0.7270, grad_norm: 1.0557 2021-04-07 02:53:44,619 - mmaction - INFO - Epoch [13][720/2910] lr: 1.935e-01, eta: 8:25:20, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7723, top5_acc: 0.9639, loss_cls: 0.7334, loss: 0.7334, grad_norm: 1.0836 2021-04-07 02:54:00,811 - mmaction - INFO - Epoch [13][740/2910] lr: 1.934e-01, eta: 8:25:00, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7723, top5_acc: 0.9629, loss_cls: 0.7410, loss: 0.7410, grad_norm: 1.1056 2021-04-07 02:54:17,110 - mmaction - INFO - Epoch [13][760/2910] lr: 1.932e-01, eta: 8:24:41, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7699, top5_acc: 0.9629, loss_cls: 0.7414, loss: 0.7414, grad_norm: 1.1008 2021-04-07 02:54:33,329 - mmaction - INFO - Epoch [13][780/2910] lr: 1.930e-01, eta: 8:24:22, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7855, top5_acc: 0.9662, loss_cls: 0.6957, loss: 0.6957, grad_norm: 1.0632 2021-04-07 02:54:49,574 - mmaction - INFO - Epoch [13][800/2910] lr: 1.928e-01, eta: 8:24:03, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7680, top5_acc: 0.9658, loss_cls: 0.7317, loss: 0.7317, grad_norm: 1.1139 2021-04-07 02:55:05,852 - mmaction - INFO - Epoch [13][820/2910] lr: 1.926e-01, eta: 8:23:44, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7734, top5_acc: 0.9645, loss_cls: 0.7277, loss: 0.7277, grad_norm: 1.0824 2021-04-07 02:55:22,100 - mmaction - INFO - Epoch [13][840/2910] lr: 1.925e-01, eta: 8:23:25, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7830, top5_acc: 0.9627, loss_cls: 0.7325, loss: 0.7325, grad_norm: 1.1355 2021-04-07 02:55:38,391 - mmaction - INFO - Epoch [13][860/2910] lr: 1.923e-01, eta: 8:23:06, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7828, top5_acc: 0.9619, loss_cls: 0.7294, loss: 0.7294, grad_norm: 1.0983 2021-04-07 02:55:54,605 - mmaction - INFO - Epoch [13][880/2910] lr: 1.921e-01, eta: 8:22:47, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7682, top5_acc: 0.9639, loss_cls: 0.7397, loss: 0.7397, grad_norm: 1.1140 2021-04-07 02:56:10,909 - mmaction - INFO - Epoch [13][900/2910] lr: 1.919e-01, eta: 8:22:27, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7660, top5_acc: 0.9645, loss_cls: 0.7429, loss: 0.7429, grad_norm: 1.1358 2021-04-07 02:56:27,184 - mmaction - INFO - Epoch [13][920/2910] lr: 1.917e-01, eta: 8:22:08, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7770, top5_acc: 0.9670, loss_cls: 0.7262, loss: 0.7262, grad_norm: 1.0910 2021-04-07 02:56:43,344 - mmaction - INFO - Epoch [13][940/2910] lr: 1.916e-01, eta: 8:21:49, time: 0.807, data_time: 0.003, memory: 9523, top1_acc: 0.7709, top5_acc: 0.9566, loss_cls: 0.7630, loss: 0.7630, grad_norm: 1.1278 2021-04-07 02:56:59,628 - mmaction - INFO - Epoch [13][960/2910] lr: 1.914e-01, eta: 8:21:30, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7766, top5_acc: 0.9656, loss_cls: 0.7224, loss: 0.7224, grad_norm: 1.0962 2021-04-07 02:57:15,870 - mmaction - INFO - Epoch [13][980/2910] lr: 1.912e-01, eta: 8:21:11, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7832, top5_acc: 0.9660, loss_cls: 0.7125, loss: 0.7125, grad_norm: 1.0647 2021-04-07 02:57:32,297 - mmaction - INFO - Epoch [13][1000/2910] lr: 1.910e-01, eta: 8:20:52, time: 0.821, data_time: 0.001, memory: 9523, top1_acc: 0.7773, top5_acc: 0.9625, loss_cls: 0.7181, loss: 0.7181, grad_norm: 1.0659 2021-04-07 02:57:48,598 - mmaction - INFO - Epoch [13][1020/2910] lr: 1.908e-01, eta: 8:20:33, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7828, top5_acc: 0.9664, loss_cls: 0.7065, loss: 0.7065, grad_norm: 1.0810 2021-04-07 02:58:04,835 - mmaction - INFO - Epoch [13][1040/2910] lr: 1.907e-01, eta: 8:20:14, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9664, loss_cls: 0.7292, loss: 0.7292, grad_norm: 1.1279 2021-04-07 02:58:21,155 - mmaction - INFO - Epoch [13][1060/2910] lr: 1.905e-01, eta: 8:19:55, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9617, loss_cls: 0.7474, loss: 0.7474, grad_norm: 1.1292 2021-04-07 02:58:37,402 - mmaction - INFO - Epoch [13][1080/2910] lr: 1.903e-01, eta: 8:19:36, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9613, loss_cls: 0.7599, loss: 0.7599, grad_norm: 1.1330 2021-04-07 02:58:53,653 - mmaction - INFO - Epoch [13][1100/2910] lr: 1.901e-01, eta: 8:19:17, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7664, top5_acc: 0.9650, loss_cls: 0.7524, loss: 0.7524, grad_norm: 1.1366 2021-04-07 02:59:09,955 - mmaction - INFO - Epoch [13][1120/2910] lr: 1.899e-01, eta: 8:18:58, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7584, top5_acc: 0.9592, loss_cls: 0.7742, loss: 0.7742, grad_norm: 1.1577 2021-04-07 02:59:26,202 - mmaction - INFO - Epoch [13][1140/2910] lr: 1.898e-01, eta: 8:18:38, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7594, top5_acc: 0.9598, loss_cls: 0.7871, loss: 0.7871, grad_norm: 1.1903 2021-04-07 02:59:42,406 - mmaction - INFO - Epoch [13][1160/2910] lr: 1.896e-01, eta: 8:18:19, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 0.7241, loss: 0.7241, grad_norm: 1.1023 2021-04-07 02:59:58,738 - mmaction - INFO - Epoch [13][1180/2910] lr: 1.894e-01, eta: 8:18:00, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7719, top5_acc: 0.9664, loss_cls: 0.7447, loss: 0.7447, grad_norm: 1.0913 2021-04-07 03:00:15,104 - mmaction - INFO - Epoch [13][1200/2910] lr: 1.892e-01, eta: 8:17:41, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 0.7104, loss: 0.7104, grad_norm: 1.0823 2021-04-07 03:00:31,484 - mmaction - INFO - Epoch [13][1220/2910] lr: 1.890e-01, eta: 8:17:22, time: 0.822, data_time: 0.004, memory: 9523, top1_acc: 0.7770, top5_acc: 0.9658, loss_cls: 0.7144, loss: 0.7144, grad_norm: 1.0805 2021-04-07 03:00:47,977 - mmaction - INFO - Epoch [13][1240/2910] lr: 1.889e-01, eta: 8:17:04, time: 0.824, data_time: 0.001, memory: 9523, top1_acc: 0.7936, top5_acc: 0.9680, loss_cls: 0.6862, loss: 0.6862, grad_norm: 1.0773 2021-04-07 03:01:04,154 - mmaction - INFO - Epoch [13][1260/2910] lr: 1.887e-01, eta: 8:16:44, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7662, top5_acc: 0.9676, loss_cls: 0.7441, loss: 0.7441, grad_norm: 1.1665 2021-04-07 03:01:20,491 - mmaction - INFO - Epoch [13][1280/2910] lr: 1.885e-01, eta: 8:16:25, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9672, loss_cls: 0.7221, loss: 0.7221, grad_norm: 1.1079 2021-04-07 03:01:36,784 - mmaction - INFO - Epoch [13][1300/2910] lr: 1.883e-01, eta: 8:16:06, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.7705, top5_acc: 0.9641, loss_cls: 0.7341, loss: 0.7341, grad_norm: 1.1143 2021-04-07 03:01:53,181 - mmaction - INFO - Epoch [13][1320/2910] lr: 1.881e-01, eta: 8:15:47, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9670, loss_cls: 0.7311, loss: 0.7311, grad_norm: 1.0992 2021-04-07 03:02:09,513 - mmaction - INFO - Epoch [13][1340/2910] lr: 1.880e-01, eta: 8:15:29, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.7795, top5_acc: 0.9648, loss_cls: 0.7299, loss: 0.7299, grad_norm: 1.1118 2021-04-07 03:02:25,731 - mmaction - INFO - Epoch [13][1360/2910] lr: 1.878e-01, eta: 8:15:09, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7684, top5_acc: 0.9652, loss_cls: 0.7474, loss: 0.7474, grad_norm: 1.1294 2021-04-07 03:02:41,914 - mmaction - INFO - Epoch [13][1380/2910] lr: 1.876e-01, eta: 8:14:50, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7711, top5_acc: 0.9705, loss_cls: 0.7244, loss: 0.7244, grad_norm: 1.1298 2021-04-07 03:02:58,179 - mmaction - INFO - Epoch [13][1400/2910] lr: 1.874e-01, eta: 8:14:31, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7781, top5_acc: 0.9596, loss_cls: 0.7337, loss: 0.7337, grad_norm: 1.1077 2021-04-07 03:03:14,501 - mmaction - INFO - Epoch [13][1420/2910] lr: 1.872e-01, eta: 8:14:12, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7764, top5_acc: 0.9619, loss_cls: 0.7160, loss: 0.7160, grad_norm: 1.1194 2021-04-07 03:03:30,591 - mmaction - INFO - Epoch [13][1440/2910] lr: 1.871e-01, eta: 8:13:53, time: 0.805, data_time: 0.002, memory: 9523, top1_acc: 0.7832, top5_acc: 0.9660, loss_cls: 0.7061, loss: 0.7061, grad_norm: 1.0999 2021-04-07 03:03:46,880 - mmaction - INFO - Epoch [13][1460/2910] lr: 1.869e-01, eta: 8:13:34, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7779, top5_acc: 0.9623, loss_cls: 0.7191, loss: 0.7191, grad_norm: 1.1216 2021-04-07 03:04:03,074 - mmaction - INFO - Epoch [13][1480/2910] lr: 1.867e-01, eta: 8:13:15, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7752, top5_acc: 0.9625, loss_cls: 0.7125, loss: 0.7125, grad_norm: 1.0806 2021-04-07 03:04:19,330 - mmaction - INFO - Epoch [13][1500/2910] lr: 1.865e-01, eta: 8:12:56, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7873, top5_acc: 0.9656, loss_cls: 0.6991, loss: 0.6991, grad_norm: 1.0773 2021-04-07 03:04:35,679 - mmaction - INFO - Epoch [13][1520/2910] lr: 1.863e-01, eta: 8:12:37, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7822, top5_acc: 0.9682, loss_cls: 0.7081, loss: 0.7081, grad_norm: 1.0869 2021-04-07 03:04:51,939 - mmaction - INFO - Epoch [13][1540/2910] lr: 1.862e-01, eta: 8:12:18, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7896, top5_acc: 0.9691, loss_cls: 0.6867, loss: 0.6867, grad_norm: 1.1372 2021-04-07 03:05:08,189 - mmaction - INFO - Epoch [13][1560/2910] lr: 1.860e-01, eta: 8:11:59, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7812, top5_acc: 0.9691, loss_cls: 0.7095, loss: 0.7095, grad_norm: 1.1099 2021-04-07 03:05:24,308 - mmaction - INFO - Epoch [13][1580/2910] lr: 1.858e-01, eta: 8:11:40, time: 0.805, data_time: 0.001, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9641, loss_cls: 0.7408, loss: 0.7408, grad_norm: 1.1138 2021-04-07 03:05:40,582 - mmaction - INFO - Epoch [13][1600/2910] lr: 1.856e-01, eta: 8:11:21, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7807, top5_acc: 0.9604, loss_cls: 0.7464, loss: 0.7464, grad_norm: 1.1301 2021-04-07 03:05:56,877 - mmaction - INFO - Epoch [13][1620/2910] lr: 1.854e-01, eta: 8:11:02, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7740, top5_acc: 0.9674, loss_cls: 0.7158, loss: 0.7158, grad_norm: 1.1291 2021-04-07 03:06:13,133 - mmaction - INFO - Epoch [13][1640/2910] lr: 1.853e-01, eta: 8:10:43, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 0.7391, loss: 0.7391, grad_norm: 1.1502 2021-04-07 03:06:29,287 - mmaction - INFO - Epoch [13][1660/2910] lr: 1.851e-01, eta: 8:10:24, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 0.7491, loss: 0.7491, grad_norm: 1.1508 2021-04-07 03:06:45,631 - mmaction - INFO - Epoch [13][1680/2910] lr: 1.849e-01, eta: 8:10:05, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7795, top5_acc: 0.9611, loss_cls: 0.7358, loss: 0.7358, grad_norm: 1.1172 2021-04-07 03:07:01,879 - mmaction - INFO - Epoch [13][1700/2910] lr: 1.847e-01, eta: 8:09:46, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7777, top5_acc: 0.9652, loss_cls: 0.7095, loss: 0.7095, grad_norm: 1.1198 2021-04-07 03:07:18,176 - mmaction - INFO - Epoch [13][1720/2910] lr: 1.846e-01, eta: 8:09:27, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7695, top5_acc: 0.9572, loss_cls: 0.7647, loss: 0.7647, grad_norm: 1.1337 2021-04-07 03:07:34,453 - mmaction - INFO - Epoch [13][1740/2910] lr: 1.844e-01, eta: 8:09:08, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7721, top5_acc: 0.9654, loss_cls: 0.7294, loss: 0.7294, grad_norm: 1.1087 2021-04-07 03:07:50,678 - mmaction - INFO - Epoch [13][1760/2910] lr: 1.842e-01, eta: 8:08:49, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7652, top5_acc: 0.9643, loss_cls: 0.7479, loss: 0.7479, grad_norm: 1.1304 2021-04-07 03:08:06,899 - mmaction - INFO - Epoch [13][1780/2910] lr: 1.840e-01, eta: 8:08:30, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7723, top5_acc: 0.9650, loss_cls: 0.7315, loss: 0.7315, grad_norm: 1.1350 2021-04-07 03:08:23,167 - mmaction - INFO - Epoch [13][1800/2910] lr: 1.838e-01, eta: 8:08:11, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7785, top5_acc: 0.9617, loss_cls: 0.7141, loss: 0.7141, grad_norm: 1.1192 2021-04-07 03:08:39,435 - mmaction - INFO - Epoch [13][1820/2910] lr: 1.837e-01, eta: 8:07:52, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7820, top5_acc: 0.9699, loss_cls: 0.7067, loss: 0.7067, grad_norm: 1.1211 2021-04-07 03:08:55,665 - mmaction - INFO - Epoch [13][1840/2910] lr: 1.835e-01, eta: 8:07:33, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7662, top5_acc: 0.9646, loss_cls: 0.7427, loss: 0.7427, grad_norm: 1.1491 2021-04-07 03:09:11,936 - mmaction - INFO - Epoch [13][1860/2910] lr: 1.833e-01, eta: 8:07:14, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7760, top5_acc: 0.9664, loss_cls: 0.7109, loss: 0.7109, grad_norm: 1.1207 2021-04-07 03:09:28,194 - mmaction - INFO - Epoch [13][1880/2910] lr: 1.831e-01, eta: 8:06:55, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7727, top5_acc: 0.9645, loss_cls: 0.7275, loss: 0.7275, grad_norm: 1.1244 2021-04-07 03:09:44,422 - mmaction - INFO - Epoch [13][1900/2910] lr: 1.829e-01, eta: 8:06:36, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7699, top5_acc: 0.9658, loss_cls: 0.7287, loss: 0.7287, grad_norm: 1.1134 2021-04-07 03:10:00,613 - mmaction - INFO - Epoch [13][1920/2910] lr: 1.828e-01, eta: 8:06:17, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7766, top5_acc: 0.9643, loss_cls: 0.7222, loss: 0.7222, grad_norm: 1.1264 2021-04-07 03:10:16,851 - mmaction - INFO - Epoch [13][1940/2910] lr: 1.826e-01, eta: 8:05:58, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7705, top5_acc: 0.9676, loss_cls: 0.7291, loss: 0.7291, grad_norm: 1.1314 2021-04-07 03:10:33,074 - mmaction - INFO - Epoch [13][1960/2910] lr: 1.824e-01, eta: 8:05:39, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7740, top5_acc: 0.9559, loss_cls: 0.7550, loss: 0.7550, grad_norm: 1.1322 2021-04-07 03:10:49,236 - mmaction - INFO - Epoch [13][1980/2910] lr: 1.822e-01, eta: 8:05:20, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7822, top5_acc: 0.9639, loss_cls: 0.7160, loss: 0.7160, grad_norm: 1.1225 2021-04-07 03:11:05,508 - mmaction - INFO - Epoch [13][2000/2910] lr: 1.820e-01, eta: 8:05:01, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7740, top5_acc: 0.9625, loss_cls: 0.7352, loss: 0.7352, grad_norm: 1.1476 2021-04-07 03:11:21,839 - mmaction - INFO - Epoch [13][2020/2910] lr: 1.819e-01, eta: 8:04:42, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7791, top5_acc: 0.9633, loss_cls: 0.7157, loss: 0.7157, grad_norm: 1.0875 2021-04-07 03:11:38,077 - mmaction - INFO - Epoch [13][2040/2910] lr: 1.817e-01, eta: 8:04:23, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7641, top5_acc: 0.9643, loss_cls: 0.7595, loss: 0.7595, grad_norm: 1.1566 2021-04-07 03:11:54,340 - mmaction - INFO - Epoch [13][2060/2910] lr: 1.815e-01, eta: 8:04:04, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7756, top5_acc: 0.9705, loss_cls: 0.7098, loss: 0.7098, grad_norm: 1.0907 2021-04-07 03:12:10,520 - mmaction - INFO - Epoch [13][2080/2910] lr: 1.813e-01, eta: 8:03:45, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7666, top5_acc: 0.9664, loss_cls: 0.7372, loss: 0.7372, grad_norm: 1.1083 2021-04-07 03:12:26,759 - mmaction - INFO - Epoch [13][2100/2910] lr: 1.811e-01, eta: 8:03:26, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7807, top5_acc: 0.9645, loss_cls: 0.7051, loss: 0.7051, grad_norm: 1.1173 2021-04-07 03:12:42,924 - mmaction - INFO - Epoch [13][2120/2910] lr: 1.810e-01, eta: 8:03:07, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7789, top5_acc: 0.9604, loss_cls: 0.7296, loss: 0.7296, grad_norm: 1.1373 2021-04-07 03:12:59,175 - mmaction - INFO - Epoch [13][2140/2910] lr: 1.808e-01, eta: 8:02:48, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7801, top5_acc: 0.9693, loss_cls: 0.6966, loss: 0.6966, grad_norm: 1.0996 2021-04-07 03:13:15,347 - mmaction - INFO - Epoch [13][2160/2910] lr: 1.806e-01, eta: 8:02:29, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.7793, top5_acc: 0.9701, loss_cls: 0.6948, loss: 0.6948, grad_norm: 1.1217 2021-04-07 03:13:31,706 - mmaction - INFO - Epoch [13][2180/2910] lr: 1.804e-01, eta: 8:02:11, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7852, top5_acc: 0.9674, loss_cls: 0.7037, loss: 0.7037, grad_norm: 1.1376 2021-04-07 03:13:48,000 - mmaction - INFO - Epoch [13][2200/2910] lr: 1.802e-01, eta: 8:01:52, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7711, top5_acc: 0.9643, loss_cls: 0.7389, loss: 0.7389, grad_norm: 1.1717 2021-04-07 03:14:04,329 - mmaction - INFO - Epoch [13][2220/2910] lr: 1.801e-01, eta: 8:01:33, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7814, top5_acc: 0.9688, loss_cls: 0.7042, loss: 0.7042, grad_norm: 1.1061 2021-04-07 03:14:20,604 - mmaction - INFO - Epoch [13][2240/2910] lr: 1.799e-01, eta: 8:01:14, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7787, top5_acc: 0.9684, loss_cls: 0.7137, loss: 0.7137, grad_norm: 1.1286 2021-04-07 03:14:36,823 - mmaction - INFO - Epoch [13][2260/2910] lr: 1.797e-01, eta: 8:00:55, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9709, loss_cls: 0.6734, loss: 0.6734, grad_norm: 1.0850 2021-04-07 03:14:53,105 - mmaction - INFO - Epoch [13][2280/2910] lr: 1.795e-01, eta: 8:00:36, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7838, top5_acc: 0.9670, loss_cls: 0.7015, loss: 0.7015, grad_norm: 1.1245 2021-04-07 03:15:09,350 - mmaction - INFO - Epoch [13][2300/2910] lr: 1.794e-01, eta: 8:00:17, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7775, top5_acc: 0.9654, loss_cls: 0.7022, loss: 0.7022, grad_norm: 1.1554 2021-04-07 03:15:25,589 - mmaction - INFO - Epoch [13][2320/2910] lr: 1.792e-01, eta: 7:59:58, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7775, top5_acc: 0.9654, loss_cls: 0.7196, loss: 0.7196, grad_norm: 1.1318 2021-04-07 03:15:41,830 - mmaction - INFO - Epoch [13][2340/2910] lr: 1.790e-01, eta: 7:59:39, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7777, top5_acc: 0.9701, loss_cls: 0.7134, loss: 0.7134, grad_norm: 1.1520 2021-04-07 03:15:58,016 - mmaction - INFO - Epoch [13][2360/2910] lr: 1.788e-01, eta: 7:59:20, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7742, top5_acc: 0.9684, loss_cls: 0.7187, loss: 0.7187, grad_norm: 1.1272 2021-04-07 03:16:14,430 - mmaction - INFO - Epoch [13][2380/2910] lr: 1.786e-01, eta: 7:59:02, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.7900, top5_acc: 0.9648, loss_cls: 0.6966, loss: 0.6966, grad_norm: 1.1215 2021-04-07 03:16:30,655 - mmaction - INFO - Epoch [13][2400/2910] lr: 1.785e-01, eta: 7:58:43, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7820, top5_acc: 0.9631, loss_cls: 0.7194, loss: 0.7194, grad_norm: 1.1147 2021-04-07 03:16:46,820 - mmaction - INFO - Epoch [13][2420/2910] lr: 1.783e-01, eta: 7:58:24, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9660, loss_cls: 0.7262, loss: 0.7262, grad_norm: 1.1194 2021-04-07 03:17:03,063 - mmaction - INFO - Epoch [13][2440/2910] lr: 1.781e-01, eta: 7:58:05, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9645, loss_cls: 0.7429, loss: 0.7429, grad_norm: 1.1585 2021-04-07 03:17:19,268 - mmaction - INFO - Epoch [13][2460/2910] lr: 1.779e-01, eta: 7:57:46, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7729, top5_acc: 0.9666, loss_cls: 0.7444, loss: 0.7444, grad_norm: 1.1321 2021-04-07 03:17:35,493 - mmaction - INFO - Epoch [13][2480/2910] lr: 1.777e-01, eta: 7:57:27, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7750, top5_acc: 0.9646, loss_cls: 0.7345, loss: 0.7345, grad_norm: 1.1252 2021-04-07 03:17:51,737 - mmaction - INFO - Epoch [13][2500/2910] lr: 1.776e-01, eta: 7:57:08, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7873, top5_acc: 0.9656, loss_cls: 0.6985, loss: 0.6985, grad_norm: 1.1028 2021-04-07 03:18:08,007 - mmaction - INFO - Epoch [13][2520/2910] lr: 1.774e-01, eta: 7:56:49, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7863, top5_acc: 0.9654, loss_cls: 0.7052, loss: 0.7052, grad_norm: 1.1365 2021-04-07 03:18:24,216 - mmaction - INFO - Epoch [13][2540/2910] lr: 1.772e-01, eta: 7:56:30, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7818, top5_acc: 0.9703, loss_cls: 0.7038, loss: 0.7038, grad_norm: 1.1240 2021-04-07 03:18:40,479 - mmaction - INFO - Epoch [13][2560/2910] lr: 1.770e-01, eta: 7:56:11, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7801, top5_acc: 0.9682, loss_cls: 0.7098, loss: 0.7098, grad_norm: 1.1314 2021-04-07 03:18:56,761 - mmaction - INFO - Epoch [13][2580/2910] lr: 1.768e-01, eta: 7:55:53, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7830, top5_acc: 0.9658, loss_cls: 0.7075, loss: 0.7075, grad_norm: 1.1353 2021-04-07 03:19:13,024 - mmaction - INFO - Epoch [13][2600/2910] lr: 1.767e-01, eta: 7:55:34, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7775, top5_acc: 0.9664, loss_cls: 0.7142, loss: 0.7142, grad_norm: 1.1324 2021-04-07 03:19:29,292 - mmaction - INFO - Epoch [13][2620/2910] lr: 1.765e-01, eta: 7:55:15, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7924, top5_acc: 0.9654, loss_cls: 0.6835, loss: 0.6835, grad_norm: 1.0915 2021-04-07 03:19:45,617 - mmaction - INFO - Epoch [13][2640/2910] lr: 1.763e-01, eta: 7:54:56, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7865, top5_acc: 0.9682, loss_cls: 0.6921, loss: 0.6921, grad_norm: 1.1435 2021-04-07 03:20:01,722 - mmaction - INFO - Epoch [13][2660/2910] lr: 1.761e-01, eta: 7:54:37, time: 0.807, data_time: 0.004, memory: 9523, top1_acc: 0.7730, top5_acc: 0.9668, loss_cls: 0.7046, loss: 0.7046, grad_norm: 1.1253 2021-04-07 03:20:17,905 - mmaction - INFO - Epoch [13][2680/2910] lr: 1.760e-01, eta: 7:54:18, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.7914, top5_acc: 0.9635, loss_cls: 0.6987, loss: 0.6987, grad_norm: 1.1051 2021-04-07 03:20:34,225 - mmaction - INFO - Epoch [13][2700/2910] lr: 1.758e-01, eta: 7:53:59, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.7703, top5_acc: 0.9652, loss_cls: 0.7326, loss: 0.7326, grad_norm: 1.1582 2021-04-07 03:20:50,572 - mmaction - INFO - Epoch [13][2720/2910] lr: 1.756e-01, eta: 7:53:41, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7760, top5_acc: 0.9691, loss_cls: 0.7242, loss: 0.7242, grad_norm: 1.1338 2021-04-07 03:21:06,737 - mmaction - INFO - Epoch [13][2740/2910] lr: 1.754e-01, eta: 7:53:22, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7840, top5_acc: 0.9688, loss_cls: 0.6912, loss: 0.6912, grad_norm: 1.1093 2021-04-07 03:21:22,914 - mmaction - INFO - Epoch [13][2760/2910] lr: 1.752e-01, eta: 7:53:03, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7906, top5_acc: 0.9662, loss_cls: 0.6958, loss: 0.6958, grad_norm: 1.1102 2021-04-07 03:21:39,309 - mmaction - INFO - Epoch [13][2780/2910] lr: 1.751e-01, eta: 7:52:44, time: 0.820, data_time: 0.014, memory: 9523, top1_acc: 0.7857, top5_acc: 0.9666, loss_cls: 0.7020, loss: 0.7020, grad_norm: 1.1383 2021-04-07 03:21:55,511 - mmaction - INFO - Epoch [13][2800/2910] lr: 1.749e-01, eta: 7:52:25, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7805, top5_acc: 0.9656, loss_cls: 0.7201, loss: 0.7201, grad_norm: 1.1322 2021-04-07 03:22:11,704 - mmaction - INFO - Epoch [13][2820/2910] lr: 1.747e-01, eta: 7:52:06, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7816, top5_acc: 0.9689, loss_cls: 0.6873, loss: 0.6873, grad_norm: 1.1127 2021-04-07 03:22:28,009 - mmaction - INFO - Epoch [13][2840/2910] lr: 1.745e-01, eta: 7:51:47, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7863, top5_acc: 0.9699, loss_cls: 0.6840, loss: 0.6840, grad_norm: 1.1106 2021-04-07 03:22:44,390 - mmaction - INFO - Epoch [13][2860/2910] lr: 1.743e-01, eta: 7:51:29, time: 0.819, data_time: 0.010, memory: 9523, top1_acc: 0.7951, top5_acc: 0.9668, loss_cls: 0.6873, loss: 0.6873, grad_norm: 1.1250 2021-04-07 03:23:00,763 - mmaction - INFO - Epoch [13][2880/2910] lr: 1.742e-01, eta: 7:51:10, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7855, top5_acc: 0.9670, loss_cls: 0.6895, loss: 0.6895, grad_norm: 1.1224 2021-04-07 03:23:17,068 - mmaction - INFO - Epoch [13][2900/2910] lr: 1.740e-01, eta: 7:50:51, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.7607, top5_acc: 0.9631, loss_cls: 0.7535, loss: 0.7535, grad_norm: 1.1628 2021-04-07 03:23:27,710 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-07 03:29:36,646 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 03:29:37,313 - mmaction - INFO - top1_acc 0.5304 top5_acc 0.8486 2021-04-07 03:29:37,314 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 03:29:37,424 - mmaction - INFO - mean_acc 0.5621 2021-04-07 03:29:37,443 - mmaction - INFO - Epoch(val) [13][2910] top1_acc: 0.5304, top5_acc: 0.8486, mean_class_accuracy: 0.5621 2021-04-07 03:33:19,986 - mmaction - INFO - Epoch [14][20/2910] lr: 1.737e-01, eta: 7:53:10, time: 11.125, data_time: 10.215, memory: 9523, top1_acc: 0.7855, top5_acc: 0.9643, loss_cls: 0.7027, loss: 0.7027, grad_norm: 1.1127 2021-04-07 03:33:36,360 - mmaction - INFO - Epoch [14][40/2910] lr: 1.735e-01, eta: 7:52:52, time: 0.819, data_time: 0.009, memory: 9523, top1_acc: 0.7920, top5_acc: 0.9701, loss_cls: 0.6583, loss: 0.6583, grad_norm: 1.1025 2021-04-07 03:33:52,552 - mmaction - INFO - Epoch [14][60/2910] lr: 1.734e-01, eta: 7:52:33, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7922, top5_acc: 0.9658, loss_cls: 0.6718, loss: 0.6718, grad_norm: 1.1108 2021-04-07 03:34:08,723 - mmaction - INFO - Epoch [14][80/2910] lr: 1.732e-01, eta: 7:52:13, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.7898, top5_acc: 0.9668, loss_cls: 0.6891, loss: 0.6891, grad_norm: 1.1270 2021-04-07 03:34:24,879 - mmaction - INFO - Epoch [14][100/2910] lr: 1.730e-01, eta: 7:51:54, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9674, loss_cls: 0.6842, loss: 0.6842, grad_norm: 1.1307 2021-04-07 03:34:41,218 - mmaction - INFO - Epoch [14][120/2910] lr: 1.728e-01, eta: 7:51:35, time: 0.819, data_time: 0.012, memory: 9523, top1_acc: 0.7830, top5_acc: 0.9645, loss_cls: 0.7046, loss: 0.7046, grad_norm: 1.1804 2021-04-07 03:34:57,536 - mmaction - INFO - Epoch [14][140/2910] lr: 1.727e-01, eta: 7:51:16, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7877, top5_acc: 0.9676, loss_cls: 0.6972, loss: 0.6972, grad_norm: 1.1480 2021-04-07 03:35:13,834 - mmaction - INFO - Epoch [14][160/2910] lr: 1.725e-01, eta: 7:50:58, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7840, top5_acc: 0.9668, loss_cls: 0.6951, loss: 0.6951, grad_norm: 1.1631 2021-04-07 03:35:30,144 - mmaction - INFO - Epoch [14][180/2910] lr: 1.723e-01, eta: 7:50:39, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7889, top5_acc: 0.9709, loss_cls: 0.6885, loss: 0.6885, grad_norm: 1.1185 2021-04-07 03:35:46,351 - mmaction - INFO - Epoch [14][200/2910] lr: 1.721e-01, eta: 7:50:20, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7822, top5_acc: 0.9711, loss_cls: 0.6815, loss: 0.6815, grad_norm: 1.1113 2021-04-07 03:36:02,766 - mmaction - INFO - Epoch [14][220/2910] lr: 1.719e-01, eta: 7:50:01, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9664, loss_cls: 0.6944, loss: 0.6944, grad_norm: 1.1470 2021-04-07 03:36:19,142 - mmaction - INFO - Epoch [14][240/2910] lr: 1.718e-01, eta: 7:49:42, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7770, top5_acc: 0.9666, loss_cls: 0.7025, loss: 0.7025, grad_norm: 1.1428 2021-04-07 03:36:35,380 - mmaction - INFO - Epoch [14][260/2910] lr: 1.716e-01, eta: 7:49:23, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.7809, top5_acc: 0.9703, loss_cls: 0.6980, loss: 0.6980, grad_norm: 1.1311 2021-04-07 03:36:51,648 - mmaction - INFO - Epoch [14][280/2910] lr: 1.714e-01, eta: 7:49:04, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7947, top5_acc: 0.9684, loss_cls: 0.6804, loss: 0.6804, grad_norm: 1.1346 2021-04-07 03:37:07,968 - mmaction - INFO - Epoch [14][300/2910] lr: 1.712e-01, eta: 7:48:45, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7848, top5_acc: 0.9678, loss_cls: 0.7030, loss: 0.7030, grad_norm: 1.1469 2021-04-07 03:37:24,159 - mmaction - INFO - Epoch [14][320/2910] lr: 1.711e-01, eta: 7:48:26, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9662, loss_cls: 0.7004, loss: 0.7004, grad_norm: 1.1677 2021-04-07 03:37:40,429 - mmaction - INFO - Epoch [14][340/2910] lr: 1.709e-01, eta: 7:48:07, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7875, top5_acc: 0.9666, loss_cls: 0.7061, loss: 0.7061, grad_norm: 1.1893 2021-04-07 03:37:56,721 - mmaction - INFO - Epoch [14][360/2910] lr: 1.707e-01, eta: 7:47:48, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7805, top5_acc: 0.9699, loss_cls: 0.7024, loss: 0.7024, grad_norm: 1.1533 2021-04-07 03:38:12,979 - mmaction - INFO - Epoch [14][380/2910] lr: 1.705e-01, eta: 7:47:29, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7816, top5_acc: 0.9682, loss_cls: 0.7011, loss: 0.7011, grad_norm: 1.1144 2021-04-07 03:38:29,205 - mmaction - INFO - Epoch [14][400/2910] lr: 1.703e-01, eta: 7:47:10, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7926, top5_acc: 0.9715, loss_cls: 0.6669, loss: 0.6669, grad_norm: 1.1067 2021-04-07 03:38:45,490 - mmaction - INFO - Epoch [14][420/2910] lr: 1.702e-01, eta: 7:46:51, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7889, top5_acc: 0.9658, loss_cls: 0.6812, loss: 0.6812, grad_norm: 1.1192 2021-04-07 03:39:01,748 - mmaction - INFO - Epoch [14][440/2910] lr: 1.700e-01, eta: 7:46:32, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7824, top5_acc: 0.9664, loss_cls: 0.6985, loss: 0.6985, grad_norm: 1.1172 2021-04-07 03:39:18,039 - mmaction - INFO - Epoch [14][460/2910] lr: 1.698e-01, eta: 7:46:13, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7961, top5_acc: 0.9699, loss_cls: 0.6592, loss: 0.6592, grad_norm: 1.1086 2021-04-07 03:39:34,281 - mmaction - INFO - Epoch [14][480/2910] lr: 1.696e-01, eta: 7:45:54, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7941, top5_acc: 0.9715, loss_cls: 0.6806, loss: 0.6806, grad_norm: 1.1285 2021-04-07 03:39:50,586 - mmaction - INFO - Epoch [14][500/2910] lr: 1.695e-01, eta: 7:45:35, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7748, top5_acc: 0.9623, loss_cls: 0.7283, loss: 0.7283, grad_norm: 1.1829 2021-04-07 03:40:06,782 - mmaction - INFO - Epoch [14][520/2910] lr: 1.693e-01, eta: 7:45:16, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7900, top5_acc: 0.9705, loss_cls: 0.6849, loss: 0.6849, grad_norm: 1.1287 2021-04-07 03:40:23,028 - mmaction - INFO - Epoch [14][540/2910] lr: 1.691e-01, eta: 7:44:57, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7771, top5_acc: 0.9688, loss_cls: 0.6956, loss: 0.6956, grad_norm: 1.1504 2021-04-07 03:40:39,265 - mmaction - INFO - Epoch [14][560/2910] lr: 1.689e-01, eta: 7:44:38, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7838, top5_acc: 0.9646, loss_cls: 0.7066, loss: 0.7066, grad_norm: 1.1380 2021-04-07 03:40:55,508 - mmaction - INFO - Epoch [14][580/2910] lr: 1.687e-01, eta: 7:44:20, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7937, top5_acc: 0.9686, loss_cls: 0.6757, loss: 0.6757, grad_norm: 1.1150 2021-04-07 03:41:11,666 - mmaction - INFO - Epoch [14][600/2910] lr: 1.686e-01, eta: 7:44:01, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.7873, top5_acc: 0.9678, loss_cls: 0.6977, loss: 0.6977, grad_norm: 1.1447 2021-04-07 03:41:27,884 - mmaction - INFO - Epoch [14][620/2910] lr: 1.684e-01, eta: 7:43:42, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.7977, top5_acc: 0.9715, loss_cls: 0.6746, loss: 0.6746, grad_norm: 1.1286 2021-04-07 03:41:44,131 - mmaction - INFO - Epoch [14][640/2910] lr: 1.682e-01, eta: 7:43:23, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 0.7036, loss: 0.7036, grad_norm: 1.1695 2021-04-07 03:42:00,382 - mmaction - INFO - Epoch [14][660/2910] lr: 1.680e-01, eta: 7:43:04, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7869, top5_acc: 0.9672, loss_cls: 0.6981, loss: 0.6981, grad_norm: 1.1415 2021-04-07 03:42:16,684 - mmaction - INFO - Epoch [14][680/2910] lr: 1.679e-01, eta: 7:42:45, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7932, top5_acc: 0.9693, loss_cls: 0.6793, loss: 0.6793, grad_norm: 1.1257 2021-04-07 03:42:32,968 - mmaction - INFO - Epoch [14][700/2910] lr: 1.677e-01, eta: 7:42:26, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7854, top5_acc: 0.9713, loss_cls: 0.6675, loss: 0.6675, grad_norm: 1.1425 2021-04-07 03:42:49,257 - mmaction - INFO - Epoch [14][720/2910] lr: 1.675e-01, eta: 7:42:07, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7777, top5_acc: 0.9668, loss_cls: 0.7027, loss: 0.7027, grad_norm: 1.1681 2021-04-07 03:43:05,460 - mmaction - INFO - Epoch [14][740/2910] lr: 1.673e-01, eta: 7:41:48, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7959, top5_acc: 0.9676, loss_cls: 0.6811, loss: 0.6811, grad_norm: 1.1290 2021-04-07 03:43:21,729 - mmaction - INFO - Epoch [14][760/2910] lr: 1.671e-01, eta: 7:41:29, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7992, top5_acc: 0.9688, loss_cls: 0.6470, loss: 0.6470, grad_norm: 1.0807 2021-04-07 03:43:38,015 - mmaction - INFO - Epoch [14][780/2910] lr: 1.670e-01, eta: 7:41:10, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7787, top5_acc: 0.9664, loss_cls: 0.7018, loss: 0.7018, grad_norm: 1.1546 2021-04-07 03:43:54,344 - mmaction - INFO - Epoch [14][800/2910] lr: 1.668e-01, eta: 7:40:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7832, top5_acc: 0.9660, loss_cls: 0.7057, loss: 0.7057, grad_norm: 1.1993 2021-04-07 03:44:10,759 - mmaction - INFO - Epoch [14][820/2910] lr: 1.666e-01, eta: 7:40:33, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.7838, top5_acc: 0.9656, loss_cls: 0.6912, loss: 0.6912, grad_norm: 1.1505 2021-04-07 03:44:27,083 - mmaction - INFO - Epoch [14][840/2910] lr: 1.664e-01, eta: 7:40:14, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7781, top5_acc: 0.9678, loss_cls: 0.7075, loss: 0.7075, grad_norm: 1.1656 2021-04-07 03:44:43,449 - mmaction - INFO - Epoch [14][860/2910] lr: 1.663e-01, eta: 7:39:55, time: 0.819, data_time: 0.008, memory: 9523, top1_acc: 0.7893, top5_acc: 0.9646, loss_cls: 0.6889, loss: 0.6889, grad_norm: 1.1257 2021-04-07 03:44:59,711 - mmaction - INFO - Epoch [14][880/2910] lr: 1.661e-01, eta: 7:39:36, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7879, top5_acc: 0.9686, loss_cls: 0.6821, loss: 0.6821, grad_norm: 1.1448 2021-04-07 03:45:15,962 - mmaction - INFO - Epoch [14][900/2910] lr: 1.659e-01, eta: 7:39:17, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7975, top5_acc: 0.9666, loss_cls: 0.6840, loss: 0.6840, grad_norm: 1.1410 2021-04-07 03:45:32,212 - mmaction - INFO - Epoch [14][920/2910] lr: 1.657e-01, eta: 7:38:58, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7982, top5_acc: 0.9674, loss_cls: 0.6700, loss: 0.6700, grad_norm: 1.1336 2021-04-07 03:45:48,499 - mmaction - INFO - Epoch [14][940/2910] lr: 1.655e-01, eta: 7:38:39, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7750, top5_acc: 0.9684, loss_cls: 0.7124, loss: 0.7124, grad_norm: 1.1725 2021-04-07 03:46:04,749 - mmaction - INFO - Epoch [14][960/2910] lr: 1.654e-01, eta: 7:38:21, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.7900, top5_acc: 0.9674, loss_cls: 0.6881, loss: 0.6881, grad_norm: 1.1616 2021-04-07 03:46:21,226 - mmaction - INFO - Epoch [14][980/2910] lr: 1.652e-01, eta: 7:38:02, time: 0.824, data_time: 0.003, memory: 9523, top1_acc: 0.7895, top5_acc: 0.9697, loss_cls: 0.6997, loss: 0.6997, grad_norm: 1.1372 2021-04-07 03:46:37,558 - mmaction - INFO - Epoch [14][1000/2910] lr: 1.650e-01, eta: 7:37:43, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7807, top5_acc: 0.9639, loss_cls: 0.7027, loss: 0.7027, grad_norm: 1.1783 2021-04-07 03:46:53,914 - mmaction - INFO - Epoch [14][1020/2910] lr: 1.648e-01, eta: 7:37:24, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7865, top5_acc: 0.9678, loss_cls: 0.6990, loss: 0.6990, grad_norm: 1.1695 2021-04-07 03:47:10,295 - mmaction - INFO - Epoch [14][1040/2910] lr: 1.647e-01, eta: 7:37:06, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7936, top5_acc: 0.9676, loss_cls: 0.6774, loss: 0.6774, grad_norm: 1.1250 2021-04-07 03:47:26,743 - mmaction - INFO - Epoch [14][1060/2910] lr: 1.645e-01, eta: 7:36:47, time: 0.822, data_time: 0.002, memory: 9523, top1_acc: 0.7857, top5_acc: 0.9684, loss_cls: 0.6792, loss: 0.6792, grad_norm: 1.1289 2021-04-07 03:47:43,056 - mmaction - INFO - Epoch [14][1080/2910] lr: 1.643e-01, eta: 7:36:28, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 0.6810, loss: 0.6810, grad_norm: 1.1413 2021-04-07 03:47:59,443 - mmaction - INFO - Epoch [14][1100/2910] lr: 1.641e-01, eta: 7:36:09, time: 0.817, data_time: 0.006, memory: 9523, top1_acc: 0.7955, top5_acc: 0.9744, loss_cls: 0.6448, loss: 0.6448, grad_norm: 1.1193 2021-04-07 03:48:15,701 - mmaction - INFO - Epoch [14][1120/2910] lr: 1.640e-01, eta: 7:35:50, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7805, top5_acc: 0.9646, loss_cls: 0.6966, loss: 0.6966, grad_norm: 1.1942 2021-04-07 03:48:32,097 - mmaction - INFO - Epoch [14][1140/2910] lr: 1.638e-01, eta: 7:35:32, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.7896, top5_acc: 0.9652, loss_cls: 0.6884, loss: 0.6884, grad_norm: 1.1651 2021-04-07 03:48:48,411 - mmaction - INFO - Epoch [14][1160/2910] lr: 1.636e-01, eta: 7:35:13, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7916, top5_acc: 0.9676, loss_cls: 0.6831, loss: 0.6831, grad_norm: 1.1643 2021-04-07 03:49:04,709 - mmaction - INFO - Epoch [14][1180/2910] lr: 1.634e-01, eta: 7:34:54, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.7973, top5_acc: 0.9693, loss_cls: 0.6500, loss: 0.6500, grad_norm: 1.1041 2021-04-07 03:49:20,900 - mmaction - INFO - Epoch [14][1200/2910] lr: 1.632e-01, eta: 7:34:35, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7920, top5_acc: 0.9699, loss_cls: 0.6622, loss: 0.6622, grad_norm: 1.1720 2021-04-07 03:49:37,121 - mmaction - INFO - Epoch [14][1220/2910] lr: 1.631e-01, eta: 7:34:16, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7920, top5_acc: 0.9693, loss_cls: 0.6771, loss: 0.6771, grad_norm: 1.1436 2021-04-07 03:49:53,456 - mmaction - INFO - Epoch [14][1240/2910] lr: 1.629e-01, eta: 7:33:57, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.7984, top5_acc: 0.9678, loss_cls: 0.6618, loss: 0.6618, grad_norm: 1.1219 2021-04-07 03:50:09,663 - mmaction - INFO - Epoch [14][1260/2910] lr: 1.627e-01, eta: 7:33:39, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7875, top5_acc: 0.9709, loss_cls: 0.6749, loss: 0.6749, grad_norm: 1.1821 2021-04-07 03:50:25,897 - mmaction - INFO - Epoch [14][1280/2910] lr: 1.625e-01, eta: 7:33:20, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9617, loss_cls: 0.7298, loss: 0.7298, grad_norm: 1.2206 2021-04-07 03:50:42,087 - mmaction - INFO - Epoch [14][1300/2910] lr: 1.624e-01, eta: 7:33:01, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7848, top5_acc: 0.9688, loss_cls: 0.6840, loss: 0.6840, grad_norm: 1.1539 2021-04-07 03:50:58,274 - mmaction - INFO - Epoch [14][1320/2910] lr: 1.622e-01, eta: 7:32:42, time: 0.808, data_time: 0.000, memory: 9523, top1_acc: 0.7893, top5_acc: 0.9715, loss_cls: 0.6739, loss: 0.6739, grad_norm: 1.1499 2021-04-07 03:51:14,662 - mmaction - INFO - Epoch [14][1340/2910] lr: 1.620e-01, eta: 7:32:23, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.7875, top5_acc: 0.9674, loss_cls: 0.6959, loss: 0.6959, grad_norm: 1.1766 2021-04-07 03:51:31,064 - mmaction - INFO - Epoch [14][1360/2910] lr: 1.618e-01, eta: 7:32:04, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7943, top5_acc: 0.9654, loss_cls: 0.6718, loss: 0.6718, grad_norm: 1.1322 2021-04-07 03:51:47,182 - mmaction - INFO - Epoch [14][1380/2910] lr: 1.617e-01, eta: 7:31:46, time: 0.808, data_time: 0.005, memory: 9523, top1_acc: 0.7871, top5_acc: 0.9658, loss_cls: 0.6912, loss: 0.6912, grad_norm: 1.1943 2021-04-07 03:52:03,414 - mmaction - INFO - Epoch [14][1400/2910] lr: 1.615e-01, eta: 7:31:27, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7838, top5_acc: 0.9637, loss_cls: 0.7092, loss: 0.7092, grad_norm: 1.1814 2021-04-07 03:52:19,641 - mmaction - INFO - Epoch [14][1420/2910] lr: 1.613e-01, eta: 7:31:08, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.7844, top5_acc: 0.9678, loss_cls: 0.6871, loss: 0.6871, grad_norm: 1.1608 2021-04-07 03:52:35,852 - mmaction - INFO - Epoch [14][1440/2910] lr: 1.611e-01, eta: 7:30:49, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7898, top5_acc: 0.9691, loss_cls: 0.6775, loss: 0.6775, grad_norm: 1.1338 2021-04-07 03:52:52,216 - mmaction - INFO - Epoch [14][1460/2910] lr: 1.609e-01, eta: 7:30:30, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7881, top5_acc: 0.9672, loss_cls: 0.6724, loss: 0.6724, grad_norm: 1.1405 2021-04-07 03:53:08,462 - mmaction - INFO - Epoch [14][1480/2910] lr: 1.608e-01, eta: 7:30:11, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7912, top5_acc: 0.9678, loss_cls: 0.6938, loss: 0.6938, grad_norm: 1.1761 2021-04-07 03:53:24,672 - mmaction - INFO - Epoch [14][1500/2910] lr: 1.606e-01, eta: 7:29:53, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7865, top5_acc: 0.9670, loss_cls: 0.6862, loss: 0.6862, grad_norm: 1.1708 2021-04-07 03:53:40,975 - mmaction - INFO - Epoch [14][1520/2910] lr: 1.604e-01, eta: 7:29:34, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7945, top5_acc: 0.9697, loss_cls: 0.6711, loss: 0.6711, grad_norm: 1.1559 2021-04-07 03:53:57,234 - mmaction - INFO - Epoch [14][1540/2910] lr: 1.602e-01, eta: 7:29:15, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.7830, top5_acc: 0.9680, loss_cls: 0.7155, loss: 0.7155, grad_norm: 1.1811 2021-04-07 03:54:13,509 - mmaction - INFO - Epoch [14][1560/2910] lr: 1.601e-01, eta: 7:28:56, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7771, top5_acc: 0.9662, loss_cls: 0.7036, loss: 0.7036, grad_norm: 1.1696 2021-04-07 03:54:29,829 - mmaction - INFO - Epoch [14][1580/2910] lr: 1.599e-01, eta: 7:28:37, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.7859, top5_acc: 0.9695, loss_cls: 0.6963, loss: 0.6963, grad_norm: 1.1651 2021-04-07 03:54:46,132 - mmaction - INFO - Epoch [14][1600/2910] lr: 1.597e-01, eta: 7:28:19, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7867, top5_acc: 0.9717, loss_cls: 0.6778, loss: 0.6778, grad_norm: 1.1441 2021-04-07 03:55:02,403 - mmaction - INFO - Epoch [14][1620/2910] lr: 1.595e-01, eta: 7:28:00, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7920, top5_acc: 0.9656, loss_cls: 0.6839, loss: 0.6839, grad_norm: 1.1666 2021-04-07 03:55:18,636 - mmaction - INFO - Epoch [14][1640/2910] lr: 1.594e-01, eta: 7:27:41, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7910, top5_acc: 0.9652, loss_cls: 0.6826, loss: 0.6826, grad_norm: 1.1500 2021-04-07 03:55:34,840 - mmaction - INFO - Epoch [14][1660/2910] lr: 1.592e-01, eta: 7:27:22, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9680, loss_cls: 0.6733, loss: 0.6733, grad_norm: 1.1500 2021-04-07 03:55:51,111 - mmaction - INFO - Epoch [14][1680/2910] lr: 1.590e-01, eta: 7:27:03, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8010, top5_acc: 0.9717, loss_cls: 0.6403, loss: 0.6403, grad_norm: 1.0965 2021-04-07 03:56:07,353 - mmaction - INFO - Epoch [14][1700/2910] lr: 1.588e-01, eta: 7:26:45, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7889, top5_acc: 0.9709, loss_cls: 0.6732, loss: 0.6732, grad_norm: 1.1835 2021-04-07 03:56:23,570 - mmaction - INFO - Epoch [14][1720/2910] lr: 1.587e-01, eta: 7:26:26, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7912, top5_acc: 0.9656, loss_cls: 0.6828, loss: 0.6828, grad_norm: 1.1674 2021-04-07 03:56:39,880 - mmaction - INFO - Epoch [14][1740/2910] lr: 1.585e-01, eta: 7:26:07, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7947, top5_acc: 0.9729, loss_cls: 0.6496, loss: 0.6496, grad_norm: 1.1303 2021-04-07 03:56:56,326 - mmaction - INFO - Epoch [14][1760/2910] lr: 1.583e-01, eta: 7:25:48, time: 0.823, data_time: 0.005, memory: 9523, top1_acc: 0.7984, top5_acc: 0.9684, loss_cls: 0.6638, loss: 0.6638, grad_norm: 1.1381 2021-04-07 03:57:12,661 - mmaction - INFO - Epoch [14][1780/2910] lr: 1.581e-01, eta: 7:25:30, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8020, top5_acc: 0.9701, loss_cls: 0.6555, loss: 0.6555, grad_norm: 1.1496 2021-04-07 03:57:29,013 - mmaction - INFO - Epoch [14][1800/2910] lr: 1.580e-01, eta: 7:25:11, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9668, loss_cls: 0.6898, loss: 0.6898, grad_norm: 1.1857 2021-04-07 03:57:45,399 - mmaction - INFO - Epoch [14][1820/2910] lr: 1.578e-01, eta: 7:24:52, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7936, top5_acc: 0.9715, loss_cls: 0.6683, loss: 0.6683, grad_norm: 1.1602 2021-04-07 03:58:01,771 - mmaction - INFO - Epoch [14][1840/2910] lr: 1.576e-01, eta: 7:24:34, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9697, loss_cls: 0.6803, loss: 0.6803, grad_norm: 1.1698 2021-04-07 03:58:18,149 - mmaction - INFO - Epoch [14][1860/2910] lr: 1.574e-01, eta: 7:24:15, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.7848, top5_acc: 0.9682, loss_cls: 0.6699, loss: 0.6699, grad_norm: 1.1539 2021-04-07 03:58:34,375 - mmaction - INFO - Epoch [14][1880/2910] lr: 1.572e-01, eta: 7:23:56, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7949, top5_acc: 0.9699, loss_cls: 0.6713, loss: 0.6713, grad_norm: 1.1763 2021-04-07 03:58:50,672 - mmaction - INFO - Epoch [14][1900/2910] lr: 1.571e-01, eta: 7:23:38, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.8006, top5_acc: 0.9682, loss_cls: 0.6631, loss: 0.6631, grad_norm: 1.1387 2021-04-07 03:59:06,972 - mmaction - INFO - Epoch [14][1920/2910] lr: 1.569e-01, eta: 7:23:19, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7838, top5_acc: 0.9662, loss_cls: 0.6899, loss: 0.6899, grad_norm: 1.1833 2021-04-07 03:59:23,243 - mmaction - INFO - Epoch [14][1940/2910] lr: 1.567e-01, eta: 7:23:00, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8105, top5_acc: 0.9760, loss_cls: 0.6129, loss: 0.6129, grad_norm: 1.1102 2021-04-07 03:59:39,599 - mmaction - INFO - Epoch [14][1960/2910] lr: 1.565e-01, eta: 7:22:41, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8018, top5_acc: 0.9721, loss_cls: 0.6403, loss: 0.6403, grad_norm: 1.1677 2021-04-07 03:59:55,888 - mmaction - INFO - Epoch [14][1980/2910] lr: 1.564e-01, eta: 7:22:23, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.7967, top5_acc: 0.9707, loss_cls: 0.6606, loss: 0.6606, grad_norm: 1.1938 2021-04-07 04:00:12,239 - mmaction - INFO - Epoch [14][2000/2910] lr: 1.562e-01, eta: 7:22:04, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7957, top5_acc: 0.9711, loss_cls: 0.6489, loss: 0.6489, grad_norm: 1.1583 2021-04-07 04:00:28,589 - mmaction - INFO - Epoch [14][2020/2910] lr: 1.560e-01, eta: 7:21:45, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.7939, top5_acc: 0.9689, loss_cls: 0.6557, loss: 0.6557, grad_norm: 1.1441 2021-04-07 04:00:44,965 - mmaction - INFO - Epoch [14][2040/2910] lr: 1.558e-01, eta: 7:21:27, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7953, top5_acc: 0.9723, loss_cls: 0.6613, loss: 0.6613, grad_norm: 1.1713 2021-04-07 04:01:01,193 - mmaction - INFO - Epoch [14][2060/2910] lr: 1.557e-01, eta: 7:21:08, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7916, top5_acc: 0.9650, loss_cls: 0.6901, loss: 0.6901, grad_norm: 1.1610 2021-04-07 04:01:17,575 - mmaction - INFO - Epoch [14][2080/2910] lr: 1.555e-01, eta: 7:20:49, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.7955, top5_acc: 0.9680, loss_cls: 0.6734, loss: 0.6734, grad_norm: 1.1791 2021-04-07 04:01:33,853 - mmaction - INFO - Epoch [14][2100/2910] lr: 1.553e-01, eta: 7:20:31, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8006, top5_acc: 0.9703, loss_cls: 0.6562, loss: 0.6562, grad_norm: 1.1569 2021-04-07 04:01:50,175 - mmaction - INFO - Epoch [14][2120/2910] lr: 1.551e-01, eta: 7:20:12, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.7844, top5_acc: 0.9680, loss_cls: 0.6814, loss: 0.6814, grad_norm: 1.1662 2021-04-07 04:02:06,526 - mmaction - INFO - Epoch [14][2140/2910] lr: 1.550e-01, eta: 7:19:53, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.7947, top5_acc: 0.9689, loss_cls: 0.6556, loss: 0.6556, grad_norm: 1.1508 2021-04-07 04:02:22,914 - mmaction - INFO - Epoch [14][2160/2910] lr: 1.548e-01, eta: 7:19:35, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.7996, top5_acc: 0.9658, loss_cls: 0.6487, loss: 0.6487, grad_norm: 1.1242 2021-04-07 04:02:39,085 - mmaction - INFO - Epoch [14][2180/2910] lr: 1.546e-01, eta: 7:19:16, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7906, top5_acc: 0.9672, loss_cls: 0.6939, loss: 0.6939, grad_norm: 1.2221 2021-04-07 04:02:55,355 - mmaction - INFO - Epoch [14][2200/2910] lr: 1.544e-01, eta: 7:18:57, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7896, top5_acc: 0.9656, loss_cls: 0.6774, loss: 0.6774, grad_norm: 1.1917 2021-04-07 04:03:11,566 - mmaction - INFO - Epoch [14][2220/2910] lr: 1.543e-01, eta: 7:18:38, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.7967, top5_acc: 0.9686, loss_cls: 0.6704, loss: 0.6704, grad_norm: 1.1604 2021-04-07 04:03:27,873 - mmaction - INFO - Epoch [14][2240/2910] lr: 1.541e-01, eta: 7:18:20, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7973, top5_acc: 0.9688, loss_cls: 0.6627, loss: 0.6627, grad_norm: 1.1662 2021-04-07 04:03:44,096 - mmaction - INFO - Epoch [14][2260/2910] lr: 1.539e-01, eta: 7:18:01, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7852, top5_acc: 0.9678, loss_cls: 0.6952, loss: 0.6952, grad_norm: 1.1960 2021-04-07 04:04:00,293 - mmaction - INFO - Epoch [14][2280/2910] lr: 1.537e-01, eta: 7:17:42, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7936, top5_acc: 0.9699, loss_cls: 0.6807, loss: 0.6807, grad_norm: 1.2238 2021-04-07 04:04:16,481 - mmaction - INFO - Epoch [14][2300/2910] lr: 1.536e-01, eta: 7:17:23, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8053, top5_acc: 0.9680, loss_cls: 0.6529, loss: 0.6529, grad_norm: 1.1308 2021-04-07 04:04:32,735 - mmaction - INFO - Epoch [14][2320/2910] lr: 1.534e-01, eta: 7:17:05, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7869, top5_acc: 0.9732, loss_cls: 0.6540, loss: 0.6540, grad_norm: 1.1615 2021-04-07 04:04:48,987 - mmaction - INFO - Epoch [14][2340/2910] lr: 1.532e-01, eta: 7:16:46, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9674, loss_cls: 0.6596, loss: 0.6596, grad_norm: 1.1566 2021-04-07 04:05:05,311 - mmaction - INFO - Epoch [14][2360/2910] lr: 1.530e-01, eta: 7:16:27, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7961, top5_acc: 0.9670, loss_cls: 0.6674, loss: 0.6674, grad_norm: 1.1745 2021-04-07 04:05:21,557 - mmaction - INFO - Epoch [14][2380/2910] lr: 1.529e-01, eta: 7:16:09, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9666, loss_cls: 0.6622, loss: 0.6622, grad_norm: 1.1481 2021-04-07 04:05:37,787 - mmaction - INFO - Epoch [14][2400/2910] lr: 1.527e-01, eta: 7:15:50, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9684, loss_cls: 0.6732, loss: 0.6732, grad_norm: 1.1548 2021-04-07 04:05:54,015 - mmaction - INFO - Epoch [14][2420/2910] lr: 1.525e-01, eta: 7:15:31, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8010, top5_acc: 0.9703, loss_cls: 0.6449, loss: 0.6449, grad_norm: 1.1417 2021-04-07 04:06:10,298 - mmaction - INFO - Epoch [14][2440/2910] lr: 1.523e-01, eta: 7:15:12, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7826, top5_acc: 0.9703, loss_cls: 0.6979, loss: 0.6979, grad_norm: 1.2452 2021-04-07 04:06:26,625 - mmaction - INFO - Epoch [14][2460/2910] lr: 1.522e-01, eta: 7:14:54, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7865, top5_acc: 0.9666, loss_cls: 0.6840, loss: 0.6840, grad_norm: 1.2263 2021-04-07 04:06:42,954 - mmaction - INFO - Epoch [14][2480/2910] lr: 1.520e-01, eta: 7:14:35, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 0.6931, loss: 0.6931, grad_norm: 1.2304 2021-04-07 04:06:59,209 - mmaction - INFO - Epoch [14][2500/2910] lr: 1.518e-01, eta: 7:14:16, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7918, top5_acc: 0.9676, loss_cls: 0.6792, loss: 0.6792, grad_norm: 1.1950 2021-04-07 04:07:15,547 - mmaction - INFO - Epoch [14][2520/2910] lr: 1.516e-01, eta: 7:13:58, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7906, top5_acc: 0.9678, loss_cls: 0.6697, loss: 0.6697, grad_norm: 1.1628 2021-04-07 04:07:31,775 - mmaction - INFO - Epoch [14][2540/2910] lr: 1.515e-01, eta: 7:13:39, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.7930, top5_acc: 0.9734, loss_cls: 0.6589, loss: 0.6589, grad_norm: 1.1596 2021-04-07 04:07:48,061 - mmaction - INFO - Epoch [14][2560/2910] lr: 1.513e-01, eta: 7:13:20, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7918, top5_acc: 0.9680, loss_cls: 0.6778, loss: 0.6778, grad_norm: 1.1707 2021-04-07 04:08:04,273 - mmaction - INFO - Epoch [14][2580/2910] lr: 1.511e-01, eta: 7:13:02, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8021, top5_acc: 0.9732, loss_cls: 0.6387, loss: 0.6387, grad_norm: 1.1377 2021-04-07 04:08:20,563 - mmaction - INFO - Epoch [14][2600/2910] lr: 1.509e-01, eta: 7:12:43, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9719, loss_cls: 0.6708, loss: 0.6708, grad_norm: 1.2030 2021-04-07 04:08:36,802 - mmaction - INFO - Epoch [14][2620/2910] lr: 1.508e-01, eta: 7:12:24, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.7947, top5_acc: 0.9680, loss_cls: 0.6686, loss: 0.6686, grad_norm: 1.1929 2021-04-07 04:08:53,053 - mmaction - INFO - Epoch [14][2640/2910] lr: 1.506e-01, eta: 7:12:06, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8043, top5_acc: 0.9727, loss_cls: 0.6286, loss: 0.6286, grad_norm: 1.1337 2021-04-07 04:09:09,377 - mmaction - INFO - Epoch [14][2660/2910] lr: 1.504e-01, eta: 7:11:47, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7967, top5_acc: 0.9701, loss_cls: 0.6508, loss: 0.6508, grad_norm: 1.1846 2021-04-07 04:09:25,692 - mmaction - INFO - Epoch [14][2680/2910] lr: 1.502e-01, eta: 7:11:29, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9732, loss_cls: 0.6749, loss: 0.6749, grad_norm: 1.2377 2021-04-07 04:09:41,835 - mmaction - INFO - Epoch [14][2700/2910] lr: 1.501e-01, eta: 7:11:10, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9701, loss_cls: 0.6371, loss: 0.6371, grad_norm: 1.1580 2021-04-07 04:09:58,097 - mmaction - INFO - Epoch [14][2720/2910] lr: 1.499e-01, eta: 7:10:51, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.7955, top5_acc: 0.9686, loss_cls: 0.6416, loss: 0.6416, grad_norm: 1.1814 2021-04-07 04:10:14,403 - mmaction - INFO - Epoch [14][2740/2910] lr: 1.497e-01, eta: 7:10:32, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8049, top5_acc: 0.9711, loss_cls: 0.6523, loss: 0.6523, grad_norm: 1.1427 2021-04-07 04:10:30,614 - mmaction - INFO - Epoch [14][2760/2910] lr: 1.495e-01, eta: 7:10:14, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8012, top5_acc: 0.9721, loss_cls: 0.6385, loss: 0.6385, grad_norm: 1.1673 2021-04-07 04:10:47,016 - mmaction - INFO - Epoch [14][2780/2910] lr: 1.494e-01, eta: 7:09:55, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.8055, top5_acc: 0.9701, loss_cls: 0.6301, loss: 0.6301, grad_norm: 1.1404 2021-04-07 04:11:03,270 - mmaction - INFO - Epoch [14][2800/2910] lr: 1.492e-01, eta: 7:09:37, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8053, top5_acc: 0.9740, loss_cls: 0.6298, loss: 0.6298, grad_norm: 1.1607 2021-04-07 04:11:19,486 - mmaction - INFO - Epoch [14][2820/2910] lr: 1.490e-01, eta: 7:09:18, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8021, top5_acc: 0.9682, loss_cls: 0.6542, loss: 0.6542, grad_norm: 1.1599 2021-04-07 04:11:35,848 - mmaction - INFO - Epoch [14][2840/2910] lr: 1.489e-01, eta: 7:08:59, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.7949, top5_acc: 0.9707, loss_cls: 0.6477, loss: 0.6477, grad_norm: 1.2201 2021-04-07 04:11:52,093 - mmaction - INFO - Epoch [14][2860/2910] lr: 1.487e-01, eta: 7:08:41, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7996, top5_acc: 0.9664, loss_cls: 0.6602, loss: 0.6602, grad_norm: 1.1921 2021-04-07 04:12:08,344 - mmaction - INFO - Epoch [14][2880/2910] lr: 1.485e-01, eta: 7:08:22, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7977, top5_acc: 0.9711, loss_cls: 0.6513, loss: 0.6513, grad_norm: 1.1865 2021-04-07 04:12:24,634 - mmaction - INFO - Epoch [14][2900/2910] lr: 1.483e-01, eta: 7:08:03, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7963, top5_acc: 0.9680, loss_cls: 0.6538, loss: 0.6538, grad_norm: 1.1627 2021-04-07 04:12:35,219 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-07 04:18:45,302 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 04:18:45,968 - mmaction - INFO - top1_acc 0.6918 top5_acc 0.9331 2021-04-07 04:18:45,969 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 04:18:46,079 - mmaction - INFO - mean_acc 0.7190 2021-04-07 04:18:46,097 - mmaction - INFO - Epoch(val) [14][2910] top1_acc: 0.6918, top5_acc: 0.9331, mean_class_accuracy: 0.7190 2021-04-07 04:22:43,187 - mmaction - INFO - Epoch [15][20/2910] lr: 1.481e-01, eta: 7:10:07, time: 11.853, data_time: 11.009, memory: 9523, top1_acc: 0.7941, top5_acc: 0.9734, loss_cls: 0.6483, loss: 0.6483, grad_norm: 1.1889 2021-04-07 04:22:59,365 - mmaction - INFO - Epoch [15][40/2910] lr: 1.479e-01, eta: 7:09:48, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.7945, top5_acc: 0.9697, loss_cls: 0.6635, loss: 0.6635, grad_norm: 1.1876 2021-04-07 04:23:15,591 - mmaction - INFO - Epoch [15][60/2910] lr: 1.477e-01, eta: 7:09:29, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8029, top5_acc: 0.9701, loss_cls: 0.6400, loss: 0.6400, grad_norm: 1.1608 2021-04-07 04:23:31,930 - mmaction - INFO - Epoch [15][80/2910] lr: 1.476e-01, eta: 7:09:11, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.7963, top5_acc: 0.9705, loss_cls: 0.6478, loss: 0.6478, grad_norm: 1.1759 2021-04-07 04:23:48,222 - mmaction - INFO - Epoch [15][100/2910] lr: 1.474e-01, eta: 7:08:52, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8059, top5_acc: 0.9658, loss_cls: 0.6468, loss: 0.6468, grad_norm: 1.1489 2021-04-07 04:24:04,465 - mmaction - INFO - Epoch [15][120/2910] lr: 1.472e-01, eta: 7:08:33, time: 0.813, data_time: 0.006, memory: 9523, top1_acc: 0.8074, top5_acc: 0.9752, loss_cls: 0.6258, loss: 0.6258, grad_norm: 1.1641 2021-04-07 04:24:20,641 - mmaction - INFO - Epoch [15][140/2910] lr: 1.470e-01, eta: 7:08:14, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.7943, top5_acc: 0.9705, loss_cls: 0.6561, loss: 0.6561, grad_norm: 1.1661 2021-04-07 04:24:36,991 - mmaction - INFO - Epoch [15][160/2910] lr: 1.469e-01, eta: 7:07:56, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9699, loss_cls: 0.6780, loss: 0.6780, grad_norm: 1.1992 2021-04-07 04:24:53,218 - mmaction - INFO - Epoch [15][180/2910] lr: 1.467e-01, eta: 7:07:37, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.7941, top5_acc: 0.9717, loss_cls: 0.6545, loss: 0.6545, grad_norm: 1.1879 2021-04-07 04:25:09,402 - mmaction - INFO - Epoch [15][200/2910] lr: 1.465e-01, eta: 7:07:18, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.7939, top5_acc: 0.9709, loss_cls: 0.6650, loss: 0.6650, grad_norm: 1.1952 2021-04-07 04:25:25,613 - mmaction - INFO - Epoch [15][220/2910] lr: 1.463e-01, eta: 7:06:59, time: 0.811, data_time: 0.006, memory: 9523, top1_acc: 0.7951, top5_acc: 0.9699, loss_cls: 0.6554, loss: 0.6554, grad_norm: 1.1817 2021-04-07 04:25:41,904 - mmaction - INFO - Epoch [15][240/2910] lr: 1.462e-01, eta: 7:06:40, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8182, top5_acc: 0.9717, loss_cls: 0.6169, loss: 0.6169, grad_norm: 1.1240 2021-04-07 04:25:58,222 - mmaction - INFO - Epoch [15][260/2910] lr: 1.460e-01, eta: 7:06:22, time: 0.816, data_time: 0.007, memory: 9523, top1_acc: 0.7986, top5_acc: 0.9715, loss_cls: 0.6559, loss: 0.6559, grad_norm: 1.1684 2021-04-07 04:26:14,430 - mmaction - INFO - Epoch [15][280/2910] lr: 1.458e-01, eta: 7:06:03, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7980, top5_acc: 0.9756, loss_cls: 0.6371, loss: 0.6371, grad_norm: 1.2002 2021-04-07 04:26:30,597 - mmaction - INFO - Epoch [15][300/2910] lr: 1.456e-01, eta: 7:05:44, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7916, top5_acc: 0.9691, loss_cls: 0.6901, loss: 0.6901, grad_norm: 1.2365 2021-04-07 04:26:46,843 - mmaction - INFO - Epoch [15][320/2910] lr: 1.455e-01, eta: 7:05:25, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.7973, top5_acc: 0.9695, loss_cls: 0.6570, loss: 0.6570, grad_norm: 1.1782 2021-04-07 04:27:03,101 - mmaction - INFO - Epoch [15][340/2910] lr: 1.453e-01, eta: 7:05:06, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8002, top5_acc: 0.9682, loss_cls: 0.6496, loss: 0.6496, grad_norm: 1.1751 2021-04-07 04:27:19,360 - mmaction - INFO - Epoch [15][360/2910] lr: 1.451e-01, eta: 7:04:48, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9695, loss_cls: 0.6643, loss: 0.6643, grad_norm: 1.1921 2021-04-07 04:27:35,600 - mmaction - INFO - Epoch [15][380/2910] lr: 1.450e-01, eta: 7:04:29, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8008, top5_acc: 0.9721, loss_cls: 0.6336, loss: 0.6336, grad_norm: 1.1220 2021-04-07 04:27:51,765 - mmaction - INFO - Epoch [15][400/2910] lr: 1.448e-01, eta: 7:04:10, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8004, top5_acc: 0.9756, loss_cls: 0.6237, loss: 0.6237, grad_norm: 1.1648 2021-04-07 04:28:08,196 - mmaction - INFO - Epoch [15][420/2910] lr: 1.446e-01, eta: 7:03:51, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.8061, top5_acc: 0.9744, loss_cls: 0.6292, loss: 0.6292, grad_norm: 1.1764 2021-04-07 04:28:24,516 - mmaction - INFO - Epoch [15][440/2910] lr: 1.444e-01, eta: 7:03:33, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9715, loss_cls: 0.6124, loss: 0.6124, grad_norm: 1.1710 2021-04-07 04:28:40,774 - mmaction - INFO - Epoch [15][460/2910] lr: 1.443e-01, eta: 7:03:14, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8008, top5_acc: 0.9689, loss_cls: 0.6455, loss: 0.6455, grad_norm: 1.2289 2021-04-07 04:28:57,070 - mmaction - INFO - Epoch [15][480/2910] lr: 1.441e-01, eta: 7:02:55, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.7984, top5_acc: 0.9727, loss_cls: 0.6580, loss: 0.6580, grad_norm: 1.2003 2021-04-07 04:29:13,252 - mmaction - INFO - Epoch [15][500/2910] lr: 1.439e-01, eta: 7:02:36, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8078, top5_acc: 0.9709, loss_cls: 0.6299, loss: 0.6299, grad_norm: 1.2167 2021-04-07 04:29:29,496 - mmaction - INFO - Epoch [15][520/2910] lr: 1.437e-01, eta: 7:02:18, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7979, top5_acc: 0.9686, loss_cls: 0.6550, loss: 0.6550, grad_norm: 1.1961 2021-04-07 04:29:45,682 - mmaction - INFO - Epoch [15][540/2910] lr: 1.436e-01, eta: 7:01:59, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.7979, top5_acc: 0.9732, loss_cls: 0.6484, loss: 0.6484, grad_norm: 1.1898 2021-04-07 04:30:01,908 - mmaction - INFO - Epoch [15][560/2910] lr: 1.434e-01, eta: 7:01:40, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7943, top5_acc: 0.9721, loss_cls: 0.6550, loss: 0.6550, grad_norm: 1.1849 2021-04-07 04:30:18,239 - mmaction - INFO - Epoch [15][580/2910] lr: 1.432e-01, eta: 7:01:21, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8082, top5_acc: 0.9752, loss_cls: 0.6314, loss: 0.6314, grad_norm: 1.1816 2021-04-07 04:30:34,478 - mmaction - INFO - Epoch [15][600/2910] lr: 1.431e-01, eta: 7:01:02, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.7893, top5_acc: 0.9721, loss_cls: 0.6616, loss: 0.6616, grad_norm: 1.2325 2021-04-07 04:30:50,733 - mmaction - INFO - Epoch [15][620/2910] lr: 1.429e-01, eta: 7:00:44, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7998, top5_acc: 0.9721, loss_cls: 0.6372, loss: 0.6372, grad_norm: 1.1707 2021-04-07 04:31:06,909 - mmaction - INFO - Epoch [15][640/2910] lr: 1.427e-01, eta: 7:00:25, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8004, top5_acc: 0.9719, loss_cls: 0.6463, loss: 0.6463, grad_norm: 1.1970 2021-04-07 04:31:23,098 - mmaction - INFO - Epoch [15][660/2910] lr: 1.425e-01, eta: 7:00:06, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8025, top5_acc: 0.9715, loss_cls: 0.6393, loss: 0.6393, grad_norm: 1.2097 2021-04-07 04:31:39,454 - mmaction - INFO - Epoch [15][680/2910] lr: 1.424e-01, eta: 6:59:48, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.7945, top5_acc: 0.9705, loss_cls: 0.6653, loss: 0.6653, grad_norm: 1.2391 2021-04-07 04:31:55,675 - mmaction - INFO - Epoch [15][700/2910] lr: 1.422e-01, eta: 6:59:29, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.7820, top5_acc: 0.9676, loss_cls: 0.7039, loss: 0.7039, grad_norm: 1.2360 2021-04-07 04:32:11,881 - mmaction - INFO - Epoch [15][720/2910] lr: 1.420e-01, eta: 6:59:10, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7937, top5_acc: 0.9699, loss_cls: 0.6570, loss: 0.6570, grad_norm: 1.1903 2021-04-07 04:32:28,147 - mmaction - INFO - Epoch [15][740/2910] lr: 1.418e-01, eta: 6:58:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8004, top5_acc: 0.9734, loss_cls: 0.6362, loss: 0.6362, grad_norm: 1.1752 2021-04-07 04:32:44,507 - mmaction - INFO - Epoch [15][760/2910] lr: 1.417e-01, eta: 6:58:33, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8039, top5_acc: 0.9682, loss_cls: 0.6492, loss: 0.6492, grad_norm: 1.2006 2021-04-07 04:33:00,737 - mmaction - INFO - Epoch [15][780/2910] lr: 1.415e-01, eta: 6:58:14, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8014, top5_acc: 0.9760, loss_cls: 0.6351, loss: 0.6351, grad_norm: 1.1869 2021-04-07 04:33:17,010 - mmaction - INFO - Epoch [15][800/2910] lr: 1.413e-01, eta: 6:57:55, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.7957, top5_acc: 0.9727, loss_cls: 0.6489, loss: 0.6489, grad_norm: 1.2171 2021-04-07 04:33:33,290 - mmaction - INFO - Epoch [15][820/2910] lr: 1.412e-01, eta: 6:57:36, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8012, top5_acc: 0.9730, loss_cls: 0.6391, loss: 0.6391, grad_norm: 1.2017 2021-04-07 04:33:49,485 - mmaction - INFO - Epoch [15][840/2910] lr: 1.410e-01, eta: 6:57:18, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8053, top5_acc: 0.9746, loss_cls: 0.6264, loss: 0.6264, grad_norm: 1.2014 2021-04-07 04:34:05,773 - mmaction - INFO - Epoch [15][860/2910] lr: 1.408e-01, eta: 6:56:59, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8150, top5_acc: 0.9746, loss_cls: 0.6071, loss: 0.6071, grad_norm: 1.1570 2021-04-07 04:34:21,947 - mmaction - INFO - Epoch [15][880/2910] lr: 1.406e-01, eta: 6:56:40, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7994, top5_acc: 0.9707, loss_cls: 0.6387, loss: 0.6387, grad_norm: 1.2019 2021-04-07 04:34:38,229 - mmaction - INFO - Epoch [15][900/2910] lr: 1.405e-01, eta: 6:56:22, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8156, top5_acc: 0.9721, loss_cls: 0.6159, loss: 0.6159, grad_norm: 1.1752 2021-04-07 04:34:54,466 - mmaction - INFO - Epoch [15][920/2910] lr: 1.403e-01, eta: 6:56:03, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8102, top5_acc: 0.9734, loss_cls: 0.6091, loss: 0.6091, grad_norm: 1.1553 2021-04-07 04:35:10,834 - mmaction - INFO - Epoch [15][940/2910] lr: 1.401e-01, eta: 6:55:44, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8129, top5_acc: 0.9727, loss_cls: 0.6299, loss: 0.6299, grad_norm: 1.2204 2021-04-07 04:35:27,028 - mmaction - INFO - Epoch [15][960/2910] lr: 1.400e-01, eta: 6:55:25, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.7998, top5_acc: 0.9709, loss_cls: 0.6486, loss: 0.6486, grad_norm: 1.2333 2021-04-07 04:35:43,290 - mmaction - INFO - Epoch [15][980/2910] lr: 1.398e-01, eta: 6:55:07, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.7930, top5_acc: 0.9727, loss_cls: 0.6437, loss: 0.6437, grad_norm: 1.2271 2021-04-07 04:35:59,568 - mmaction - INFO - Epoch [15][1000/2910] lr: 1.396e-01, eta: 6:54:48, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8074, top5_acc: 0.9732, loss_cls: 0.6329, loss: 0.6329, grad_norm: 1.2147 2021-04-07 04:36:15,838 - mmaction - INFO - Epoch [15][1020/2910] lr: 1.394e-01, eta: 6:54:29, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8047, top5_acc: 0.9689, loss_cls: 0.6555, loss: 0.6555, grad_norm: 1.1731 2021-04-07 04:36:32,188 - mmaction - INFO - Epoch [15][1040/2910] lr: 1.393e-01, eta: 6:54:11, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.8037, top5_acc: 0.9711, loss_cls: 0.6334, loss: 0.6334, grad_norm: 1.1796 2021-04-07 04:36:48,359 - mmaction - INFO - Epoch [15][1060/2910] lr: 1.391e-01, eta: 6:53:52, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.8127, top5_acc: 0.9729, loss_cls: 0.6052, loss: 0.6052, grad_norm: 1.1756 2021-04-07 04:37:04,569 - mmaction - INFO - Epoch [15][1080/2910] lr: 1.389e-01, eta: 6:53:33, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8072, top5_acc: 0.9760, loss_cls: 0.6171, loss: 0.6171, grad_norm: 1.1403 2021-04-07 04:37:20,874 - mmaction - INFO - Epoch [15][1100/2910] lr: 1.388e-01, eta: 6:53:15, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8135, top5_acc: 0.9691, loss_cls: 0.6119, loss: 0.6119, grad_norm: 1.1703 2021-04-07 04:37:37,160 - mmaction - INFO - Epoch [15][1120/2910] lr: 1.386e-01, eta: 6:52:56, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8035, top5_acc: 0.9703, loss_cls: 0.6472, loss: 0.6472, grad_norm: 1.2395 2021-04-07 04:37:53,414 - mmaction - INFO - Epoch [15][1140/2910] lr: 1.384e-01, eta: 6:52:37, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8049, top5_acc: 0.9699, loss_cls: 0.6304, loss: 0.6304, grad_norm: 1.1825 2021-04-07 04:38:09,628 - mmaction - INFO - Epoch [15][1160/2910] lr: 1.382e-01, eta: 6:52:19, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8074, top5_acc: 0.9703, loss_cls: 0.6272, loss: 0.6272, grad_norm: 1.2148 2021-04-07 04:38:25,906 - mmaction - INFO - Epoch [15][1180/2910] lr: 1.381e-01, eta: 6:52:00, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8051, top5_acc: 0.9742, loss_cls: 0.6225, loss: 0.6225, grad_norm: 1.2097 2021-04-07 04:38:42,208 - mmaction - INFO - Epoch [15][1200/2910] lr: 1.379e-01, eta: 6:51:41, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8094, top5_acc: 0.9703, loss_cls: 0.6281, loss: 0.6281, grad_norm: 1.2284 2021-04-07 04:38:58,506 - mmaction - INFO - Epoch [15][1220/2910] lr: 1.377e-01, eta: 6:51:23, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9744, loss_cls: 0.6323, loss: 0.6323, grad_norm: 1.2017 2021-04-07 04:39:14,794 - mmaction - INFO - Epoch [15][1240/2910] lr: 1.376e-01, eta: 6:51:04, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8037, top5_acc: 0.9705, loss_cls: 0.6490, loss: 0.6490, grad_norm: 1.1749 2021-04-07 04:39:31,074 - mmaction - INFO - Epoch [15][1260/2910] lr: 1.374e-01, eta: 6:50:45, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8145, top5_acc: 0.9760, loss_cls: 0.5991, loss: 0.5991, grad_norm: 1.1798 2021-04-07 04:39:47,269 - mmaction - INFO - Epoch [15][1280/2910] lr: 1.372e-01, eta: 6:50:27, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9723, loss_cls: 0.6373, loss: 0.6373, grad_norm: 1.2384 2021-04-07 04:40:03,591 - mmaction - INFO - Epoch [15][1300/2910] lr: 1.370e-01, eta: 6:50:08, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8217, top5_acc: 0.9734, loss_cls: 0.5908, loss: 0.5908, grad_norm: 1.1658 2021-04-07 04:40:19,873 - mmaction - INFO - Epoch [15][1320/2910] lr: 1.369e-01, eta: 6:49:49, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8053, top5_acc: 0.9715, loss_cls: 0.6104, loss: 0.6104, grad_norm: 1.1864 2021-04-07 04:40:36,200 - mmaction - INFO - Epoch [15][1340/2910] lr: 1.367e-01, eta: 6:49:31, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8135, top5_acc: 0.9744, loss_cls: 0.6068, loss: 0.6068, grad_norm: 1.1978 2021-04-07 04:40:52,398 - mmaction - INFO - Epoch [15][1360/2910] lr: 1.365e-01, eta: 6:49:12, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.7986, top5_acc: 0.9709, loss_cls: 0.6459, loss: 0.6459, grad_norm: 1.2280 2021-04-07 04:41:08,629 - mmaction - INFO - Epoch [15][1380/2910] lr: 1.364e-01, eta: 6:48:53, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9721, loss_cls: 0.6426, loss: 0.6426, grad_norm: 1.2071 2021-04-07 04:41:24,873 - mmaction - INFO - Epoch [15][1400/2910] lr: 1.362e-01, eta: 6:48:35, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8051, top5_acc: 0.9709, loss_cls: 0.6233, loss: 0.6233, grad_norm: 1.2104 2021-04-07 04:41:41,115 - mmaction - INFO - Epoch [15][1420/2910] lr: 1.360e-01, eta: 6:48:16, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8098, top5_acc: 0.9701, loss_cls: 0.6263, loss: 0.6263, grad_norm: 1.2047 2021-04-07 04:41:57,416 - mmaction - INFO - Epoch [15][1440/2910] lr: 1.358e-01, eta: 6:47:57, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8031, top5_acc: 0.9713, loss_cls: 0.6426, loss: 0.6426, grad_norm: 1.2213 2021-04-07 04:42:13,615 - mmaction - INFO - Epoch [15][1460/2910] lr: 1.357e-01, eta: 6:47:39, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.7992, top5_acc: 0.9760, loss_cls: 0.6184, loss: 0.6184, grad_norm: 1.1899 2021-04-07 04:42:29,886 - mmaction - INFO - Epoch [15][1480/2910] lr: 1.355e-01, eta: 6:47:20, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8109, top5_acc: 0.9752, loss_cls: 0.6184, loss: 0.6184, grad_norm: 1.1720 2021-04-07 04:42:46,204 - mmaction - INFO - Epoch [15][1500/2910] lr: 1.353e-01, eta: 6:47:02, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.7969, top5_acc: 0.9703, loss_cls: 0.6512, loss: 0.6512, grad_norm: 1.2736 2021-04-07 04:43:02,434 - mmaction - INFO - Epoch [15][1520/2910] lr: 1.352e-01, eta: 6:46:43, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8035, top5_acc: 0.9689, loss_cls: 0.6340, loss: 0.6340, grad_norm: 1.1845 2021-04-07 04:43:18,667 - mmaction - INFO - Epoch [15][1540/2910] lr: 1.350e-01, eta: 6:46:24, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8082, top5_acc: 0.9727, loss_cls: 0.6271, loss: 0.6271, grad_norm: 1.2198 2021-04-07 04:43:34,941 - mmaction - INFO - Epoch [15][1560/2910] lr: 1.348e-01, eta: 6:46:06, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8135, top5_acc: 0.9779, loss_cls: 0.6078, loss: 0.6078, grad_norm: 1.2110 2021-04-07 04:43:51,170 - mmaction - INFO - Epoch [15][1580/2910] lr: 1.347e-01, eta: 6:45:47, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9742, loss_cls: 0.6262, loss: 0.6262, grad_norm: 1.2186 2021-04-07 04:44:07,462 - mmaction - INFO - Epoch [15][1600/2910] lr: 1.345e-01, eta: 6:45:28, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8111, top5_acc: 0.9750, loss_cls: 0.6153, loss: 0.6153, grad_norm: 1.2231 2021-04-07 04:44:23,736 - mmaction - INFO - Epoch [15][1620/2910] lr: 1.343e-01, eta: 6:45:10, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8057, top5_acc: 0.9695, loss_cls: 0.6269, loss: 0.6269, grad_norm: 1.1693 2021-04-07 04:44:40,060 - mmaction - INFO - Epoch [15][1640/2910] lr: 1.341e-01, eta: 6:44:51, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8252, top5_acc: 0.9746, loss_cls: 0.5762, loss: 0.5762, grad_norm: 1.1814 2021-04-07 04:44:56,359 - mmaction - INFO - Epoch [15][1660/2910] lr: 1.340e-01, eta: 6:44:33, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8057, top5_acc: 0.9750, loss_cls: 0.6293, loss: 0.6293, grad_norm: 1.2422 2021-04-07 04:45:12,668 - mmaction - INFO - Epoch [15][1680/2910] lr: 1.338e-01, eta: 6:44:14, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8051, top5_acc: 0.9699, loss_cls: 0.6337, loss: 0.6337, grad_norm: 1.2039 2021-04-07 04:45:28,891 - mmaction - INFO - Epoch [15][1700/2910] lr: 1.336e-01, eta: 6:43:55, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8047, top5_acc: 0.9729, loss_cls: 0.6321, loss: 0.6321, grad_norm: 1.2375 2021-04-07 04:45:45,084 - mmaction - INFO - Epoch [15][1720/2910] lr: 1.335e-01, eta: 6:43:37, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8000, top5_acc: 0.9715, loss_cls: 0.6504, loss: 0.6504, grad_norm: 1.2265 2021-04-07 04:46:01,294 - mmaction - INFO - Epoch [15][1740/2910] lr: 1.333e-01, eta: 6:43:18, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.8059, top5_acc: 0.9725, loss_cls: 0.6183, loss: 0.6183, grad_norm: 1.2159 2021-04-07 04:46:17,528 - mmaction - INFO - Epoch [15][1760/2910] lr: 1.331e-01, eta: 6:42:59, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8031, top5_acc: 0.9752, loss_cls: 0.6128, loss: 0.6128, grad_norm: 1.2224 2021-04-07 04:46:33,775 - mmaction - INFO - Epoch [15][1780/2910] lr: 1.330e-01, eta: 6:42:41, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.8105, top5_acc: 0.9758, loss_cls: 0.6133, loss: 0.6133, grad_norm: 1.1683 2021-04-07 04:46:50,012 - mmaction - INFO - Epoch [15][1800/2910] lr: 1.328e-01, eta: 6:42:22, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8178, top5_acc: 0.9729, loss_cls: 0.5989, loss: 0.5989, grad_norm: 1.1639 2021-04-07 04:47:06,159 - mmaction - INFO - Epoch [15][1820/2910] lr: 1.326e-01, eta: 6:42:04, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.8113, top5_acc: 0.9729, loss_cls: 0.6167, loss: 0.6167, grad_norm: 1.2041 2021-04-07 04:47:22,378 - mmaction - INFO - Epoch [15][1840/2910] lr: 1.325e-01, eta: 6:41:45, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 0.6446, loss: 0.6446, grad_norm: 1.2509 2021-04-07 04:47:38,635 - mmaction - INFO - Epoch [15][1860/2910] lr: 1.323e-01, eta: 6:41:26, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8035, top5_acc: 0.9730, loss_cls: 0.6368, loss: 0.6368, grad_norm: 1.2246 2021-04-07 04:47:54,924 - mmaction - INFO - Epoch [15][1880/2910] lr: 1.321e-01, eta: 6:41:08, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8088, top5_acc: 0.9752, loss_cls: 0.6053, loss: 0.6053, grad_norm: 1.1830 2021-04-07 04:48:11,128 - mmaction - INFO - Epoch [15][1900/2910] lr: 1.319e-01, eta: 6:40:49, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.8090, top5_acc: 0.9754, loss_cls: 0.5992, loss: 0.5992, grad_norm: 1.2030 2021-04-07 04:48:27,283 - mmaction - INFO - Epoch [15][1920/2910] lr: 1.318e-01, eta: 6:40:30, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9729, loss_cls: 0.6317, loss: 0.6317, grad_norm: 1.2483 2021-04-07 04:48:43,502 - mmaction - INFO - Epoch [15][1940/2910] lr: 1.316e-01, eta: 6:40:12, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8008, top5_acc: 0.9709, loss_cls: 0.6371, loss: 0.6371, grad_norm: 1.2305 2021-04-07 04:48:59,785 - mmaction - INFO - Epoch [15][1960/2910] lr: 1.314e-01, eta: 6:39:53, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 0.6253, loss: 0.6253, grad_norm: 1.2333 2021-04-07 04:49:16,052 - mmaction - INFO - Epoch [15][1980/2910] lr: 1.313e-01, eta: 6:39:35, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8152, top5_acc: 0.9740, loss_cls: 0.6121, loss: 0.6121, grad_norm: 1.2046 2021-04-07 04:49:32,274 - mmaction - INFO - Epoch [15][2000/2910] lr: 1.311e-01, eta: 6:39:16, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 0.6461, loss: 0.6461, grad_norm: 1.2445 2021-04-07 04:49:48,509 - mmaction - INFO - Epoch [15][2020/2910] lr: 1.309e-01, eta: 6:38:57, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8178, top5_acc: 0.9752, loss_cls: 0.5867, loss: 0.5867, grad_norm: 1.1964 2021-04-07 04:50:04,806 - mmaction - INFO - Epoch [15][2040/2910] lr: 1.308e-01, eta: 6:38:39, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.7937, top5_acc: 0.9707, loss_cls: 0.6456, loss: 0.6456, grad_norm: 1.2338 2021-04-07 04:50:21,050 - mmaction - INFO - Epoch [15][2060/2910] lr: 1.306e-01, eta: 6:38:20, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8066, top5_acc: 0.9732, loss_cls: 0.6298, loss: 0.6298, grad_norm: 1.2289 2021-04-07 04:50:37,344 - mmaction - INFO - Epoch [15][2080/2910] lr: 1.304e-01, eta: 6:38:02, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.8064, top5_acc: 0.9729, loss_cls: 0.6204, loss: 0.6204, grad_norm: 1.2085 2021-04-07 04:50:53,597 - mmaction - INFO - Epoch [15][2100/2910] lr: 1.303e-01, eta: 6:37:43, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8111, top5_acc: 0.9729, loss_cls: 0.6194, loss: 0.6194, grad_norm: 1.2013 2021-04-07 04:51:09,791 - mmaction - INFO - Epoch [15][2120/2910] lr: 1.301e-01, eta: 6:37:25, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8092, top5_acc: 0.9719, loss_cls: 0.6191, loss: 0.6191, grad_norm: 1.2233 2021-04-07 04:51:25,980 - mmaction - INFO - Epoch [15][2140/2910] lr: 1.299e-01, eta: 6:37:06, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.8055, top5_acc: 0.9738, loss_cls: 0.6238, loss: 0.6238, grad_norm: 1.2495 2021-04-07 04:51:42,361 - mmaction - INFO - Epoch [15][2160/2910] lr: 1.297e-01, eta: 6:36:48, time: 0.818, data_time: 0.009, memory: 9523, top1_acc: 0.8199, top5_acc: 0.9723, loss_cls: 0.6024, loss: 0.6024, grad_norm: 1.1983 2021-04-07 04:51:58,656 - mmaction - INFO - Epoch [15][2180/2910] lr: 1.296e-01, eta: 6:36:29, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8104, top5_acc: 0.9711, loss_cls: 0.6229, loss: 0.6229, grad_norm: 1.2456 2021-04-07 04:52:14,931 - mmaction - INFO - Epoch [15][2200/2910] lr: 1.294e-01, eta: 6:36:10, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.7998, top5_acc: 0.9744, loss_cls: 0.6254, loss: 0.6254, grad_norm: 1.2459 2021-04-07 04:52:31,140 - mmaction - INFO - Epoch [15][2220/2910] lr: 1.292e-01, eta: 6:35:52, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8129, top5_acc: 0.9734, loss_cls: 0.5994, loss: 0.5994, grad_norm: 1.1625 2021-04-07 04:52:47,513 - mmaction - INFO - Epoch [15][2240/2910] lr: 1.291e-01, eta: 6:35:33, time: 0.820, data_time: 0.004, memory: 9523, top1_acc: 0.8109, top5_acc: 0.9750, loss_cls: 0.5889, loss: 0.5889, grad_norm: 1.2134 2021-04-07 04:53:03,735 - mmaction - INFO - Epoch [15][2260/2910] lr: 1.289e-01, eta: 6:35:15, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8170, top5_acc: 0.9760, loss_cls: 0.6006, loss: 0.6006, grad_norm: 1.2153 2021-04-07 04:53:19,994 - mmaction - INFO - Epoch [15][2280/2910] lr: 1.287e-01, eta: 6:34:56, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8094, top5_acc: 0.9766, loss_cls: 0.6125, loss: 0.6125, grad_norm: 1.2067 2021-04-07 04:53:36,255 - mmaction - INFO - Epoch [15][2300/2910] lr: 1.286e-01, eta: 6:34:38, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9730, loss_cls: 0.6062, loss: 0.6062, grad_norm: 1.2255 2021-04-07 04:53:52,525 - mmaction - INFO - Epoch [15][2320/2910] lr: 1.284e-01, eta: 6:34:19, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8107, top5_acc: 0.9750, loss_cls: 0.6160, loss: 0.6160, grad_norm: 1.2170 2021-04-07 04:54:08,865 - mmaction - INFO - Epoch [15][2340/2910] lr: 1.282e-01, eta: 6:34:01, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.8168, top5_acc: 0.9727, loss_cls: 0.5947, loss: 0.5947, grad_norm: 1.1987 2021-04-07 04:54:25,192 - mmaction - INFO - Epoch [15][2360/2910] lr: 1.281e-01, eta: 6:33:42, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8160, top5_acc: 0.9738, loss_cls: 0.6132, loss: 0.6132, grad_norm: 1.2496 2021-04-07 04:54:41,551 - mmaction - INFO - Epoch [15][2380/2910] lr: 1.279e-01, eta: 6:33:24, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.8164, top5_acc: 0.9748, loss_cls: 0.5922, loss: 0.5922, grad_norm: 1.2071 2021-04-07 04:54:57,840 - mmaction - INFO - Epoch [15][2400/2910] lr: 1.277e-01, eta: 6:33:05, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8100, top5_acc: 0.9758, loss_cls: 0.6014, loss: 0.6014, grad_norm: 1.2040 2021-04-07 04:55:14,161 - mmaction - INFO - Epoch [15][2420/2910] lr: 1.276e-01, eta: 6:32:47, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9758, loss_cls: 0.6036, loss: 0.6036, grad_norm: 1.1805 2021-04-07 04:55:30,453 - mmaction - INFO - Epoch [15][2440/2910] lr: 1.274e-01, eta: 6:32:28, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.5969, loss: 0.5969, grad_norm: 1.2111 2021-04-07 04:55:46,685 - mmaction - INFO - Epoch [15][2460/2910] lr: 1.272e-01, eta: 6:32:10, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8066, top5_acc: 0.9744, loss_cls: 0.6205, loss: 0.6205, grad_norm: 1.2741 2021-04-07 04:56:03,004 - mmaction - INFO - Epoch [15][2480/2910] lr: 1.271e-01, eta: 6:31:51, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8191, top5_acc: 0.9742, loss_cls: 0.5911, loss: 0.5911, grad_norm: 1.2102 2021-04-07 04:56:19,254 - mmaction - INFO - Epoch [15][2500/2910] lr: 1.269e-01, eta: 6:31:33, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8195, top5_acc: 0.9818, loss_cls: 0.5831, loss: 0.5831, grad_norm: 1.2403 2021-04-07 04:56:35,452 - mmaction - INFO - Epoch [15][2520/2910] lr: 1.267e-01, eta: 6:31:14, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8092, top5_acc: 0.9727, loss_cls: 0.6110, loss: 0.6110, grad_norm: 1.2657 2021-04-07 04:56:51,809 - mmaction - INFO - Epoch [15][2540/2910] lr: 1.266e-01, eta: 6:30:55, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9744, loss_cls: 0.6159, loss: 0.6159, grad_norm: 1.2625 2021-04-07 04:57:08,124 - mmaction - INFO - Epoch [15][2560/2910] lr: 1.264e-01, eta: 6:30:37, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8135, top5_acc: 0.9750, loss_cls: 0.6060, loss: 0.6060, grad_norm: 1.2378 2021-04-07 04:57:24,415 - mmaction - INFO - Epoch [15][2580/2910] lr: 1.262e-01, eta: 6:30:19, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 0.6398, loss: 0.6398, grad_norm: 1.2749 2021-04-07 04:57:40,693 - mmaction - INFO - Epoch [15][2600/2910] lr: 1.261e-01, eta: 6:30:00, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8031, top5_acc: 0.9752, loss_cls: 0.6141, loss: 0.6141, grad_norm: 1.2695 2021-04-07 04:57:56,928 - mmaction - INFO - Epoch [15][2620/2910] lr: 1.259e-01, eta: 6:29:41, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8072, top5_acc: 0.9744, loss_cls: 0.6128, loss: 0.6128, grad_norm: 1.2578 2021-04-07 04:58:13,348 - mmaction - INFO - Epoch [15][2640/2910] lr: 1.257e-01, eta: 6:29:23, time: 0.821, data_time: 0.015, memory: 9523, top1_acc: 0.8225, top5_acc: 0.9760, loss_cls: 0.5857, loss: 0.5857, grad_norm: 1.1990 2021-04-07 04:58:29,671 - mmaction - INFO - Epoch [15][2660/2910] lr: 1.256e-01, eta: 6:29:05, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8053, top5_acc: 0.9725, loss_cls: 0.6272, loss: 0.6272, grad_norm: 1.2604 2021-04-07 04:58:46,029 - mmaction - INFO - Epoch [15][2680/2910] lr: 1.254e-01, eta: 6:28:46, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8094, top5_acc: 0.9727, loss_cls: 0.6200, loss: 0.6200, grad_norm: 1.2405 2021-04-07 04:59:02,292 - mmaction - INFO - Epoch [15][2700/2910] lr: 1.252e-01, eta: 6:28:28, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8141, top5_acc: 0.9742, loss_cls: 0.5960, loss: 0.5960, grad_norm: 1.2131 2021-04-07 04:59:18,535 - mmaction - INFO - Epoch [15][2720/2910] lr: 1.251e-01, eta: 6:28:09, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8178, top5_acc: 0.9750, loss_cls: 0.6034, loss: 0.6034, grad_norm: 1.2397 2021-04-07 04:59:34,862 - mmaction - INFO - Epoch [15][2740/2910] lr: 1.249e-01, eta: 6:27:51, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8234, top5_acc: 0.9754, loss_cls: 0.5799, loss: 0.5799, grad_norm: 1.1789 2021-04-07 04:59:51,052 - mmaction - INFO - Epoch [15][2760/2910] lr: 1.247e-01, eta: 6:27:32, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8152, top5_acc: 0.9760, loss_cls: 0.5956, loss: 0.5956, grad_norm: 1.2478 2021-04-07 05:00:07,345 - mmaction - INFO - Epoch [15][2780/2910] lr: 1.246e-01, eta: 6:27:14, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8146, top5_acc: 0.9721, loss_cls: 0.6066, loss: 0.6066, grad_norm: 1.2281 2021-04-07 05:00:23,477 - mmaction - INFO - Epoch [15][2800/2910] lr: 1.244e-01, eta: 6:26:55, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.8164, top5_acc: 0.9756, loss_cls: 0.5897, loss: 0.5897, grad_norm: 1.2405 2021-04-07 05:00:39,742 - mmaction - INFO - Epoch [15][2820/2910] lr: 1.242e-01, eta: 6:26:37, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8248, top5_acc: 0.9750, loss_cls: 0.5913, loss: 0.5913, grad_norm: 1.2467 2021-04-07 05:00:56,009 - mmaction - INFO - Epoch [15][2840/2910] lr: 1.241e-01, eta: 6:26:18, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8182, top5_acc: 0.9789, loss_cls: 0.5924, loss: 0.5924, grad_norm: 1.2243 2021-04-07 05:01:12,329 - mmaction - INFO - Epoch [15][2860/2910] lr: 1.239e-01, eta: 6:26:00, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8113, top5_acc: 0.9682, loss_cls: 0.6153, loss: 0.6153, grad_norm: 1.2227 2021-04-07 05:01:28,612 - mmaction - INFO - Epoch [15][2880/2910] lr: 1.237e-01, eta: 6:25:41, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8191, top5_acc: 0.9775, loss_cls: 0.5849, loss: 0.5849, grad_norm: 1.2357 2021-04-07 05:01:44,871 - mmaction - INFO - Epoch [15][2900/2910] lr: 1.236e-01, eta: 6:25:23, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8223, top5_acc: 0.9740, loss_cls: 0.5914, loss: 0.5914, grad_norm: 1.2006 2021-04-07 05:01:55,574 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-07 05:08:06,421 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 05:08:07,067 - mmaction - INFO - top1_acc 0.3026 top5_acc 0.5073 2021-04-07 05:08:07,067 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 05:08:07,178 - mmaction - INFO - mean_acc 0.3182 2021-04-07 05:08:07,196 - mmaction - INFO - Epoch(val) [15][2910] top1_acc: 0.3026, top5_acc: 0.5073, mean_class_accuracy: 0.3182 2021-04-07 05:11:48,379 - mmaction - INFO - Epoch [16][20/2910] lr: 1.233e-01, eta: 6:26:53, time: 11.058, data_time: 10.192, memory: 9523, top1_acc: 0.8127, top5_acc: 0.9730, loss_cls: 0.5933, loss: 0.5933, grad_norm: 1.2314 2021-04-07 05:12:04,649 - mmaction - INFO - Epoch [16][40/2910] lr: 1.231e-01, eta: 6:26:34, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8080, top5_acc: 0.9742, loss_cls: 0.6047, loss: 0.6047, grad_norm: 1.2081 2021-04-07 05:12:20,796 - mmaction - INFO - Epoch [16][60/2910] lr: 1.230e-01, eta: 6:26:16, time: 0.806, data_time: 0.001, memory: 9523, top1_acc: 0.8158, top5_acc: 0.9719, loss_cls: 0.6064, loss: 0.6064, grad_norm: 1.2421 2021-04-07 05:12:36,932 - mmaction - INFO - Epoch [16][80/2910] lr: 1.228e-01, eta: 6:25:57, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.8121, top5_acc: 0.9742, loss_cls: 0.6006, loss: 0.6006, grad_norm: 1.2763 2021-04-07 05:12:53,215 - mmaction - INFO - Epoch [16][100/2910] lr: 1.226e-01, eta: 6:25:38, time: 0.814, data_time: 0.007, memory: 9523, top1_acc: 0.8143, top5_acc: 0.9781, loss_cls: 0.6025, loss: 0.6025, grad_norm: 1.2284 2021-04-07 05:13:09,457 - mmaction - INFO - Epoch [16][120/2910] lr: 1.225e-01, eta: 6:25:20, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8102, top5_acc: 0.9744, loss_cls: 0.6110, loss: 0.6110, grad_norm: 1.2292 2021-04-07 05:13:25,669 - mmaction - INFO - Epoch [16][140/2910] lr: 1.223e-01, eta: 6:25:01, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8236, top5_acc: 0.9730, loss_cls: 0.5830, loss: 0.5830, grad_norm: 1.1937 2021-04-07 05:13:41,897 - mmaction - INFO - Epoch [16][160/2910] lr: 1.221e-01, eta: 6:24:42, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8201, top5_acc: 0.9777, loss_cls: 0.5757, loss: 0.5757, grad_norm: 1.2205 2021-04-07 05:13:58,197 - mmaction - INFO - Epoch [16][180/2910] lr: 1.220e-01, eta: 6:24:24, time: 0.815, data_time: 0.012, memory: 9523, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.6130, loss: 0.6130, grad_norm: 1.2569 2021-04-07 05:14:14,521 - mmaction - INFO - Epoch [16][200/2910] lr: 1.218e-01, eta: 6:24:05, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8178, top5_acc: 0.9746, loss_cls: 0.5933, loss: 0.5933, grad_norm: 1.2165 2021-04-07 05:14:30,693 - mmaction - INFO - Epoch [16][220/2910] lr: 1.216e-01, eta: 6:23:46, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8207, top5_acc: 0.9762, loss_cls: 0.5899, loss: 0.5899, grad_norm: 1.2333 2021-04-07 05:14:46,876 - mmaction - INFO - Epoch [16][240/2910] lr: 1.215e-01, eta: 6:23:28, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.8215, top5_acc: 0.9723, loss_cls: 0.5970, loss: 0.5970, grad_norm: 1.3089 2021-04-07 05:15:03,248 - mmaction - INFO - Epoch [16][260/2910] lr: 1.213e-01, eta: 6:23:09, time: 0.819, data_time: 0.012, memory: 9523, top1_acc: 0.8143, top5_acc: 0.9752, loss_cls: 0.6023, loss: 0.6023, grad_norm: 1.2489 2021-04-07 05:15:19,558 - mmaction - INFO - Epoch [16][280/2910] lr: 1.212e-01, eta: 6:22:51, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8184, top5_acc: 0.9770, loss_cls: 0.5934, loss: 0.5934, grad_norm: 1.2120 2021-04-07 05:15:35,856 - mmaction - INFO - Epoch [16][300/2910] lr: 1.210e-01, eta: 6:22:32, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8283, top5_acc: 0.9744, loss_cls: 0.5726, loss: 0.5726, grad_norm: 1.2144 2021-04-07 05:15:52,134 - mmaction - INFO - Epoch [16][320/2910] lr: 1.208e-01, eta: 6:22:14, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8256, top5_acc: 0.9770, loss_cls: 0.5749, loss: 0.5749, grad_norm: 1.2477 2021-04-07 05:16:08,360 - mmaction - INFO - Epoch [16][340/2910] lr: 1.207e-01, eta: 6:21:55, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8053, top5_acc: 0.9709, loss_cls: 0.6170, loss: 0.6170, grad_norm: 1.2403 2021-04-07 05:16:24,617 - mmaction - INFO - Epoch [16][360/2910] lr: 1.205e-01, eta: 6:21:36, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8084, top5_acc: 0.9760, loss_cls: 0.6073, loss: 0.6073, grad_norm: 1.2152 2021-04-07 05:16:40,785 - mmaction - INFO - Epoch [16][380/2910] lr: 1.203e-01, eta: 6:21:18, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.8090, top5_acc: 0.9756, loss_cls: 0.6001, loss: 0.6001, grad_norm: 1.2639 2021-04-07 05:16:57,090 - mmaction - INFO - Epoch [16][400/2910] lr: 1.202e-01, eta: 6:20:59, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8174, top5_acc: 0.9777, loss_cls: 0.5884, loss: 0.5884, grad_norm: 1.2599 2021-04-07 05:17:13,313 - mmaction - INFO - Epoch [16][420/2910] lr: 1.200e-01, eta: 6:20:41, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8150, top5_acc: 0.9764, loss_cls: 0.6118, loss: 0.6118, grad_norm: 1.2089 2021-04-07 05:17:29,503 - mmaction - INFO - Epoch [16][440/2910] lr: 1.198e-01, eta: 6:20:22, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8166, top5_acc: 0.9744, loss_cls: 0.6040, loss: 0.6040, grad_norm: 1.2511 2021-04-07 05:17:45,781 - mmaction - INFO - Epoch [16][460/2910] lr: 1.197e-01, eta: 6:20:03, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8166, top5_acc: 0.9721, loss_cls: 0.6096, loss: 0.6096, grad_norm: 1.2637 2021-04-07 05:18:02,061 - mmaction - INFO - Epoch [16][480/2910] lr: 1.195e-01, eta: 6:19:45, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8273, top5_acc: 0.9764, loss_cls: 0.5628, loss: 0.5628, grad_norm: 1.1670 2021-04-07 05:18:18,376 - mmaction - INFO - Epoch [16][500/2910] lr: 1.193e-01, eta: 6:19:26, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.8211, top5_acc: 0.9754, loss_cls: 0.5760, loss: 0.5760, grad_norm: 1.2174 2021-04-07 05:18:34,770 - mmaction - INFO - Epoch [16][520/2910] lr: 1.192e-01, eta: 6:19:08, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.8133, top5_acc: 0.9770, loss_cls: 0.5958, loss: 0.5958, grad_norm: 1.2793 2021-04-07 05:18:50,991 - mmaction - INFO - Epoch [16][540/2910] lr: 1.190e-01, eta: 6:18:49, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8180, top5_acc: 0.9750, loss_cls: 0.5798, loss: 0.5798, grad_norm: 1.2375 2021-04-07 05:19:07,202 - mmaction - INFO - Epoch [16][560/2910] lr: 1.188e-01, eta: 6:18:31, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8164, top5_acc: 0.9777, loss_cls: 0.5898, loss: 0.5898, grad_norm: 1.2766 2021-04-07 05:19:23,393 - mmaction - INFO - Epoch [16][580/2910] lr: 1.187e-01, eta: 6:18:12, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8158, top5_acc: 0.9742, loss_cls: 0.6051, loss: 0.6051, grad_norm: 1.2692 2021-04-07 05:19:39,601 - mmaction - INFO - Epoch [16][600/2910] lr: 1.185e-01, eta: 6:17:53, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.8063, top5_acc: 0.9758, loss_cls: 0.6159, loss: 0.6159, grad_norm: 1.3212 2021-04-07 05:19:55,870 - mmaction - INFO - Epoch [16][620/2910] lr: 1.183e-01, eta: 6:17:35, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8117, top5_acc: 0.9727, loss_cls: 0.6059, loss: 0.6059, grad_norm: 1.2410 2021-04-07 05:20:12,162 - mmaction - INFO - Epoch [16][640/2910] lr: 1.182e-01, eta: 6:17:16, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8174, top5_acc: 0.9760, loss_cls: 0.5916, loss: 0.5916, grad_norm: 1.2498 2021-04-07 05:20:28,463 - mmaction - INFO - Epoch [16][660/2910] lr: 1.180e-01, eta: 6:16:58, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8082, top5_acc: 0.9723, loss_cls: 0.6124, loss: 0.6124, grad_norm: 1.2702 2021-04-07 05:20:44,650 - mmaction - INFO - Epoch [16][680/2910] lr: 1.179e-01, eta: 6:16:39, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8154, top5_acc: 0.9791, loss_cls: 0.5821, loss: 0.5821, grad_norm: 1.1993 2021-04-07 05:21:00,934 - mmaction - INFO - Epoch [16][700/2910] lr: 1.177e-01, eta: 6:16:21, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8174, top5_acc: 0.9754, loss_cls: 0.5816, loss: 0.5816, grad_norm: 1.2072 2021-04-07 05:21:17,275 - mmaction - INFO - Epoch [16][720/2910] lr: 1.175e-01, eta: 6:16:02, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 0.6039, loss: 0.6039, grad_norm: 1.2601 2021-04-07 05:21:33,487 - mmaction - INFO - Epoch [16][740/2910] lr: 1.174e-01, eta: 6:15:43, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.8240, top5_acc: 0.9770, loss_cls: 0.5787, loss: 0.5787, grad_norm: 1.2199 2021-04-07 05:21:49,799 - mmaction - INFO - Epoch [16][760/2910] lr: 1.172e-01, eta: 6:15:25, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8180, top5_acc: 0.9752, loss_cls: 0.5884, loss: 0.5884, grad_norm: 1.2829 2021-04-07 05:22:06,177 - mmaction - INFO - Epoch [16][780/2910] lr: 1.170e-01, eta: 6:15:06, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.8221, top5_acc: 0.9756, loss_cls: 0.5729, loss: 0.5729, grad_norm: 1.2166 2021-04-07 05:22:22,487 - mmaction - INFO - Epoch [16][800/2910] lr: 1.169e-01, eta: 6:14:48, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8104, top5_acc: 0.9766, loss_cls: 0.5863, loss: 0.5863, grad_norm: 1.3041 2021-04-07 05:22:38,756 - mmaction - INFO - Epoch [16][820/2910] lr: 1.167e-01, eta: 6:14:29, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8211, top5_acc: 0.9732, loss_cls: 0.5823, loss: 0.5823, grad_norm: 1.2520 2021-04-07 05:22:54,940 - mmaction - INFO - Epoch [16][840/2910] lr: 1.165e-01, eta: 6:14:11, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8174, top5_acc: 0.9762, loss_cls: 0.5939, loss: 0.5939, grad_norm: 1.2770 2021-04-07 05:23:11,208 - mmaction - INFO - Epoch [16][860/2910] lr: 1.164e-01, eta: 6:13:52, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8232, top5_acc: 0.9730, loss_cls: 0.5775, loss: 0.5775, grad_norm: 1.2398 2021-04-07 05:23:27,556 - mmaction - INFO - Epoch [16][880/2910] lr: 1.162e-01, eta: 6:13:34, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8207, top5_acc: 0.9719, loss_cls: 0.5906, loss: 0.5906, grad_norm: 1.2469 2021-04-07 05:23:43,960 - mmaction - INFO - Epoch [16][900/2910] lr: 1.161e-01, eta: 6:13:15, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.8234, top5_acc: 0.9762, loss_cls: 0.5743, loss: 0.5743, grad_norm: 1.2199 2021-04-07 05:24:00,199 - mmaction - INFO - Epoch [16][920/2910] lr: 1.159e-01, eta: 6:12:57, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.8160, top5_acc: 0.9752, loss_cls: 0.5851, loss: 0.5851, grad_norm: 1.2498 2021-04-07 05:24:16,637 - mmaction - INFO - Epoch [16][940/2910] lr: 1.157e-01, eta: 6:12:38, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.8174, top5_acc: 0.9760, loss_cls: 0.5861, loss: 0.5861, grad_norm: 1.2484 2021-04-07 05:24:32,865 - mmaction - INFO - Epoch [16][960/2910] lr: 1.156e-01, eta: 6:12:20, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8207, top5_acc: 0.9756, loss_cls: 0.5775, loss: 0.5775, grad_norm: 1.2338 2021-04-07 05:24:49,205 - mmaction - INFO - Epoch [16][980/2910] lr: 1.154e-01, eta: 6:12:01, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8168, top5_acc: 0.9773, loss_cls: 0.5748, loss: 0.5748, grad_norm: 1.2640 2021-04-07 05:25:05,502 - mmaction - INFO - Epoch [16][1000/2910] lr: 1.152e-01, eta: 6:11:43, time: 0.815, data_time: 0.010, memory: 9523, top1_acc: 0.8170, top5_acc: 0.9760, loss_cls: 0.5911, loss: 0.5911, grad_norm: 1.2484 2021-04-07 05:25:21,664 - mmaction - INFO - Epoch [16][1020/2910] lr: 1.151e-01, eta: 6:11:24, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.8254, top5_acc: 0.9797, loss_cls: 0.5712, loss: 0.5712, grad_norm: 1.2595 2021-04-07 05:25:37,870 - mmaction - INFO - Epoch [16][1040/2910] lr: 1.149e-01, eta: 6:11:06, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.8266, top5_acc: 0.9752, loss_cls: 0.5734, loss: 0.5734, grad_norm: 1.2257 2021-04-07 05:25:54,061 - mmaction - INFO - Epoch [16][1060/2910] lr: 1.148e-01, eta: 6:10:47, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.8211, top5_acc: 0.9754, loss_cls: 0.5875, loss: 0.5875, grad_norm: 1.2617 2021-04-07 05:26:10,324 - mmaction - INFO - Epoch [16][1080/2910] lr: 1.146e-01, eta: 6:10:29, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8211, top5_acc: 0.9770, loss_cls: 0.5726, loss: 0.5726, grad_norm: 1.2576 2021-04-07 05:26:26,571 - mmaction - INFO - Epoch [16][1100/2910] lr: 1.144e-01, eta: 6:10:10, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8219, top5_acc: 0.9791, loss_cls: 0.5765, loss: 0.5765, grad_norm: 1.2598 2021-04-07 05:26:42,794 - mmaction - INFO - Epoch [16][1120/2910] lr: 1.143e-01, eta: 6:09:52, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8301, top5_acc: 0.9762, loss_cls: 0.5565, loss: 0.5565, grad_norm: 1.2493 2021-04-07 05:26:58,916 - mmaction - INFO - Epoch [16][1140/2910] lr: 1.141e-01, eta: 6:09:33, time: 0.804, data_time: 0.001, memory: 9523, top1_acc: 0.8105, top5_acc: 0.9719, loss_cls: 0.6243, loss: 0.6243, grad_norm: 1.3257 2021-04-07 05:27:15,202 - mmaction - INFO - Epoch [16][1160/2910] lr: 1.139e-01, eta: 6:09:14, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9740, loss_cls: 0.6063, loss: 0.6063, grad_norm: 1.2475 2021-04-07 05:27:31,406 - mmaction - INFO - Epoch [16][1180/2910] lr: 1.138e-01, eta: 6:08:56, time: 0.809, data_time: 0.000, memory: 9523, top1_acc: 0.8193, top5_acc: 0.9779, loss_cls: 0.5809, loss: 0.5809, grad_norm: 1.2801 2021-04-07 05:27:47,583 - mmaction - INFO - Epoch [16][1200/2910] lr: 1.136e-01, eta: 6:08:37, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.8223, top5_acc: 0.9768, loss_cls: 0.5668, loss: 0.5668, grad_norm: 1.2187 2021-04-07 05:28:03,766 - mmaction - INFO - Epoch [16][1220/2910] lr: 1.135e-01, eta: 6:08:19, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.8215, top5_acc: 0.9785, loss_cls: 0.5678, loss: 0.5678, grad_norm: 1.2693 2021-04-07 05:28:20,053 - mmaction - INFO - Epoch [16][1240/2910] lr: 1.133e-01, eta: 6:08:00, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8221, top5_acc: 0.9758, loss_cls: 0.5893, loss: 0.5893, grad_norm: 1.2618 2021-04-07 05:28:36,406 - mmaction - INFO - Epoch [16][1260/2910] lr: 1.131e-01, eta: 6:07:42, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8244, top5_acc: 0.9818, loss_cls: 0.5673, loss: 0.5673, grad_norm: 1.2366 2021-04-07 05:28:52,599 - mmaction - INFO - Epoch [16][1280/2910] lr: 1.130e-01, eta: 6:07:23, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8287, top5_acc: 0.9768, loss_cls: 0.5719, loss: 0.5719, grad_norm: 1.2300 2021-04-07 05:29:08,876 - mmaction - INFO - Epoch [16][1300/2910] lr: 1.128e-01, eta: 6:07:05, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8217, top5_acc: 0.9783, loss_cls: 0.5629, loss: 0.5629, grad_norm: 1.2551 2021-04-07 05:29:25,161 - mmaction - INFO - Epoch [16][1320/2910] lr: 1.126e-01, eta: 6:06:46, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.5707, loss: 0.5707, grad_norm: 1.2435 2021-04-07 05:29:41,471 - mmaction - INFO - Epoch [16][1340/2910] lr: 1.125e-01, eta: 6:06:28, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8283, top5_acc: 0.9777, loss_cls: 0.5660, loss: 0.5660, grad_norm: 1.2938 2021-04-07 05:29:57,732 - mmaction - INFO - Epoch [16][1360/2910] lr: 1.123e-01, eta: 6:06:09, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8223, top5_acc: 0.9766, loss_cls: 0.5838, loss: 0.5838, grad_norm: 1.2673 2021-04-07 05:30:14,090 - mmaction - INFO - Epoch [16][1380/2910] lr: 1.122e-01, eta: 6:05:51, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.8170, top5_acc: 0.9795, loss_cls: 0.5733, loss: 0.5733, grad_norm: 1.2721 2021-04-07 05:30:30,424 - mmaction - INFO - Epoch [16][1400/2910] lr: 1.120e-01, eta: 6:05:33, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8254, top5_acc: 0.9766, loss_cls: 0.5617, loss: 0.5617, grad_norm: 1.2444 2021-04-07 05:30:46,744 - mmaction - INFO - Epoch [16][1420/2910] lr: 1.118e-01, eta: 6:05:14, time: 0.816, data_time: 0.014, memory: 9523, top1_acc: 0.8184, top5_acc: 0.9781, loss_cls: 0.5898, loss: 0.5898, grad_norm: 1.2508 2021-04-07 05:31:03,102 - mmaction - INFO - Epoch [16][1440/2910] lr: 1.117e-01, eta: 6:04:56, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8287, top5_acc: 0.9766, loss_cls: 0.5679, loss: 0.5679, grad_norm: 1.2592 2021-04-07 05:31:19,378 - mmaction - INFO - Epoch [16][1460/2910] lr: 1.115e-01, eta: 6:04:37, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8363, top5_acc: 0.9850, loss_cls: 0.5158, loss: 0.5158, grad_norm: 1.1579 2021-04-07 05:31:35,782 - mmaction - INFO - Epoch [16][1480/2910] lr: 1.113e-01, eta: 6:04:19, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.8373, top5_acc: 0.9799, loss_cls: 0.5292, loss: 0.5292, grad_norm: 1.1860 2021-04-07 05:31:52,144 - mmaction - INFO - Epoch [16][1500/2910] lr: 1.112e-01, eta: 6:04:00, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.8184, top5_acc: 0.9799, loss_cls: 0.5656, loss: 0.5656, grad_norm: 1.2594 2021-04-07 05:32:08,458 - mmaction - INFO - Epoch [16][1520/2910] lr: 1.110e-01, eta: 6:03:42, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8238, top5_acc: 0.9787, loss_cls: 0.5787, loss: 0.5787, grad_norm: 1.3264 2021-04-07 05:32:24,750 - mmaction - INFO - Epoch [16][1540/2910] lr: 1.109e-01, eta: 6:03:24, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8211, top5_acc: 0.9738, loss_cls: 0.5861, loss: 0.5861, grad_norm: 1.2952 2021-04-07 05:32:41,011 - mmaction - INFO - Epoch [16][1560/2910] lr: 1.107e-01, eta: 6:03:05, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8254, top5_acc: 0.9818, loss_cls: 0.5610, loss: 0.5610, grad_norm: 1.2413 2021-04-07 05:32:57,341 - mmaction - INFO - Epoch [16][1580/2910] lr: 1.105e-01, eta: 6:02:47, time: 0.817, data_time: 0.006, memory: 9523, top1_acc: 0.8271, top5_acc: 0.9793, loss_cls: 0.5547, loss: 0.5547, grad_norm: 1.2838 2021-04-07 05:33:13,666 - mmaction - INFO - Epoch [16][1600/2910] lr: 1.104e-01, eta: 6:02:28, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8227, top5_acc: 0.9789, loss_cls: 0.5548, loss: 0.5548, grad_norm: 1.2354 2021-04-07 05:33:29,990 - mmaction - INFO - Epoch [16][1620/2910] lr: 1.102e-01, eta: 6:02:10, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8387, top5_acc: 0.9807, loss_cls: 0.5236, loss: 0.5236, grad_norm: 1.2003 2021-04-07 05:33:46,325 - mmaction - INFO - Epoch [16][1640/2910] lr: 1.101e-01, eta: 6:01:51, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8182, top5_acc: 0.9770, loss_cls: 0.5848, loss: 0.5848, grad_norm: 1.3234 2021-04-07 05:34:02,600 - mmaction - INFO - Epoch [16][1660/2910] lr: 1.099e-01, eta: 6:01:33, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8074, top5_acc: 0.9682, loss_cls: 0.6167, loss: 0.6167, grad_norm: 1.2893 2021-04-07 05:34:18,997 - mmaction - INFO - Epoch [16][1680/2910] lr: 1.097e-01, eta: 6:01:14, time: 0.820, data_time: 0.007, memory: 9523, top1_acc: 0.8096, top5_acc: 0.9756, loss_cls: 0.6041, loss: 0.6041, grad_norm: 1.3299 2021-04-07 05:34:35,318 - mmaction - INFO - Epoch [16][1700/2910] lr: 1.096e-01, eta: 6:00:56, time: 0.816, data_time: 0.006, memory: 9523, top1_acc: 0.8262, top5_acc: 0.9773, loss_cls: 0.5547, loss: 0.5547, grad_norm: 1.2685 2021-04-07 05:34:51,586 - mmaction - INFO - Epoch [16][1720/2910] lr: 1.094e-01, eta: 6:00:38, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8311, top5_acc: 0.9770, loss_cls: 0.5636, loss: 0.5636, grad_norm: 1.2595 2021-04-07 05:35:07,860 - mmaction - INFO - Epoch [16][1740/2910] lr: 1.093e-01, eta: 6:00:19, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8393, top5_acc: 0.9807, loss_cls: 0.5369, loss: 0.5369, grad_norm: 1.2065 2021-04-07 05:35:24,162 - mmaction - INFO - Epoch [16][1760/2910] lr: 1.091e-01, eta: 6:00:01, time: 0.815, data_time: 0.006, memory: 9523, top1_acc: 0.8291, top5_acc: 0.9770, loss_cls: 0.5612, loss: 0.5612, grad_norm: 1.2714 2021-04-07 05:35:40,440 - mmaction - INFO - Epoch [16][1780/2910] lr: 1.089e-01, eta: 5:59:42, time: 0.815, data_time: 0.006, memory: 9523, top1_acc: 0.8283, top5_acc: 0.9773, loss_cls: 0.5480, loss: 0.5480, grad_norm: 1.2082 2021-04-07 05:35:56,849 - mmaction - INFO - Epoch [16][1800/2910] lr: 1.088e-01, eta: 5:59:24, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.8205, top5_acc: 0.9781, loss_cls: 0.5876, loss: 0.5876, grad_norm: 1.3039 2021-04-07 05:36:13,160 - mmaction - INFO - Epoch [16][1820/2910] lr: 1.086e-01, eta: 5:59:05, time: 0.816, data_time: 0.007, memory: 9523, top1_acc: 0.8236, top5_acc: 0.9742, loss_cls: 0.5784, loss: 0.5784, grad_norm: 1.2998 2021-04-07 05:36:29,452 - mmaction - INFO - Epoch [16][1840/2910] lr: 1.085e-01, eta: 5:58:47, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8168, top5_acc: 0.9758, loss_cls: 0.5854, loss: 0.5854, grad_norm: 1.3188 2021-04-07 05:36:45,628 - mmaction - INFO - Epoch [16][1860/2910] lr: 1.083e-01, eta: 5:58:29, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8219, top5_acc: 0.9736, loss_cls: 0.5835, loss: 0.5835, grad_norm: 1.2910 2021-04-07 05:37:01,826 - mmaction - INFO - Epoch [16][1880/2910] lr: 1.081e-01, eta: 5:58:10, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8285, top5_acc: 0.9775, loss_cls: 0.5549, loss: 0.5549, grad_norm: 1.2543 2021-04-07 05:37:18,030 - mmaction - INFO - Epoch [16][1900/2910] lr: 1.080e-01, eta: 5:57:52, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8174, top5_acc: 0.9730, loss_cls: 0.5934, loss: 0.5934, grad_norm: 1.3175 2021-04-07 05:37:34,288 - mmaction - INFO - Epoch [16][1920/2910] lr: 1.078e-01, eta: 5:57:33, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8324, top5_acc: 0.9775, loss_cls: 0.5442, loss: 0.5442, grad_norm: 1.2367 2021-04-07 05:37:50,535 - mmaction - INFO - Epoch [16][1940/2910] lr: 1.077e-01, eta: 5:57:15, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8207, top5_acc: 0.9764, loss_cls: 0.5654, loss: 0.5654, grad_norm: 1.3123 2021-04-07 05:38:06,727 - mmaction - INFO - Epoch [16][1960/2910] lr: 1.075e-01, eta: 5:56:56, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8293, top5_acc: 0.9785, loss_cls: 0.5563, loss: 0.5563, grad_norm: 1.2642 2021-04-07 05:38:23,013 - mmaction - INFO - Epoch [16][1980/2910] lr: 1.073e-01, eta: 5:56:38, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8313, top5_acc: 0.9809, loss_cls: 0.5463, loss: 0.5463, grad_norm: 1.2496 2021-04-07 05:38:39,260 - mmaction - INFO - Epoch [16][2000/2910] lr: 1.072e-01, eta: 5:56:19, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8145, top5_acc: 0.9734, loss_cls: 0.5863, loss: 0.5863, grad_norm: 1.3155 2021-04-07 05:38:55,532 - mmaction - INFO - Epoch [16][2020/2910] lr: 1.070e-01, eta: 5:56:01, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8146, top5_acc: 0.9758, loss_cls: 0.5794, loss: 0.5794, grad_norm: 1.2894 2021-04-07 05:39:11,809 - mmaction - INFO - Epoch [16][2040/2910] lr: 1.069e-01, eta: 5:55:43, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8283, top5_acc: 0.9777, loss_cls: 0.5582, loss: 0.5582, grad_norm: 1.2630 2021-04-07 05:39:28,135 - mmaction - INFO - Epoch [16][2060/2910] lr: 1.067e-01, eta: 5:55:24, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8209, top5_acc: 0.9760, loss_cls: 0.5805, loss: 0.5805, grad_norm: 1.2992 2021-04-07 05:39:44,364 - mmaction - INFO - Epoch [16][2080/2910] lr: 1.065e-01, eta: 5:55:06, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8264, top5_acc: 0.9764, loss_cls: 0.5631, loss: 0.5631, grad_norm: 1.2843 2021-04-07 05:40:00,679 - mmaction - INFO - Epoch [16][2100/2910] lr: 1.064e-01, eta: 5:54:47, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8279, top5_acc: 0.9822, loss_cls: 0.5516, loss: 0.5516, grad_norm: 1.2430 2021-04-07 05:40:16,887 - mmaction - INFO - Epoch [16][2120/2910] lr: 1.062e-01, eta: 5:54:29, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8352, top5_acc: 0.9773, loss_cls: 0.5377, loss: 0.5377, grad_norm: 1.2776 2021-04-07 05:40:33,091 - mmaction - INFO - Epoch [16][2140/2910] lr: 1.061e-01, eta: 5:54:11, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8270, top5_acc: 0.9770, loss_cls: 0.5611, loss: 0.5611, grad_norm: 1.2823 2021-04-07 05:40:49,391 - mmaction - INFO - Epoch [16][2160/2910] lr: 1.059e-01, eta: 5:53:52, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8301, top5_acc: 0.9768, loss_cls: 0.5547, loss: 0.5547, grad_norm: 1.2649 2021-04-07 05:41:05,742 - mmaction - INFO - Epoch [16][2180/2910] lr: 1.057e-01, eta: 5:53:34, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8242, top5_acc: 0.9770, loss_cls: 0.5744, loss: 0.5744, grad_norm: 1.3184 2021-04-07 05:41:21,908 - mmaction - INFO - Epoch [16][2200/2910] lr: 1.056e-01, eta: 5:53:15, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.8348, top5_acc: 0.9768, loss_cls: 0.5555, loss: 0.5555, grad_norm: 1.2531 2021-04-07 05:41:38,140 - mmaction - INFO - Epoch [16][2220/2910] lr: 1.054e-01, eta: 5:52:57, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8430, top5_acc: 0.9795, loss_cls: 0.5300, loss: 0.5300, grad_norm: 1.2440 2021-04-07 05:41:54,409 - mmaction - INFO - Epoch [16][2240/2910] lr: 1.053e-01, eta: 5:52:38, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8346, top5_acc: 0.9777, loss_cls: 0.5493, loss: 0.5493, grad_norm: 1.2489 2021-04-07 05:42:10,745 - mmaction - INFO - Epoch [16][2260/2910] lr: 1.051e-01, eta: 5:52:20, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8332, top5_acc: 0.9773, loss_cls: 0.5493, loss: 0.5493, grad_norm: 1.2483 2021-04-07 05:42:26,982 - mmaction - INFO - Epoch [16][2280/2910] lr: 1.050e-01, eta: 5:52:02, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8309, top5_acc: 0.9781, loss_cls: 0.5562, loss: 0.5562, grad_norm: 1.2725 2021-04-07 05:42:43,329 - mmaction - INFO - Epoch [16][2300/2910] lr: 1.048e-01, eta: 5:51:43, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8322, top5_acc: 0.9799, loss_cls: 0.5446, loss: 0.5446, grad_norm: 1.2690 2021-04-07 05:42:59,695 - mmaction - INFO - Epoch [16][2320/2910] lr: 1.046e-01, eta: 5:51:25, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8268, top5_acc: 0.9779, loss_cls: 0.5511, loss: 0.5511, grad_norm: 1.2600 2021-04-07 05:43:16,039 - mmaction - INFO - Epoch [16][2340/2910] lr: 1.045e-01, eta: 5:51:07, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8262, top5_acc: 0.9795, loss_cls: 0.5560, loss: 0.5560, grad_norm: 1.2921 2021-04-07 05:43:32,416 - mmaction - INFO - Epoch [16][2360/2910] lr: 1.043e-01, eta: 5:50:48, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.8219, top5_acc: 0.9785, loss_cls: 0.5735, loss: 0.5735, grad_norm: 1.2678 2021-04-07 05:43:48,625 - mmaction - INFO - Epoch [16][2380/2910] lr: 1.042e-01, eta: 5:50:30, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8297, top5_acc: 0.9781, loss_cls: 0.5475, loss: 0.5475, grad_norm: 1.2583 2021-04-07 05:44:05,049 - mmaction - INFO - Epoch [16][2400/2910] lr: 1.040e-01, eta: 5:50:12, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.8350, top5_acc: 0.9770, loss_cls: 0.5400, loss: 0.5400, grad_norm: 1.2742 2021-04-07 05:44:21,338 - mmaction - INFO - Epoch [16][2420/2910] lr: 1.038e-01, eta: 5:49:53, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8295, top5_acc: 0.9791, loss_cls: 0.5514, loss: 0.5514, grad_norm: 1.2825 2021-04-07 05:44:37,698 - mmaction - INFO - Epoch [16][2440/2910] lr: 1.037e-01, eta: 5:49:35, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8268, top5_acc: 0.9791, loss_cls: 0.5313, loss: 0.5313, grad_norm: 1.2410 2021-04-07 05:44:53,913 - mmaction - INFO - Epoch [16][2460/2910] lr: 1.035e-01, eta: 5:49:16, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8436, top5_acc: 0.9826, loss_cls: 0.5090, loss: 0.5090, grad_norm: 1.2362 2021-04-07 05:45:10,138 - mmaction - INFO - Epoch [16][2480/2910] lr: 1.034e-01, eta: 5:48:58, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8350, top5_acc: 0.9793, loss_cls: 0.5411, loss: 0.5411, grad_norm: 1.3081 2021-04-07 05:45:26,385 - mmaction - INFO - Epoch [16][2500/2910] lr: 1.032e-01, eta: 5:48:40, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.5414, loss: 0.5414, grad_norm: 1.2765 2021-04-07 05:45:42,596 - mmaction - INFO - Epoch [16][2520/2910] lr: 1.031e-01, eta: 5:48:21, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.8305, top5_acc: 0.9783, loss_cls: 0.5495, loss: 0.5495, grad_norm: 1.3068 2021-04-07 05:45:58,897 - mmaction - INFO - Epoch [16][2540/2910] lr: 1.029e-01, eta: 5:48:03, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.8295, top5_acc: 0.9785, loss_cls: 0.5530, loss: 0.5530, grad_norm: 1.3233 2021-04-07 05:46:15,171 - mmaction - INFO - Epoch [16][2560/2910] lr: 1.027e-01, eta: 5:47:45, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8291, top5_acc: 0.9783, loss_cls: 0.5497, loss: 0.5497, grad_norm: 1.3198 2021-04-07 05:46:31,465 - mmaction - INFO - Epoch [16][2580/2910] lr: 1.026e-01, eta: 5:47:26, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8279, top5_acc: 0.9797, loss_cls: 0.5527, loss: 0.5527, grad_norm: 1.2945 2021-04-07 05:46:47,708 - mmaction - INFO - Epoch [16][2600/2910] lr: 1.024e-01, eta: 5:47:08, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8252, top5_acc: 0.9799, loss_cls: 0.5665, loss: 0.5665, grad_norm: 1.3442 2021-04-07 05:47:03,972 - mmaction - INFO - Epoch [16][2620/2910] lr: 1.023e-01, eta: 5:46:49, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8172, top5_acc: 0.9801, loss_cls: 0.5888, loss: 0.5888, grad_norm: 1.3450 2021-04-07 05:47:20,165 - mmaction - INFO - Epoch [16][2640/2910] lr: 1.021e-01, eta: 5:46:31, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8273, top5_acc: 0.9787, loss_cls: 0.5679, loss: 0.5679, grad_norm: 1.3092 2021-04-07 05:47:36,434 - mmaction - INFO - Epoch [16][2660/2910] lr: 1.020e-01, eta: 5:46:13, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8307, top5_acc: 0.9816, loss_cls: 0.5415, loss: 0.5415, grad_norm: 1.2871 2021-04-07 05:47:52,692 - mmaction - INFO - Epoch [16][2680/2910] lr: 1.018e-01, eta: 5:45:54, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8258, top5_acc: 0.9775, loss_cls: 0.5601, loss: 0.5601, grad_norm: 1.2873 2021-04-07 05:48:08,922 - mmaction - INFO - Epoch [16][2700/2910] lr: 1.016e-01, eta: 5:45:36, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8398, top5_acc: 0.9809, loss_cls: 0.5355, loss: 0.5355, grad_norm: 1.2835 2021-04-07 05:48:25,122 - mmaction - INFO - Epoch [16][2720/2910] lr: 1.015e-01, eta: 5:45:18, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8313, top5_acc: 0.9779, loss_cls: 0.5452, loss: 0.5452, grad_norm: 1.3224 2021-04-07 05:48:41,400 - mmaction - INFO - Epoch [16][2740/2910] lr: 1.013e-01, eta: 5:44:59, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8187, top5_acc: 0.9758, loss_cls: 0.5811, loss: 0.5811, grad_norm: 1.3496 2021-04-07 05:48:57,612 - mmaction - INFO - Epoch [16][2760/2910] lr: 1.012e-01, eta: 5:44:41, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8250, top5_acc: 0.9791, loss_cls: 0.5652, loss: 0.5652, grad_norm: 1.3202 2021-04-07 05:49:14,017 - mmaction - INFO - Epoch [16][2780/2910] lr: 1.010e-01, eta: 5:44:23, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8375, top5_acc: 0.9768, loss_cls: 0.5463, loss: 0.5463, grad_norm: 1.3115 2021-04-07 05:49:30,244 - mmaction - INFO - Epoch [16][2800/2910] lr: 1.009e-01, eta: 5:44:04, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8375, top5_acc: 0.9820, loss_cls: 0.5164, loss: 0.5164, grad_norm: 1.2421 2021-04-07 05:49:46,443 - mmaction - INFO - Epoch [16][2820/2910] lr: 1.007e-01, eta: 5:43:46, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8262, top5_acc: 0.9799, loss_cls: 0.5446, loss: 0.5446, grad_norm: 1.2983 2021-04-07 05:50:02,729 - mmaction - INFO - Epoch [16][2840/2910] lr: 1.006e-01, eta: 5:43:27, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8287, top5_acc: 0.9748, loss_cls: 0.5578, loss: 0.5578, grad_norm: 1.2972 2021-04-07 05:50:18,928 - mmaction - INFO - Epoch [16][2860/2910] lr: 1.004e-01, eta: 5:43:09, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8373, top5_acc: 0.9795, loss_cls: 0.5406, loss: 0.5406, grad_norm: 1.2928 2021-04-07 05:50:35,189 - mmaction - INFO - Epoch [16][2880/2910] lr: 1.002e-01, eta: 5:42:51, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8344, top5_acc: 0.9783, loss_cls: 0.5533, loss: 0.5533, grad_norm: 1.2862 2021-04-07 05:50:51,476 - mmaction - INFO - Epoch [16][2900/2910] lr: 1.001e-01, eta: 5:42:32, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8254, top5_acc: 0.9738, loss_cls: 0.5776, loss: 0.5776, grad_norm: 1.3062 2021-04-07 05:51:02,091 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-07 05:57:12,834 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 05:57:13,498 - mmaction - INFO - top1_acc 0.6669 top5_acc 0.8956 2021-04-07 05:57:13,498 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 05:57:13,607 - mmaction - INFO - mean_acc 0.6908 2021-04-07 05:57:13,625 - mmaction - INFO - Epoch(val) [16][2910] top1_acc: 0.6669, top5_acc: 0.8956, mean_class_accuracy: 0.6908 2021-04-07 06:00:54,000 - mmaction - INFO - Epoch [17][20/2910] lr: 9.985e-02, eta: 5:43:43, time: 11.017, data_time: 10.187, memory: 9523, top1_acc: 0.8225, top5_acc: 0.9811, loss_cls: 0.5605, loss: 0.5605, grad_norm: 1.3444 2021-04-07 06:01:10,226 - mmaction - INFO - Epoch [17][40/2910] lr: 9.970e-02, eta: 5:43:24, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8275, top5_acc: 0.9793, loss_cls: 0.5625, loss: 0.5625, grad_norm: 1.3244 2021-04-07 06:01:26,444 - mmaction - INFO - Epoch [17][60/2910] lr: 9.954e-02, eta: 5:43:06, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8367, top5_acc: 0.9768, loss_cls: 0.5389, loss: 0.5389, grad_norm: 1.2600 2021-04-07 06:01:42,633 - mmaction - INFO - Epoch [17][80/2910] lr: 9.939e-02, eta: 5:42:47, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8357, top5_acc: 0.9791, loss_cls: 0.5336, loss: 0.5336, grad_norm: 1.3024 2021-04-07 06:01:58,827 - mmaction - INFO - Epoch [17][100/2910] lr: 9.923e-02, eta: 5:42:29, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8299, top5_acc: 0.9756, loss_cls: 0.5500, loss: 0.5500, grad_norm: 1.2466 2021-04-07 06:02:15,197 - mmaction - INFO - Epoch [17][120/2910] lr: 9.907e-02, eta: 5:42:10, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9811, loss_cls: 0.5192, loss: 0.5192, grad_norm: 1.2651 2021-04-07 06:02:31,476 - mmaction - INFO - Epoch [17][140/2910] lr: 9.892e-02, eta: 5:41:52, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8400, top5_acc: 0.9814, loss_cls: 0.5156, loss: 0.5156, grad_norm: 1.2476 2021-04-07 06:02:47,731 - mmaction - INFO - Epoch [17][160/2910] lr: 9.876e-02, eta: 5:41:33, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.5230, loss: 0.5230, grad_norm: 1.2856 2021-04-07 06:03:04,033 - mmaction - INFO - Epoch [17][180/2910] lr: 9.861e-02, eta: 5:41:15, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8248, top5_acc: 0.9770, loss_cls: 0.5626, loss: 0.5626, grad_norm: 1.3396 2021-04-07 06:03:20,304 - mmaction - INFO - Epoch [17][200/2910] lr: 9.845e-02, eta: 5:40:57, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8334, top5_acc: 0.9771, loss_cls: 0.5474, loss: 0.5474, grad_norm: 1.3092 2021-04-07 06:03:36,584 - mmaction - INFO - Epoch [17][220/2910] lr: 9.830e-02, eta: 5:40:38, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8447, top5_acc: 0.9779, loss_cls: 0.5200, loss: 0.5200, grad_norm: 1.2713 2021-04-07 06:03:52,972 - mmaction - INFO - Epoch [17][240/2910] lr: 9.814e-02, eta: 5:40:20, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.8443, top5_acc: 0.9807, loss_cls: 0.5099, loss: 0.5099, grad_norm: 1.2316 2021-04-07 06:04:09,286 - mmaction - INFO - Epoch [17][260/2910] lr: 9.799e-02, eta: 5:40:01, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8330, top5_acc: 0.9783, loss_cls: 0.5515, loss: 0.5515, grad_norm: 1.3570 2021-04-07 06:04:25,567 - mmaction - INFO - Epoch [17][280/2910] lr: 9.783e-02, eta: 5:39:43, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8264, top5_acc: 0.9830, loss_cls: 0.5451, loss: 0.5451, grad_norm: 1.3309 2021-04-07 06:04:41,842 - mmaction - INFO - Epoch [17][300/2910] lr: 9.768e-02, eta: 5:39:24, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8377, top5_acc: 0.9803, loss_cls: 0.5181, loss: 0.5181, grad_norm: 1.2973 2021-04-07 06:04:58,048 - mmaction - INFO - Epoch [17][320/2910] lr: 9.752e-02, eta: 5:39:06, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8391, top5_acc: 0.9795, loss_cls: 0.5171, loss: 0.5171, grad_norm: 1.2694 2021-04-07 06:05:14,361 - mmaction - INFO - Epoch [17][340/2910] lr: 9.737e-02, eta: 5:38:48, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8311, top5_acc: 0.9771, loss_cls: 0.5571, loss: 0.5571, grad_norm: 1.3195 2021-04-07 06:05:30,701 - mmaction - INFO - Epoch [17][360/2910] lr: 9.722e-02, eta: 5:38:29, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8260, top5_acc: 0.9820, loss_cls: 0.5399, loss: 0.5399, grad_norm: 1.3105 2021-04-07 06:05:47,106 - mmaction - INFO - Epoch [17][380/2910] lr: 9.706e-02, eta: 5:38:11, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.8324, top5_acc: 0.9775, loss_cls: 0.5460, loss: 0.5460, grad_norm: 1.3024 2021-04-07 06:06:03,439 - mmaction - INFO - Epoch [17][400/2910] lr: 9.691e-02, eta: 5:37:52, time: 0.819, data_time: 0.007, memory: 9523, top1_acc: 0.8240, top5_acc: 0.9756, loss_cls: 0.5706, loss: 0.5706, grad_norm: 1.3543 2021-04-07 06:06:19,814 - mmaction - INFO - Epoch [17][420/2910] lr: 9.675e-02, eta: 5:37:34, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.8318, top5_acc: 0.9832, loss_cls: 0.5301, loss: 0.5301, grad_norm: 1.3053 2021-04-07 06:06:36,195 - mmaction - INFO - Epoch [17][440/2910] lr: 9.660e-02, eta: 5:37:16, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.8422, top5_acc: 0.9811, loss_cls: 0.5244, loss: 0.5244, grad_norm: 1.3101 2021-04-07 06:06:52,429 - mmaction - INFO - Epoch [17][460/2910] lr: 9.645e-02, eta: 5:36:57, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8270, top5_acc: 0.9762, loss_cls: 0.5543, loss: 0.5543, grad_norm: 1.3308 2021-04-07 06:07:08,694 - mmaction - INFO - Epoch [17][480/2910] lr: 9.629e-02, eta: 5:36:39, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8420, top5_acc: 0.9828, loss_cls: 0.5267, loss: 0.5267, grad_norm: 1.2844 2021-04-07 06:07:24,980 - mmaction - INFO - Epoch [17][500/2910] lr: 9.614e-02, eta: 5:36:20, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8361, top5_acc: 0.9758, loss_cls: 0.5409, loss: 0.5409, grad_norm: 1.3506 2021-04-07 06:07:41,269 - mmaction - INFO - Epoch [17][520/2910] lr: 9.598e-02, eta: 5:36:02, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.8291, top5_acc: 0.9805, loss_cls: 0.5435, loss: 0.5435, grad_norm: 1.2960 2021-04-07 06:07:57,551 - mmaction - INFO - Epoch [17][540/2910] lr: 9.583e-02, eta: 5:35:44, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8252, top5_acc: 0.9783, loss_cls: 0.5535, loss: 0.5535, grad_norm: 1.3771 2021-04-07 06:08:13,825 - mmaction - INFO - Epoch [17][560/2910] lr: 9.568e-02, eta: 5:35:25, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8402, top5_acc: 0.9787, loss_cls: 0.5179, loss: 0.5179, grad_norm: 1.2658 2021-04-07 06:08:30,219 - mmaction - INFO - Epoch [17][580/2910] lr: 9.552e-02, eta: 5:35:07, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8449, top5_acc: 0.9822, loss_cls: 0.5212, loss: 0.5212, grad_norm: 1.3179 2021-04-07 06:08:46,670 - mmaction - INFO - Epoch [17][600/2910] lr: 9.537e-02, eta: 5:34:48, time: 0.823, data_time: 0.002, memory: 9523, top1_acc: 0.8369, top5_acc: 0.9785, loss_cls: 0.5332, loss: 0.5332, grad_norm: 1.2975 2021-04-07 06:09:03,064 - mmaction - INFO - Epoch [17][620/2910] lr: 9.522e-02, eta: 5:34:30, time: 0.820, data_time: 0.005, memory: 9523, top1_acc: 0.8424, top5_acc: 0.9830, loss_cls: 0.5041, loss: 0.5041, grad_norm: 1.2660 2021-04-07 06:09:19,282 - mmaction - INFO - Epoch [17][640/2910] lr: 9.506e-02, eta: 5:34:12, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8332, top5_acc: 0.9799, loss_cls: 0.5314, loss: 0.5314, grad_norm: 1.3145 2021-04-07 06:09:35,675 - mmaction - INFO - Epoch [17][660/2910] lr: 9.491e-02, eta: 5:33:53, time: 0.820, data_time: 0.005, memory: 9523, top1_acc: 0.8363, top5_acc: 0.9799, loss_cls: 0.5298, loss: 0.5298, grad_norm: 1.2941 2021-04-07 06:09:51,957 - mmaction - INFO - Epoch [17][680/2910] lr: 9.476e-02, eta: 5:33:35, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8383, top5_acc: 0.9797, loss_cls: 0.5255, loss: 0.5255, grad_norm: 1.2918 2021-04-07 06:10:08,328 - mmaction - INFO - Epoch [17][700/2910] lr: 9.460e-02, eta: 5:33:17, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8459, top5_acc: 0.9812, loss_cls: 0.5150, loss: 0.5150, grad_norm: 1.2613 2021-04-07 06:10:24,618 - mmaction - INFO - Epoch [17][720/2910] lr: 9.445e-02, eta: 5:32:58, time: 0.816, data_time: 0.006, memory: 9523, top1_acc: 0.8287, top5_acc: 0.9805, loss_cls: 0.5382, loss: 0.5382, grad_norm: 1.3367 2021-04-07 06:10:40,861 - mmaction - INFO - Epoch [17][740/2910] lr: 9.430e-02, eta: 5:32:40, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9820, loss_cls: 0.5203, loss: 0.5203, grad_norm: 1.3372 2021-04-07 06:10:57,177 - mmaction - INFO - Epoch [17][760/2910] lr: 9.415e-02, eta: 5:32:21, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8205, top5_acc: 0.9730, loss_cls: 0.5758, loss: 0.5758, grad_norm: 1.3904 2021-04-07 06:11:13,509 - mmaction - INFO - Epoch [17][780/2910] lr: 9.399e-02, eta: 5:32:03, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8375, top5_acc: 0.9807, loss_cls: 0.5306, loss: 0.5306, grad_norm: 1.3142 2021-04-07 06:11:29,940 - mmaction - INFO - Epoch [17][800/2910] lr: 9.384e-02, eta: 5:31:45, time: 0.819, data_time: 0.000, memory: 9523, top1_acc: 0.8381, top5_acc: 0.9826, loss_cls: 0.5259, loss: 0.5259, grad_norm: 1.3296 2021-04-07 06:11:46,280 - mmaction - INFO - Epoch [17][820/2910] lr: 9.369e-02, eta: 5:31:26, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8262, top5_acc: 0.9787, loss_cls: 0.5515, loss: 0.5515, grad_norm: 1.3634 2021-04-07 06:12:02,608 - mmaction - INFO - Epoch [17][840/2910] lr: 9.354e-02, eta: 5:31:08, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8391, top5_acc: 0.9814, loss_cls: 0.5267, loss: 0.5267, grad_norm: 1.3099 2021-04-07 06:12:18,824 - mmaction - INFO - Epoch [17][860/2910] lr: 9.338e-02, eta: 5:30:50, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.8420, top5_acc: 0.9811, loss_cls: 0.5119, loss: 0.5119, grad_norm: 1.2947 2021-04-07 06:12:34,942 - mmaction - INFO - Epoch [17][880/2910] lr: 9.323e-02, eta: 5:30:31, time: 0.806, data_time: 0.004, memory: 9523, top1_acc: 0.8439, top5_acc: 0.9824, loss_cls: 0.4988, loss: 0.4988, grad_norm: 1.2722 2021-04-07 06:12:51,325 - mmaction - INFO - Epoch [17][900/2910] lr: 9.308e-02, eta: 5:30:13, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8330, top5_acc: 0.9812, loss_cls: 0.5443, loss: 0.5443, grad_norm: 1.3515 2021-04-07 06:13:07,775 - mmaction - INFO - Epoch [17][920/2910] lr: 9.293e-02, eta: 5:29:54, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.8447, top5_acc: 0.9818, loss_cls: 0.5058, loss: 0.5058, grad_norm: 1.3150 2021-04-07 06:13:24,072 - mmaction - INFO - Epoch [17][940/2910] lr: 9.278e-02, eta: 5:29:36, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8324, top5_acc: 0.9783, loss_cls: 0.5423, loss: 0.5423, grad_norm: 1.3637 2021-04-07 06:13:40,485 - mmaction - INFO - Epoch [17][960/2910] lr: 9.262e-02, eta: 5:29:18, time: 0.821, data_time: 0.009, memory: 9523, top1_acc: 0.8369, top5_acc: 0.9760, loss_cls: 0.5381, loss: 0.5381, grad_norm: 1.3079 2021-04-07 06:13:56,793 - mmaction - INFO - Epoch [17][980/2910] lr: 9.247e-02, eta: 5:28:59, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8352, top5_acc: 0.9766, loss_cls: 0.5355, loss: 0.5355, grad_norm: 1.3051 2021-04-07 06:14:13,171 - mmaction - INFO - Epoch [17][1000/2910] lr: 9.232e-02, eta: 5:28:41, time: 0.820, data_time: 0.004, memory: 9523, top1_acc: 0.8248, top5_acc: 0.9834, loss_cls: 0.5319, loss: 0.5319, grad_norm: 1.3213 2021-04-07 06:14:29,506 - mmaction - INFO - Epoch [17][1020/2910] lr: 9.217e-02, eta: 5:28:23, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8443, top5_acc: 0.9779, loss_cls: 0.5098, loss: 0.5098, grad_norm: 1.2799 2021-04-07 06:14:45,841 - mmaction - INFO - Epoch [17][1040/2910] lr: 9.202e-02, eta: 5:28:04, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8445, top5_acc: 0.9834, loss_cls: 0.4949, loss: 0.4949, grad_norm: 1.2828 2021-04-07 06:15:02,173 - mmaction - INFO - Epoch [17][1060/2910] lr: 9.187e-02, eta: 5:27:46, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8439, top5_acc: 0.9791, loss_cls: 0.5087, loss: 0.5087, grad_norm: 1.2860 2021-04-07 06:15:18,583 - mmaction - INFO - Epoch [17][1080/2910] lr: 9.171e-02, eta: 5:27:28, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8400, top5_acc: 0.9793, loss_cls: 0.5234, loss: 0.5234, grad_norm: 1.3456 2021-04-07 06:15:34,973 - mmaction - INFO - Epoch [17][1100/2910] lr: 9.156e-02, eta: 5:27:09, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8389, top5_acc: 0.9811, loss_cls: 0.5166, loss: 0.5166, grad_norm: 1.3168 2021-04-07 06:15:51,325 - mmaction - INFO - Epoch [17][1120/2910] lr: 9.141e-02, eta: 5:26:51, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8404, top5_acc: 0.9773, loss_cls: 0.5170, loss: 0.5170, grad_norm: 1.3250 2021-04-07 06:16:07,612 - mmaction - INFO - Epoch [17][1140/2910] lr: 9.126e-02, eta: 5:26:33, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8463, top5_acc: 0.9828, loss_cls: 0.4893, loss: 0.4893, grad_norm: 1.2813 2021-04-07 06:16:23,839 - mmaction - INFO - Epoch [17][1160/2910] lr: 9.111e-02, eta: 5:26:14, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8375, top5_acc: 0.9797, loss_cls: 0.5265, loss: 0.5265, grad_norm: 1.3151 2021-04-07 06:16:40,152 - mmaction - INFO - Epoch [17][1180/2910] lr: 9.096e-02, eta: 5:25:56, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8463, top5_acc: 0.9805, loss_cls: 0.5104, loss: 0.5104, grad_norm: 1.3080 2021-04-07 06:16:56,473 - mmaction - INFO - Epoch [17][1200/2910] lr: 9.081e-02, eta: 5:25:38, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8416, top5_acc: 0.9811, loss_cls: 0.5108, loss: 0.5108, grad_norm: 1.3511 2021-04-07 06:17:12,819 - mmaction - INFO - Epoch [17][1220/2910] lr: 9.066e-02, eta: 5:25:19, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8461, top5_acc: 0.9795, loss_cls: 0.5121, loss: 0.5121, grad_norm: 1.3310 2021-04-07 06:17:29,092 - mmaction - INFO - Epoch [17][1240/2910] lr: 9.051e-02, eta: 5:25:01, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8367, top5_acc: 0.9781, loss_cls: 0.5300, loss: 0.5300, grad_norm: 1.3467 2021-04-07 06:17:45,367 - mmaction - INFO - Epoch [17][1260/2910] lr: 9.036e-02, eta: 5:24:43, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8389, top5_acc: 0.9820, loss_cls: 0.5161, loss: 0.5161, grad_norm: 1.3612 2021-04-07 06:18:01,592 - mmaction - INFO - Epoch [17][1280/2910] lr: 9.021e-02, eta: 5:24:24, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8383, top5_acc: 0.9771, loss_cls: 0.5259, loss: 0.5259, grad_norm: 1.3467 2021-04-07 06:18:17,945 - mmaction - INFO - Epoch [17][1300/2910] lr: 9.006e-02, eta: 5:24:06, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8441, top5_acc: 0.9812, loss_cls: 0.5003, loss: 0.5003, grad_norm: 1.3047 2021-04-07 06:18:34,157 - mmaction - INFO - Epoch [17][1320/2910] lr: 8.991e-02, eta: 5:23:48, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8404, top5_acc: 0.9811, loss_cls: 0.5110, loss: 0.5110, grad_norm: 1.3650 2021-04-07 06:18:50,472 - mmaction - INFO - Epoch [17][1340/2910] lr: 8.976e-02, eta: 5:23:29, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8359, top5_acc: 0.9844, loss_cls: 0.5171, loss: 0.5171, grad_norm: 1.3502 2021-04-07 06:19:06,857 - mmaction - INFO - Epoch [17][1360/2910] lr: 8.961e-02, eta: 5:23:11, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.8428, top5_acc: 0.9832, loss_cls: 0.5117, loss: 0.5117, grad_norm: 1.3215 2021-04-07 06:19:23,030 - mmaction - INFO - Epoch [17][1380/2910] lr: 8.946e-02, eta: 5:22:53, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9791, loss_cls: 0.5313, loss: 0.5313, grad_norm: 1.3672 2021-04-07 06:19:39,299 - mmaction - INFO - Epoch [17][1400/2910] lr: 8.931e-02, eta: 5:22:34, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8471, top5_acc: 0.9805, loss_cls: 0.5004, loss: 0.5004, grad_norm: 1.2981 2021-04-07 06:19:55,506 - mmaction - INFO - Epoch [17][1420/2910] lr: 8.916e-02, eta: 5:22:16, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9814, loss_cls: 0.5186, loss: 0.5186, grad_norm: 1.3570 2021-04-07 06:20:11,768 - mmaction - INFO - Epoch [17][1440/2910] lr: 8.901e-02, eta: 5:21:58, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8313, top5_acc: 0.9797, loss_cls: 0.5258, loss: 0.5258, grad_norm: 1.3381 2021-04-07 06:20:28,173 - mmaction - INFO - Epoch [17][1460/2910] lr: 8.886e-02, eta: 5:21:39, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.8359, top5_acc: 0.9803, loss_cls: 0.5183, loss: 0.5183, grad_norm: 1.3736 2021-04-07 06:20:44,610 - mmaction - INFO - Epoch [17][1480/2910] lr: 8.871e-02, eta: 5:21:21, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.8488, top5_acc: 0.9801, loss_cls: 0.5037, loss: 0.5037, grad_norm: 1.3321 2021-04-07 06:21:00,837 - mmaction - INFO - Epoch [17][1500/2910] lr: 8.856e-02, eta: 5:21:03, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8432, top5_acc: 0.9801, loss_cls: 0.5056, loss: 0.5056, grad_norm: 1.3403 2021-04-07 06:21:17,187 - mmaction - INFO - Epoch [17][1520/2910] lr: 8.841e-02, eta: 5:20:44, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8523, top5_acc: 0.9793, loss_cls: 0.4970, loss: 0.4970, grad_norm: 1.2701 2021-04-07 06:21:33,488 - mmaction - INFO - Epoch [17][1540/2910] lr: 8.826e-02, eta: 5:20:26, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8443, top5_acc: 0.9830, loss_cls: 0.4963, loss: 0.4963, grad_norm: 1.2455 2021-04-07 06:21:49,730 - mmaction - INFO - Epoch [17][1560/2910] lr: 8.811e-02, eta: 5:20:08, time: 0.810, data_time: 0.000, memory: 9523, top1_acc: 0.8359, top5_acc: 0.9768, loss_cls: 0.5205, loss: 0.5205, grad_norm: 1.3625 2021-04-07 06:22:05,969 - mmaction - INFO - Epoch [17][1580/2910] lr: 8.796e-02, eta: 5:19:49, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8359, top5_acc: 0.9820, loss_cls: 0.5087, loss: 0.5087, grad_norm: 1.3240 2021-04-07 06:22:22,323 - mmaction - INFO - Epoch [17][1600/2910] lr: 8.781e-02, eta: 5:19:31, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8500, top5_acc: 0.9801, loss_cls: 0.4974, loss: 0.4974, grad_norm: 1.3231 2021-04-07 06:22:38,580 - mmaction - INFO - Epoch [17][1620/2910] lr: 8.766e-02, eta: 5:19:13, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.8486, top5_acc: 0.9832, loss_cls: 0.4825, loss: 0.4825, grad_norm: 1.2679 2021-04-07 06:22:54,848 - mmaction - INFO - Epoch [17][1640/2910] lr: 8.751e-02, eta: 5:18:54, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8383, top5_acc: 0.9818, loss_cls: 0.5170, loss: 0.5170, grad_norm: 1.3712 2021-04-07 06:23:11,036 - mmaction - INFO - Epoch [17][1660/2910] lr: 8.736e-02, eta: 5:18:36, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8480, top5_acc: 0.9799, loss_cls: 0.5011, loss: 0.5011, grad_norm: 1.3006 2021-04-07 06:23:27,310 - mmaction - INFO - Epoch [17][1680/2910] lr: 8.722e-02, eta: 5:18:18, time: 0.814, data_time: 0.006, memory: 9523, top1_acc: 0.8480, top5_acc: 0.9816, loss_cls: 0.5006, loss: 0.5006, grad_norm: 1.3042 2021-04-07 06:23:43,646 - mmaction - INFO - Epoch [17][1700/2910] lr: 8.707e-02, eta: 5:18:00, time: 0.818, data_time: 0.006, memory: 9523, top1_acc: 0.8461, top5_acc: 0.9822, loss_cls: 0.5089, loss: 0.5089, grad_norm: 1.3477 2021-04-07 06:23:59,948 - mmaction - INFO - Epoch [17][1720/2910] lr: 8.692e-02, eta: 5:17:41, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8518, top5_acc: 0.9838, loss_cls: 0.4868, loss: 0.4868, grad_norm: 1.3018 2021-04-07 06:24:16,315 - mmaction - INFO - Epoch [17][1740/2910] lr: 8.677e-02, eta: 5:17:23, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8428, top5_acc: 0.9820, loss_cls: 0.5139, loss: 0.5139, grad_norm: 1.3637 2021-04-07 06:24:32,562 - mmaction - INFO - Epoch [17][1760/2910] lr: 8.662e-02, eta: 5:17:05, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8346, top5_acc: 0.9783, loss_cls: 0.5273, loss: 0.5273, grad_norm: 1.3663 2021-04-07 06:24:48,787 - mmaction - INFO - Epoch [17][1780/2910] lr: 8.647e-02, eta: 5:16:46, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8404, top5_acc: 0.9818, loss_cls: 0.5184, loss: 0.5184, grad_norm: 1.3492 2021-04-07 06:25:05,007 - mmaction - INFO - Epoch [17][1800/2910] lr: 8.633e-02, eta: 5:16:28, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8424, top5_acc: 0.9816, loss_cls: 0.5113, loss: 0.5113, grad_norm: 1.3830 2021-04-07 06:25:21,253 - mmaction - INFO - Epoch [17][1820/2910] lr: 8.618e-02, eta: 5:16:10, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.8377, top5_acc: 0.9805, loss_cls: 0.5260, loss: 0.5260, grad_norm: 1.3664 2021-04-07 06:25:37,585 - mmaction - INFO - Epoch [17][1840/2910] lr: 8.603e-02, eta: 5:15:51, time: 0.816, data_time: 0.005, memory: 9523, top1_acc: 0.8412, top5_acc: 0.9799, loss_cls: 0.5146, loss: 0.5146, grad_norm: 1.3627 2021-04-07 06:25:53,962 - mmaction - INFO - Epoch [17][1860/2910] lr: 8.588e-02, eta: 5:15:33, time: 0.819, data_time: 0.006, memory: 9523, top1_acc: 0.8350, top5_acc: 0.9820, loss_cls: 0.5161, loss: 0.5161, grad_norm: 1.3876 2021-04-07 06:26:10,281 - mmaction - INFO - Epoch [17][1880/2910] lr: 8.573e-02, eta: 5:15:15, time: 0.815, data_time: 0.006, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9818, loss_cls: 0.5239, loss: 0.5239, grad_norm: 1.3558 2021-04-07 06:26:26,694 - mmaction - INFO - Epoch [17][1900/2910] lr: 8.559e-02, eta: 5:14:57, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.8496, top5_acc: 0.9812, loss_cls: 0.4951, loss: 0.4951, grad_norm: 1.3133 2021-04-07 06:26:42,975 - mmaction - INFO - Epoch [17][1920/2910] lr: 8.544e-02, eta: 5:14:38, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8418, top5_acc: 0.9824, loss_cls: 0.5054, loss: 0.5054, grad_norm: 1.3365 2021-04-07 06:26:59,406 - mmaction - INFO - Epoch [17][1940/2910] lr: 8.529e-02, eta: 5:14:20, time: 0.822, data_time: 0.002, memory: 9523, top1_acc: 0.8424, top5_acc: 0.9822, loss_cls: 0.5034, loss: 0.5034, grad_norm: 1.3374 2021-04-07 06:27:15,716 - mmaction - INFO - Epoch [17][1960/2910] lr: 8.514e-02, eta: 5:14:02, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8488, top5_acc: 0.9854, loss_cls: 0.4854, loss: 0.4854, grad_norm: 1.3186 2021-04-07 06:27:31,989 - mmaction - INFO - Epoch [17][1980/2910] lr: 8.500e-02, eta: 5:13:43, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8471, top5_acc: 0.9818, loss_cls: 0.5062, loss: 0.5062, grad_norm: 1.3853 2021-04-07 06:27:48,386 - mmaction - INFO - Epoch [17][2000/2910] lr: 8.485e-02, eta: 5:13:25, time: 0.822, data_time: 0.011, memory: 9523, top1_acc: 0.8467, top5_acc: 0.9811, loss_cls: 0.4986, loss: 0.4986, grad_norm: 1.3464 2021-04-07 06:28:04,665 - mmaction - INFO - Epoch [17][2020/2910] lr: 8.470e-02, eta: 5:13:07, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8518, top5_acc: 0.9812, loss_cls: 0.5047, loss: 0.5047, grad_norm: 1.3345 2021-04-07 06:28:20,947 - mmaction - INFO - Epoch [17][2040/2910] lr: 8.456e-02, eta: 5:12:49, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8441, top5_acc: 0.9854, loss_cls: 0.4932, loss: 0.4932, grad_norm: 1.3614 2021-04-07 06:28:37,188 - mmaction - INFO - Epoch [17][2060/2910] lr: 8.441e-02, eta: 5:12:30, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8465, top5_acc: 0.9773, loss_cls: 0.5135, loss: 0.5135, grad_norm: 1.3548 2021-04-07 06:28:53,569 - mmaction - INFO - Epoch [17][2080/2910] lr: 8.426e-02, eta: 5:12:12, time: 0.818, data_time: 0.010, memory: 9523, top1_acc: 0.8363, top5_acc: 0.9785, loss_cls: 0.5182, loss: 0.5182, grad_norm: 1.3754 2021-04-07 06:29:09,817 - mmaction - INFO - Epoch [17][2100/2910] lr: 8.412e-02, eta: 5:11:54, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8379, top5_acc: 0.9797, loss_cls: 0.5251, loss: 0.5251, grad_norm: 1.3672 2021-04-07 06:29:26,118 - mmaction - INFO - Epoch [17][2120/2910] lr: 8.397e-02, eta: 5:11:36, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8412, top5_acc: 0.9789, loss_cls: 0.5096, loss: 0.5096, grad_norm: 1.3572 2021-04-07 06:29:42,444 - mmaction - INFO - Epoch [17][2140/2910] lr: 8.382e-02, eta: 5:11:17, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8479, top5_acc: 0.9818, loss_cls: 0.5004, loss: 0.5004, grad_norm: 1.3498 2021-04-07 06:29:58,668 - mmaction - INFO - Epoch [17][2160/2910] lr: 8.368e-02, eta: 5:10:59, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8395, top5_acc: 0.9809, loss_cls: 0.5211, loss: 0.5211, grad_norm: 1.4212 2021-04-07 06:30:15,049 - mmaction - INFO - Epoch [17][2180/2910] lr: 8.353e-02, eta: 5:10:41, time: 0.820, data_time: 0.004, memory: 9523, top1_acc: 0.8473, top5_acc: 0.9801, loss_cls: 0.5056, loss: 0.5056, grad_norm: 1.3362 2021-04-07 06:30:31,362 - mmaction - INFO - Epoch [17][2200/2910] lr: 8.338e-02, eta: 5:10:23, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8494, top5_acc: 0.9818, loss_cls: 0.4955, loss: 0.4955, grad_norm: 1.2748 2021-04-07 06:30:47,699 - mmaction - INFO - Epoch [17][2220/2910] lr: 8.324e-02, eta: 5:10:04, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.8457, top5_acc: 0.9836, loss_cls: 0.5054, loss: 0.5054, grad_norm: 1.3459 2021-04-07 06:31:03,932 - mmaction - INFO - Epoch [17][2240/2910] lr: 8.309e-02, eta: 5:09:46, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8363, top5_acc: 0.9797, loss_cls: 0.5185, loss: 0.5185, grad_norm: 1.3525 2021-04-07 06:31:20,171 - mmaction - INFO - Epoch [17][2260/2910] lr: 8.295e-02, eta: 5:09:28, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8480, top5_acc: 0.9852, loss_cls: 0.4825, loss: 0.4825, grad_norm: 1.2734 2021-04-07 06:31:36,477 - mmaction - INFO - Epoch [17][2280/2910] lr: 8.280e-02, eta: 5:09:10, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8447, top5_acc: 0.9818, loss_cls: 0.4957, loss: 0.4957, grad_norm: 1.3720 2021-04-07 06:31:52,733 - mmaction - INFO - Epoch [17][2300/2910] lr: 8.265e-02, eta: 5:08:51, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8387, top5_acc: 0.9803, loss_cls: 0.5201, loss: 0.5201, grad_norm: 1.3700 2021-04-07 06:32:09,023 - mmaction - INFO - Epoch [17][2320/2910] lr: 8.251e-02, eta: 5:08:33, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8521, top5_acc: 0.9824, loss_cls: 0.4825, loss: 0.4825, grad_norm: 1.3289 2021-04-07 06:32:25,424 - mmaction - INFO - Epoch [17][2340/2910] lr: 8.236e-02, eta: 5:08:15, time: 0.820, data_time: 0.005, memory: 9523, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.4755, loss: 0.4755, grad_norm: 1.3170 2021-04-07 06:32:41,779 - mmaction - INFO - Epoch [17][2360/2910] lr: 8.222e-02, eta: 5:07:57, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8482, top5_acc: 0.9814, loss_cls: 0.4921, loss: 0.4921, grad_norm: 1.4008 2021-04-07 06:32:57,971 - mmaction - INFO - Epoch [17][2380/2910] lr: 8.207e-02, eta: 5:07:38, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8484, top5_acc: 0.9824, loss_cls: 0.4911, loss: 0.4911, grad_norm: 1.3010 2021-04-07 06:33:14,386 - mmaction - INFO - Epoch [17][2400/2910] lr: 8.193e-02, eta: 5:07:20, time: 0.821, data_time: 0.008, memory: 9523, top1_acc: 0.8492, top5_acc: 0.9830, loss_cls: 0.4874, loss: 0.4874, grad_norm: 1.3557 2021-04-07 06:33:30,630 - mmaction - INFO - Epoch [17][2420/2910] lr: 8.178e-02, eta: 5:07:02, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8469, top5_acc: 0.9828, loss_cls: 0.4873, loss: 0.4873, grad_norm: 1.3441 2021-04-07 06:33:47,004 - mmaction - INFO - Epoch [17][2440/2910] lr: 8.164e-02, eta: 5:06:44, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.8508, top5_acc: 0.9797, loss_cls: 0.4929, loss: 0.4929, grad_norm: 1.3162 2021-04-07 06:34:03,230 - mmaction - INFO - Epoch [17][2460/2910] lr: 8.149e-02, eta: 5:06:25, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8441, top5_acc: 0.9820, loss_cls: 0.4977, loss: 0.4977, grad_norm: 1.4244 2021-04-07 06:34:19,622 - mmaction - INFO - Epoch [17][2480/2910] lr: 8.135e-02, eta: 5:06:07, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9812, loss_cls: 0.5196, loss: 0.5196, grad_norm: 1.3859 2021-04-07 06:34:35,971 - mmaction - INFO - Epoch [17][2500/2910] lr: 8.120e-02, eta: 5:05:49, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8568, top5_acc: 0.9842, loss_cls: 0.4749, loss: 0.4749, grad_norm: 1.3239 2021-04-07 06:34:52,310 - mmaction - INFO - Epoch [17][2520/2910] lr: 8.106e-02, eta: 5:05:31, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8453, top5_acc: 0.9820, loss_cls: 0.5076, loss: 0.5076, grad_norm: 1.4082 2021-04-07 06:35:08,591 - mmaction - INFO - Epoch [17][2540/2910] lr: 8.091e-02, eta: 5:05:12, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8512, top5_acc: 0.9818, loss_cls: 0.4878, loss: 0.4878, grad_norm: 1.3250 2021-04-07 06:35:24,877 - mmaction - INFO - Epoch [17][2560/2910] lr: 8.077e-02, eta: 5:04:54, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8434, top5_acc: 0.9816, loss_cls: 0.5012, loss: 0.5012, grad_norm: 1.3586 2021-04-07 06:35:41,052 - mmaction - INFO - Epoch [17][2580/2910] lr: 8.062e-02, eta: 5:04:36, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.8531, top5_acc: 0.9857, loss_cls: 0.4661, loss: 0.4661, grad_norm: 1.3220 2021-04-07 06:35:57,354 - mmaction - INFO - Epoch [17][2600/2910] lr: 8.048e-02, eta: 5:04:18, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8389, top5_acc: 0.9801, loss_cls: 0.5149, loss: 0.5149, grad_norm: 1.4211 2021-04-07 06:36:13,696 - mmaction - INFO - Epoch [17][2620/2910] lr: 8.034e-02, eta: 5:03:59, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8414, top5_acc: 0.9822, loss_cls: 0.5040, loss: 0.5040, grad_norm: 1.3768 2021-04-07 06:36:29,965 - mmaction - INFO - Epoch [17][2640/2910] lr: 8.019e-02, eta: 5:03:41, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8480, top5_acc: 0.9779, loss_cls: 0.4996, loss: 0.4996, grad_norm: 1.4060 2021-04-07 06:36:46,356 - mmaction - INFO - Epoch [17][2660/2910] lr: 8.005e-02, eta: 5:03:23, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.8531, top5_acc: 0.9826, loss_cls: 0.4816, loss: 0.4816, grad_norm: 1.3288 2021-04-07 06:37:02,635 - mmaction - INFO - Epoch [17][2680/2910] lr: 7.990e-02, eta: 5:03:05, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8488, top5_acc: 0.9852, loss_cls: 0.4961, loss: 0.4961, grad_norm: 1.3829 2021-04-07 06:37:18,818 - mmaction - INFO - Epoch [17][2700/2910] lr: 7.976e-02, eta: 5:02:47, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8416, top5_acc: 0.9820, loss_cls: 0.5098, loss: 0.5098, grad_norm: 1.3789 2021-04-07 06:37:35,172 - mmaction - INFO - Epoch [17][2720/2910] lr: 7.962e-02, eta: 5:02:28, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8562, top5_acc: 0.9852, loss_cls: 0.4755, loss: 0.4755, grad_norm: 1.3057 2021-04-07 06:37:51,397 - mmaction - INFO - Epoch [17][2740/2910] lr: 7.947e-02, eta: 5:02:10, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8580, top5_acc: 0.9805, loss_cls: 0.4637, loss: 0.4637, grad_norm: 1.2905 2021-04-07 06:38:07,678 - mmaction - INFO - Epoch [17][2760/2910] lr: 7.933e-02, eta: 5:01:52, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.4505, loss: 0.4505, grad_norm: 1.3174 2021-04-07 06:38:23,903 - mmaction - INFO - Epoch [17][2780/2910] lr: 7.918e-02, eta: 5:01:34, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8492, top5_acc: 0.9840, loss_cls: 0.4941, loss: 0.4941, grad_norm: 1.3989 2021-04-07 06:38:40,239 - mmaction - INFO - Epoch [17][2800/2910] lr: 7.904e-02, eta: 5:01:15, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.8623, top5_acc: 0.9871, loss_cls: 0.4436, loss: 0.4436, grad_norm: 1.3156 2021-04-07 06:38:56,475 - mmaction - INFO - Epoch [17][2820/2910] lr: 7.890e-02, eta: 5:00:57, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8549, top5_acc: 0.9824, loss_cls: 0.4768, loss: 0.4768, grad_norm: 1.3839 2021-04-07 06:39:12,794 - mmaction - INFO - Epoch [17][2840/2910] lr: 7.876e-02, eta: 5:00:39, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8502, top5_acc: 0.9832, loss_cls: 0.4887, loss: 0.4887, grad_norm: 1.3660 2021-04-07 06:39:29,072 - mmaction - INFO - Epoch [17][2860/2910] lr: 7.861e-02, eta: 5:00:21, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8512, top5_acc: 0.9834, loss_cls: 0.4870, loss: 0.4870, grad_norm: 1.3658 2021-04-07 06:39:45,280 - mmaction - INFO - Epoch [17][2880/2910] lr: 7.847e-02, eta: 5:00:02, time: 0.810, data_time: 0.007, memory: 9523, top1_acc: 0.8609, top5_acc: 0.9850, loss_cls: 0.4761, loss: 0.4761, grad_norm: 1.3708 2021-04-07 06:40:01,546 - mmaction - INFO - Epoch [17][2900/2910] lr: 7.833e-02, eta: 4:59:44, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8627, top5_acc: 0.9816, loss_cls: 0.4620, loss: 0.4620, grad_norm: 1.3323 2021-04-07 06:40:12,272 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-07 06:46:19,502 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 06:46:20,169 - mmaction - INFO - top1_acc 0.7379 top5_acc 0.9389 2021-04-07 06:46:20,169 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 06:46:20,279 - mmaction - INFO - mean_acc 0.7647 2021-04-07 06:46:20,279 - mmaction - INFO - Now best checkpoint is epoch_17.pth 2021-04-07 06:46:20,301 - mmaction - INFO - Epoch(val) [17][2910] top1_acc: 0.7379, top5_acc: 0.9389, mean_class_accuracy: 0.7647 2021-04-07 06:50:03,005 - mmaction - INFO - Epoch [18][20/2910] lr: 7.811e-02, eta: 5:00:38, time: 11.134, data_time: 10.323, memory: 9523, top1_acc: 0.8482, top5_acc: 0.9783, loss_cls: 0.4983, loss: 0.4983, grad_norm: 1.3742 2021-04-07 06:50:19,246 - mmaction - INFO - Epoch [18][40/2910] lr: 7.797e-02, eta: 5:00:20, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8459, top5_acc: 0.9832, loss_cls: 0.4965, loss: 0.4965, grad_norm: 1.4157 2021-04-07 06:50:35,411 - mmaction - INFO - Epoch [18][60/2910] lr: 7.783e-02, eta: 5:00:02, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.8545, top5_acc: 0.9824, loss_cls: 0.4770, loss: 0.4770, grad_norm: 1.3571 2021-04-07 06:50:51,573 - mmaction - INFO - Epoch [18][80/2910] lr: 7.768e-02, eta: 4:59:43, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.8537, top5_acc: 0.9846, loss_cls: 0.4739, loss: 0.4739, grad_norm: 1.3399 2021-04-07 06:51:07,789 - mmaction - INFO - Epoch [18][100/2910] lr: 7.754e-02, eta: 4:59:25, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8562, top5_acc: 0.9809, loss_cls: 0.4762, loss: 0.4762, grad_norm: 1.3606 2021-04-07 06:51:24,090 - mmaction - INFO - Epoch [18][120/2910] lr: 7.740e-02, eta: 4:59:07, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8484, top5_acc: 0.9832, loss_cls: 0.4798, loss: 0.4798, grad_norm: 1.3630 2021-04-07 06:51:40,487 - mmaction - INFO - Epoch [18][140/2910] lr: 7.726e-02, eta: 4:58:48, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8539, top5_acc: 0.9838, loss_cls: 0.4662, loss: 0.4662, grad_norm: 1.3172 2021-04-07 06:51:56,763 - mmaction - INFO - Epoch [18][160/2910] lr: 7.712e-02, eta: 4:58:30, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8527, top5_acc: 0.9832, loss_cls: 0.4770, loss: 0.4770, grad_norm: 1.3248 2021-04-07 06:52:13,031 - mmaction - INFO - Epoch [18][180/2910] lr: 7.697e-02, eta: 4:58:12, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8561, top5_acc: 0.9814, loss_cls: 0.4654, loss: 0.4654, grad_norm: 1.3651 2021-04-07 06:52:29,236 - mmaction - INFO - Epoch [18][200/2910] lr: 7.683e-02, eta: 4:57:54, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.8518, top5_acc: 0.9826, loss_cls: 0.4711, loss: 0.4711, grad_norm: 1.3768 2021-04-07 06:52:45,408 - mmaction - INFO - Epoch [18][220/2910] lr: 7.669e-02, eta: 4:57:35, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.8613, top5_acc: 0.9861, loss_cls: 0.4590, loss: 0.4590, grad_norm: 1.3293 2021-04-07 06:53:01,698 - mmaction - INFO - Epoch [18][240/2910] lr: 7.655e-02, eta: 4:57:17, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.4829, loss: 0.4829, grad_norm: 1.4202 2021-04-07 06:53:17,944 - mmaction - INFO - Epoch [18][260/2910] lr: 7.641e-02, eta: 4:56:59, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8490, top5_acc: 0.9834, loss_cls: 0.4764, loss: 0.4764, grad_norm: 1.4180 2021-04-07 06:53:34,129 - mmaction - INFO - Epoch [18][280/2910] lr: 7.627e-02, eta: 4:56:40, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.8484, top5_acc: 0.9830, loss_cls: 0.4862, loss: 0.4862, grad_norm: 1.4138 2021-04-07 06:53:50,336 - mmaction - INFO - Epoch [18][300/2910] lr: 7.612e-02, eta: 4:56:22, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8461, top5_acc: 0.9811, loss_cls: 0.4992, loss: 0.4992, grad_norm: 1.4289 2021-04-07 06:54:06,540 - mmaction - INFO - Epoch [18][320/2910] lr: 7.598e-02, eta: 4:56:04, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8559, top5_acc: 0.9828, loss_cls: 0.4812, loss: 0.4812, grad_norm: 1.3966 2021-04-07 06:54:22,805 - mmaction - INFO - Epoch [18][340/2910] lr: 7.584e-02, eta: 4:55:45, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8516, top5_acc: 0.9814, loss_cls: 0.4899, loss: 0.4899, grad_norm: 1.3895 2021-04-07 06:54:39,081 - mmaction - INFO - Epoch [18][360/2910] lr: 7.570e-02, eta: 4:55:27, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8516, top5_acc: 0.9840, loss_cls: 0.4820, loss: 0.4820, grad_norm: 1.3946 2021-04-07 06:54:55,223 - mmaction - INFO - Epoch [18][380/2910] lr: 7.556e-02, eta: 4:55:09, time: 0.809, data_time: 0.005, memory: 9523, top1_acc: 0.8580, top5_acc: 0.9852, loss_cls: 0.4624, loss: 0.4624, grad_norm: 1.3096 2021-04-07 06:55:11,491 - mmaction - INFO - Epoch [18][400/2910] lr: 7.542e-02, eta: 4:54:50, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8580, top5_acc: 0.9816, loss_cls: 0.4670, loss: 0.4670, grad_norm: 1.3587 2021-04-07 06:55:27,722 - mmaction - INFO - Epoch [18][420/2910] lr: 7.528e-02, eta: 4:54:32, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8504, top5_acc: 0.9791, loss_cls: 0.4796, loss: 0.4796, grad_norm: 1.4005 2021-04-07 06:55:43,895 - mmaction - INFO - Epoch [18][440/2910] lr: 7.514e-02, eta: 4:54:14, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.8576, top5_acc: 0.9852, loss_cls: 0.4630, loss: 0.4630, grad_norm: 1.3932 2021-04-07 06:56:00,139 - mmaction - INFO - Epoch [18][460/2910] lr: 7.500e-02, eta: 4:53:55, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8553, top5_acc: 0.9854, loss_cls: 0.4610, loss: 0.4610, grad_norm: 1.3413 2021-04-07 06:56:16,341 - mmaction - INFO - Epoch [18][480/2910] lr: 7.486e-02, eta: 4:53:37, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8463, top5_acc: 0.9836, loss_cls: 0.4855, loss: 0.4855, grad_norm: 1.4250 2021-04-07 06:56:32,558 - mmaction - INFO - Epoch [18][500/2910] lr: 7.472e-02, eta: 4:53:19, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8496, top5_acc: 0.9830, loss_cls: 0.4704, loss: 0.4704, grad_norm: 1.4064 2021-04-07 06:56:48,835 - mmaction - INFO - Epoch [18][520/2910] lr: 7.458e-02, eta: 4:53:00, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8578, top5_acc: 0.9836, loss_cls: 0.4688, loss: 0.4688, grad_norm: 1.3701 2021-04-07 06:57:05,077 - mmaction - INFO - Epoch [18][540/2910] lr: 7.444e-02, eta: 4:52:42, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8607, top5_acc: 0.9848, loss_cls: 0.4623, loss: 0.4623, grad_norm: 1.3813 2021-04-07 06:57:21,259 - mmaction - INFO - Epoch [18][560/2910] lr: 7.430e-02, eta: 4:52:24, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.8504, top5_acc: 0.9844, loss_cls: 0.4749, loss: 0.4749, grad_norm: 1.3856 2021-04-07 06:57:37,467 - mmaction - INFO - Epoch [18][580/2910] lr: 7.416e-02, eta: 4:52:05, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.4486, loss: 0.4486, grad_norm: 1.3220 2021-04-07 06:57:53,747 - mmaction - INFO - Epoch [18][600/2910] lr: 7.402e-02, eta: 4:51:47, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8498, top5_acc: 0.9854, loss_cls: 0.4802, loss: 0.4802, grad_norm: 1.4279 2021-04-07 06:58:09,955 - mmaction - INFO - Epoch [18][620/2910] lr: 7.388e-02, eta: 4:51:29, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8490, top5_acc: 0.9840, loss_cls: 0.4913, loss: 0.4913, grad_norm: 1.4430 2021-04-07 06:58:26,258 - mmaction - INFO - Epoch [18][640/2910] lr: 7.374e-02, eta: 4:51:11, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8514, top5_acc: 0.9814, loss_cls: 0.4977, loss: 0.4977, grad_norm: 1.4262 2021-04-07 06:58:42,538 - mmaction - INFO - Epoch [18][660/2910] lr: 7.360e-02, eta: 4:50:52, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.8545, top5_acc: 0.9820, loss_cls: 0.4661, loss: 0.4661, grad_norm: 1.4032 2021-04-07 06:58:58,689 - mmaction - INFO - Epoch [18][680/2910] lr: 7.346e-02, eta: 4:50:34, time: 0.809, data_time: 0.005, memory: 9523, top1_acc: 0.8527, top5_acc: 0.9840, loss_cls: 0.4776, loss: 0.4776, grad_norm: 1.4452 2021-04-07 06:59:14,892 - mmaction - INFO - Epoch [18][700/2910] lr: 7.332e-02, eta: 4:50:16, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.8514, top5_acc: 0.9840, loss_cls: 0.4789, loss: 0.4789, grad_norm: 1.4700 2021-04-07 06:59:31,217 - mmaction - INFO - Epoch [18][720/2910] lr: 7.318e-02, eta: 4:49:58, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8527, top5_acc: 0.9822, loss_cls: 0.4869, loss: 0.4869, grad_norm: 1.4135 2021-04-07 06:59:47,473 - mmaction - INFO - Epoch [18][740/2910] lr: 7.304e-02, eta: 4:49:39, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8645, top5_acc: 0.9869, loss_cls: 0.4491, loss: 0.4491, grad_norm: 1.3681 2021-04-07 07:00:03,645 - mmaction - INFO - Epoch [18][760/2910] lr: 7.290e-02, eta: 4:49:21, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.8516, top5_acc: 0.9879, loss_cls: 0.4645, loss: 0.4645, grad_norm: 1.4301 2021-04-07 07:00:19,898 - mmaction - INFO - Epoch [18][780/2910] lr: 7.276e-02, eta: 4:49:03, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8500, top5_acc: 0.9836, loss_cls: 0.4875, loss: 0.4875, grad_norm: 1.4015 2021-04-07 07:00:36,134 - mmaction - INFO - Epoch [18][800/2910] lr: 7.262e-02, eta: 4:48:44, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8557, top5_acc: 0.9832, loss_cls: 0.4700, loss: 0.4700, grad_norm: 1.3861 2021-04-07 07:00:52,394 - mmaction - INFO - Epoch [18][820/2910] lr: 7.249e-02, eta: 4:48:26, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8441, top5_acc: 0.9822, loss_cls: 0.4865, loss: 0.4865, grad_norm: 1.4082 2021-04-07 07:01:08,670 - mmaction - INFO - Epoch [18][840/2910] lr: 7.235e-02, eta: 4:48:08, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8551, top5_acc: 0.9812, loss_cls: 0.4713, loss: 0.4713, grad_norm: 1.4067 2021-04-07 07:01:24,959 - mmaction - INFO - Epoch [18][860/2910] lr: 7.221e-02, eta: 4:47:50, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8457, top5_acc: 0.9791, loss_cls: 0.4955, loss: 0.4955, grad_norm: 1.4436 2021-04-07 07:01:41,163 - mmaction - INFO - Epoch [18][880/2910] lr: 7.207e-02, eta: 4:47:31, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8582, top5_acc: 0.9848, loss_cls: 0.4701, loss: 0.4701, grad_norm: 1.4019 2021-04-07 07:01:57,448 - mmaction - INFO - Epoch [18][900/2910] lr: 7.193e-02, eta: 4:47:13, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8637, top5_acc: 0.9842, loss_cls: 0.4425, loss: 0.4425, grad_norm: 1.3821 2021-04-07 07:02:13,708 - mmaction - INFO - Epoch [18][920/2910] lr: 7.179e-02, eta: 4:46:55, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8580, top5_acc: 0.9859, loss_cls: 0.4567, loss: 0.4567, grad_norm: 1.4028 2021-04-07 07:02:29,977 - mmaction - INFO - Epoch [18][940/2910] lr: 7.166e-02, eta: 4:46:37, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8617, top5_acc: 0.9848, loss_cls: 0.4534, loss: 0.4534, grad_norm: 1.3665 2021-04-07 07:02:46,198 - mmaction - INFO - Epoch [18][960/2910] lr: 7.152e-02, eta: 4:46:18, time: 0.809, data_time: 0.000, memory: 9523, top1_acc: 0.8617, top5_acc: 0.9857, loss_cls: 0.4485, loss: 0.4485, grad_norm: 1.3828 2021-04-07 07:03:02,516 - mmaction - INFO - Epoch [18][980/2910] lr: 7.138e-02, eta: 4:46:00, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8615, top5_acc: 0.9859, loss_cls: 0.4488, loss: 0.4488, grad_norm: 1.3815 2021-04-07 07:03:18,745 - mmaction - INFO - Epoch [18][1000/2910] lr: 7.124e-02, eta: 4:45:42, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8580, top5_acc: 0.9875, loss_cls: 0.4648, loss: 0.4648, grad_norm: 1.4362 2021-04-07 07:03:35,023 - mmaction - INFO - Epoch [18][1020/2910] lr: 7.111e-02, eta: 4:45:24, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8580, top5_acc: 0.9855, loss_cls: 0.4408, loss: 0.4408, grad_norm: 1.3976 2021-04-07 07:03:51,356 - mmaction - INFO - Epoch [18][1040/2910] lr: 7.097e-02, eta: 4:45:05, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8613, top5_acc: 0.9816, loss_cls: 0.4732, loss: 0.4732, grad_norm: 1.3749 2021-04-07 07:04:07,649 - mmaction - INFO - Epoch [18][1060/2910] lr: 7.083e-02, eta: 4:44:47, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8598, top5_acc: 0.9826, loss_cls: 0.4718, loss: 0.4718, grad_norm: 1.4383 2021-04-07 07:04:23,942 - mmaction - INFO - Epoch [18][1080/2910] lr: 7.069e-02, eta: 4:44:29, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8564, top5_acc: 0.9844, loss_cls: 0.4673, loss: 0.4673, grad_norm: 1.4259 2021-04-07 07:04:40,238 - mmaction - INFO - Epoch [18][1100/2910] lr: 7.056e-02, eta: 4:44:11, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8611, top5_acc: 0.9863, loss_cls: 0.4516, loss: 0.4516, grad_norm: 1.4133 2021-04-07 07:04:56,427 - mmaction - INFO - Epoch [18][1120/2910] lr: 7.042e-02, eta: 4:43:52, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8580, top5_acc: 0.9842, loss_cls: 0.4510, loss: 0.4510, grad_norm: 1.3890 2021-04-07 07:05:12,834 - mmaction - INFO - Epoch [18][1140/2910] lr: 7.028e-02, eta: 4:43:34, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.8586, top5_acc: 0.9816, loss_cls: 0.4639, loss: 0.4639, grad_norm: 1.4117 2021-04-07 07:05:29,075 - mmaction - INFO - Epoch [18][1160/2910] lr: 7.014e-02, eta: 4:43:16, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8604, top5_acc: 0.9842, loss_cls: 0.4645, loss: 0.4645, grad_norm: 1.3951 2021-04-07 07:05:45,255 - mmaction - INFO - Epoch [18][1180/2910] lr: 7.001e-02, eta: 4:42:58, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.8621, top5_acc: 0.9842, loss_cls: 0.4579, loss: 0.4579, grad_norm: 1.4226 2021-04-07 07:06:01,613 - mmaction - INFO - Epoch [18][1200/2910] lr: 6.987e-02, eta: 4:42:39, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8564, top5_acc: 0.9852, loss_cls: 0.4634, loss: 0.4634, grad_norm: 1.3980 2021-04-07 07:06:17,909 - mmaction - INFO - Epoch [18][1220/2910] lr: 6.973e-02, eta: 4:42:21, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8525, top5_acc: 0.9818, loss_cls: 0.4737, loss: 0.4737, grad_norm: 1.4637 2021-04-07 07:06:34,180 - mmaction - INFO - Epoch [18][1240/2910] lr: 6.960e-02, eta: 4:42:03, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.8705, top5_acc: 0.9859, loss_cls: 0.4326, loss: 0.4326, grad_norm: 1.3882 2021-04-07 07:06:50,404 - mmaction - INFO - Epoch [18][1260/2910] lr: 6.946e-02, eta: 4:41:45, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8521, top5_acc: 0.9840, loss_cls: 0.4774, loss: 0.4774, grad_norm: 1.4598 2021-04-07 07:07:06,718 - mmaction - INFO - Epoch [18][1280/2910] lr: 6.933e-02, eta: 4:41:27, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8596, top5_acc: 0.9852, loss_cls: 0.4538, loss: 0.4538, grad_norm: 1.3779 2021-04-07 07:07:23,008 - mmaction - INFO - Epoch [18][1300/2910] lr: 6.919e-02, eta: 4:41:08, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8652, top5_acc: 0.9840, loss_cls: 0.4402, loss: 0.4402, grad_norm: 1.3838 2021-04-07 07:07:39,290 - mmaction - INFO - Epoch [18][1320/2910] lr: 6.905e-02, eta: 4:40:50, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8643, top5_acc: 0.9861, loss_cls: 0.4458, loss: 0.4458, grad_norm: 1.3971 2021-04-07 07:07:55,666 - mmaction - INFO - Epoch [18][1340/2910] lr: 6.892e-02, eta: 4:40:32, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.8672, top5_acc: 0.9871, loss_cls: 0.4374, loss: 0.4374, grad_norm: 1.3799 2021-04-07 07:08:11,925 - mmaction - INFO - Epoch [18][1360/2910] lr: 6.878e-02, eta: 4:40:14, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8582, top5_acc: 0.9832, loss_cls: 0.4616, loss: 0.4616, grad_norm: 1.4606 2021-04-07 07:08:28,148 - mmaction - INFO - Epoch [18][1380/2910] lr: 6.865e-02, eta: 4:39:55, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8582, top5_acc: 0.9834, loss_cls: 0.4686, loss: 0.4686, grad_norm: 1.4424 2021-04-07 07:08:44,541 - mmaction - INFO - Epoch [18][1400/2910] lr: 6.851e-02, eta: 4:39:37, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.8604, top5_acc: 0.9834, loss_cls: 0.4482, loss: 0.4482, grad_norm: 1.4018 2021-04-07 07:09:00,828 - mmaction - INFO - Epoch [18][1420/2910] lr: 6.837e-02, eta: 4:39:19, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8654, top5_acc: 0.9867, loss_cls: 0.4362, loss: 0.4362, grad_norm: 1.3955 2021-04-07 07:09:17,168 - mmaction - INFO - Epoch [18][1440/2910] lr: 6.824e-02, eta: 4:39:01, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8732, top5_acc: 0.9863, loss_cls: 0.4248, loss: 0.4248, grad_norm: 1.3505 2021-04-07 07:09:33,450 - mmaction - INFO - Epoch [18][1460/2910] lr: 6.810e-02, eta: 4:38:43, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8617, top5_acc: 0.9852, loss_cls: 0.4478, loss: 0.4478, grad_norm: 1.4041 2021-04-07 07:09:49,766 - mmaction - INFO - Epoch [18][1480/2910] lr: 6.797e-02, eta: 4:38:24, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8682, top5_acc: 0.9895, loss_cls: 0.4260, loss: 0.4260, grad_norm: 1.3591 2021-04-07 07:10:06,051 - mmaction - INFO - Epoch [18][1500/2910] lr: 6.783e-02, eta: 4:38:06, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8627, top5_acc: 0.9857, loss_cls: 0.4630, loss: 0.4630, grad_norm: 1.4545 2021-04-07 07:10:22,289 - mmaction - INFO - Epoch [18][1520/2910] lr: 6.770e-02, eta: 4:37:48, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8604, top5_acc: 0.9832, loss_cls: 0.4637, loss: 0.4637, grad_norm: 1.4430 2021-04-07 07:10:38,653 - mmaction - INFO - Epoch [18][1540/2910] lr: 6.756e-02, eta: 4:37:30, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.8559, top5_acc: 0.9861, loss_cls: 0.4603, loss: 0.4603, grad_norm: 1.4325 2021-04-07 07:10:54,870 - mmaction - INFO - Epoch [18][1560/2910] lr: 6.743e-02, eta: 4:37:12, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8564, top5_acc: 0.9873, loss_cls: 0.4630, loss: 0.4630, grad_norm: 1.4728 2021-04-07 07:11:11,266 - mmaction - INFO - Epoch [18][1580/2910] lr: 6.729e-02, eta: 4:36:53, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8572, top5_acc: 0.9848, loss_cls: 0.4714, loss: 0.4714, grad_norm: 1.4673 2021-04-07 07:11:27,551 - mmaction - INFO - Epoch [18][1600/2910] lr: 6.716e-02, eta: 4:36:35, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8650, top5_acc: 0.9861, loss_cls: 0.4400, loss: 0.4400, grad_norm: 1.3828 2021-04-07 07:11:43,923 - mmaction - INFO - Epoch [18][1620/2910] lr: 6.703e-02, eta: 4:36:17, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.8592, top5_acc: 0.9881, loss_cls: 0.4426, loss: 0.4426, grad_norm: 1.4257 2021-04-07 07:12:00,186 - mmaction - INFO - Epoch [18][1640/2910] lr: 6.689e-02, eta: 4:35:59, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8633, top5_acc: 0.9830, loss_cls: 0.4316, loss: 0.4316, grad_norm: 1.3991 2021-04-07 07:12:16,482 - mmaction - INFO - Epoch [18][1660/2910] lr: 6.676e-02, eta: 4:35:41, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8568, top5_acc: 0.9844, loss_cls: 0.4604, loss: 0.4604, grad_norm: 1.4609 2021-04-07 07:12:32,810 - mmaction - INFO - Epoch [18][1680/2910] lr: 6.662e-02, eta: 4:35:23, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8660, top5_acc: 0.9854, loss_cls: 0.4467, loss: 0.4467, grad_norm: 1.4165 2021-04-07 07:12:49,193 - mmaction - INFO - Epoch [18][1700/2910] lr: 6.649e-02, eta: 4:35:04, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8641, top5_acc: 0.9855, loss_cls: 0.4425, loss: 0.4425, grad_norm: 1.4449 2021-04-07 07:13:05,430 - mmaction - INFO - Epoch [18][1720/2910] lr: 6.635e-02, eta: 4:34:46, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8643, top5_acc: 0.9852, loss_cls: 0.4517, loss: 0.4517, grad_norm: 1.4337 2021-04-07 07:13:21,714 - mmaction - INFO - Epoch [18][1740/2910] lr: 6.622e-02, eta: 4:34:28, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8541, top5_acc: 0.9832, loss_cls: 0.4646, loss: 0.4646, grad_norm: 1.4505 2021-04-07 07:13:37,955 - mmaction - INFO - Epoch [18][1760/2910] lr: 6.609e-02, eta: 4:34:10, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8666, top5_acc: 0.9865, loss_cls: 0.4414, loss: 0.4414, grad_norm: 1.4094 2021-04-07 07:13:54,285 - mmaction - INFO - Epoch [18][1780/2910] lr: 6.595e-02, eta: 4:33:52, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.8652, top5_acc: 0.9857, loss_cls: 0.4445, loss: 0.4445, grad_norm: 1.4420 2021-04-07 07:14:10,598 - mmaction - INFO - Epoch [18][1800/2910] lr: 6.582e-02, eta: 4:33:33, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8619, top5_acc: 0.9883, loss_cls: 0.4310, loss: 0.4310, grad_norm: 1.4009 2021-04-07 07:14:26,903 - mmaction - INFO - Epoch [18][1820/2910] lr: 6.569e-02, eta: 4:33:15, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8568, top5_acc: 0.9855, loss_cls: 0.4572, loss: 0.4572, grad_norm: 1.4102 2021-04-07 07:14:43,163 - mmaction - INFO - Epoch [18][1840/2910] lr: 6.555e-02, eta: 4:32:57, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8629, top5_acc: 0.9881, loss_cls: 0.4344, loss: 0.4344, grad_norm: 1.4135 2021-04-07 07:14:59,365 - mmaction - INFO - Epoch [18][1860/2910] lr: 6.542e-02, eta: 4:32:39, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8754, top5_acc: 0.9885, loss_cls: 0.4160, loss: 0.4160, grad_norm: 1.3910 2021-04-07 07:15:15,632 - mmaction - INFO - Epoch [18][1880/2910] lr: 6.529e-02, eta: 4:32:21, time: 0.813, data_time: 0.000, memory: 9523, top1_acc: 0.8678, top5_acc: 0.9857, loss_cls: 0.4386, loss: 0.4386, grad_norm: 1.4488 2021-04-07 07:15:31,822 - mmaction - INFO - Epoch [18][1900/2910] lr: 6.515e-02, eta: 4:32:02, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8709, top5_acc: 0.9826, loss_cls: 0.4345, loss: 0.4345, grad_norm: 1.4223 2021-04-07 07:15:48,051 - mmaction - INFO - Epoch [18][1920/2910] lr: 6.502e-02, eta: 4:31:44, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8709, top5_acc: 0.9889, loss_cls: 0.4188, loss: 0.4188, grad_norm: 1.3983 2021-04-07 07:16:04,286 - mmaction - INFO - Epoch [18][1940/2910] lr: 6.489e-02, eta: 4:31:26, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8789, top5_acc: 0.9830, loss_cls: 0.4233, loss: 0.4233, grad_norm: 1.3446 2021-04-07 07:16:20,486 - mmaction - INFO - Epoch [18][1960/2910] lr: 6.476e-02, eta: 4:31:08, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8764, top5_acc: 0.9885, loss_cls: 0.4206, loss: 0.4206, grad_norm: 1.3957 2021-04-07 07:16:36,705 - mmaction - INFO - Epoch [18][1980/2910] lr: 6.462e-02, eta: 4:30:50, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8553, top5_acc: 0.9850, loss_cls: 0.4739, loss: 0.4739, grad_norm: 1.5033 2021-04-07 07:16:52,982 - mmaction - INFO - Epoch [18][2000/2910] lr: 6.449e-02, eta: 4:30:32, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8643, top5_acc: 0.9875, loss_cls: 0.4412, loss: 0.4412, grad_norm: 1.4598 2021-04-07 07:17:09,329 - mmaction - INFO - Epoch [18][2020/2910] lr: 6.436e-02, eta: 4:30:13, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8625, top5_acc: 0.9846, loss_cls: 0.4405, loss: 0.4405, grad_norm: 1.4521 2021-04-07 07:17:25,602 - mmaction - INFO - Epoch [18][2040/2910] lr: 6.423e-02, eta: 4:29:55, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.4496, loss: 0.4496, grad_norm: 1.4655 2021-04-07 07:17:41,838 - mmaction - INFO - Epoch [18][2060/2910] lr: 6.409e-02, eta: 4:29:37, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8588, top5_acc: 0.9871, loss_cls: 0.4485, loss: 0.4485, grad_norm: 1.4484 2021-04-07 07:17:58,207 - mmaction - INFO - Epoch [18][2080/2910] lr: 6.396e-02, eta: 4:29:19, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.8635, top5_acc: 0.9850, loss_cls: 0.4521, loss: 0.4521, grad_norm: 1.4090 2021-04-07 07:18:14,444 - mmaction - INFO - Epoch [18][2100/2910] lr: 6.383e-02, eta: 4:29:01, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8592, top5_acc: 0.9859, loss_cls: 0.4412, loss: 0.4412, grad_norm: 1.4452 2021-04-07 07:18:30,752 - mmaction - INFO - Epoch [18][2120/2910] lr: 6.370e-02, eta: 4:28:43, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.8664, top5_acc: 0.9887, loss_cls: 0.4325, loss: 0.4325, grad_norm: 1.4126 2021-04-07 07:18:47,044 - mmaction - INFO - Epoch [18][2140/2910] lr: 6.357e-02, eta: 4:28:24, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.4276, loss: 0.4276, grad_norm: 1.4692 2021-04-07 07:19:03,382 - mmaction - INFO - Epoch [18][2160/2910] lr: 6.344e-02, eta: 4:28:06, time: 0.819, data_time: 0.009, memory: 9523, top1_acc: 0.8686, top5_acc: 0.9850, loss_cls: 0.4333, loss: 0.4333, grad_norm: 1.4359 2021-04-07 07:19:19,633 - mmaction - INFO - Epoch [18][2180/2910] lr: 6.330e-02, eta: 4:27:48, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8717, top5_acc: 0.9867, loss_cls: 0.4164, loss: 0.4164, grad_norm: 1.4386 2021-04-07 07:19:35,910 - mmaction - INFO - Epoch [18][2200/2910] lr: 6.317e-02, eta: 4:27:30, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8582, top5_acc: 0.9867, loss_cls: 0.4426, loss: 0.4426, grad_norm: 1.4198 2021-04-07 07:19:52,200 - mmaction - INFO - Epoch [18][2220/2910] lr: 6.304e-02, eta: 4:27:12, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8727, top5_acc: 0.9881, loss_cls: 0.4167, loss: 0.4167, grad_norm: 1.4114 2021-04-07 07:20:08,539 - mmaction - INFO - Epoch [18][2240/2910] lr: 6.291e-02, eta: 4:26:54, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8693, top5_acc: 0.9857, loss_cls: 0.4371, loss: 0.4371, grad_norm: 1.4621 2021-04-07 07:20:24,726 - mmaction - INFO - Epoch [18][2260/2910] lr: 6.278e-02, eta: 4:26:35, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.4458, loss: 0.4458, grad_norm: 1.4899 2021-04-07 07:20:41,055 - mmaction - INFO - Epoch [18][2280/2910] lr: 6.265e-02, eta: 4:26:17, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8604, top5_acc: 0.9875, loss_cls: 0.4426, loss: 0.4426, grad_norm: 1.4958 2021-04-07 07:20:57,275 - mmaction - INFO - Epoch [18][2300/2910] lr: 6.252e-02, eta: 4:25:59, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8639, top5_acc: 0.9879, loss_cls: 0.4226, loss: 0.4226, grad_norm: 1.4077 2021-04-07 07:21:13,506 - mmaction - INFO - Epoch [18][2320/2910] lr: 6.239e-02, eta: 4:25:41, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8645, top5_acc: 0.9846, loss_cls: 0.4372, loss: 0.4372, grad_norm: 1.4448 2021-04-07 07:21:29,844 - mmaction - INFO - Epoch [18][2340/2910] lr: 6.226e-02, eta: 4:25:23, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8609, top5_acc: 0.9836, loss_cls: 0.4452, loss: 0.4452, grad_norm: 1.4554 2021-04-07 07:21:46,105 - mmaction - INFO - Epoch [18][2360/2910] lr: 6.213e-02, eta: 4:25:05, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8645, top5_acc: 0.9848, loss_cls: 0.4465, loss: 0.4465, grad_norm: 1.4791 2021-04-07 07:22:02,363 - mmaction - INFO - Epoch [18][2380/2910] lr: 6.200e-02, eta: 4:24:47, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8723, top5_acc: 0.9836, loss_cls: 0.4240, loss: 0.4240, grad_norm: 1.4156 2021-04-07 07:22:18,630 - mmaction - INFO - Epoch [18][2400/2910] lr: 6.187e-02, eta: 4:24:28, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8711, top5_acc: 0.9852, loss_cls: 0.4277, loss: 0.4277, grad_norm: 1.4627 2021-04-07 07:22:34,975 - mmaction - INFO - Epoch [18][2420/2910] lr: 6.174e-02, eta: 4:24:10, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8664, top5_acc: 0.9875, loss_cls: 0.4318, loss: 0.4318, grad_norm: 1.4874 2021-04-07 07:22:51,293 - mmaction - INFO - Epoch [18][2440/2910] lr: 6.161e-02, eta: 4:23:52, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8727, top5_acc: 0.9857, loss_cls: 0.4154, loss: 0.4154, grad_norm: 1.3915 2021-04-07 07:23:07,584 - mmaction - INFO - Epoch [18][2460/2910] lr: 6.148e-02, eta: 4:23:34, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.8662, top5_acc: 0.9861, loss_cls: 0.4236, loss: 0.4236, grad_norm: 1.4618 2021-04-07 07:23:23,852 - mmaction - INFO - Epoch [18][2480/2910] lr: 6.135e-02, eta: 4:23:16, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8703, top5_acc: 0.9885, loss_cls: 0.4256, loss: 0.4256, grad_norm: 1.4696 2021-04-07 07:23:40,131 - mmaction - INFO - Epoch [18][2500/2910] lr: 6.122e-02, eta: 4:22:58, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8689, top5_acc: 0.9859, loss_cls: 0.4287, loss: 0.4287, grad_norm: 1.4683 2021-04-07 07:23:56,348 - mmaction - INFO - Epoch [18][2520/2910] lr: 6.109e-02, eta: 4:22:40, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8637, top5_acc: 0.9895, loss_cls: 0.4377, loss: 0.4377, grad_norm: 1.4939 2021-04-07 07:24:12,664 - mmaction - INFO - Epoch [18][2540/2910] lr: 6.096e-02, eta: 4:22:22, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8705, top5_acc: 0.9869, loss_cls: 0.4221, loss: 0.4221, grad_norm: 1.4227 2021-04-07 07:24:29,032 - mmaction - INFO - Epoch [18][2560/2910] lr: 6.083e-02, eta: 4:22:03, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.4141, loss: 0.4141, grad_norm: 1.4338 2021-04-07 07:24:45,484 - mmaction - INFO - Epoch [18][2580/2910] lr: 6.070e-02, eta: 4:21:45, time: 0.823, data_time: 0.002, memory: 9523, top1_acc: 0.8676, top5_acc: 0.9865, loss_cls: 0.4275, loss: 0.4275, grad_norm: 1.4815 2021-04-07 07:25:01,824 - mmaction - INFO - Epoch [18][2600/2910] lr: 6.057e-02, eta: 4:21:27, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8658, top5_acc: 0.9852, loss_cls: 0.4515, loss: 0.4515, grad_norm: 1.5085 2021-04-07 07:25:18,077 - mmaction - INFO - Epoch [18][2620/2910] lr: 6.044e-02, eta: 4:21:09, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.8703, top5_acc: 0.9869, loss_cls: 0.4216, loss: 0.4216, grad_norm: 1.4119 2021-04-07 07:25:34,310 - mmaction - INFO - Epoch [18][2640/2910] lr: 6.031e-02, eta: 4:20:51, time: 0.812, data_time: 0.008, memory: 9523, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.4352, loss: 0.4352, grad_norm: 1.4560 2021-04-07 07:25:50,502 - mmaction - INFO - Epoch [18][2660/2910] lr: 6.018e-02, eta: 4:20:33, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8641, top5_acc: 0.9871, loss_cls: 0.4379, loss: 0.4379, grad_norm: 1.5039 2021-04-07 07:26:06,851 - mmaction - INFO - Epoch [18][2680/2910] lr: 6.006e-02, eta: 4:20:15, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8621, top5_acc: 0.9863, loss_cls: 0.4326, loss: 0.4326, grad_norm: 1.4729 2021-04-07 07:26:23,083 - mmaction - INFO - Epoch [18][2700/2910] lr: 5.993e-02, eta: 4:19:57, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8656, top5_acc: 0.9879, loss_cls: 0.4328, loss: 0.4328, grad_norm: 1.4436 2021-04-07 07:26:39,307 - mmaction - INFO - Epoch [18][2720/2910] lr: 5.980e-02, eta: 4:19:38, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8676, top5_acc: 0.9879, loss_cls: 0.4166, loss: 0.4166, grad_norm: 1.4209 2021-04-07 07:26:55,594 - mmaction - INFO - Epoch [18][2740/2910] lr: 5.967e-02, eta: 4:19:20, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8732, top5_acc: 0.9854, loss_cls: 0.4162, loss: 0.4162, grad_norm: 1.4173 2021-04-07 07:27:11,818 - mmaction - INFO - Epoch [18][2760/2910] lr: 5.954e-02, eta: 4:19:02, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8619, top5_acc: 0.9830, loss_cls: 0.4384, loss: 0.4384, grad_norm: 1.4969 2021-04-07 07:27:28,070 - mmaction - INFO - Epoch [18][2780/2910] lr: 5.941e-02, eta: 4:18:44, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8693, top5_acc: 0.9875, loss_cls: 0.4301, loss: 0.4301, grad_norm: 1.4729 2021-04-07 07:27:44,365 - mmaction - INFO - Epoch [18][2800/2910] lr: 5.929e-02, eta: 4:18:26, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8658, top5_acc: 0.9859, loss_cls: 0.4397, loss: 0.4397, grad_norm: 1.5389 2021-04-07 07:28:00,546 - mmaction - INFO - Epoch [18][2820/2910] lr: 5.916e-02, eta: 4:18:08, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8637, top5_acc: 0.9857, loss_cls: 0.4392, loss: 0.4392, grad_norm: 1.4730 2021-04-07 07:28:16,767 - mmaction - INFO - Epoch [18][2840/2910] lr: 5.903e-02, eta: 4:17:50, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8734, top5_acc: 0.9875, loss_cls: 0.4079, loss: 0.4079, grad_norm: 1.4328 2021-04-07 07:28:33,068 - mmaction - INFO - Epoch [18][2860/2910] lr: 5.890e-02, eta: 4:17:32, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.8727, top5_acc: 0.9865, loss_cls: 0.4088, loss: 0.4088, grad_norm: 1.4428 2021-04-07 07:28:49,256 - mmaction - INFO - Epoch [18][2880/2910] lr: 5.878e-02, eta: 4:17:13, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8654, top5_acc: 0.9854, loss_cls: 0.4378, loss: 0.4378, grad_norm: 1.4349 2021-04-07 07:29:05,474 - mmaction - INFO - Epoch [18][2900/2910] lr: 5.865e-02, eta: 4:16:55, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8709, top5_acc: 0.9859, loss_cls: 0.4338, loss: 0.4338, grad_norm: 1.5523 2021-04-07 07:29:16,144 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-07 07:35:25,960 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 07:35:26,625 - mmaction - INFO - top1_acc 0.7804 top5_acc 0.9616 2021-04-07 07:35:26,625 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 07:35:26,734 - mmaction - INFO - mean_acc 0.8001 2021-04-07 07:35:26,734 - mmaction - INFO - Now best checkpoint is epoch_18.pth 2021-04-07 07:35:26,777 - mmaction - INFO - Epoch(val) [18][2910] top1_acc: 0.7804, top5_acc: 0.9616, mean_class_accuracy: 0.8001 2021-04-07 07:39:08,793 - mmaction - INFO - Epoch [19][20/2910] lr: 5.846e-02, eta: 4:17:34, time: 11.100, data_time: 10.280, memory: 9523, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 0.4091, loss: 0.4091, grad_norm: 1.4501 2021-04-07 07:39:25,060 - mmaction - INFO - Epoch [19][40/2910] lr: 5.833e-02, eta: 4:17:16, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8695, top5_acc: 0.9850, loss_cls: 0.4060, loss: 0.4060, grad_norm: 1.4628 2021-04-07 07:39:41,192 - mmaction - INFO - Epoch [19][60/2910] lr: 5.820e-02, eta: 4:16:57, time: 0.807, data_time: 0.002, memory: 9523, top1_acc: 0.8654, top5_acc: 0.9867, loss_cls: 0.4394, loss: 0.4394, grad_norm: 1.5166 2021-04-07 07:39:57,342 - mmaction - INFO - Epoch [19][80/2910] lr: 5.808e-02, eta: 4:16:39, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.8691, top5_acc: 0.9861, loss_cls: 0.4288, loss: 0.4288, grad_norm: 1.4547 2021-04-07 07:40:13,624 - mmaction - INFO - Epoch [19][100/2910] lr: 5.795e-02, eta: 4:16:21, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8721, top5_acc: 0.9855, loss_cls: 0.4172, loss: 0.4172, grad_norm: 1.4643 2021-04-07 07:40:29,808 - mmaction - INFO - Epoch [19][120/2910] lr: 5.782e-02, eta: 4:16:03, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8678, top5_acc: 0.9863, loss_cls: 0.4246, loss: 0.4246, grad_norm: 1.5098 2021-04-07 07:40:45,994 - mmaction - INFO - Epoch [19][140/2910] lr: 5.770e-02, eta: 4:15:45, time: 0.810, data_time: 0.004, memory: 9523, top1_acc: 0.8729, top5_acc: 0.9879, loss_cls: 0.4166, loss: 0.4166, grad_norm: 1.4261 2021-04-07 07:41:02,329 - mmaction - INFO - Epoch [19][160/2910] lr: 5.757e-02, eta: 4:15:26, time: 0.816, data_time: 0.012, memory: 9523, top1_acc: 0.8762, top5_acc: 0.9871, loss_cls: 0.4072, loss: 0.4072, grad_norm: 1.4433 2021-04-07 07:41:18,572 - mmaction - INFO - Epoch [19][180/2910] lr: 5.744e-02, eta: 4:15:08, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8777, top5_acc: 0.9893, loss_cls: 0.3964, loss: 0.3964, grad_norm: 1.4671 2021-04-07 07:41:34,971 - mmaction - INFO - Epoch [19][200/2910] lr: 5.732e-02, eta: 4:14:50, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.3969, loss: 0.3969, grad_norm: 1.4557 2021-04-07 07:41:51,170 - mmaction - INFO - Epoch [19][220/2910] lr: 5.719e-02, eta: 4:14:32, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8732, top5_acc: 0.9896, loss_cls: 0.4121, loss: 0.4121, grad_norm: 1.4833 2021-04-07 07:42:07,536 - mmaction - INFO - Epoch [19][240/2910] lr: 5.707e-02, eta: 4:14:14, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.8738, top5_acc: 0.9848, loss_cls: 0.4237, loss: 0.4237, grad_norm: 1.4982 2021-04-07 07:42:23,845 - mmaction - INFO - Epoch [19][260/2910] lr: 5.694e-02, eta: 4:13:55, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8740, top5_acc: 0.9877, loss_cls: 0.4103, loss: 0.4103, grad_norm: 1.4717 2021-04-07 07:42:40,156 - mmaction - INFO - Epoch [19][280/2910] lr: 5.681e-02, eta: 4:13:37, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8748, top5_acc: 0.9879, loss_cls: 0.4211, loss: 0.4211, grad_norm: 1.4737 2021-04-07 07:42:56,361 - mmaction - INFO - Epoch [19][300/2910] lr: 5.669e-02, eta: 4:13:19, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8684, top5_acc: 0.9848, loss_cls: 0.4224, loss: 0.4224, grad_norm: 1.5228 2021-04-07 07:43:12,610 - mmaction - INFO - Epoch [19][320/2910] lr: 5.656e-02, eta: 4:13:01, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8721, top5_acc: 0.9861, loss_cls: 0.4177, loss: 0.4177, grad_norm: 1.4481 2021-04-07 07:43:28,885 - mmaction - INFO - Epoch [19][340/2910] lr: 5.644e-02, eta: 4:12:43, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8711, top5_acc: 0.9873, loss_cls: 0.4166, loss: 0.4166, grad_norm: 1.5067 2021-04-07 07:43:45,177 - mmaction - INFO - Epoch [19][360/2910] lr: 5.631e-02, eta: 4:12:25, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8682, top5_acc: 0.9848, loss_cls: 0.4306, loss: 0.4306, grad_norm: 1.5227 2021-04-07 07:44:01,533 - mmaction - INFO - Epoch [19][380/2910] lr: 5.619e-02, eta: 4:12:06, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8836, top5_acc: 0.9879, loss_cls: 0.3918, loss: 0.3918, grad_norm: 1.4659 2021-04-07 07:44:17,888 - mmaction - INFO - Epoch [19][400/2910] lr: 5.606e-02, eta: 4:11:48, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.8830, top5_acc: 0.9859, loss_cls: 0.3990, loss: 0.3990, grad_norm: 1.5018 2021-04-07 07:44:34,086 - mmaction - INFO - Epoch [19][420/2910] lr: 5.594e-02, eta: 4:11:30, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.8736, top5_acc: 0.9867, loss_cls: 0.4125, loss: 0.4125, grad_norm: 1.4908 2021-04-07 07:44:50,237 - mmaction - INFO - Epoch [19][440/2910] lr: 5.581e-02, eta: 4:11:12, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8766, top5_acc: 0.9891, loss_cls: 0.3971, loss: 0.3971, grad_norm: 1.4177 2021-04-07 07:45:06,471 - mmaction - INFO - Epoch [19][460/2910] lr: 5.569e-02, eta: 4:10:54, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8795, top5_acc: 0.9898, loss_cls: 0.3871, loss: 0.3871, grad_norm: 1.4902 2021-04-07 07:45:22,744 - mmaction - INFO - Epoch [19][480/2910] lr: 5.556e-02, eta: 4:10:35, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.8754, top5_acc: 0.9881, loss_cls: 0.4036, loss: 0.4036, grad_norm: 1.5190 2021-04-07 07:45:38,937 - mmaction - INFO - Epoch [19][500/2910] lr: 5.544e-02, eta: 4:10:17, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.8740, top5_acc: 0.9885, loss_cls: 0.4127, loss: 0.4127, grad_norm: 1.5095 2021-04-07 07:45:55,235 - mmaction - INFO - Epoch [19][520/2910] lr: 5.532e-02, eta: 4:09:59, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8732, top5_acc: 0.9885, loss_cls: 0.4122, loss: 0.4122, grad_norm: 1.4893 2021-04-07 07:46:11,576 - mmaction - INFO - Epoch [19][540/2910] lr: 5.519e-02, eta: 4:09:41, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8750, top5_acc: 0.9871, loss_cls: 0.4053, loss: 0.4053, grad_norm: 1.4514 2021-04-07 07:46:27,880 - mmaction - INFO - Epoch [19][560/2910] lr: 5.507e-02, eta: 4:09:23, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8756, top5_acc: 0.9891, loss_cls: 0.3977, loss: 0.3977, grad_norm: 1.4437 2021-04-07 07:46:44,303 - mmaction - INFO - Epoch [19][580/2910] lr: 5.494e-02, eta: 4:09:05, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.8748, top5_acc: 0.9889, loss_cls: 0.4118, loss: 0.4118, grad_norm: 1.5314 2021-04-07 07:47:00,608 - mmaction - INFO - Epoch [19][600/2910] lr: 5.482e-02, eta: 4:08:47, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8752, top5_acc: 0.9908, loss_cls: 0.3967, loss: 0.3967, grad_norm: 1.4572 2021-04-07 07:47:16,891 - mmaction - INFO - Epoch [19][620/2910] lr: 5.470e-02, eta: 4:08:28, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8744, top5_acc: 0.9893, loss_cls: 0.3942, loss: 0.3942, grad_norm: 1.4796 2021-04-07 07:47:33,126 - mmaction - INFO - Epoch [19][640/2910] lr: 5.457e-02, eta: 4:08:10, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.8812, top5_acc: 0.9877, loss_cls: 0.3942, loss: 0.3942, grad_norm: 1.4770 2021-04-07 07:47:49,450 - mmaction - INFO - Epoch [19][660/2910] lr: 5.445e-02, eta: 4:07:52, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.8750, top5_acc: 0.9877, loss_cls: 0.4030, loss: 0.4030, grad_norm: 1.4924 2021-04-07 07:48:05,706 - mmaction - INFO - Epoch [19][680/2910] lr: 5.433e-02, eta: 4:07:34, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8709, top5_acc: 0.9857, loss_cls: 0.4129, loss: 0.4129, grad_norm: 1.4892 2021-04-07 07:48:22,059 - mmaction - INFO - Epoch [19][700/2910] lr: 5.420e-02, eta: 4:07:16, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8764, top5_acc: 0.9889, loss_cls: 0.4019, loss: 0.4019, grad_norm: 1.5106 2021-04-07 07:48:38,309 - mmaction - INFO - Epoch [19][720/2910] lr: 5.408e-02, eta: 4:06:58, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.8824, top5_acc: 0.9900, loss_cls: 0.3828, loss: 0.3828, grad_norm: 1.4723 2021-04-07 07:48:54,571 - mmaction - INFO - Epoch [19][740/2910] lr: 5.396e-02, eta: 4:06:39, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8850, top5_acc: 0.9893, loss_cls: 0.3872, loss: 0.3872, grad_norm: 1.4803 2021-04-07 07:49:10,892 - mmaction - INFO - Epoch [19][760/2910] lr: 5.383e-02, eta: 4:06:21, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8785, top5_acc: 0.9875, loss_cls: 0.3932, loss: 0.3932, grad_norm: 1.4826 2021-04-07 07:49:27,265 - mmaction - INFO - Epoch [19][780/2910] lr: 5.371e-02, eta: 4:06:03, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8795, top5_acc: 0.9891, loss_cls: 0.3862, loss: 0.3862, grad_norm: 1.4914 2021-04-07 07:49:43,522 - mmaction - INFO - Epoch [19][800/2910] lr: 5.359e-02, eta: 4:05:45, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.8617, top5_acc: 0.9861, loss_cls: 0.4364, loss: 0.4364, grad_norm: 1.5915 2021-04-07 07:49:59,786 - mmaction - INFO - Epoch [19][820/2910] lr: 5.347e-02, eta: 4:05:27, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8668, top5_acc: 0.9859, loss_cls: 0.4285, loss: 0.4285, grad_norm: 1.5541 2021-04-07 07:50:16,020 - mmaction - INFO - Epoch [19][840/2910] lr: 5.334e-02, eta: 4:05:09, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8729, top5_acc: 0.9875, loss_cls: 0.3965, loss: 0.3965, grad_norm: 1.4981 2021-04-07 07:50:32,369 - mmaction - INFO - Epoch [19][860/2910] lr: 5.322e-02, eta: 4:04:51, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8773, top5_acc: 0.9855, loss_cls: 0.4057, loss: 0.4057, grad_norm: 1.4544 2021-04-07 07:50:48,675 - mmaction - INFO - Epoch [19][880/2910] lr: 5.310e-02, eta: 4:04:32, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8727, top5_acc: 0.9893, loss_cls: 0.4005, loss: 0.4005, grad_norm: 1.5510 2021-04-07 07:51:05,036 - mmaction - INFO - Epoch [19][900/2910] lr: 5.298e-02, eta: 4:04:14, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.8756, top5_acc: 0.9895, loss_cls: 0.3940, loss: 0.3940, grad_norm: 1.5032 2021-04-07 07:51:21,265 - mmaction - INFO - Epoch [19][920/2910] lr: 5.285e-02, eta: 4:03:56, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.8742, top5_acc: 0.9906, loss_cls: 0.4055, loss: 0.4055, grad_norm: 1.5432 2021-04-07 07:51:37,658 - mmaction - INFO - Epoch [19][940/2910] lr: 5.273e-02, eta: 4:03:38, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.8672, top5_acc: 0.9881, loss_cls: 0.4257, loss: 0.4257, grad_norm: 1.5509 2021-04-07 07:51:53,911 - mmaction - INFO - Epoch [19][960/2910] lr: 5.261e-02, eta: 4:03:20, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8717, top5_acc: 0.9885, loss_cls: 0.4183, loss: 0.4183, grad_norm: 1.5538 2021-04-07 07:52:10,269 - mmaction - INFO - Epoch [19][980/2910] lr: 5.249e-02, eta: 4:03:02, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8738, top5_acc: 0.9895, loss_cls: 0.4147, loss: 0.4147, grad_norm: 1.5010 2021-04-07 07:52:26,406 - mmaction - INFO - Epoch [19][1000/2910] lr: 5.237e-02, eta: 4:02:44, time: 0.807, data_time: 0.003, memory: 9523, top1_acc: 0.8816, top5_acc: 0.9867, loss_cls: 0.3988, loss: 0.3988, grad_norm: 1.4935 2021-04-07 07:52:42,654 - mmaction - INFO - Epoch [19][1020/2910] lr: 5.225e-02, eta: 4:02:26, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8762, top5_acc: 0.9877, loss_cls: 0.3952, loss: 0.3952, grad_norm: 1.4866 2021-04-07 07:52:58,925 - mmaction - INFO - Epoch [19][1040/2910] lr: 5.213e-02, eta: 4:02:07, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8793, top5_acc: 0.9889, loss_cls: 0.3922, loss: 0.3922, grad_norm: 1.4914 2021-04-07 07:53:15,386 - mmaction - INFO - Epoch [19][1060/2910] lr: 5.200e-02, eta: 4:01:49, time: 0.825, data_time: 0.014, memory: 9523, top1_acc: 0.8818, top5_acc: 0.9904, loss_cls: 0.3811, loss: 0.3811, grad_norm: 1.4501 2021-04-07 07:53:31,525 - mmaction - INFO - Epoch [19][1080/2910] lr: 5.188e-02, eta: 4:01:31, time: 0.806, data_time: 0.000, memory: 9523, top1_acc: 0.8900, top5_acc: 0.9916, loss_cls: 0.3680, loss: 0.3680, grad_norm: 1.4443 2021-04-07 07:53:47,887 - mmaction - INFO - Epoch [19][1100/2910] lr: 5.176e-02, eta: 4:01:13, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.8756, top5_acc: 0.9873, loss_cls: 0.4116, loss: 0.4116, grad_norm: 1.5501 2021-04-07 07:54:04,132 - mmaction - INFO - Epoch [19][1120/2910] lr: 5.164e-02, eta: 4:00:55, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8756, top5_acc: 0.9885, loss_cls: 0.4063, loss: 0.4063, grad_norm: 1.5631 2021-04-07 07:54:20,362 - mmaction - INFO - Epoch [19][1140/2910] lr: 5.152e-02, eta: 4:00:37, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8840, top5_acc: 0.9889, loss_cls: 0.3862, loss: 0.3862, grad_norm: 1.5323 2021-04-07 07:54:36,659 - mmaction - INFO - Epoch [19][1160/2910] lr: 5.140e-02, eta: 4:00:19, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8785, top5_acc: 0.9883, loss_cls: 0.3987, loss: 0.3987, grad_norm: 1.5149 2021-04-07 07:54:52,900 - mmaction - INFO - Epoch [19][1180/2910] lr: 5.128e-02, eta: 4:00:00, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8775, top5_acc: 0.9883, loss_cls: 0.3984, loss: 0.3984, grad_norm: 1.4973 2021-04-07 07:55:09,184 - mmaction - INFO - Epoch [19][1200/2910] lr: 5.116e-02, eta: 3:59:42, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8752, top5_acc: 0.9871, loss_cls: 0.4142, loss: 0.4142, grad_norm: 1.5407 2021-04-07 07:55:25,557 - mmaction - INFO - Epoch [19][1220/2910] lr: 5.104e-02, eta: 3:59:24, time: 0.819, data_time: 0.012, memory: 9523, top1_acc: 0.8672, top5_acc: 0.9838, loss_cls: 0.4169, loss: 0.4169, grad_norm: 1.5317 2021-04-07 07:55:41,860 - mmaction - INFO - Epoch [19][1240/2910] lr: 5.092e-02, eta: 3:59:06, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8791, top5_acc: 0.9877, loss_cls: 0.3841, loss: 0.3841, grad_norm: 1.4228 2021-04-07 07:55:58,150 - mmaction - INFO - Epoch [19][1260/2910] lr: 5.080e-02, eta: 3:58:48, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8855, top5_acc: 0.9883, loss_cls: 0.3926, loss: 0.3926, grad_norm: 1.4892 2021-04-07 07:56:14,366 - mmaction - INFO - Epoch [19][1280/2910] lr: 5.068e-02, eta: 3:58:30, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 0.3629, loss: 0.3629, grad_norm: 1.4668 2021-04-07 07:56:30,712 - mmaction - INFO - Epoch [19][1300/2910] lr: 5.056e-02, eta: 3:58:12, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8830, top5_acc: 0.9887, loss_cls: 0.3848, loss: 0.3848, grad_norm: 1.5457 2021-04-07 07:56:47,051 - mmaction - INFO - Epoch [19][1320/2910] lr: 5.044e-02, eta: 3:57:54, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8889, top5_acc: 0.9889, loss_cls: 0.3649, loss: 0.3649, grad_norm: 1.4520 2021-04-07 07:57:03,288 - mmaction - INFO - Epoch [19][1340/2910] lr: 5.032e-02, eta: 3:57:36, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8801, top5_acc: 0.9875, loss_cls: 0.3929, loss: 0.3929, grad_norm: 1.5507 2021-04-07 07:57:19,425 - mmaction - INFO - Epoch [19][1360/2910] lr: 5.020e-02, eta: 3:57:17, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.8828, top5_acc: 0.9908, loss_cls: 0.3828, loss: 0.3828, grad_norm: 1.5196 2021-04-07 07:57:35,633 - mmaction - INFO - Epoch [19][1380/2910] lr: 5.008e-02, eta: 3:56:59, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8840, top5_acc: 0.9871, loss_cls: 0.3779, loss: 0.3779, grad_norm: 1.5032 2021-04-07 07:57:51,924 - mmaction - INFO - Epoch [19][1400/2910] lr: 4.996e-02, eta: 3:56:41, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.8703, top5_acc: 0.9896, loss_cls: 0.3988, loss: 0.3988, grad_norm: 1.5633 2021-04-07 07:58:08,196 - mmaction - INFO - Epoch [19][1420/2910] lr: 4.985e-02, eta: 3:56:23, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8846, top5_acc: 0.9881, loss_cls: 0.3971, loss: 0.3971, grad_norm: 1.5310 2021-04-07 07:58:24,443 - mmaction - INFO - Epoch [19][1440/2910] lr: 4.973e-02, eta: 3:56:05, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8836, top5_acc: 0.9881, loss_cls: 0.3862, loss: 0.3862, grad_norm: 1.4581 2021-04-07 07:58:40,711 - mmaction - INFO - Epoch [19][1460/2910] lr: 4.961e-02, eta: 3:55:47, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8832, top5_acc: 0.9893, loss_cls: 0.3796, loss: 0.3796, grad_norm: 1.4723 2021-04-07 07:58:56,985 - mmaction - INFO - Epoch [19][1480/2910] lr: 4.949e-02, eta: 3:55:29, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8848, top5_acc: 0.9900, loss_cls: 0.3853, loss: 0.3853, grad_norm: 1.5301 2021-04-07 07:59:13,372 - mmaction - INFO - Epoch [19][1500/2910] lr: 4.937e-02, eta: 3:55:11, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.8787, top5_acc: 0.9885, loss_cls: 0.4009, loss: 0.4009, grad_norm: 1.5762 2021-04-07 07:59:29,652 - mmaction - INFO - Epoch [19][1520/2910] lr: 4.925e-02, eta: 3:54:53, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8824, top5_acc: 0.9887, loss_cls: 0.3928, loss: 0.3928, grad_norm: 1.5431 2021-04-07 07:59:45,963 - mmaction - INFO - Epoch [19][1540/2910] lr: 4.913e-02, eta: 3:54:35, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8863, top5_acc: 0.9889, loss_cls: 0.3805, loss: 0.3805, grad_norm: 1.5036 2021-04-07 08:00:02,247 - mmaction - INFO - Epoch [19][1560/2910] lr: 4.902e-02, eta: 3:54:16, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8793, top5_acc: 0.9893, loss_cls: 0.3928, loss: 0.3928, grad_norm: 1.5483 2021-04-07 08:00:18,558 - mmaction - INFO - Epoch [19][1580/2910] lr: 4.890e-02, eta: 3:53:58, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8855, top5_acc: 0.9893, loss_cls: 0.3692, loss: 0.3692, grad_norm: 1.4285 2021-04-07 08:00:34,731 - mmaction - INFO - Epoch [19][1600/2910] lr: 4.878e-02, eta: 3:53:40, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.8854, top5_acc: 0.9891, loss_cls: 0.3678, loss: 0.3678, grad_norm: 1.4778 2021-04-07 08:00:51,076 - mmaction - INFO - Epoch [19][1620/2910] lr: 4.866e-02, eta: 3:53:22, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8906, top5_acc: 0.9898, loss_cls: 0.3667, loss: 0.3667, grad_norm: 1.5157 2021-04-07 08:01:07,478 - mmaction - INFO - Epoch [19][1640/2910] lr: 4.855e-02, eta: 3:53:04, time: 0.820, data_time: 0.005, memory: 9523, top1_acc: 0.8734, top5_acc: 0.9902, loss_cls: 0.4062, loss: 0.4062, grad_norm: 1.6284 2021-04-07 08:01:23,747 - mmaction - INFO - Epoch [19][1660/2910] lr: 4.843e-02, eta: 3:52:46, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8857, top5_acc: 0.9879, loss_cls: 0.3770, loss: 0.3770, grad_norm: 1.4843 2021-04-07 08:01:39,982 - mmaction - INFO - Epoch [19][1680/2910] lr: 4.831e-02, eta: 3:52:28, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8822, top5_acc: 0.9904, loss_cls: 0.3795, loss: 0.3795, grad_norm: 1.5400 2021-04-07 08:01:56,375 - mmaction - INFO - Epoch [19][1700/2910] lr: 4.819e-02, eta: 3:52:10, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8871, top5_acc: 0.9877, loss_cls: 0.3699, loss: 0.3699, grad_norm: 1.5285 2021-04-07 08:02:12,698 - mmaction - INFO - Epoch [19][1720/2910] lr: 4.808e-02, eta: 3:51:52, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8861, top5_acc: 0.9926, loss_cls: 0.3702, loss: 0.3702, grad_norm: 1.5185 2021-04-07 08:02:28,937 - mmaction - INFO - Epoch [19][1740/2910] lr: 4.796e-02, eta: 3:51:34, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8826, top5_acc: 0.9889, loss_cls: 0.3798, loss: 0.3798, grad_norm: 1.5330 2021-04-07 08:02:45,162 - mmaction - INFO - Epoch [19][1760/2910] lr: 4.784e-02, eta: 3:51:16, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8889, top5_acc: 0.9908, loss_cls: 0.3635, loss: 0.3635, grad_norm: 1.4717 2021-04-07 08:03:01,430 - mmaction - INFO - Epoch [19][1780/2910] lr: 4.773e-02, eta: 3:50:58, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.8844, top5_acc: 0.9908, loss_cls: 0.3701, loss: 0.3701, grad_norm: 1.5138 2021-04-07 08:03:17,675 - mmaction - INFO - Epoch [19][1800/2910] lr: 4.761e-02, eta: 3:50:39, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8801, top5_acc: 0.9893, loss_cls: 0.3798, loss: 0.3798, grad_norm: 1.5491 2021-04-07 08:03:33,945 - mmaction - INFO - Epoch [19][1820/2910] lr: 4.749e-02, eta: 3:50:21, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8762, top5_acc: 0.9891, loss_cls: 0.3890, loss: 0.3890, grad_norm: 1.5329 2021-04-07 08:03:50,145 - mmaction - INFO - Epoch [19][1840/2910] lr: 4.738e-02, eta: 3:50:03, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8852, top5_acc: 0.9908, loss_cls: 0.3679, loss: 0.3679, grad_norm: 1.5402 2021-04-07 08:04:06,375 - mmaction - INFO - Epoch [19][1860/2910] lr: 4.726e-02, eta: 3:49:45, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8779, top5_acc: 0.9875, loss_cls: 0.3889, loss: 0.3889, grad_norm: 1.5599 2021-04-07 08:04:22,596 - mmaction - INFO - Epoch [19][1880/2910] lr: 4.714e-02, eta: 3:49:27, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8863, top5_acc: 0.9896, loss_cls: 0.3716, loss: 0.3716, grad_norm: 1.4894 2021-04-07 08:04:38,919 - mmaction - INFO - Epoch [19][1900/2910] lr: 4.703e-02, eta: 3:49:09, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.3856, loss: 0.3856, grad_norm: 1.5570 2021-04-07 08:04:55,182 - mmaction - INFO - Epoch [19][1920/2910] lr: 4.691e-02, eta: 3:48:51, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.8812, top5_acc: 0.9887, loss_cls: 0.3789, loss: 0.3789, grad_norm: 1.5428 2021-04-07 08:05:11,546 - mmaction - INFO - Epoch [19][1940/2910] lr: 4.680e-02, eta: 3:48:33, time: 0.820, data_time: 0.005, memory: 9523, top1_acc: 0.8910, top5_acc: 0.9908, loss_cls: 0.3677, loss: 0.3677, grad_norm: 1.5590 2021-04-07 08:05:27,797 - mmaction - INFO - Epoch [19][1960/2910] lr: 4.668e-02, eta: 3:48:15, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8762, top5_acc: 0.9893, loss_cls: 0.3970, loss: 0.3970, grad_norm: 1.5374 2021-04-07 08:05:44,062 - mmaction - INFO - Epoch [19][1980/2910] lr: 4.657e-02, eta: 3:47:57, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8871, top5_acc: 0.9904, loss_cls: 0.3723, loss: 0.3723, grad_norm: 1.5439 2021-04-07 08:06:00,418 - mmaction - INFO - Epoch [19][2000/2910] lr: 4.645e-02, eta: 3:47:39, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8828, top5_acc: 0.9875, loss_cls: 0.3847, loss: 0.3847, grad_norm: 1.5681 2021-04-07 08:06:16,719 - mmaction - INFO - Epoch [19][2020/2910] lr: 4.634e-02, eta: 3:47:21, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8826, top5_acc: 0.9895, loss_cls: 0.3801, loss: 0.3801, grad_norm: 1.5593 2021-04-07 08:06:32,917 - mmaction - INFO - Epoch [19][2040/2910] lr: 4.622e-02, eta: 3:47:03, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.8918, top5_acc: 0.9904, loss_cls: 0.3733, loss: 0.3733, grad_norm: 1.5188 2021-04-07 08:06:49,200 - mmaction - INFO - Epoch [19][2060/2910] lr: 4.611e-02, eta: 3:46:44, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 0.3706, loss: 0.3706, grad_norm: 1.4885 2021-04-07 08:07:05,427 - mmaction - INFO - Epoch [19][2080/2910] lr: 4.599e-02, eta: 3:46:26, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.8822, top5_acc: 0.9881, loss_cls: 0.3764, loss: 0.3764, grad_norm: 1.5097 2021-04-07 08:07:21,667 - mmaction - INFO - Epoch [19][2100/2910] lr: 4.588e-02, eta: 3:46:08, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8809, top5_acc: 0.9891, loss_cls: 0.3888, loss: 0.3888, grad_norm: 1.5770 2021-04-07 08:07:37,923 - mmaction - INFO - Epoch [19][2120/2910] lr: 4.576e-02, eta: 3:45:50, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8730, top5_acc: 0.9873, loss_cls: 0.4054, loss: 0.4054, grad_norm: 1.6657 2021-04-07 08:07:54,245 - mmaction - INFO - Epoch [19][2140/2910] lr: 4.565e-02, eta: 3:45:32, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8936, top5_acc: 0.9924, loss_cls: 0.3568, loss: 0.3568, grad_norm: 1.5010 2021-04-07 08:08:10,439 - mmaction - INFO - Epoch [19][2160/2910] lr: 4.553e-02, eta: 3:45:14, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.8854, top5_acc: 0.9887, loss_cls: 0.3762, loss: 0.3762, grad_norm: 1.5905 2021-04-07 08:08:26,677 - mmaction - INFO - Epoch [19][2180/2910] lr: 4.542e-02, eta: 3:44:56, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8758, top5_acc: 0.9885, loss_cls: 0.3935, loss: 0.3935, grad_norm: 1.6126 2021-04-07 08:08:42,972 - mmaction - INFO - Epoch [19][2200/2910] lr: 4.530e-02, eta: 3:44:38, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8879, top5_acc: 0.9906, loss_cls: 0.3617, loss: 0.3617, grad_norm: 1.5029 2021-04-07 08:08:59,156 - mmaction - INFO - Epoch [19][2220/2910] lr: 4.519e-02, eta: 3:44:20, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8789, top5_acc: 0.9900, loss_cls: 0.3868, loss: 0.3868, grad_norm: 1.6225 2021-04-07 08:09:15,392 - mmaction - INFO - Epoch [19][2240/2910] lr: 4.508e-02, eta: 3:44:02, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8961, top5_acc: 0.9920, loss_cls: 0.3477, loss: 0.3477, grad_norm: 1.5019 2021-04-07 08:09:31,658 - mmaction - INFO - Epoch [19][2260/2910] lr: 4.496e-02, eta: 3:43:44, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8953, top5_acc: 0.9900, loss_cls: 0.3573, loss: 0.3573, grad_norm: 1.5470 2021-04-07 08:09:47,923 - mmaction - INFO - Epoch [19][2280/2910] lr: 4.485e-02, eta: 3:43:26, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8854, top5_acc: 0.9904, loss_cls: 0.3746, loss: 0.3746, grad_norm: 1.5344 2021-04-07 08:10:04,172 - mmaction - INFO - Epoch [19][2300/2910] lr: 4.474e-02, eta: 3:43:08, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8842, top5_acc: 0.9889, loss_cls: 0.3798, loss: 0.3798, grad_norm: 1.5898 2021-04-07 08:10:20,519 - mmaction - INFO - Epoch [19][2320/2910] lr: 4.462e-02, eta: 3:42:50, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.8789, top5_acc: 0.9893, loss_cls: 0.3892, loss: 0.3892, grad_norm: 1.5635 2021-04-07 08:10:36,951 - mmaction - INFO - Epoch [19][2340/2910] lr: 4.451e-02, eta: 3:42:32, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.8826, top5_acc: 0.9900, loss_cls: 0.3763, loss: 0.3763, grad_norm: 1.6235 2021-04-07 08:10:53,261 - mmaction - INFO - Epoch [19][2360/2910] lr: 4.440e-02, eta: 3:42:14, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8854, top5_acc: 0.9902, loss_cls: 0.3757, loss: 0.3757, grad_norm: 1.6066 2021-04-07 08:11:09,617 - mmaction - INFO - Epoch [19][2380/2910] lr: 4.428e-02, eta: 3:41:56, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8865, top5_acc: 0.9875, loss_cls: 0.3832, loss: 0.3832, grad_norm: 1.5268 2021-04-07 08:11:25,836 - mmaction - INFO - Epoch [19][2400/2910] lr: 4.417e-02, eta: 3:41:38, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.8861, top5_acc: 0.9902, loss_cls: 0.3736, loss: 0.3736, grad_norm: 1.5507 2021-04-07 08:11:42,173 - mmaction - INFO - Epoch [19][2420/2910] lr: 4.406e-02, eta: 3:41:20, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8852, top5_acc: 0.9895, loss_cls: 0.3706, loss: 0.3706, grad_norm: 1.5694 2021-04-07 08:11:58,509 - mmaction - INFO - Epoch [19][2440/2910] lr: 4.394e-02, eta: 3:41:02, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8889, top5_acc: 0.9908, loss_cls: 0.3714, loss: 0.3714, grad_norm: 1.5634 2021-04-07 08:12:14,795 - mmaction - INFO - Epoch [19][2460/2910] lr: 4.383e-02, eta: 3:40:44, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8861, top5_acc: 0.9885, loss_cls: 0.3675, loss: 0.3675, grad_norm: 1.5757 2021-04-07 08:12:30,999 - mmaction - INFO - Epoch [19][2480/2910] lr: 4.372e-02, eta: 3:40:25, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8873, top5_acc: 0.9908, loss_cls: 0.3771, loss: 0.3771, grad_norm: 1.6483 2021-04-07 08:12:47,208 - mmaction - INFO - Epoch [19][2500/2910] lr: 4.361e-02, eta: 3:40:07, time: 0.809, data_time: 0.000, memory: 9523, top1_acc: 0.8822, top5_acc: 0.9887, loss_cls: 0.3832, loss: 0.3832, grad_norm: 1.5939 2021-04-07 08:13:03,405 - mmaction - INFO - Epoch [19][2520/2910] lr: 4.350e-02, eta: 3:39:49, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.8826, top5_acc: 0.9898, loss_cls: 0.3761, loss: 0.3761, grad_norm: 1.6014 2021-04-07 08:13:19,628 - mmaction - INFO - Epoch [19][2540/2910] lr: 4.338e-02, eta: 3:39:31, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.8852, top5_acc: 0.9871, loss_cls: 0.3844, loss: 0.3844, grad_norm: 1.5379 2021-04-07 08:13:35,918 - mmaction - INFO - Epoch [19][2560/2910] lr: 4.327e-02, eta: 3:39:13, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.8900, top5_acc: 0.9879, loss_cls: 0.3691, loss: 0.3691, grad_norm: 1.5537 2021-04-07 08:13:52,231 - mmaction - INFO - Epoch [19][2580/2910] lr: 4.316e-02, eta: 3:38:55, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8793, top5_acc: 0.9881, loss_cls: 0.3825, loss: 0.3825, grad_norm: 1.6453 2021-04-07 08:14:08,489 - mmaction - INFO - Epoch [19][2600/2910] lr: 4.305e-02, eta: 3:38:37, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8871, top5_acc: 0.9916, loss_cls: 0.3645, loss: 0.3645, grad_norm: 1.4922 2021-04-07 08:14:24,794 - mmaction - INFO - Epoch [19][2620/2910] lr: 4.294e-02, eta: 3:38:19, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8955, top5_acc: 0.9891, loss_cls: 0.3598, loss: 0.3598, grad_norm: 1.5264 2021-04-07 08:14:41,057 - mmaction - INFO - Epoch [19][2640/2910] lr: 4.283e-02, eta: 3:38:01, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.8895, top5_acc: 0.9916, loss_cls: 0.3535, loss: 0.3535, grad_norm: 1.5544 2021-04-07 08:14:57,337 - mmaction - INFO - Epoch [19][2660/2910] lr: 4.271e-02, eta: 3:37:43, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8957, top5_acc: 0.9908, loss_cls: 0.3535, loss: 0.3535, grad_norm: 1.5512 2021-04-07 08:15:13,623 - mmaction - INFO - Epoch [19][2680/2910] lr: 4.260e-02, eta: 3:37:25, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.8869, top5_acc: 0.9922, loss_cls: 0.3606, loss: 0.3606, grad_norm: 1.5543 2021-04-07 08:15:29,957 - mmaction - INFO - Epoch [19][2700/2910] lr: 4.249e-02, eta: 3:37:07, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8945, top5_acc: 0.9920, loss_cls: 0.3530, loss: 0.3530, grad_norm: 1.5803 2021-04-07 08:15:46,254 - mmaction - INFO - Epoch [19][2720/2910] lr: 4.238e-02, eta: 3:36:49, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.8771, top5_acc: 0.9916, loss_cls: 0.3808, loss: 0.3808, grad_norm: 1.6724 2021-04-07 08:16:02,531 - mmaction - INFO - Epoch [19][2740/2910] lr: 4.227e-02, eta: 3:36:31, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8898, top5_acc: 0.9918, loss_cls: 0.3480, loss: 0.3480, grad_norm: 1.5066 2021-04-07 08:16:18,886 - mmaction - INFO - Epoch [19][2760/2910] lr: 4.216e-02, eta: 3:36:13, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8926, top5_acc: 0.9908, loss_cls: 0.3498, loss: 0.3498, grad_norm: 1.5563 2021-04-07 08:16:35,191 - mmaction - INFO - Epoch [19][2780/2910] lr: 4.205e-02, eta: 3:35:55, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.8799, top5_acc: 0.9883, loss_cls: 0.3771, loss: 0.3771, grad_norm: 1.5957 2021-04-07 08:16:51,347 - mmaction - INFO - Epoch [19][2800/2910] lr: 4.194e-02, eta: 3:35:37, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.9010, top5_acc: 0.9926, loss_cls: 0.3290, loss: 0.3290, grad_norm: 1.4844 2021-04-07 08:17:07,689 - mmaction - INFO - Epoch [19][2820/2910] lr: 4.183e-02, eta: 3:35:19, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.8912, top5_acc: 0.9904, loss_cls: 0.3642, loss: 0.3642, grad_norm: 1.5838 2021-04-07 08:17:24,073 - mmaction - INFO - Epoch [19][2840/2910] lr: 4.172e-02, eta: 3:35:01, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.8904, top5_acc: 0.9918, loss_cls: 0.3533, loss: 0.3533, grad_norm: 1.5677 2021-04-07 08:17:40,358 - mmaction - INFO - Epoch [19][2860/2910] lr: 4.161e-02, eta: 3:34:43, time: 0.816, data_time: 0.007, memory: 9523, top1_acc: 0.8934, top5_acc: 0.9889, loss_cls: 0.3507, loss: 0.3507, grad_norm: 1.5910 2021-04-07 08:17:56,656 - mmaction - INFO - Epoch [19][2880/2910] lr: 4.150e-02, eta: 3:34:25, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8951, top5_acc: 0.9895, loss_cls: 0.3542, loss: 0.3542, grad_norm: 1.5862 2021-04-07 08:18:13,003 - mmaction - INFO - Epoch [19][2900/2910] lr: 4.139e-02, eta: 3:34:07, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8846, top5_acc: 0.9908, loss_cls: 0.3651, loss: 0.3651, grad_norm: 1.6271 2021-04-07 08:18:23,541 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-07 08:24:34,181 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 08:24:34,843 - mmaction - INFO - top1_acc 0.8112 top5_acc 0.9710 2021-04-07 08:24:34,843 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 08:24:34,952 - mmaction - INFO - mean_acc 0.8249 2021-04-07 08:24:34,952 - mmaction - INFO - Now best checkpoint is epoch_19.pth 2021-04-07 08:24:35,164 - mmaction - INFO - Epoch(val) [19][2910] top1_acc: 0.8112, top5_acc: 0.9710, mean_class_accuracy: 0.8249 2021-04-07 08:28:16,874 - mmaction - INFO - Epoch [20][20/2910] lr: 4.123e-02, eta: 3:34:32, time: 11.082, data_time: 10.202, memory: 9523, top1_acc: 0.8949, top5_acc: 0.9914, loss_cls: 0.3496, loss: 0.3496, grad_norm: 1.5749 2021-04-07 08:28:33,030 - mmaction - INFO - Epoch [20][40/2910] lr: 4.112e-02, eta: 3:34:14, time: 0.811, data_time: 0.006, memory: 9523, top1_acc: 0.9012, top5_acc: 0.9904, loss_cls: 0.3302, loss: 0.3302, grad_norm: 1.5153 2021-04-07 08:28:49,321 - mmaction - INFO - Epoch [20][60/2910] lr: 4.101e-02, eta: 3:33:56, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8939, top5_acc: 0.9906, loss_cls: 0.3477, loss: 0.3477, grad_norm: 1.5415 2021-04-07 08:29:05,669 - mmaction - INFO - Epoch [20][80/2910] lr: 4.090e-02, eta: 3:33:38, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.8979, top5_acc: 0.9910, loss_cls: 0.3376, loss: 0.3376, grad_norm: 1.5794 2021-04-07 08:29:21,883 - mmaction - INFO - Epoch [20][100/2910] lr: 4.079e-02, eta: 3:33:19, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.8959, top5_acc: 0.9898, loss_cls: 0.3411, loss: 0.3411, grad_norm: 1.5468 2021-04-07 08:29:38,172 - mmaction - INFO - Epoch [20][120/2910] lr: 4.068e-02, eta: 3:33:01, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9004, top5_acc: 0.9902, loss_cls: 0.3381, loss: 0.3381, grad_norm: 1.5584 2021-04-07 08:29:54,408 - mmaction - INFO - Epoch [20][140/2910] lr: 4.057e-02, eta: 3:32:43, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8990, top5_acc: 0.9910, loss_cls: 0.3398, loss: 0.3398, grad_norm: 1.4994 2021-04-07 08:30:10,698 - mmaction - INFO - Epoch [20][160/2910] lr: 4.046e-02, eta: 3:32:25, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8885, top5_acc: 0.9912, loss_cls: 0.3600, loss: 0.3600, grad_norm: 1.6186 2021-04-07 08:30:27,157 - mmaction - INFO - Epoch [20][180/2910] lr: 4.035e-02, eta: 3:32:07, time: 0.825, data_time: 0.003, memory: 9523, top1_acc: 0.8916, top5_acc: 0.9914, loss_cls: 0.3543, loss: 0.3543, grad_norm: 1.5443 2021-04-07 08:30:43,462 - mmaction - INFO - Epoch [20][200/2910] lr: 4.025e-02, eta: 3:31:49, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.8930, top5_acc: 0.9918, loss_cls: 0.3464, loss: 0.3464, grad_norm: 1.5641 2021-04-07 08:30:59,837 - mmaction - INFO - Epoch [20][220/2910] lr: 4.014e-02, eta: 3:31:31, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9006, top5_acc: 0.9916, loss_cls: 0.3303, loss: 0.3303, grad_norm: 1.5321 2021-04-07 08:31:16,113 - mmaction - INFO - Epoch [20][240/2910] lr: 4.003e-02, eta: 3:31:13, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8797, top5_acc: 0.9924, loss_cls: 0.3809, loss: 0.3809, grad_norm: 1.6667 2021-04-07 08:31:32,337 - mmaction - INFO - Epoch [20][260/2910] lr: 3.992e-02, eta: 3:30:55, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8980, top5_acc: 0.9895, loss_cls: 0.3444, loss: 0.3444, grad_norm: 1.5630 2021-04-07 08:31:48,541 - mmaction - INFO - Epoch [20][280/2910] lr: 3.981e-02, eta: 3:30:37, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.8928, top5_acc: 0.9908, loss_cls: 0.3576, loss: 0.3576, grad_norm: 1.5783 2021-04-07 08:32:04,902 - mmaction - INFO - Epoch [20][300/2910] lr: 3.971e-02, eta: 3:30:19, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.8998, top5_acc: 0.9896, loss_cls: 0.3442, loss: 0.3442, grad_norm: 1.5643 2021-04-07 08:32:21,266 - mmaction - INFO - Epoch [20][320/2910] lr: 3.960e-02, eta: 3:30:01, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.8994, top5_acc: 0.9920, loss_cls: 0.3295, loss: 0.3295, grad_norm: 1.5258 2021-04-07 08:32:37,548 - mmaction - INFO - Epoch [20][340/2910] lr: 3.949e-02, eta: 3:29:43, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8895, top5_acc: 0.9912, loss_cls: 0.3528, loss: 0.3528, grad_norm: 1.6265 2021-04-07 08:32:53,801 - mmaction - INFO - Epoch [20][360/2910] lr: 3.938e-02, eta: 3:29:24, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.8900, top5_acc: 0.9914, loss_cls: 0.3532, loss: 0.3532, grad_norm: 1.6692 2021-04-07 08:33:10,076 - mmaction - INFO - Epoch [20][380/2910] lr: 3.928e-02, eta: 3:29:06, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8963, top5_acc: 0.9895, loss_cls: 0.3551, loss: 0.3551, grad_norm: 1.6066 2021-04-07 08:33:26,301 - mmaction - INFO - Epoch [20][400/2910] lr: 3.917e-02, eta: 3:28:48, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8977, top5_acc: 0.9895, loss_cls: 0.3552, loss: 0.3552, grad_norm: 1.6161 2021-04-07 08:33:42,617 - mmaction - INFO - Epoch [20][420/2910] lr: 3.906e-02, eta: 3:28:30, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8885, top5_acc: 0.9914, loss_cls: 0.3644, loss: 0.3644, grad_norm: 1.6502 2021-04-07 08:33:58,851 - mmaction - INFO - Epoch [20][440/2910] lr: 3.896e-02, eta: 3:28:12, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8895, top5_acc: 0.9883, loss_cls: 0.3728, loss: 0.3728, grad_norm: 1.7196 2021-04-07 08:34:15,100 - mmaction - INFO - Epoch [20][460/2910] lr: 3.885e-02, eta: 3:27:54, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.8902, top5_acc: 0.9908, loss_cls: 0.3612, loss: 0.3612, grad_norm: 1.5502 2021-04-07 08:34:31,337 - mmaction - INFO - Epoch [20][480/2910] lr: 3.874e-02, eta: 3:27:36, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.8920, top5_acc: 0.9928, loss_cls: 0.3505, loss: 0.3505, grad_norm: 1.5668 2021-04-07 08:34:47,514 - mmaction - INFO - Epoch [20][500/2910] lr: 3.864e-02, eta: 3:27:18, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9018, top5_acc: 0.9934, loss_cls: 0.3275, loss: 0.3275, grad_norm: 1.4777 2021-04-07 08:35:03,746 - mmaction - INFO - Epoch [20][520/2910] lr: 3.853e-02, eta: 3:27:00, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8945, top5_acc: 0.9908, loss_cls: 0.3389, loss: 0.3389, grad_norm: 1.5907 2021-04-07 08:35:20,060 - mmaction - INFO - Epoch [20][540/2910] lr: 3.842e-02, eta: 3:26:42, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8928, top5_acc: 0.9914, loss_cls: 0.3530, loss: 0.3530, grad_norm: 1.6491 2021-04-07 08:35:36,329 - mmaction - INFO - Epoch [20][560/2910] lr: 3.832e-02, eta: 3:26:24, time: 0.815, data_time: 0.005, memory: 9523, top1_acc: 0.9033, top5_acc: 0.9922, loss_cls: 0.3208, loss: 0.3208, grad_norm: 1.4883 2021-04-07 08:35:52,581 - mmaction - INFO - Epoch [20][580/2910] lr: 3.821e-02, eta: 3:26:06, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.8963, top5_acc: 0.9928, loss_cls: 0.3358, loss: 0.3358, grad_norm: 1.6201 2021-04-07 08:36:08,800 - mmaction - INFO - Epoch [20][600/2910] lr: 3.811e-02, eta: 3:25:48, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9004, top5_acc: 0.9932, loss_cls: 0.3310, loss: 0.3310, grad_norm: 1.5860 2021-04-07 08:36:25,028 - mmaction - INFO - Epoch [20][620/2910] lr: 3.800e-02, eta: 3:25:29, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.8977, top5_acc: 0.9904, loss_cls: 0.3411, loss: 0.3411, grad_norm: 1.6825 2021-04-07 08:36:41,206 - mmaction - INFO - Epoch [20][640/2910] lr: 3.790e-02, eta: 3:25:11, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.8932, top5_acc: 0.9895, loss_cls: 0.3476, loss: 0.3476, grad_norm: 1.6505 2021-04-07 08:36:57,388 - mmaction - INFO - Epoch [20][660/2910] lr: 3.779e-02, eta: 3:24:53, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9004, top5_acc: 0.9951, loss_cls: 0.3195, loss: 0.3195, grad_norm: 1.5488 2021-04-07 08:37:13,625 - mmaction - INFO - Epoch [20][680/2910] lr: 3.769e-02, eta: 3:24:35, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.8928, top5_acc: 0.9893, loss_cls: 0.3577, loss: 0.3577, grad_norm: 1.6138 2021-04-07 08:37:29,897 - mmaction - INFO - Epoch [20][700/2910] lr: 3.758e-02, eta: 3:24:17, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.8992, top5_acc: 0.9945, loss_cls: 0.3275, loss: 0.3275, grad_norm: 1.5853 2021-04-07 08:37:46,117 - mmaction - INFO - Epoch [20][720/2910] lr: 3.748e-02, eta: 3:23:59, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.8947, top5_acc: 0.9914, loss_cls: 0.3453, loss: 0.3453, grad_norm: 1.6208 2021-04-07 08:38:02,302 - mmaction - INFO - Epoch [20][740/2910] lr: 3.737e-02, eta: 3:23:41, time: 0.808, data_time: 0.004, memory: 9523, top1_acc: 0.8955, top5_acc: 0.9920, loss_cls: 0.3483, loss: 0.3483, grad_norm: 1.6060 2021-04-07 08:38:18,553 - mmaction - INFO - Epoch [20][760/2910] lr: 3.727e-02, eta: 3:23:23, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9020, top5_acc: 0.9920, loss_cls: 0.3273, loss: 0.3273, grad_norm: 1.6028 2021-04-07 08:38:34,760 - mmaction - INFO - Epoch [20][780/2910] lr: 3.716e-02, eta: 3:23:05, time: 0.812, data_time: 0.006, memory: 9523, top1_acc: 0.9051, top5_acc: 0.9930, loss_cls: 0.3171, loss: 0.3171, grad_norm: 1.5317 2021-04-07 08:38:50,935 - mmaction - INFO - Epoch [20][800/2910] lr: 3.706e-02, eta: 3:22:47, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.9000, top5_acc: 0.9910, loss_cls: 0.3321, loss: 0.3321, grad_norm: 1.6108 2021-04-07 08:39:07,280 - mmaction - INFO - Epoch [20][820/2910] lr: 3.695e-02, eta: 3:22:29, time: 0.817, data_time: 0.007, memory: 9523, top1_acc: 0.9008, top5_acc: 0.9932, loss_cls: 0.3258, loss: 0.3258, grad_norm: 1.5792 2021-04-07 08:39:23,452 - mmaction - INFO - Epoch [20][840/2910] lr: 3.685e-02, eta: 3:22:11, time: 0.808, data_time: 0.004, memory: 9523, top1_acc: 0.8988, top5_acc: 0.9930, loss_cls: 0.3136, loss: 0.3136, grad_norm: 1.5592 2021-04-07 08:39:39,682 - mmaction - INFO - Epoch [20][860/2910] lr: 3.674e-02, eta: 3:21:53, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9041, top5_acc: 0.9928, loss_cls: 0.3207, loss: 0.3207, grad_norm: 1.6392 2021-04-07 08:39:55,978 - mmaction - INFO - Epoch [20][880/2910] lr: 3.664e-02, eta: 3:21:35, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9051, top5_acc: 0.9932, loss_cls: 0.3164, loss: 0.3164, grad_norm: 1.5796 2021-04-07 08:40:12,364 - mmaction - INFO - Epoch [20][900/2910] lr: 3.654e-02, eta: 3:21:17, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.8975, top5_acc: 0.9943, loss_cls: 0.3347, loss: 0.3347, grad_norm: 1.6742 2021-04-07 08:40:28,707 - mmaction - INFO - Epoch [20][920/2910] lr: 3.643e-02, eta: 3:20:59, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.8914, top5_acc: 0.9928, loss_cls: 0.3358, loss: 0.3358, grad_norm: 1.6603 2021-04-07 08:40:44,904 - mmaction - INFO - Epoch [20][940/2910] lr: 3.633e-02, eta: 3:20:41, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.8998, top5_acc: 0.9918, loss_cls: 0.3246, loss: 0.3246, grad_norm: 1.6194 2021-04-07 08:41:01,232 - mmaction - INFO - Epoch [20][960/2910] lr: 3.623e-02, eta: 3:20:23, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9002, top5_acc: 0.9932, loss_cls: 0.3252, loss: 0.3252, grad_norm: 1.5528 2021-04-07 08:41:17,538 - mmaction - INFO - Epoch [20][980/2910] lr: 3.612e-02, eta: 3:20:05, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.9008, top5_acc: 0.9936, loss_cls: 0.3228, loss: 0.3228, grad_norm: 1.5674 2021-04-07 08:41:33,782 - mmaction - INFO - Epoch [20][1000/2910] lr: 3.602e-02, eta: 3:19:46, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9033, top5_acc: 0.9928, loss_cls: 0.3216, loss: 0.3216, grad_norm: 1.5859 2021-04-07 08:41:50,093 - mmaction - INFO - Epoch [20][1020/2910] lr: 3.592e-02, eta: 3:19:28, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.8928, top5_acc: 0.9920, loss_cls: 0.3479, loss: 0.3479, grad_norm: 1.6656 2021-04-07 08:42:06,510 - mmaction - INFO - Epoch [20][1040/2910] lr: 3.581e-02, eta: 3:19:10, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.9014, top5_acc: 0.9914, loss_cls: 0.3296, loss: 0.3296, grad_norm: 1.5992 2021-04-07 08:42:22,870 - mmaction - INFO - Epoch [20][1060/2910] lr: 3.571e-02, eta: 3:18:52, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.3341, loss: 0.3341, grad_norm: 1.6119 2021-04-07 08:42:39,187 - mmaction - INFO - Epoch [20][1080/2910] lr: 3.561e-02, eta: 3:18:34, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.8918, top5_acc: 0.9916, loss_cls: 0.3486, loss: 0.3486, grad_norm: 1.6709 2021-04-07 08:42:55,608 - mmaction - INFO - Epoch [20][1100/2910] lr: 3.551e-02, eta: 3:18:16, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.8992, top5_acc: 0.9936, loss_cls: 0.3245, loss: 0.3245, grad_norm: 1.6891 2021-04-07 08:43:11,927 - mmaction - INFO - Epoch [20][1120/2910] lr: 3.540e-02, eta: 3:17:58, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.8994, top5_acc: 0.9895, loss_cls: 0.3311, loss: 0.3311, grad_norm: 1.6287 2021-04-07 08:43:28,134 - mmaction - INFO - Epoch [20][1140/2910] lr: 3.530e-02, eta: 3:17:40, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8994, top5_acc: 0.9932, loss_cls: 0.3329, loss: 0.3329, grad_norm: 1.6563 2021-04-07 08:43:44,340 - mmaction - INFO - Epoch [20][1160/2910] lr: 3.520e-02, eta: 3:17:22, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9031, top5_acc: 0.9924, loss_cls: 0.3240, loss: 0.3240, grad_norm: 1.6418 2021-04-07 08:44:00,617 - mmaction - INFO - Epoch [20][1180/2910] lr: 3.510e-02, eta: 3:17:04, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9076, top5_acc: 0.9918, loss_cls: 0.3172, loss: 0.3172, grad_norm: 1.5592 2021-04-07 08:44:16,811 - mmaction - INFO - Epoch [20][1200/2910] lr: 3.500e-02, eta: 3:16:46, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9018, top5_acc: 0.9939, loss_cls: 0.3127, loss: 0.3127, grad_norm: 1.6184 2021-04-07 08:44:33,017 - mmaction - INFO - Epoch [20][1220/2910] lr: 3.490e-02, eta: 3:16:28, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9070, top5_acc: 0.9936, loss_cls: 0.3044, loss: 0.3044, grad_norm: 1.5640 2021-04-07 08:44:49,445 - mmaction - INFO - Epoch [20][1240/2910] lr: 3.479e-02, eta: 3:16:10, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.9010, top5_acc: 0.9924, loss_cls: 0.3187, loss: 0.3187, grad_norm: 1.6611 2021-04-07 08:45:05,811 - mmaction - INFO - Epoch [20][1260/2910] lr: 3.469e-02, eta: 3:15:52, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9041, top5_acc: 0.9930, loss_cls: 0.3091, loss: 0.3091, grad_norm: 1.5808 2021-04-07 08:45:21,966 - mmaction - INFO - Epoch [20][1280/2910] lr: 3.459e-02, eta: 3:15:34, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.9061, top5_acc: 0.9930, loss_cls: 0.3192, loss: 0.3192, grad_norm: 1.5546 2021-04-07 08:45:38,238 - mmaction - INFO - Epoch [20][1300/2910] lr: 3.449e-02, eta: 3:15:16, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9029, top5_acc: 0.9924, loss_cls: 0.3103, loss: 0.3103, grad_norm: 1.5971 2021-04-07 08:45:54,476 - mmaction - INFO - Epoch [20][1320/2910] lr: 3.439e-02, eta: 3:14:58, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9072, top5_acc: 0.9930, loss_cls: 0.3193, loss: 0.3193, grad_norm: 1.6179 2021-04-07 08:46:10,764 - mmaction - INFO - Epoch [20][1340/2910] lr: 3.429e-02, eta: 3:14:40, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9051, top5_acc: 0.9941, loss_cls: 0.3124, loss: 0.3124, grad_norm: 1.6445 2021-04-07 08:46:26,914 - mmaction - INFO - Epoch [20][1360/2910] lr: 3.419e-02, eta: 3:14:22, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.9137, top5_acc: 0.9936, loss_cls: 0.3055, loss: 0.3055, grad_norm: 1.5780 2021-04-07 08:46:43,177 - mmaction - INFO - Epoch [20][1380/2910] lr: 3.409e-02, eta: 3:14:04, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9016, top5_acc: 0.9902, loss_cls: 0.3212, loss: 0.3212, grad_norm: 1.6440 2021-04-07 08:46:59,388 - mmaction - INFO - Epoch [20][1400/2910] lr: 3.399e-02, eta: 3:13:46, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8953, top5_acc: 0.9904, loss_cls: 0.3416, loss: 0.3416, grad_norm: 1.7742 2021-04-07 08:47:15,696 - mmaction - INFO - Epoch [20][1420/2910] lr: 3.389e-02, eta: 3:13:28, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.8988, top5_acc: 0.9930, loss_cls: 0.3237, loss: 0.3237, grad_norm: 1.6525 2021-04-07 08:47:31,955 - mmaction - INFO - Epoch [20][1440/2910] lr: 3.379e-02, eta: 3:13:10, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9016, top5_acc: 0.9924, loss_cls: 0.3164, loss: 0.3164, grad_norm: 1.5806 2021-04-07 08:47:48,309 - mmaction - INFO - Epoch [20][1460/2910] lr: 3.369e-02, eta: 3:12:52, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9051, top5_acc: 0.9924, loss_cls: 0.3236, loss: 0.3236, grad_norm: 1.6025 2021-04-07 08:48:04,492 - mmaction - INFO - Epoch [20][1480/2910] lr: 3.359e-02, eta: 3:12:34, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.9076, top5_acc: 0.9918, loss_cls: 0.3100, loss: 0.3100, grad_norm: 1.5888 2021-04-07 08:48:20,765 - mmaction - INFO - Epoch [20][1500/2910] lr: 3.349e-02, eta: 3:12:16, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9025, top5_acc: 0.9914, loss_cls: 0.3174, loss: 0.3174, grad_norm: 1.6565 2021-04-07 08:48:37,124 - mmaction - INFO - Epoch [20][1520/2910] lr: 3.339e-02, eta: 3:11:58, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9016, top5_acc: 0.9928, loss_cls: 0.3253, loss: 0.3253, grad_norm: 1.7087 2021-04-07 08:48:53,252 - mmaction - INFO - Epoch [20][1540/2910] lr: 3.329e-02, eta: 3:11:40, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.9023, top5_acc: 0.9910, loss_cls: 0.3194, loss: 0.3194, grad_norm: 1.6373 2021-04-07 08:49:09,514 - mmaction - INFO - Epoch [20][1560/2910] lr: 3.319e-02, eta: 3:11:22, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9098, top5_acc: 0.9941, loss_cls: 0.3118, loss: 0.3118, grad_norm: 1.6212 2021-04-07 08:49:25,714 - mmaction - INFO - Epoch [20][1580/2910] lr: 3.309e-02, eta: 3:11:04, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.8990, top5_acc: 0.9910, loss_cls: 0.3270, loss: 0.3270, grad_norm: 1.6633 2021-04-07 08:49:41,936 - mmaction - INFO - Epoch [20][1600/2910] lr: 3.299e-02, eta: 3:10:46, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9035, top5_acc: 0.9914, loss_cls: 0.3239, loss: 0.3239, grad_norm: 1.6541 2021-04-07 08:49:58,181 - mmaction - INFO - Epoch [20][1620/2910] lr: 3.289e-02, eta: 3:10:28, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9041, top5_acc: 0.9930, loss_cls: 0.3066, loss: 0.3066, grad_norm: 1.5461 2021-04-07 08:50:14,450 - mmaction - INFO - Epoch [20][1640/2910] lr: 3.279e-02, eta: 3:10:10, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9148, top5_acc: 0.9936, loss_cls: 0.2989, loss: 0.2989, grad_norm: 1.5770 2021-04-07 08:50:30,693 - mmaction - INFO - Epoch [20][1660/2910] lr: 3.269e-02, eta: 3:09:52, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9023, top5_acc: 0.9928, loss_cls: 0.3272, loss: 0.3272, grad_norm: 1.6643 2021-04-07 08:50:47,037 - mmaction - INFO - Epoch [20][1680/2910] lr: 3.259e-02, eta: 3:09:34, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9070, top5_acc: 0.9930, loss_cls: 0.3069, loss: 0.3069, grad_norm: 1.6614 2021-04-07 08:51:03,318 - mmaction - INFO - Epoch [20][1700/2910] lr: 3.250e-02, eta: 3:09:16, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.8936, top5_acc: 0.9914, loss_cls: 0.3385, loss: 0.3385, grad_norm: 1.7567 2021-04-07 08:51:19,626 - mmaction - INFO - Epoch [20][1720/2910] lr: 3.240e-02, eta: 3:08:58, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9029, top5_acc: 0.9918, loss_cls: 0.3145, loss: 0.3145, grad_norm: 1.6120 2021-04-07 08:51:35,860 - mmaction - INFO - Epoch [20][1740/2910] lr: 3.230e-02, eta: 3:08:40, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9102, top5_acc: 0.9928, loss_cls: 0.3035, loss: 0.3035, grad_norm: 1.5869 2021-04-07 08:51:52,199 - mmaction - INFO - Epoch [20][1760/2910] lr: 3.220e-02, eta: 3:08:22, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.9201, top5_acc: 0.9941, loss_cls: 0.2782, loss: 0.2782, grad_norm: 1.5319 2021-04-07 08:52:08,492 - mmaction - INFO - Epoch [20][1780/2910] lr: 3.210e-02, eta: 3:08:04, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9082, top5_acc: 0.9930, loss_cls: 0.2983, loss: 0.2983, grad_norm: 1.5781 2021-04-07 08:52:24,831 - mmaction - INFO - Epoch [20][1800/2910] lr: 3.201e-02, eta: 3:07:46, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9129, top5_acc: 0.9924, loss_cls: 0.2901, loss: 0.2901, grad_norm: 1.6108 2021-04-07 08:52:41,153 - mmaction - INFO - Epoch [20][1820/2910] lr: 3.191e-02, eta: 3:07:28, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9031, top5_acc: 0.9920, loss_cls: 0.3193, loss: 0.3193, grad_norm: 1.6925 2021-04-07 08:52:57,527 - mmaction - INFO - Epoch [20][1840/2910] lr: 3.181e-02, eta: 3:07:10, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9055, top5_acc: 0.9914, loss_cls: 0.3115, loss: 0.3115, grad_norm: 1.7106 2021-04-07 08:53:13,859 - mmaction - INFO - Epoch [20][1860/2910] lr: 3.171e-02, eta: 3:06:52, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9051, top5_acc: 0.9920, loss_cls: 0.3154, loss: 0.3154, grad_norm: 1.7120 2021-04-07 08:53:30,183 - mmaction - INFO - Epoch [20][1880/2910] lr: 3.162e-02, eta: 3:06:34, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9033, top5_acc: 0.9945, loss_cls: 0.3091, loss: 0.3091, grad_norm: 1.6823 2021-04-07 08:53:46,460 - mmaction - INFO - Epoch [20][1900/2910] lr: 3.152e-02, eta: 3:06:16, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9078, top5_acc: 0.9932, loss_cls: 0.3190, loss: 0.3190, grad_norm: 1.6701 2021-04-07 08:54:02,793 - mmaction - INFO - Epoch [20][1920/2910] lr: 3.142e-02, eta: 3:05:58, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9082, top5_acc: 0.9916, loss_cls: 0.3082, loss: 0.3082, grad_norm: 1.6523 2021-04-07 08:54:19,036 - mmaction - INFO - Epoch [20][1940/2910] lr: 3.133e-02, eta: 3:05:40, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9055, top5_acc: 0.9918, loss_cls: 0.3178, loss: 0.3178, grad_norm: 1.6839 2021-04-07 08:54:35,255 - mmaction - INFO - Epoch [20][1960/2910] lr: 3.123e-02, eta: 3:05:22, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9064, top5_acc: 0.9943, loss_cls: 0.3112, loss: 0.3112, grad_norm: 1.6349 2021-04-07 08:54:51,601 - mmaction - INFO - Epoch [20][1980/2910] lr: 3.113e-02, eta: 3:05:04, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9039, top5_acc: 0.9941, loss_cls: 0.3064, loss: 0.3064, grad_norm: 1.6247 2021-04-07 08:55:07,790 - mmaction - INFO - Epoch [20][2000/2910] lr: 3.104e-02, eta: 3:04:46, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9139, top5_acc: 0.9934, loss_cls: 0.2980, loss: 0.2980, grad_norm: 1.6148 2021-04-07 08:55:24,039 - mmaction - INFO - Epoch [20][2020/2910] lr: 3.094e-02, eta: 3:04:28, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9117, top5_acc: 0.9949, loss_cls: 0.2943, loss: 0.2943, grad_norm: 1.6378 2021-04-07 08:55:40,361 - mmaction - INFO - Epoch [20][2040/2910] lr: 3.084e-02, eta: 3:04:10, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9062, top5_acc: 0.9941, loss_cls: 0.3085, loss: 0.3085, grad_norm: 1.7268 2021-04-07 08:55:56,628 - mmaction - INFO - Epoch [20][2060/2910] lr: 3.075e-02, eta: 3:03:52, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.8980, top5_acc: 0.9916, loss_cls: 0.3282, loss: 0.3282, grad_norm: 1.7331 2021-04-07 08:56:12,882 - mmaction - INFO - Epoch [20][2080/2910] lr: 3.065e-02, eta: 3:03:34, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9045, top5_acc: 0.9912, loss_cls: 0.3085, loss: 0.3085, grad_norm: 1.6577 2021-04-07 08:56:29,160 - mmaction - INFO - Epoch [20][2100/2910] lr: 3.056e-02, eta: 3:03:17, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9049, top5_acc: 0.9932, loss_cls: 0.2989, loss: 0.2989, grad_norm: 1.6845 2021-04-07 08:56:45,515 - mmaction - INFO - Epoch [20][2120/2910] lr: 3.046e-02, eta: 3:02:59, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.9094, top5_acc: 0.9932, loss_cls: 0.3049, loss: 0.3049, grad_norm: 1.6369 2021-04-07 08:57:01,866 - mmaction - INFO - Epoch [20][2140/2910] lr: 3.037e-02, eta: 3:02:41, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.9104, top5_acc: 0.9936, loss_cls: 0.2998, loss: 0.2998, grad_norm: 1.6663 2021-04-07 08:57:18,115 - mmaction - INFO - Epoch [20][2160/2910] lr: 3.027e-02, eta: 3:02:23, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9072, top5_acc: 0.9926, loss_cls: 0.3051, loss: 0.3051, grad_norm: 1.6862 2021-04-07 08:57:34,279 - mmaction - INFO - Epoch [20][2180/2910] lr: 3.018e-02, eta: 3:02:05, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.9037, top5_acc: 0.9928, loss_cls: 0.3146, loss: 0.3146, grad_norm: 1.6737 2021-04-07 08:57:50,521 - mmaction - INFO - Epoch [20][2200/2910] lr: 3.008e-02, eta: 3:01:47, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9104, top5_acc: 0.9930, loss_cls: 0.3014, loss: 0.3014, grad_norm: 1.6789 2021-04-07 08:58:06,816 - mmaction - INFO - Epoch [20][2220/2910] lr: 2.999e-02, eta: 3:01:29, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9119, top5_acc: 0.9945, loss_cls: 0.2950, loss: 0.2950, grad_norm: 1.6600 2021-04-07 08:58:23,033 - mmaction - INFO - Epoch [20][2240/2910] lr: 2.989e-02, eta: 3:01:11, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9086, top5_acc: 0.9918, loss_cls: 0.3102, loss: 0.3102, grad_norm: 1.7134 2021-04-07 08:58:39,192 - mmaction - INFO - Epoch [20][2260/2910] lr: 2.980e-02, eta: 3:00:53, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9102, top5_acc: 0.9934, loss_cls: 0.2938, loss: 0.2938, grad_norm: 1.6072 2021-04-07 08:58:55,473 - mmaction - INFO - Epoch [20][2280/2910] lr: 2.970e-02, eta: 3:00:35, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9098, top5_acc: 0.9936, loss_cls: 0.2909, loss: 0.2909, grad_norm: 1.6257 2021-04-07 08:59:11,741 - mmaction - INFO - Epoch [20][2300/2910] lr: 2.961e-02, eta: 3:00:17, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.9115, top5_acc: 0.9936, loss_cls: 0.2875, loss: 0.2875, grad_norm: 1.6208 2021-04-07 08:59:27,966 - mmaction - INFO - Epoch [20][2320/2910] lr: 2.951e-02, eta: 2:59:59, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9141, top5_acc: 0.9908, loss_cls: 0.2954, loss: 0.2954, grad_norm: 1.6714 2021-04-07 08:59:44,336 - mmaction - INFO - Epoch [20][2340/2910] lr: 2.942e-02, eta: 2:59:41, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.9158, top5_acc: 0.9922, loss_cls: 0.2930, loss: 0.2930, grad_norm: 1.6641 2021-04-07 09:00:00,561 - mmaction - INFO - Epoch [20][2360/2910] lr: 2.933e-02, eta: 2:59:23, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9016, top5_acc: 0.9916, loss_cls: 0.3188, loss: 0.3188, grad_norm: 1.7360 2021-04-07 09:00:16,803 - mmaction - INFO - Epoch [20][2380/2910] lr: 2.923e-02, eta: 2:59:05, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9105, top5_acc: 0.9947, loss_cls: 0.2944, loss: 0.2944, grad_norm: 1.7146 2021-04-07 09:00:33,078 - mmaction - INFO - Epoch [20][2400/2910] lr: 2.914e-02, eta: 2:58:47, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9105, top5_acc: 0.9945, loss_cls: 0.2999, loss: 0.2999, grad_norm: 1.6786 2021-04-07 09:00:49,279 - mmaction - INFO - Epoch [20][2420/2910] lr: 2.905e-02, eta: 2:58:29, time: 0.809, data_time: 0.004, memory: 9523, top1_acc: 0.9047, top5_acc: 0.9932, loss_cls: 0.3193, loss: 0.3193, grad_norm: 1.7531 2021-04-07 09:01:05,547 - mmaction - INFO - Epoch [20][2440/2910] lr: 2.895e-02, eta: 2:58:11, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9070, top5_acc: 0.9945, loss_cls: 0.3044, loss: 0.3044, grad_norm: 1.6578 2021-04-07 09:01:21,760 - mmaction - INFO - Epoch [20][2460/2910] lr: 2.886e-02, eta: 2:57:53, time: 0.811, data_time: 0.004, memory: 9523, top1_acc: 0.9109, top5_acc: 0.9924, loss_cls: 0.2975, loss: 0.2975, grad_norm: 1.6365 2021-04-07 09:01:37,976 - mmaction - INFO - Epoch [20][2480/2910] lr: 2.877e-02, eta: 2:57:35, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9109, top5_acc: 0.9918, loss_cls: 0.2959, loss: 0.2959, grad_norm: 1.6780 2021-04-07 09:01:54,267 - mmaction - INFO - Epoch [20][2500/2910] lr: 2.867e-02, eta: 2:57:17, time: 0.815, data_time: 0.010, memory: 9523, top1_acc: 0.9059, top5_acc: 0.9941, loss_cls: 0.3028, loss: 0.3028, grad_norm: 1.7145 2021-04-07 09:02:10,582 - mmaction - INFO - Epoch [20][2520/2910] lr: 2.858e-02, eta: 2:56:59, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9146, top5_acc: 0.9947, loss_cls: 0.2840, loss: 0.2840, grad_norm: 1.6321 2021-04-07 09:02:26,801 - mmaction - INFO - Epoch [20][2540/2910] lr: 2.849e-02, eta: 2:56:41, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9111, top5_acc: 0.9934, loss_cls: 0.2961, loss: 0.2961, grad_norm: 1.6358 2021-04-07 09:02:43,057 - mmaction - INFO - Epoch [20][2560/2910] lr: 2.840e-02, eta: 2:56:23, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9180, top5_acc: 0.9938, loss_cls: 0.2753, loss: 0.2753, grad_norm: 1.6457 2021-04-07 09:02:59,382 - mmaction - INFO - Epoch [20][2580/2910] lr: 2.830e-02, eta: 2:56:06, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.9146, top5_acc: 0.9938, loss_cls: 0.2869, loss: 0.2869, grad_norm: 1.6872 2021-04-07 09:03:15,757 - mmaction - INFO - Epoch [20][2600/2910] lr: 2.821e-02, eta: 2:55:48, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9107, top5_acc: 0.9924, loss_cls: 0.2978, loss: 0.2978, grad_norm: 1.7463 2021-04-07 09:03:31,996 - mmaction - INFO - Epoch [20][2620/2910] lr: 2.812e-02, eta: 2:55:30, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9123, top5_acc: 0.9932, loss_cls: 0.2979, loss: 0.2979, grad_norm: 1.7408 2021-04-07 09:03:48,169 - mmaction - INFO - Epoch [20][2640/2910] lr: 2.803e-02, eta: 2:55:12, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9049, top5_acc: 0.9953, loss_cls: 0.2972, loss: 0.2972, grad_norm: 1.7270 2021-04-07 09:04:04,468 - mmaction - INFO - Epoch [20][2660/2910] lr: 2.794e-02, eta: 2:54:54, time: 0.816, data_time: 0.008, memory: 9523, top1_acc: 0.9062, top5_acc: 0.9928, loss_cls: 0.3090, loss: 0.3090, grad_norm: 1.7487 2021-04-07 09:04:20,777 - mmaction - INFO - Epoch [20][2680/2910] lr: 2.784e-02, eta: 2:54:36, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9129, top5_acc: 0.9938, loss_cls: 0.2867, loss: 0.2867, grad_norm: 1.7249 2021-04-07 09:04:36,924 - mmaction - INFO - Epoch [20][2700/2910] lr: 2.775e-02, eta: 2:54:18, time: 0.809, data_time: 0.005, memory: 9523, top1_acc: 0.9086, top5_acc: 0.9928, loss_cls: 0.3079, loss: 0.3079, grad_norm: 1.7161 2021-04-07 09:04:53,193 - mmaction - INFO - Epoch [20][2720/2910] lr: 2.766e-02, eta: 2:54:00, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9166, top5_acc: 0.9932, loss_cls: 0.2789, loss: 0.2789, grad_norm: 1.6410 2021-04-07 09:05:09,436 - mmaction - INFO - Epoch [20][2740/2910] lr: 2.757e-02, eta: 2:53:42, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.9160, top5_acc: 0.9924, loss_cls: 0.2880, loss: 0.2880, grad_norm: 1.6372 2021-04-07 09:05:25,732 - mmaction - INFO - Epoch [20][2760/2910] lr: 2.748e-02, eta: 2:53:24, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9158, top5_acc: 0.9963, loss_cls: 0.2734, loss: 0.2734, grad_norm: 1.7179 2021-04-07 09:05:41,961 - mmaction - INFO - Epoch [20][2780/2910] lr: 2.739e-02, eta: 2:53:06, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9123, top5_acc: 0.9938, loss_cls: 0.2943, loss: 0.2943, grad_norm: 1.7594 2021-04-07 09:05:58,050 - mmaction - INFO - Epoch [20][2800/2910] lr: 2.730e-02, eta: 2:52:48, time: 0.804, data_time: 0.004, memory: 9523, top1_acc: 0.9146, top5_acc: 0.9939, loss_cls: 0.2783, loss: 0.2783, grad_norm: 1.6269 2021-04-07 09:06:14,227 - mmaction - INFO - Epoch [20][2820/2910] lr: 2.721e-02, eta: 2:52:30, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.9125, top5_acc: 0.9945, loss_cls: 0.2882, loss: 0.2882, grad_norm: 1.7268 2021-04-07 09:06:30,674 - mmaction - INFO - Epoch [20][2840/2910] lr: 2.712e-02, eta: 2:52:12, time: 0.823, data_time: 0.003, memory: 9523, top1_acc: 0.9109, top5_acc: 0.9939, loss_cls: 0.2949, loss: 0.2949, grad_norm: 1.7429 2021-04-07 09:06:47,043 - mmaction - INFO - Epoch [20][2860/2910] lr: 2.702e-02, eta: 2:51:54, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.9066, top5_acc: 0.9934, loss_cls: 0.3034, loss: 0.3034, grad_norm: 1.7485 2021-04-07 09:07:03,441 - mmaction - INFO - Epoch [20][2880/2910] lr: 2.693e-02, eta: 2:51:37, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9146, top5_acc: 0.9949, loss_cls: 0.2816, loss: 0.2816, grad_norm: 1.6462 2021-04-07 09:07:19,690 - mmaction - INFO - Epoch [20][2900/2910] lr: 2.684e-02, eta: 2:51:19, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.9176, top5_acc: 0.9938, loss_cls: 0.2918, loss: 0.2918, grad_norm: 1.6945 2021-04-07 09:07:30,304 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-07 09:13:37,702 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 09:13:38,365 - mmaction - INFO - top1_acc 0.8254 top5_acc 0.9745 2021-04-07 09:13:38,365 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 09:13:38,476 - mmaction - INFO - mean_acc 0.8323 2021-04-07 09:13:38,476 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2021-04-07 09:13:38,514 - mmaction - INFO - Epoch(val) [20][2910] top1_acc: 0.8254, top5_acc: 0.9745, mean_class_accuracy: 0.8323 2021-04-07 09:17:20,225 - mmaction - INFO - Epoch [21][20/2910] lr: 2.671e-02, eta: 2:51:31, time: 11.085, data_time: 10.202, memory: 9523, top1_acc: 0.9236, top5_acc: 0.9945, loss_cls: 0.2725, loss: 0.2725, grad_norm: 1.6493 2021-04-07 09:17:36,382 - mmaction - INFO - Epoch [21][40/2910] lr: 2.662e-02, eta: 2:51:13, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.9178, top5_acc: 0.9924, loss_cls: 0.2820, loss: 0.2820, grad_norm: 1.7391 2021-04-07 09:17:52,651 - mmaction - INFO - Epoch [21][60/2910] lr: 2.653e-02, eta: 2:50:55, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9199, top5_acc: 0.9922, loss_cls: 0.2753, loss: 0.2753, grad_norm: 1.6697 2021-04-07 09:18:08,969 - mmaction - INFO - Epoch [21][80/2910] lr: 2.644e-02, eta: 2:50:37, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9186, top5_acc: 0.9934, loss_cls: 0.2703, loss: 0.2703, grad_norm: 1.6073 2021-04-07 09:18:25,194 - mmaction - INFO - Epoch [21][100/2910] lr: 2.635e-02, eta: 2:50:19, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9201, top5_acc: 0.9945, loss_cls: 0.2779, loss: 0.2779, grad_norm: 1.7349 2021-04-07 09:18:41,322 - mmaction - INFO - Epoch [21][120/2910] lr: 2.626e-02, eta: 2:50:01, time: 0.807, data_time: 0.005, memory: 9523, top1_acc: 0.9195, top5_acc: 0.9959, loss_cls: 0.2649, loss: 0.2649, grad_norm: 1.6543 2021-04-07 09:18:57,609 - mmaction - INFO - Epoch [21][140/2910] lr: 2.617e-02, eta: 2:49:43, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9225, top5_acc: 0.9955, loss_cls: 0.2615, loss: 0.2615, grad_norm: 1.6283 2021-04-07 09:19:13,899 - mmaction - INFO - Epoch [21][160/2910] lr: 2.608e-02, eta: 2:49:25, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9230, top5_acc: 0.9943, loss_cls: 0.2630, loss: 0.2630, grad_norm: 1.6538 2021-04-07 09:19:30,111 - mmaction - INFO - Epoch [21][180/2910] lr: 2.600e-02, eta: 2:49:07, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9195, top5_acc: 0.9967, loss_cls: 0.2561, loss: 0.2561, grad_norm: 1.6418 2021-04-07 09:19:46,368 - mmaction - INFO - Epoch [21][200/2910] lr: 2.591e-02, eta: 2:48:49, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9104, top5_acc: 0.9938, loss_cls: 0.2940, loss: 0.2940, grad_norm: 1.7715 2021-04-07 09:20:02,635 - mmaction - INFO - Epoch [21][220/2910] lr: 2.582e-02, eta: 2:48:31, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9160, top5_acc: 0.9951, loss_cls: 0.2769, loss: 0.2769, grad_norm: 1.7361 2021-04-07 09:20:18,862 - mmaction - INFO - Epoch [21][240/2910] lr: 2.573e-02, eta: 2:48:13, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9225, top5_acc: 0.9967, loss_cls: 0.2611, loss: 0.2611, grad_norm: 1.6591 2021-04-07 09:20:35,047 - mmaction - INFO - Epoch [21][260/2910] lr: 2.564e-02, eta: 2:47:55, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.9166, top5_acc: 0.9957, loss_cls: 0.2661, loss: 0.2661, grad_norm: 1.6697 2021-04-07 09:20:51,249 - mmaction - INFO - Epoch [21][280/2910] lr: 2.555e-02, eta: 2:47:37, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9187, top5_acc: 0.9949, loss_cls: 0.2708, loss: 0.2708, grad_norm: 1.6993 2021-04-07 09:21:07,497 - mmaction - INFO - Epoch [21][300/2910] lr: 2.547e-02, eta: 2:47:19, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9154, top5_acc: 0.9928, loss_cls: 0.2742, loss: 0.2742, grad_norm: 1.6543 2021-04-07 09:21:23,683 - mmaction - INFO - Epoch [21][320/2910] lr: 2.538e-02, eta: 2:47:01, time: 0.807, data_time: 0.000, memory: 9523, top1_acc: 0.9229, top5_acc: 0.9941, loss_cls: 0.2695, loss: 0.2695, grad_norm: 1.6745 2021-04-07 09:21:39,840 - mmaction - INFO - Epoch [21][340/2910] lr: 2.529e-02, eta: 2:46:43, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.9178, top5_acc: 0.9934, loss_cls: 0.2695, loss: 0.2695, grad_norm: 1.6821 2021-04-07 09:21:56,064 - mmaction - INFO - Epoch [21][360/2910] lr: 2.520e-02, eta: 2:46:25, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9264, top5_acc: 0.9965, loss_cls: 0.2481, loss: 0.2481, grad_norm: 1.5969 2021-04-07 09:22:12,321 - mmaction - INFO - Epoch [21][380/2910] lr: 2.512e-02, eta: 2:46:07, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9187, top5_acc: 0.9934, loss_cls: 0.2740, loss: 0.2740, grad_norm: 1.7557 2021-04-07 09:22:28,525 - mmaction - INFO - Epoch [21][400/2910] lr: 2.503e-02, eta: 2:45:49, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9201, top5_acc: 0.9930, loss_cls: 0.2741, loss: 0.2741, grad_norm: 1.6957 2021-04-07 09:22:44,844 - mmaction - INFO - Epoch [21][420/2910] lr: 2.494e-02, eta: 2:45:31, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9117, top5_acc: 0.9924, loss_cls: 0.2873, loss: 0.2873, grad_norm: 1.7256 2021-04-07 09:23:01,037 - mmaction - INFO - Epoch [21][440/2910] lr: 2.485e-02, eta: 2:45:13, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9178, top5_acc: 0.9941, loss_cls: 0.2731, loss: 0.2731, grad_norm: 1.7050 2021-04-07 09:23:17,222 - mmaction - INFO - Epoch [21][460/2910] lr: 2.477e-02, eta: 2:44:55, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9133, top5_acc: 0.9953, loss_cls: 0.2697, loss: 0.2697, grad_norm: 1.6980 2021-04-07 09:23:33,436 - mmaction - INFO - Epoch [21][480/2910] lr: 2.468e-02, eta: 2:44:37, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9217, top5_acc: 0.9943, loss_cls: 0.2655, loss: 0.2655, grad_norm: 1.6758 2021-04-07 09:23:49,742 - mmaction - INFO - Epoch [21][500/2910] lr: 2.459e-02, eta: 2:44:19, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9227, top5_acc: 0.9959, loss_cls: 0.2695, loss: 0.2695, grad_norm: 1.7133 2021-04-07 09:24:06,096 - mmaction - INFO - Epoch [21][520/2910] lr: 2.451e-02, eta: 2:44:01, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.9203, top5_acc: 0.9943, loss_cls: 0.2656, loss: 0.2656, grad_norm: 1.6928 2021-04-07 09:24:22,348 - mmaction - INFO - Epoch [21][540/2910] lr: 2.442e-02, eta: 2:43:43, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9219, top5_acc: 0.9959, loss_cls: 0.2577, loss: 0.2577, grad_norm: 1.6881 2021-04-07 09:24:38,585 - mmaction - INFO - Epoch [21][560/2910] lr: 2.434e-02, eta: 2:43:25, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9211, top5_acc: 0.9941, loss_cls: 0.2602, loss: 0.2602, grad_norm: 1.6897 2021-04-07 09:24:54,756 - mmaction - INFO - Epoch [21][580/2910] lr: 2.425e-02, eta: 2:43:07, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9221, top5_acc: 0.9959, loss_cls: 0.2617, loss: 0.2617, grad_norm: 1.6585 2021-04-07 09:25:11,049 - mmaction - INFO - Epoch [21][600/2910] lr: 2.416e-02, eta: 2:42:49, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9209, top5_acc: 0.9957, loss_cls: 0.2617, loss: 0.2617, grad_norm: 1.7173 2021-04-07 09:25:27,469 - mmaction - INFO - Epoch [21][620/2910] lr: 2.408e-02, eta: 2:42:31, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.9207, top5_acc: 0.9947, loss_cls: 0.2638, loss: 0.2638, grad_norm: 1.7082 2021-04-07 09:25:43,710 - mmaction - INFO - Epoch [21][640/2910] lr: 2.399e-02, eta: 2:42:13, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.9127, top5_acc: 0.9932, loss_cls: 0.2802, loss: 0.2802, grad_norm: 1.7313 2021-04-07 09:26:00,090 - mmaction - INFO - Epoch [21][660/2910] lr: 2.391e-02, eta: 2:41:56, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9240, top5_acc: 0.9967, loss_cls: 0.2536, loss: 0.2536, grad_norm: 1.6757 2021-04-07 09:26:16,474 - mmaction - INFO - Epoch [21][680/2910] lr: 2.382e-02, eta: 2:41:38, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.9195, top5_acc: 0.9949, loss_cls: 0.2652, loss: 0.2652, grad_norm: 1.7670 2021-04-07 09:26:32,686 - mmaction - INFO - Epoch [21][700/2910] lr: 2.374e-02, eta: 2:41:20, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9189, top5_acc: 0.9947, loss_cls: 0.2706, loss: 0.2706, grad_norm: 1.7757 2021-04-07 09:26:49,159 - mmaction - INFO - Epoch [21][720/2910] lr: 2.365e-02, eta: 2:41:02, time: 0.825, data_time: 0.003, memory: 9523, top1_acc: 0.9213, top5_acc: 0.9947, loss_cls: 0.2644, loss: 0.2644, grad_norm: 1.7553 2021-04-07 09:27:05,383 - mmaction - INFO - Epoch [21][740/2910] lr: 2.357e-02, eta: 2:40:44, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9178, top5_acc: 0.9943, loss_cls: 0.2728, loss: 0.2728, grad_norm: 1.7972 2021-04-07 09:27:21,666 - mmaction - INFO - Epoch [21][760/2910] lr: 2.348e-02, eta: 2:40:26, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9215, top5_acc: 0.9938, loss_cls: 0.2594, loss: 0.2594, grad_norm: 1.6740 2021-04-07 09:27:37,919 - mmaction - INFO - Epoch [21][780/2910] lr: 2.340e-02, eta: 2:40:08, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2600, loss: 0.2600, grad_norm: 1.7339 2021-04-07 09:27:54,220 - mmaction - INFO - Epoch [21][800/2910] lr: 2.331e-02, eta: 2:39:50, time: 0.814, data_time: 0.009, memory: 9523, top1_acc: 0.9199, top5_acc: 0.9936, loss_cls: 0.2732, loss: 0.2732, grad_norm: 1.7184 2021-04-07 09:28:10,502 - mmaction - INFO - Epoch [21][820/2910] lr: 2.323e-02, eta: 2:39:32, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 0.2474, loss: 0.2474, grad_norm: 1.6488 2021-04-07 09:28:26,709 - mmaction - INFO - Epoch [21][840/2910] lr: 2.315e-02, eta: 2:39:14, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9229, top5_acc: 0.9945, loss_cls: 0.2545, loss: 0.2545, grad_norm: 1.7243 2021-04-07 09:28:43,108 - mmaction - INFO - Epoch [21][860/2910] lr: 2.306e-02, eta: 2:38:56, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.9227, top5_acc: 0.9949, loss_cls: 0.2600, loss: 0.2600, grad_norm: 1.7217 2021-04-07 09:28:59,304 - mmaction - INFO - Epoch [21][880/2910] lr: 2.298e-02, eta: 2:38:38, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9182, top5_acc: 0.9953, loss_cls: 0.2682, loss: 0.2682, grad_norm: 1.8022 2021-04-07 09:29:15,571 - mmaction - INFO - Epoch [21][900/2910] lr: 2.289e-02, eta: 2:38:20, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9277, top5_acc: 0.9980, loss_cls: 0.2450, loss: 0.2450, grad_norm: 1.7071 2021-04-07 09:29:31,940 - mmaction - INFO - Epoch [21][920/2910] lr: 2.281e-02, eta: 2:38:02, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.9195, top5_acc: 0.9926, loss_cls: 0.2762, loss: 0.2762, grad_norm: 1.7887 2021-04-07 09:29:48,206 - mmaction - INFO - Epoch [21][940/2910] lr: 2.273e-02, eta: 2:37:44, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9273, top5_acc: 0.9955, loss_cls: 0.2546, loss: 0.2546, grad_norm: 1.7160 2021-04-07 09:30:04,644 - mmaction - INFO - Epoch [21][960/2910] lr: 2.264e-02, eta: 2:37:26, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.9256, top5_acc: 0.9945, loss_cls: 0.2540, loss: 0.2540, grad_norm: 1.6472 2021-04-07 09:30:20,852 - mmaction - INFO - Epoch [21][980/2910] lr: 2.256e-02, eta: 2:37:08, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9211, top5_acc: 0.9949, loss_cls: 0.2624, loss: 0.2624, grad_norm: 1.7953 2021-04-07 09:30:37,279 - mmaction - INFO - Epoch [21][1000/2910] lr: 2.248e-02, eta: 2:36:50, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.9305, top5_acc: 0.9961, loss_cls: 0.2427, loss: 0.2427, grad_norm: 1.6228 2021-04-07 09:30:53,539 - mmaction - INFO - Epoch [21][1020/2910] lr: 2.239e-02, eta: 2:36:32, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9217, top5_acc: 0.9959, loss_cls: 0.2521, loss: 0.2521, grad_norm: 1.7205 2021-04-07 09:31:09,991 - mmaction - INFO - Epoch [21][1040/2910] lr: 2.231e-02, eta: 2:36:15, time: 0.822, data_time: 0.001, memory: 9523, top1_acc: 0.9260, top5_acc: 0.9961, loss_cls: 0.2541, loss: 0.2541, grad_norm: 1.7082 2021-04-07 09:31:26,317 - mmaction - INFO - Epoch [21][1060/2910] lr: 2.223e-02, eta: 2:35:57, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.9283, top5_acc: 0.9941, loss_cls: 0.2500, loss: 0.2500, grad_norm: 1.7325 2021-04-07 09:31:42,677 - mmaction - INFO - Epoch [21][1080/2910] lr: 2.215e-02, eta: 2:35:39, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9313, top5_acc: 0.9963, loss_cls: 0.2363, loss: 0.2363, grad_norm: 1.6747 2021-04-07 09:31:58,929 - mmaction - INFO - Epoch [21][1100/2910] lr: 2.206e-02, eta: 2:35:21, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.9248, top5_acc: 0.9947, loss_cls: 0.2531, loss: 0.2531, grad_norm: 1.7397 2021-04-07 09:32:15,234 - mmaction - INFO - Epoch [21][1120/2910] lr: 2.198e-02, eta: 2:35:03, time: 0.816, data_time: 0.008, memory: 9523, top1_acc: 0.9279, top5_acc: 0.9967, loss_cls: 0.2388, loss: 0.2388, grad_norm: 1.6791 2021-04-07 09:32:31,417 - mmaction - INFO - Epoch [21][1140/2910] lr: 2.190e-02, eta: 2:34:45, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9342, top5_acc: 0.9947, loss_cls: 0.2368, loss: 0.2368, grad_norm: 1.6651 2021-04-07 09:32:47,649 - mmaction - INFO - Epoch [21][1160/2910] lr: 2.182e-02, eta: 2:34:27, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9275, top5_acc: 0.9959, loss_cls: 0.2477, loss: 0.2477, grad_norm: 1.6867 2021-04-07 09:33:03,934 - mmaction - INFO - Epoch [21][1180/2910] lr: 2.174e-02, eta: 2:34:09, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9264, top5_acc: 0.9959, loss_cls: 0.2501, loss: 0.2501, grad_norm: 1.7350 2021-04-07 09:33:20,178 - mmaction - INFO - Epoch [21][1200/2910] lr: 2.166e-02, eta: 2:33:51, time: 0.812, data_time: 0.006, memory: 9523, top1_acc: 0.9207, top5_acc: 0.9957, loss_cls: 0.2619, loss: 0.2619, grad_norm: 1.8364 2021-04-07 09:33:36,460 - mmaction - INFO - Epoch [21][1220/2910] lr: 2.157e-02, eta: 2:33:33, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9289, top5_acc: 0.9947, loss_cls: 0.2449, loss: 0.2449, grad_norm: 1.6841 2021-04-07 09:33:52,676 - mmaction - INFO - Epoch [21][1240/2910] lr: 2.149e-02, eta: 2:33:15, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9217, top5_acc: 0.9959, loss_cls: 0.2564, loss: 0.2564, grad_norm: 1.7769 2021-04-07 09:34:08,906 - mmaction - INFO - Epoch [21][1260/2910] lr: 2.141e-02, eta: 2:32:57, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9260, top5_acc: 0.9945, loss_cls: 0.2571, loss: 0.2571, grad_norm: 1.7900 2021-04-07 09:34:25,235 - mmaction - INFO - Epoch [21][1280/2910] lr: 2.133e-02, eta: 2:32:39, time: 0.817, data_time: 0.008, memory: 9523, top1_acc: 0.9260, top5_acc: 0.9947, loss_cls: 0.2522, loss: 0.2522, grad_norm: 1.7291 2021-04-07 09:34:41,481 - mmaction - INFO - Epoch [21][1300/2910] lr: 2.125e-02, eta: 2:32:21, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9209, top5_acc: 0.9967, loss_cls: 0.2577, loss: 0.2577, grad_norm: 1.8006 2021-04-07 09:34:57,713 - mmaction - INFO - Epoch [21][1320/2910] lr: 2.117e-02, eta: 2:32:03, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9197, top5_acc: 0.9955, loss_cls: 0.2580, loss: 0.2580, grad_norm: 1.8764 2021-04-07 09:35:14,056 - mmaction - INFO - Epoch [21][1340/2910] lr: 2.109e-02, eta: 2:31:46, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.9252, top5_acc: 0.9969, loss_cls: 0.2420, loss: 0.2420, grad_norm: 1.7642 2021-04-07 09:35:30,228 - mmaction - INFO - Epoch [21][1360/2910] lr: 2.101e-02, eta: 2:31:28, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.9270, top5_acc: 0.9955, loss_cls: 0.2433, loss: 0.2433, grad_norm: 1.7500 2021-04-07 09:35:46,533 - mmaction - INFO - Epoch [21][1380/2910] lr: 2.093e-02, eta: 2:31:10, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9246, top5_acc: 0.9941, loss_cls: 0.2536, loss: 0.2536, grad_norm: 1.7492 2021-04-07 09:36:02,744 - mmaction - INFO - Epoch [21][1400/2910] lr: 2.085e-02, eta: 2:30:52, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9248, top5_acc: 0.9936, loss_cls: 0.2621, loss: 0.2621, grad_norm: 1.7713 2021-04-07 09:36:19,130 - mmaction - INFO - Epoch [21][1420/2910] lr: 2.077e-02, eta: 2:30:34, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.9264, top5_acc: 0.9949, loss_cls: 0.2515, loss: 0.2515, grad_norm: 1.7748 2021-04-07 09:36:35,350 - mmaction - INFO - Epoch [21][1440/2910] lr: 2.069e-02, eta: 2:30:16, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9318, top5_acc: 0.9957, loss_cls: 0.2317, loss: 0.2317, grad_norm: 1.7012 2021-04-07 09:36:51,670 - mmaction - INFO - Epoch [21][1460/2910] lr: 2.061e-02, eta: 2:29:58, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9258, top5_acc: 0.9959, loss_cls: 0.2461, loss: 0.2461, grad_norm: 1.8487 2021-04-07 09:37:07,901 - mmaction - INFO - Epoch [21][1480/2910] lr: 2.053e-02, eta: 2:29:40, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9313, top5_acc: 0.9951, loss_cls: 0.2447, loss: 0.2447, grad_norm: 1.7815 2021-04-07 09:37:24,185 - mmaction - INFO - Epoch [21][1500/2910] lr: 2.045e-02, eta: 2:29:22, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9207, top5_acc: 0.9951, loss_cls: 0.2569, loss: 0.2569, grad_norm: 1.7396 2021-04-07 09:37:40,535 - mmaction - INFO - Epoch [21][1520/2910] lr: 2.037e-02, eta: 2:29:04, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.9328, top5_acc: 0.9961, loss_cls: 0.2338, loss: 0.2338, grad_norm: 1.7022 2021-04-07 09:37:56,823 - mmaction - INFO - Epoch [21][1540/2910] lr: 2.029e-02, eta: 2:28:46, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9332, top5_acc: 0.9961, loss_cls: 0.2279, loss: 0.2279, grad_norm: 1.6974 2021-04-07 09:38:13,112 - mmaction - INFO - Epoch [21][1560/2910] lr: 2.021e-02, eta: 2:28:28, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9299, top5_acc: 0.9975, loss_cls: 0.2291, loss: 0.2291, grad_norm: 1.6690 2021-04-07 09:38:29,260 - mmaction - INFO - Epoch [21][1580/2910] lr: 2.013e-02, eta: 2:28:11, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9371, top5_acc: 0.9971, loss_cls: 0.2246, loss: 0.2246, grad_norm: 1.7390 2021-04-07 09:38:45,562 - mmaction - INFO - Epoch [21][1600/2910] lr: 2.006e-02, eta: 2:27:53, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9229, top5_acc: 0.9949, loss_cls: 0.2466, loss: 0.2466, grad_norm: 1.7779 2021-04-07 09:39:01,792 - mmaction - INFO - Epoch [21][1620/2910] lr: 1.998e-02, eta: 2:27:35, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9260, top5_acc: 0.9971, loss_cls: 0.2413, loss: 0.2413, grad_norm: 1.7786 2021-04-07 09:39:18,016 - mmaction - INFO - Epoch [21][1640/2910] lr: 1.990e-02, eta: 2:27:17, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9291, top5_acc: 0.9965, loss_cls: 0.2343, loss: 0.2343, grad_norm: 1.7604 2021-04-07 09:39:34,301 - mmaction - INFO - Epoch [21][1660/2910] lr: 1.982e-02, eta: 2:26:59, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9178, top5_acc: 0.9928, loss_cls: 0.2669, loss: 0.2669, grad_norm: 1.8712 2021-04-07 09:39:50,572 - mmaction - INFO - Epoch [21][1680/2910] lr: 1.974e-02, eta: 2:26:41, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9232, top5_acc: 0.9947, loss_cls: 0.2639, loss: 0.2639, grad_norm: 1.8836 2021-04-07 09:40:06,728 - mmaction - INFO - Epoch [21][1700/2910] lr: 1.967e-02, eta: 2:26:23, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9283, top5_acc: 0.9951, loss_cls: 0.2406, loss: 0.2406, grad_norm: 1.7453 2021-04-07 09:40:22,901 - mmaction - INFO - Epoch [21][1720/2910] lr: 1.959e-02, eta: 2:26:05, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.9291, top5_acc: 0.9941, loss_cls: 0.2507, loss: 0.2507, grad_norm: 1.7755 2021-04-07 09:40:39,115 - mmaction - INFO - Epoch [21][1740/2910] lr: 1.951e-02, eta: 2:25:47, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9352, top5_acc: 0.9961, loss_cls: 0.2270, loss: 0.2270, grad_norm: 1.7247 2021-04-07 09:40:55,406 - mmaction - INFO - Epoch [21][1760/2910] lr: 1.943e-02, eta: 2:25:29, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9318, top5_acc: 0.9949, loss_cls: 0.2493, loss: 0.2493, grad_norm: 1.7931 2021-04-07 09:41:11,745 - mmaction - INFO - Epoch [21][1780/2910] lr: 1.936e-02, eta: 2:25:11, time: 0.818, data_time: 0.005, memory: 9523, top1_acc: 0.9287, top5_acc: 0.9936, loss_cls: 0.2475, loss: 0.2475, grad_norm: 1.7387 2021-04-07 09:41:27,948 - mmaction - INFO - Epoch [21][1800/2910] lr: 1.928e-02, eta: 2:24:53, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9270, top5_acc: 0.9951, loss_cls: 0.2419, loss: 0.2419, grad_norm: 1.8196 2021-04-07 09:41:44,273 - mmaction - INFO - Epoch [21][1820/2910] lr: 1.920e-02, eta: 2:24:36, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9303, top5_acc: 0.9959, loss_cls: 0.2290, loss: 0.2290, grad_norm: 1.7243 2021-04-07 09:42:00,637 - mmaction - INFO - Epoch [21][1840/2910] lr: 1.912e-02, eta: 2:24:18, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.9311, top5_acc: 0.9967, loss_cls: 0.2331, loss: 0.2331, grad_norm: 1.7833 2021-04-07 09:42:16,888 - mmaction - INFO - Epoch [21][1860/2910] lr: 1.905e-02, eta: 2:24:00, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9328, top5_acc: 0.9959, loss_cls: 0.2315, loss: 0.2315, grad_norm: 1.7060 2021-04-07 09:42:33,166 - mmaction - INFO - Epoch [21][1880/2910] lr: 1.897e-02, eta: 2:23:42, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9307, top5_acc: 0.9949, loss_cls: 0.2422, loss: 0.2422, grad_norm: 1.7514 2021-04-07 09:42:49,432 - mmaction - INFO - Epoch [21][1900/2910] lr: 1.889e-02, eta: 2:23:24, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9324, top5_acc: 0.9955, loss_cls: 0.2312, loss: 0.2312, grad_norm: 1.7221 2021-04-07 09:43:05,729 - mmaction - INFO - Epoch [21][1920/2910] lr: 1.882e-02, eta: 2:23:06, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9283, top5_acc: 0.9965, loss_cls: 0.2355, loss: 0.2355, grad_norm: 1.8289 2021-04-07 09:43:21,977 - mmaction - INFO - Epoch [21][1940/2910] lr: 1.874e-02, eta: 2:22:48, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9311, top5_acc: 0.9961, loss_cls: 0.2329, loss: 0.2329, grad_norm: 1.7457 2021-04-07 09:43:38,187 - mmaction - INFO - Epoch [21][1960/2910] lr: 1.867e-02, eta: 2:22:30, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9354, top5_acc: 0.9965, loss_cls: 0.2286, loss: 0.2286, grad_norm: 1.7002 2021-04-07 09:43:54,433 - mmaction - INFO - Epoch [21][1980/2910] lr: 1.859e-02, eta: 2:22:12, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9303, top5_acc: 0.9971, loss_cls: 0.2361, loss: 0.2361, grad_norm: 1.7840 2021-04-07 09:44:10,762 - mmaction - INFO - Epoch [21][2000/2910] lr: 1.851e-02, eta: 2:21:55, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9379, top5_acc: 0.9965, loss_cls: 0.2157, loss: 0.2157, grad_norm: 1.7238 2021-04-07 09:44:27,062 - mmaction - INFO - Epoch [21][2020/2910] lr: 1.844e-02, eta: 2:21:37, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.9303, top5_acc: 0.9943, loss_cls: 0.2402, loss: 0.2402, grad_norm: 1.8009 2021-04-07 09:44:43,346 - mmaction - INFO - Epoch [21][2040/2910] lr: 1.836e-02, eta: 2:21:19, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9260, top5_acc: 0.9955, loss_cls: 0.2402, loss: 0.2402, grad_norm: 1.7850 2021-04-07 09:44:59,638 - mmaction - INFO - Epoch [21][2060/2910] lr: 1.829e-02, eta: 2:21:01, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9348, top5_acc: 0.9965, loss_cls: 0.2308, loss: 0.2308, grad_norm: 1.7678 2021-04-07 09:45:15,920 - mmaction - INFO - Epoch [21][2080/2910] lr: 1.821e-02, eta: 2:20:43, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9344, top5_acc: 0.9965, loss_cls: 0.2255, loss: 0.2255, grad_norm: 1.7957 2021-04-07 09:45:32,399 - mmaction - INFO - Epoch [21][2100/2910] lr: 1.814e-02, eta: 2:20:25, time: 0.824, data_time: 0.015, memory: 9523, top1_acc: 0.9350, top5_acc: 0.9949, loss_cls: 0.2231, loss: 0.2231, grad_norm: 1.7282 2021-04-07 09:45:48,571 - mmaction - INFO - Epoch [21][2120/2910] lr: 1.806e-02, eta: 2:20:07, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9322, top5_acc: 0.9957, loss_cls: 0.2272, loss: 0.2272, grad_norm: 1.7637 2021-04-07 09:46:04,951 - mmaction - INFO - Epoch [21][2140/2910] lr: 1.799e-02, eta: 2:19:49, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.9336, top5_acc: 0.9955, loss_cls: 0.2281, loss: 0.2281, grad_norm: 1.7255 2021-04-07 09:46:21,293 - mmaction - INFO - Epoch [21][2160/2910] lr: 1.791e-02, eta: 2:19:32, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9410, top5_acc: 0.9971, loss_cls: 0.2062, loss: 0.2062, grad_norm: 1.6980 2021-04-07 09:46:37,501 - mmaction - INFO - Epoch [21][2180/2910] lr: 1.784e-02, eta: 2:19:14, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9318, top5_acc: 0.9943, loss_cls: 0.2295, loss: 0.2295, grad_norm: 1.8217 2021-04-07 09:46:53,619 - mmaction - INFO - Epoch [21][2200/2910] lr: 1.777e-02, eta: 2:18:56, time: 0.806, data_time: 0.004, memory: 9523, top1_acc: 0.9322, top5_acc: 0.9967, loss_cls: 0.2272, loss: 0.2272, grad_norm: 1.7463 2021-04-07 09:47:09,914 - mmaction - INFO - Epoch [21][2220/2910] lr: 1.769e-02, eta: 2:18:38, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9373, top5_acc: 0.9961, loss_cls: 0.2178, loss: 0.2178, grad_norm: 1.7592 2021-04-07 09:47:26,123 - mmaction - INFO - Epoch [21][2240/2910] lr: 1.762e-02, eta: 2:18:20, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9350, top5_acc: 0.9959, loss_cls: 0.2191, loss: 0.2191, grad_norm: 1.7722 2021-04-07 09:47:42,391 - mmaction - INFO - Epoch [21][2260/2910] lr: 1.754e-02, eta: 2:18:02, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9326, top5_acc: 0.9967, loss_cls: 0.2248, loss: 0.2248, grad_norm: 1.7624 2021-04-07 09:47:58,590 - mmaction - INFO - Epoch [21][2280/2910] lr: 1.747e-02, eta: 2:17:44, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9369, top5_acc: 0.9957, loss_cls: 0.2206, loss: 0.2206, grad_norm: 1.8304 2021-04-07 09:48:14,957 - mmaction - INFO - Epoch [21][2300/2910] lr: 1.740e-02, eta: 2:17:26, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.9410, top5_acc: 0.9967, loss_cls: 0.2114, loss: 0.2114, grad_norm: 1.7098 2021-04-07 09:48:31,136 - mmaction - INFO - Epoch [21][2320/2910] lr: 1.732e-02, eta: 2:17:08, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9420, top5_acc: 0.9967, loss_cls: 0.2030, loss: 0.2030, grad_norm: 1.6370 2021-04-07 09:48:47,415 - mmaction - INFO - Epoch [21][2340/2910] lr: 1.725e-02, eta: 2:16:51, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9338, top5_acc: 0.9953, loss_cls: 0.2198, loss: 0.2198, grad_norm: 1.7345 2021-04-07 09:49:03,711 - mmaction - INFO - Epoch [21][2360/2910] lr: 1.718e-02, eta: 2:16:33, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9367, top5_acc: 0.9965, loss_cls: 0.2221, loss: 0.2221, grad_norm: 1.7723 2021-04-07 09:49:19,951 - mmaction - INFO - Epoch [21][2380/2910] lr: 1.710e-02, eta: 2:16:15, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9352, top5_acc: 0.9965, loss_cls: 0.2142, loss: 0.2142, grad_norm: 1.7437 2021-04-07 09:49:36,312 - mmaction - INFO - Epoch [21][2400/2910] lr: 1.703e-02, eta: 2:15:57, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9324, top5_acc: 0.9969, loss_cls: 0.2235, loss: 0.2235, grad_norm: 1.8211 2021-04-07 09:49:52,624 - mmaction - INFO - Epoch [21][2420/2910] lr: 1.696e-02, eta: 2:15:39, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9301, top5_acc: 0.9969, loss_cls: 0.2246, loss: 0.2246, grad_norm: 1.7989 2021-04-07 09:50:08,877 - mmaction - INFO - Epoch [21][2440/2910] lr: 1.689e-02, eta: 2:15:21, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9377, top5_acc: 0.9973, loss_cls: 0.2123, loss: 0.2123, grad_norm: 1.7711 2021-04-07 09:50:25,055 - mmaction - INFO - Epoch [21][2460/2910] lr: 1.681e-02, eta: 2:15:03, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9377, top5_acc: 0.9969, loss_cls: 0.2082, loss: 0.2082, grad_norm: 1.7175 2021-04-07 09:50:41,355 - mmaction - INFO - Epoch [21][2480/2910] lr: 1.674e-02, eta: 2:14:46, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9383, top5_acc: 0.9971, loss_cls: 0.2199, loss: 0.2199, grad_norm: 1.7859 2021-04-07 09:50:57,639 - mmaction - INFO - Epoch [21][2500/2910] lr: 1.667e-02, eta: 2:14:28, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9352, top5_acc: 0.9973, loss_cls: 0.2229, loss: 0.2229, grad_norm: 1.8437 2021-04-07 09:51:13,818 - mmaction - INFO - Epoch [21][2520/2910] lr: 1.660e-02, eta: 2:14:10, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9398, top5_acc: 0.9973, loss_cls: 0.2059, loss: 0.2059, grad_norm: 1.7355 2021-04-07 09:51:30,011 - mmaction - INFO - Epoch [21][2540/2910] lr: 1.653e-02, eta: 2:13:52, time: 0.808, data_time: 0.000, memory: 9523, top1_acc: 0.9338, top5_acc: 0.9969, loss_cls: 0.2222, loss: 0.2222, grad_norm: 1.8359 2021-04-07 09:51:46,267 - mmaction - INFO - Epoch [21][2560/2910] lr: 1.646e-02, eta: 2:13:34, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9393, top5_acc: 0.9967, loss_cls: 0.2160, loss: 0.2160, grad_norm: 1.7858 2021-04-07 09:52:02,509 - mmaction - INFO - Epoch [21][2580/2910] lr: 1.638e-02, eta: 2:13:16, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9348, top5_acc: 0.9965, loss_cls: 0.2248, loss: 0.2248, grad_norm: 1.8356 2021-04-07 09:52:18,723 - mmaction - INFO - Epoch [21][2600/2910] lr: 1.631e-02, eta: 2:12:58, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9410, top5_acc: 0.9977, loss_cls: 0.2130, loss: 0.2130, grad_norm: 1.7582 2021-04-07 09:52:35,064 - mmaction - INFO - Epoch [21][2620/2910] lr: 1.624e-02, eta: 2:12:40, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9346, top5_acc: 0.9963, loss_cls: 0.2329, loss: 0.2329, grad_norm: 1.8502 2021-04-07 09:52:51,308 - mmaction - INFO - Epoch [21][2640/2910] lr: 1.617e-02, eta: 2:12:23, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9381, top5_acc: 0.9980, loss_cls: 0.2121, loss: 0.2121, grad_norm: 1.7677 2021-04-07 09:53:07,555 - mmaction - INFO - Epoch [21][2660/2910] lr: 1.610e-02, eta: 2:12:05, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9428, top5_acc: 0.9971, loss_cls: 0.2048, loss: 0.2048, grad_norm: 1.6832 2021-04-07 09:53:23,799 - mmaction - INFO - Epoch [21][2680/2910] lr: 1.603e-02, eta: 2:11:47, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9398, top5_acc: 0.9971, loss_cls: 0.2082, loss: 0.2082, grad_norm: 1.7365 2021-04-07 09:53:40,001 - mmaction - INFO - Epoch [21][2700/2910] lr: 1.596e-02, eta: 2:11:29, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9377, top5_acc: 0.9963, loss_cls: 0.2135, loss: 0.2135, grad_norm: 1.8139 2021-04-07 09:53:56,256 - mmaction - INFO - Epoch [21][2720/2910] lr: 1.589e-02, eta: 2:11:11, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.9367, top5_acc: 0.9977, loss_cls: 0.2177, loss: 0.2177, grad_norm: 1.7848 2021-04-07 09:54:12,453 - mmaction - INFO - Epoch [21][2740/2910] lr: 1.582e-02, eta: 2:10:53, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9451, top5_acc: 0.9977, loss_cls: 0.1934, loss: 0.1934, grad_norm: 1.6633 2021-04-07 09:54:28,814 - mmaction - INFO - Epoch [21][2760/2910] lr: 1.575e-02, eta: 2:10:35, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.9400, top5_acc: 0.9967, loss_cls: 0.2078, loss: 0.2078, grad_norm: 1.7480 2021-04-07 09:54:45,173 - mmaction - INFO - Epoch [21][2780/2910] lr: 1.568e-02, eta: 2:10:18, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9430, top5_acc: 0.9973, loss_cls: 0.1969, loss: 0.1969, grad_norm: 1.7055 2021-04-07 09:55:01,417 - mmaction - INFO - Epoch [21][2800/2910] lr: 1.561e-02, eta: 2:10:00, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9342, top5_acc: 0.9963, loss_cls: 0.2177, loss: 0.2177, grad_norm: 1.8503 2021-04-07 09:55:17,716 - mmaction - INFO - Epoch [21][2820/2910] lr: 1.554e-02, eta: 2:09:42, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9385, top5_acc: 0.9975, loss_cls: 0.2056, loss: 0.2056, grad_norm: 1.7458 2021-04-07 09:55:33,948 - mmaction - INFO - Epoch [21][2840/2910] lr: 1.547e-02, eta: 2:09:24, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.9428, top5_acc: 0.9971, loss_cls: 0.2116, loss: 0.2116, grad_norm: 1.8464 2021-04-07 09:55:50,298 - mmaction - INFO - Epoch [21][2860/2910] lr: 1.540e-02, eta: 2:09:06, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.9416, top5_acc: 0.9971, loss_cls: 0.2073, loss: 0.2073, grad_norm: 1.7521 2021-04-07 09:56:06,516 - mmaction - INFO - Epoch [21][2880/2910] lr: 1.533e-02, eta: 2:08:48, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9414, top5_acc: 0.9975, loss_cls: 0.2140, loss: 0.2140, grad_norm: 1.8022 2021-04-07 09:56:22,695 - mmaction - INFO - Epoch [21][2900/2910] lr: 1.526e-02, eta: 2:08:31, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.9408, top5_acc: 0.9982, loss_cls: 0.2043, loss: 0.2043, grad_norm: 1.7991 2021-04-07 09:56:33,318 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-07 10:02:43,710 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 10:02:44,375 - mmaction - INFO - top1_acc 0.8318 top5_acc 0.9722 2021-04-07 10:02:44,375 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 10:02:44,485 - mmaction - INFO - mean_acc 0.8440 2021-04-07 10:02:44,485 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2021-04-07 10:02:44,506 - mmaction - INFO - Epoch(val) [21][2910] top1_acc: 0.8318, top5_acc: 0.9722, mean_class_accuracy: 0.8440 2021-04-07 10:06:25,349 - mmaction - INFO - Epoch [22][20/2910] lr: 1.516e-02, eta: 2:08:32, time: 11.040, data_time: 10.087, memory: 9523, top1_acc: 0.9400, top5_acc: 0.9965, loss_cls: 0.2084, loss: 0.2084, grad_norm: 1.8014 2021-04-07 10:06:41,501 - mmaction - INFO - Epoch [22][40/2910] lr: 1.509e-02, eta: 2:08:14, time: 0.809, data_time: 0.003, memory: 9523, top1_acc: 0.9443, top5_acc: 0.9979, loss_cls: 0.1952, loss: 0.1952, grad_norm: 1.7706 2021-04-07 10:06:57,829 - mmaction - INFO - Epoch [22][60/2910] lr: 1.502e-02, eta: 2:07:56, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9408, top5_acc: 0.9975, loss_cls: 0.2086, loss: 0.2086, grad_norm: 1.8464 2021-04-07 10:07:14,037 - mmaction - INFO - Epoch [22][80/2910] lr: 1.495e-02, eta: 2:07:38, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.1890, loss: 0.1890, grad_norm: 1.7309 2021-04-07 10:07:30,280 - mmaction - INFO - Epoch [22][100/2910] lr: 1.489e-02, eta: 2:07:20, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9398, top5_acc: 0.9977, loss_cls: 0.2072, loss: 0.2072, grad_norm: 1.8354 2021-04-07 10:07:46,503 - mmaction - INFO - Epoch [22][120/2910] lr: 1.482e-02, eta: 2:07:02, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9379, top5_acc: 0.9975, loss_cls: 0.2022, loss: 0.2022, grad_norm: 1.8332 2021-04-07 10:08:02,761 - mmaction - INFO - Epoch [22][140/2910] lr: 1.475e-02, eta: 2:06:44, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9361, top5_acc: 0.9965, loss_cls: 0.2181, loss: 0.2181, grad_norm: 1.9150 2021-04-07 10:08:18,902 - mmaction - INFO - Epoch [22][160/2910] lr: 1.468e-02, eta: 2:06:26, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.9428, top5_acc: 0.9979, loss_cls: 0.1938, loss: 0.1938, grad_norm: 1.7184 2021-04-07 10:08:35,203 - mmaction - INFO - Epoch [22][180/2910] lr: 1.461e-02, eta: 2:06:08, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9496, top5_acc: 0.9977, loss_cls: 0.1893, loss: 0.1893, grad_norm: 1.7861 2021-04-07 10:08:51,551 - mmaction - INFO - Epoch [22][200/2910] lr: 1.455e-02, eta: 2:05:51, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9414, top5_acc: 0.9967, loss_cls: 0.2048, loss: 0.2048, grad_norm: 1.8786 2021-04-07 10:09:07,784 - mmaction - INFO - Epoch [22][220/2910] lr: 1.448e-02, eta: 2:05:33, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.9422, top5_acc: 0.9963, loss_cls: 0.2103, loss: 0.2103, grad_norm: 1.8073 2021-04-07 10:09:23,994 - mmaction - INFO - Epoch [22][240/2910] lr: 1.441e-02, eta: 2:05:15, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.1866, loss: 0.1866, grad_norm: 1.7425 2021-04-07 10:09:40,252 - mmaction - INFO - Epoch [22][260/2910] lr: 1.434e-02, eta: 2:04:57, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9455, top5_acc: 0.9973, loss_cls: 0.1963, loss: 0.1963, grad_norm: 1.7740 2021-04-07 10:09:56,557 - mmaction - INFO - Epoch [22][280/2910] lr: 1.428e-02, eta: 2:04:39, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9459, top5_acc: 0.9992, loss_cls: 0.1864, loss: 0.1864, grad_norm: 1.7744 2021-04-07 10:10:12,768 - mmaction - INFO - Epoch [22][300/2910] lr: 1.421e-02, eta: 2:04:21, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.1858, loss: 0.1858, grad_norm: 1.7395 2021-04-07 10:10:29,080 - mmaction - INFO - Epoch [22][320/2910] lr: 1.414e-02, eta: 2:04:03, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9447, top5_acc: 0.9971, loss_cls: 0.1972, loss: 0.1972, grad_norm: 1.9075 2021-04-07 10:10:45,471 - mmaction - INFO - Epoch [22][340/2910] lr: 1.408e-02, eta: 2:03:45, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.9432, top5_acc: 0.9980, loss_cls: 0.1955, loss: 0.1955, grad_norm: 1.8435 2021-04-07 10:11:01,700 - mmaction - INFO - Epoch [22][360/2910] lr: 1.401e-02, eta: 2:03:27, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9486, top5_acc: 0.9982, loss_cls: 0.1879, loss: 0.1879, grad_norm: 1.7525 2021-04-07 10:11:17,979 - mmaction - INFO - Epoch [22][380/2910] lr: 1.395e-02, eta: 2:03:09, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9469, top5_acc: 0.9965, loss_cls: 0.1921, loss: 0.1921, grad_norm: 1.7507 2021-04-07 10:11:34,244 - mmaction - INFO - Epoch [22][400/2910] lr: 1.388e-02, eta: 2:02:52, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9439, top5_acc: 0.9967, loss_cls: 0.1939, loss: 0.1939, grad_norm: 1.8606 2021-04-07 10:11:50,489 - mmaction - INFO - Epoch [22][420/2910] lr: 1.381e-02, eta: 2:02:34, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9418, top5_acc: 0.9971, loss_cls: 0.1944, loss: 0.1944, grad_norm: 1.7853 2021-04-07 10:12:06,841 - mmaction - INFO - Epoch [22][440/2910] lr: 1.375e-02, eta: 2:02:16, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9434, top5_acc: 0.9979, loss_cls: 0.1930, loss: 0.1930, grad_norm: 1.7998 2021-04-07 10:12:23,164 - mmaction - INFO - Epoch [22][460/2910] lr: 1.368e-02, eta: 2:01:58, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.9496, top5_acc: 0.9969, loss_cls: 0.1957, loss: 0.1957, grad_norm: 1.7545 2021-04-07 10:12:39,487 - mmaction - INFO - Epoch [22][480/2910] lr: 1.362e-02, eta: 2:01:40, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9457, top5_acc: 0.9969, loss_cls: 0.1948, loss: 0.1948, grad_norm: 1.8505 2021-04-07 10:12:55,760 - mmaction - INFO - Epoch [22][500/2910] lr: 1.355e-02, eta: 2:01:22, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9504, top5_acc: 0.9977, loss_cls: 0.1921, loss: 0.1921, grad_norm: 1.8048 2021-04-07 10:13:12,120 - mmaction - INFO - Epoch [22][520/2910] lr: 1.349e-02, eta: 2:01:04, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9494, top5_acc: 0.9979, loss_cls: 0.1821, loss: 0.1821, grad_norm: 1.7517 2021-04-07 10:13:28,425 - mmaction - INFO - Epoch [22][540/2910] lr: 1.342e-02, eta: 2:00:46, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9482, top5_acc: 0.9973, loss_cls: 0.1857, loss: 0.1857, grad_norm: 1.7573 2021-04-07 10:13:44,782 - mmaction - INFO - Epoch [22][560/2910] lr: 1.336e-02, eta: 2:00:29, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9471, top5_acc: 0.9977, loss_cls: 0.1843, loss: 0.1843, grad_norm: 1.7781 2021-04-07 10:14:01,136 - mmaction - INFO - Epoch [22][580/2910] lr: 1.329e-02, eta: 2:00:11, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9459, top5_acc: 0.9971, loss_cls: 0.1980, loss: 0.1980, grad_norm: 1.8169 2021-04-07 10:14:17,352 - mmaction - INFO - Epoch [22][600/2910] lr: 1.323e-02, eta: 1:59:53, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9471, top5_acc: 0.9975, loss_cls: 0.1911, loss: 0.1911, grad_norm: 1.8064 2021-04-07 10:14:33,605 - mmaction - INFO - Epoch [22][620/2910] lr: 1.316e-02, eta: 1:59:35, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9465, top5_acc: 0.9959, loss_cls: 0.1862, loss: 0.1862, grad_norm: 1.8112 2021-04-07 10:14:49,889 - mmaction - INFO - Epoch [22][640/2910] lr: 1.310e-02, eta: 1:59:17, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9521, top5_acc: 0.9969, loss_cls: 0.1773, loss: 0.1773, grad_norm: 1.7224 2021-04-07 10:15:06,182 - mmaction - INFO - Epoch [22][660/2910] lr: 1.304e-02, eta: 1:58:59, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9396, top5_acc: 0.9961, loss_cls: 0.2079, loss: 0.2079, grad_norm: 1.9043 2021-04-07 10:15:22,488 - mmaction - INFO - Epoch [22][680/2910] lr: 1.297e-02, eta: 1:58:41, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9486, top5_acc: 0.9982, loss_cls: 0.1836, loss: 0.1836, grad_norm: 1.7584 2021-04-07 10:15:38,869 - mmaction - INFO - Epoch [22][700/2910] lr: 1.291e-02, eta: 1:58:23, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.9482, top5_acc: 0.9988, loss_cls: 0.1790, loss: 0.1790, grad_norm: 1.7375 2021-04-07 10:15:55,241 - mmaction - INFO - Epoch [22][720/2910] lr: 1.285e-02, eta: 1:58:06, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.9490, top5_acc: 0.9971, loss_cls: 0.1805, loss: 0.1805, grad_norm: 1.7226 2021-04-07 10:16:11,635 - mmaction - INFO - Epoch [22][740/2910] lr: 1.278e-02, eta: 1:57:48, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.9492, top5_acc: 0.9967, loss_cls: 0.1828, loss: 0.1828, grad_norm: 1.7584 2021-04-07 10:16:27,900 - mmaction - INFO - Epoch [22][760/2910] lr: 1.272e-02, eta: 1:57:30, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9506, top5_acc: 0.9971, loss_cls: 0.1754, loss: 0.1754, grad_norm: 1.7990 2021-04-07 10:16:44,188 - mmaction - INFO - Epoch [22][780/2910] lr: 1.266e-02, eta: 1:57:12, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9467, top5_acc: 0.9982, loss_cls: 0.1844, loss: 0.1844, grad_norm: 1.7980 2021-04-07 10:17:00,455 - mmaction - INFO - Epoch [22][800/2910] lr: 1.259e-02, eta: 1:56:54, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9447, top5_acc: 0.9979, loss_cls: 0.1855, loss: 0.1855, grad_norm: 1.8049 2021-04-07 10:17:16,770 - mmaction - INFO - Epoch [22][820/2910] lr: 1.253e-02, eta: 1:56:36, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9473, top5_acc: 0.9973, loss_cls: 0.1843, loss: 0.1843, grad_norm: 1.7482 2021-04-07 10:17:33,153 - mmaction - INFO - Epoch [22][840/2910] lr: 1.247e-02, eta: 1:56:18, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.9502, top5_acc: 0.9973, loss_cls: 0.1831, loss: 0.1831, grad_norm: 1.7356 2021-04-07 10:17:49,358 - mmaction - INFO - Epoch [22][860/2910] lr: 1.241e-02, eta: 1:56:00, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.9463, top5_acc: 0.9965, loss_cls: 0.1899, loss: 0.1899, grad_norm: 1.8411 2021-04-07 10:18:05,620 - mmaction - INFO - Epoch [22][880/2910] lr: 1.234e-02, eta: 1:55:43, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9480, top5_acc: 0.9986, loss_cls: 0.1737, loss: 0.1737, grad_norm: 1.7512 2021-04-07 10:18:21,875 - mmaction - INFO - Epoch [22][900/2910] lr: 1.228e-02, eta: 1:55:25, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9449, top5_acc: 0.9969, loss_cls: 0.1980, loss: 0.1980, grad_norm: 1.9901 2021-04-07 10:18:38,120 - mmaction - INFO - Epoch [22][920/2910] lr: 1.222e-02, eta: 1:55:07, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9436, top5_acc: 0.9965, loss_cls: 0.1996, loss: 0.1996, grad_norm: 1.9254 2021-04-07 10:18:54,380 - mmaction - INFO - Epoch [22][940/2910] lr: 1.216e-02, eta: 1:54:49, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.9479, top5_acc: 0.9977, loss_cls: 0.1913, loss: 0.1913, grad_norm: 1.8496 2021-04-07 10:19:10,608 - mmaction - INFO - Epoch [22][960/2910] lr: 1.210e-02, eta: 1:54:31, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.9484, top5_acc: 0.9982, loss_cls: 0.1820, loss: 0.1820, grad_norm: 1.8468 2021-04-07 10:19:26,880 - mmaction - INFO - Epoch [22][980/2910] lr: 1.203e-02, eta: 1:54:13, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9445, top5_acc: 0.9969, loss_cls: 0.1935, loss: 0.1935, grad_norm: 1.8895 2021-04-07 10:19:43,195 - mmaction - INFO - Epoch [22][1000/2910] lr: 1.197e-02, eta: 1:53:55, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9498, top5_acc: 0.9984, loss_cls: 0.1853, loss: 0.1853, grad_norm: 1.7997 2021-04-07 10:19:59,389 - mmaction - INFO - Epoch [22][1020/2910] lr: 1.191e-02, eta: 1:53:37, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9469, top5_acc: 0.9973, loss_cls: 0.1851, loss: 0.1851, grad_norm: 1.8439 2021-04-07 10:20:15,564 - mmaction - INFO - Epoch [22][1040/2910] lr: 1.185e-02, eta: 1:53:20, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9512, top5_acc: 0.9969, loss_cls: 0.1770, loss: 0.1770, grad_norm: 1.8433 2021-04-07 10:20:31,895 - mmaction - INFO - Epoch [22][1060/2910] lr: 1.179e-02, eta: 1:53:02, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9520, top5_acc: 0.9971, loss_cls: 0.1756, loss: 0.1756, grad_norm: 1.8277 2021-04-07 10:20:48,065 - mmaction - INFO - Epoch [22][1080/2910] lr: 1.173e-02, eta: 1:52:44, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9537, top5_acc: 0.9971, loss_cls: 0.1763, loss: 0.1763, grad_norm: 1.8352 2021-04-07 10:21:04,372 - mmaction - INFO - Epoch [22][1100/2910] lr: 1.167e-02, eta: 1:52:26, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9520, top5_acc: 0.9967, loss_cls: 0.1809, loss: 0.1809, grad_norm: 1.8493 2021-04-07 10:21:20,595 - mmaction - INFO - Epoch [22][1120/2910] lr: 1.161e-02, eta: 1:52:08, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9486, top5_acc: 0.9973, loss_cls: 0.1847, loss: 0.1847, grad_norm: 1.8246 2021-04-07 10:21:36,824 - mmaction - INFO - Epoch [22][1140/2910] lr: 1.155e-02, eta: 1:51:50, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9543, top5_acc: 0.9982, loss_cls: 0.1764, loss: 0.1764, grad_norm: 1.7645 2021-04-07 10:21:53,063 - mmaction - INFO - Epoch [22][1160/2910] lr: 1.149e-02, eta: 1:51:32, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9504, top5_acc: 0.9980, loss_cls: 0.1779, loss: 0.1779, grad_norm: 1.8317 2021-04-07 10:22:09,318 - mmaction - INFO - Epoch [22][1180/2910] lr: 1.143e-02, eta: 1:51:15, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9504, top5_acc: 0.9982, loss_cls: 0.1795, loss: 0.1795, grad_norm: 1.7793 2021-04-07 10:22:25,511 - mmaction - INFO - Epoch [22][1200/2910] lr: 1.137e-02, eta: 1:50:57, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9555, top5_acc: 0.9977, loss_cls: 0.1744, loss: 0.1744, grad_norm: 1.8264 2021-04-07 10:22:41,684 - mmaction - INFO - Epoch [22][1220/2910] lr: 1.131e-02, eta: 1:50:39, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9525, top5_acc: 0.9979, loss_cls: 0.1732, loss: 0.1732, grad_norm: 1.7926 2021-04-07 10:22:57,964 - mmaction - INFO - Epoch [22][1240/2910] lr: 1.125e-02, eta: 1:50:21, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9586, top5_acc: 0.9988, loss_cls: 0.1566, loss: 0.1566, grad_norm: 1.6559 2021-04-07 10:23:14,256 - mmaction - INFO - Epoch [22][1260/2910] lr: 1.119e-02, eta: 1:50:03, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9529, top5_acc: 0.9973, loss_cls: 0.1719, loss: 0.1719, grad_norm: 1.7974 2021-04-07 10:23:30,495 - mmaction - INFO - Epoch [22][1280/2910] lr: 1.113e-02, eta: 1:49:45, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9527, top5_acc: 0.9986, loss_cls: 0.1705, loss: 0.1705, grad_norm: 1.7879 2021-04-07 10:23:46,790 - mmaction - INFO - Epoch [22][1300/2910] lr: 1.107e-02, eta: 1:49:27, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9566, top5_acc: 0.9988, loss_cls: 0.1603, loss: 0.1603, grad_norm: 1.7226 2021-04-07 10:24:02,971 - mmaction - INFO - Epoch [22][1320/2910] lr: 1.101e-02, eta: 1:49:10, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9990, loss_cls: 0.1541, loss: 0.1541, grad_norm: 1.6515 2021-04-07 10:24:19,359 - mmaction - INFO - Epoch [22][1340/2910] lr: 1.095e-02, eta: 1:48:52, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9521, top5_acc: 0.9980, loss_cls: 0.1730, loss: 0.1730, grad_norm: 1.8290 2021-04-07 10:24:35,605 - mmaction - INFO - Epoch [22][1360/2910] lr: 1.089e-02, eta: 1:48:34, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.9592, top5_acc: 0.9980, loss_cls: 0.1560, loss: 0.1560, grad_norm: 1.6695 2021-04-07 10:24:51,911 - mmaction - INFO - Epoch [22][1380/2910] lr: 1.083e-02, eta: 1:48:16, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9541, top5_acc: 0.9971, loss_cls: 0.1679, loss: 0.1679, grad_norm: 1.7268 2021-04-07 10:25:08,306 - mmaction - INFO - Epoch [22][1400/2910] lr: 1.078e-02, eta: 1:47:58, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.9592, top5_acc: 0.9979, loss_cls: 0.1566, loss: 0.1566, grad_norm: 1.7098 2021-04-07 10:25:24,570 - mmaction - INFO - Epoch [22][1420/2910] lr: 1.072e-02, eta: 1:47:40, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9557, top5_acc: 0.9984, loss_cls: 0.1619, loss: 0.1619, grad_norm: 1.8040 2021-04-07 10:25:40,758 - mmaction - INFO - Epoch [22][1440/2910] lr: 1.066e-02, eta: 1:47:23, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9564, top5_acc: 0.9973, loss_cls: 0.1667, loss: 0.1667, grad_norm: 1.7487 2021-04-07 10:25:56,970 - mmaction - INFO - Epoch [22][1460/2910] lr: 1.060e-02, eta: 1:47:05, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9553, top5_acc: 0.9979, loss_cls: 0.1652, loss: 0.1652, grad_norm: 1.7212 2021-04-07 10:26:13,166 - mmaction - INFO - Epoch [22][1480/2910] lr: 1.054e-02, eta: 1:46:47, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9512, top5_acc: 0.9967, loss_cls: 0.1724, loss: 0.1724, grad_norm: 1.8456 2021-04-07 10:26:29,432 - mmaction - INFO - Epoch [22][1500/2910] lr: 1.049e-02, eta: 1:46:29, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9561, top5_acc: 0.9977, loss_cls: 0.1656, loss: 0.1656, grad_norm: 1.7676 2021-04-07 10:26:45,650 - mmaction - INFO - Epoch [22][1520/2910] lr: 1.043e-02, eta: 1:46:11, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9574, top5_acc: 0.9988, loss_cls: 0.1610, loss: 0.1610, grad_norm: 1.7781 2021-04-07 10:27:01,949 - mmaction - INFO - Epoch [22][1540/2910] lr: 1.037e-02, eta: 1:45:53, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9561, top5_acc: 0.9980, loss_cls: 0.1674, loss: 0.1674, grad_norm: 1.8259 2021-04-07 10:27:18,193 - mmaction - INFO - Epoch [22][1560/2910] lr: 1.032e-02, eta: 1:45:36, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9564, top5_acc: 0.9986, loss_cls: 0.1683, loss: 0.1683, grad_norm: 1.8336 2021-04-07 10:27:34,461 - mmaction - INFO - Epoch [22][1580/2910] lr: 1.026e-02, eta: 1:45:18, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9516, top5_acc: 0.9980, loss_cls: 0.1706, loss: 0.1706, grad_norm: 1.8282 2021-04-07 10:27:50,751 - mmaction - INFO - Epoch [22][1600/2910] lr: 1.020e-02, eta: 1:45:00, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9541, top5_acc: 0.9986, loss_cls: 0.1696, loss: 0.1696, grad_norm: 1.8476 2021-04-07 10:28:07,012 - mmaction - INFO - Epoch [22][1620/2910] lr: 1.014e-02, eta: 1:44:42, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9568, top5_acc: 0.9977, loss_cls: 0.1668, loss: 0.1668, grad_norm: 1.8789 2021-04-07 10:28:23,344 - mmaction - INFO - Epoch [22][1640/2910] lr: 1.009e-02, eta: 1:44:24, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9535, top5_acc: 0.9969, loss_cls: 0.1734, loss: 0.1734, grad_norm: 1.8160 2021-04-07 10:28:39,636 - mmaction - INFO - Epoch [22][1660/2910] lr: 1.003e-02, eta: 1:44:06, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9492, top5_acc: 0.9975, loss_cls: 0.1774, loss: 0.1774, grad_norm: 1.8646 2021-04-07 10:28:56,049 - mmaction - INFO - Epoch [22][1680/2910] lr: 9.976e-03, eta: 1:43:49, time: 0.823, data_time: 0.002, memory: 9523, top1_acc: 0.9561, top5_acc: 0.9973, loss_cls: 0.1641, loss: 0.1641, grad_norm: 1.8539 2021-04-07 10:29:12,326 - mmaction - INFO - Epoch [22][1700/2910] lr: 9.920e-03, eta: 1:43:31, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9553, top5_acc: 0.9988, loss_cls: 0.1574, loss: 0.1574, grad_norm: 1.8151 2021-04-07 10:29:28,591 - mmaction - INFO - Epoch [22][1720/2910] lr: 9.864e-03, eta: 1:43:13, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.9600, top5_acc: 0.9982, loss_cls: 0.1649, loss: 0.1649, grad_norm: 1.7870 2021-04-07 10:29:44,854 - mmaction - INFO - Epoch [22][1740/2910] lr: 9.808e-03, eta: 1:42:55, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9547, top5_acc: 0.9980, loss_cls: 0.1670, loss: 0.1670, grad_norm: 1.8296 2021-04-07 10:30:01,072 - mmaction - INFO - Epoch [22][1760/2910] lr: 9.753e-03, eta: 1:42:37, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9539, top5_acc: 0.9979, loss_cls: 0.1640, loss: 0.1640, grad_norm: 1.8583 2021-04-07 10:30:17,297 - mmaction - INFO - Epoch [22][1780/2910] lr: 9.697e-03, eta: 1:42:19, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9578, top5_acc: 0.9984, loss_cls: 0.1565, loss: 0.1565, grad_norm: 1.7458 2021-04-07 10:30:33,724 - mmaction - INFO - Epoch [22][1800/2910] lr: 9.642e-03, eta: 1:42:02, time: 0.823, data_time: 0.003, memory: 9523, top1_acc: 0.9543, top5_acc: 0.9982, loss_cls: 0.1685, loss: 0.1685, grad_norm: 1.8719 2021-04-07 10:30:49,894 - mmaction - INFO - Epoch [22][1820/2910] lr: 9.587e-03, eta: 1:41:44, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.9539, top5_acc: 0.9988, loss_cls: 0.1658, loss: 0.1658, grad_norm: 1.8991 2021-04-07 10:31:06,109 - mmaction - INFO - Epoch [22][1840/2910] lr: 9.532e-03, eta: 1:41:26, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9512, top5_acc: 0.9990, loss_cls: 0.1629, loss: 0.1629, grad_norm: 1.8255 2021-04-07 10:31:22,459 - mmaction - INFO - Epoch [22][1860/2910] lr: 9.477e-03, eta: 1:41:08, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9563, top5_acc: 0.9982, loss_cls: 0.1611, loss: 0.1611, grad_norm: 1.8175 2021-04-07 10:31:38,774 - mmaction - INFO - Epoch [22][1880/2910] lr: 9.422e-03, eta: 1:40:50, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9971, loss_cls: 0.1631, loss: 0.1631, grad_norm: 1.7944 2021-04-07 10:31:55,109 - mmaction - INFO - Epoch [22][1900/2910] lr: 9.368e-03, eta: 1:40:33, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9590, top5_acc: 0.9977, loss_cls: 0.1497, loss: 0.1497, grad_norm: 1.7485 2021-04-07 10:32:11,548 - mmaction - INFO - Epoch [22][1920/2910] lr: 9.314e-03, eta: 1:40:15, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.9535, top5_acc: 0.9967, loss_cls: 0.1746, loss: 0.1746, grad_norm: 1.8839 2021-04-07 10:32:27,848 - mmaction - INFO - Epoch [22][1940/2910] lr: 9.259e-03, eta: 1:39:57, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9979, loss_cls: 0.1563, loss: 0.1563, grad_norm: 1.7158 2021-04-07 10:32:44,128 - mmaction - INFO - Epoch [22][1960/2910] lr: 9.205e-03, eta: 1:39:39, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9578, top5_acc: 0.9982, loss_cls: 0.1622, loss: 0.1622, grad_norm: 1.8491 2021-04-07 10:33:00,362 - mmaction - INFO - Epoch [22][1980/2910] lr: 9.151e-03, eta: 1:39:21, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9551, top5_acc: 0.9980, loss_cls: 0.1629, loss: 0.1629, grad_norm: 1.8920 2021-04-07 10:33:16,581 - mmaction - INFO - Epoch [22][2000/2910] lr: 9.098e-03, eta: 1:39:03, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9584, top5_acc: 0.9980, loss_cls: 0.1561, loss: 0.1561, grad_norm: 1.8335 2021-04-07 10:33:32,961 - mmaction - INFO - Epoch [22][2020/2910] lr: 9.044e-03, eta: 1:38:46, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.9568, top5_acc: 0.9992, loss_cls: 0.1564, loss: 0.1564, grad_norm: 1.8282 2021-04-07 10:33:49,371 - mmaction - INFO - Epoch [22][2040/2910] lr: 8.991e-03, eta: 1:38:28, time: 0.822, data_time: 0.003, memory: 9523, top1_acc: 0.9563, top5_acc: 0.9977, loss_cls: 0.1554, loss: 0.1554, grad_norm: 1.7770 2021-04-07 10:34:05,704 - mmaction - INFO - Epoch [22][2060/2910] lr: 8.937e-03, eta: 1:38:10, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9605, top5_acc: 0.9984, loss_cls: 0.1469, loss: 0.1469, grad_norm: 1.7480 2021-04-07 10:34:22,015 - mmaction - INFO - Epoch [22][2080/2910] lr: 8.884e-03, eta: 1:37:52, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9563, top5_acc: 0.9982, loss_cls: 0.1497, loss: 0.1497, grad_norm: 1.7996 2021-04-07 10:34:38,289 - mmaction - INFO - Epoch [22][2100/2910] lr: 8.831e-03, eta: 1:37:34, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.9594, top5_acc: 0.9980, loss_cls: 0.1545, loss: 0.1545, grad_norm: 1.7948 2021-04-07 10:34:54,586 - mmaction - INFO - Epoch [22][2120/2910] lr: 8.779e-03, eta: 1:37:17, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9596, top5_acc: 0.9990, loss_cls: 0.1464, loss: 0.1464, grad_norm: 1.7714 2021-04-07 10:35:10,936 - mmaction - INFO - Epoch [22][2140/2910] lr: 8.726e-03, eta: 1:36:59, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9615, top5_acc: 0.9990, loss_cls: 0.1425, loss: 0.1425, grad_norm: 1.7235 2021-04-07 10:35:27,215 - mmaction - INFO - Epoch [22][2160/2910] lr: 8.673e-03, eta: 1:36:41, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9633, top5_acc: 0.9982, loss_cls: 0.1410, loss: 0.1410, grad_norm: 1.7984 2021-04-07 10:35:43,494 - mmaction - INFO - Epoch [22][2180/2910] lr: 8.621e-03, eta: 1:36:23, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9621, top5_acc: 0.9982, loss_cls: 0.1477, loss: 0.1477, grad_norm: 1.8032 2021-04-07 10:35:59,703 - mmaction - INFO - Epoch [22][2200/2910] lr: 8.569e-03, eta: 1:36:05, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9574, top5_acc: 0.9979, loss_cls: 0.1537, loss: 0.1537, grad_norm: 1.8405 2021-04-07 10:36:16,059 - mmaction - INFO - Epoch [22][2220/2910] lr: 8.517e-03, eta: 1:35:48, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.9607, top5_acc: 0.9984, loss_cls: 0.1469, loss: 0.1469, grad_norm: 1.8136 2021-04-07 10:36:32,422 - mmaction - INFO - Epoch [22][2240/2910] lr: 8.465e-03, eta: 1:35:30, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9611, top5_acc: 0.9986, loss_cls: 0.1392, loss: 0.1392, grad_norm: 1.7297 2021-04-07 10:36:48,768 - mmaction - INFO - Epoch [22][2260/2910] lr: 8.413e-03, eta: 1:35:12, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.9627, top5_acc: 0.9982, loss_cls: 0.1482, loss: 0.1482, grad_norm: 1.7672 2021-04-07 10:37:05,093 - mmaction - INFO - Epoch [22][2280/2910] lr: 8.362e-03, eta: 1:34:54, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9580, top5_acc: 0.9982, loss_cls: 0.1484, loss: 0.1484, grad_norm: 1.8393 2021-04-07 10:37:21,344 - mmaction - INFO - Epoch [22][2300/2910] lr: 8.310e-03, eta: 1:34:36, time: 0.813, data_time: 0.005, memory: 9523, top1_acc: 0.9557, top5_acc: 0.9977, loss_cls: 0.1620, loss: 0.1620, grad_norm: 1.9027 2021-04-07 10:37:37,671 - mmaction - INFO - Epoch [22][2320/2910] lr: 8.259e-03, eta: 1:34:19, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9535, top5_acc: 0.9969, loss_cls: 0.1586, loss: 0.1586, grad_norm: 1.8445 2021-04-07 10:37:54,060 - mmaction - INFO - Epoch [22][2340/2910] lr: 8.208e-03, eta: 1:34:01, time: 0.819, data_time: 0.002, memory: 9523, top1_acc: 0.9586, top5_acc: 0.9984, loss_cls: 0.1486, loss: 0.1486, grad_norm: 1.7762 2021-04-07 10:38:10,334 - mmaction - INFO - Epoch [22][2360/2910] lr: 8.157e-03, eta: 1:33:43, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9543, top5_acc: 0.9984, loss_cls: 0.1585, loss: 0.1585, grad_norm: 1.8839 2021-04-07 10:38:26,594 - mmaction - INFO - Epoch [22][2380/2910] lr: 8.106e-03, eta: 1:33:25, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9611, top5_acc: 0.9986, loss_cls: 0.1446, loss: 0.1446, grad_norm: 1.7882 2021-04-07 10:38:42,954 - mmaction - INFO - Epoch [22][2400/2910] lr: 8.056e-03, eta: 1:33:07, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9666, top5_acc: 0.9982, loss_cls: 0.1315, loss: 0.1315, grad_norm: 1.6529 2021-04-07 10:38:59,224 - mmaction - INFO - Epoch [22][2420/2910] lr: 8.005e-03, eta: 1:32:50, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9590, top5_acc: 0.9988, loss_cls: 0.1483, loss: 0.1483, grad_norm: 1.8352 2021-04-07 10:39:15,554 - mmaction - INFO - Epoch [22][2440/2910] lr: 7.955e-03, eta: 1:32:32, time: 0.819, data_time: 0.004, memory: 9523, top1_acc: 0.9633, top5_acc: 0.9988, loss_cls: 0.1487, loss: 0.1487, grad_norm: 1.7586 2021-04-07 10:39:31,814 - mmaction - INFO - Epoch [22][2460/2910] lr: 7.905e-03, eta: 1:32:14, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9639, top5_acc: 0.9980, loss_cls: 0.1355, loss: 0.1355, grad_norm: 1.7698 2021-04-07 10:39:48,049 - mmaction - INFO - Epoch [22][2480/2910] lr: 7.855e-03, eta: 1:31:56, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9570, top5_acc: 0.9990, loss_cls: 0.1508, loss: 0.1508, grad_norm: 1.8607 2021-04-07 10:40:04,397 - mmaction - INFO - Epoch [22][2500/2910] lr: 7.805e-03, eta: 1:31:39, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9660, top5_acc: 0.9986, loss_cls: 0.1377, loss: 0.1377, grad_norm: 1.7698 2021-04-07 10:40:20,615 - mmaction - INFO - Epoch [22][2520/2910] lr: 7.755e-03, eta: 1:31:21, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9557, top5_acc: 0.9990, loss_cls: 0.1513, loss: 0.1513, grad_norm: 1.9251 2021-04-07 10:40:36,855 - mmaction - INFO - Epoch [22][2540/2910] lr: 7.706e-03, eta: 1:31:03, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9605, top5_acc: 0.9982, loss_cls: 0.1440, loss: 0.1440, grad_norm: 1.8053 2021-04-07 10:40:53,208 - mmaction - INFO - Epoch [22][2560/2910] lr: 7.656e-03, eta: 1:30:45, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9582, top5_acc: 0.9986, loss_cls: 0.1488, loss: 0.1488, grad_norm: 1.8793 2021-04-07 10:41:09,670 - mmaction - INFO - Epoch [22][2580/2910] lr: 7.607e-03, eta: 1:30:27, time: 0.824, data_time: 0.003, memory: 9523, top1_acc: 0.9664, top5_acc: 0.9982, loss_cls: 0.1372, loss: 0.1372, grad_norm: 1.7316 2021-04-07 10:41:25,883 - mmaction - INFO - Epoch [22][2600/2910] lr: 7.558e-03, eta: 1:30:10, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9635, top5_acc: 0.9977, loss_cls: 0.1434, loss: 0.1434, grad_norm: 1.8256 2021-04-07 10:41:42,140 - mmaction - INFO - Epoch [22][2620/2910] lr: 7.509e-03, eta: 1:29:52, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9592, top5_acc: 0.9992, loss_cls: 0.1485, loss: 0.1485, grad_norm: 1.8071 2021-04-07 10:41:58,399 - mmaction - INFO - Epoch [22][2640/2910] lr: 7.460e-03, eta: 1:29:34, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9617, top5_acc: 0.9984, loss_cls: 0.1427, loss: 0.1427, grad_norm: 1.8513 2021-04-07 10:42:14,722 - mmaction - INFO - Epoch [22][2660/2910] lr: 7.412e-03, eta: 1:29:16, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.9605, top5_acc: 0.9982, loss_cls: 0.1422, loss: 0.1422, grad_norm: 1.7726 2021-04-07 10:42:31,052 - mmaction - INFO - Epoch [22][2680/2910] lr: 7.363e-03, eta: 1:28:59, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9650, top5_acc: 0.9986, loss_cls: 0.1345, loss: 0.1345, grad_norm: 1.7548 2021-04-07 10:42:47,313 - mmaction - INFO - Epoch [22][2700/2910] lr: 7.315e-03, eta: 1:28:41, time: 0.811, data_time: 0.000, memory: 9523, top1_acc: 0.9646, top5_acc: 0.9988, loss_cls: 0.1375, loss: 0.1375, grad_norm: 1.7380 2021-04-07 10:43:03,512 - mmaction - INFO - Epoch [22][2720/2910] lr: 7.267e-03, eta: 1:28:23, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9602, top5_acc: 0.9990, loss_cls: 0.1416, loss: 0.1416, grad_norm: 1.8575 2021-04-07 10:43:19,642 - mmaction - INFO - Epoch [22][2740/2910] lr: 7.219e-03, eta: 1:28:05, time: 0.805, data_time: 0.001, memory: 9523, top1_acc: 0.9637, top5_acc: 0.9979, loss_cls: 0.1420, loss: 0.1420, grad_norm: 1.8056 2021-04-07 10:43:35,853 - mmaction - INFO - Epoch [22][2760/2910] lr: 7.171e-03, eta: 1:27:47, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9980, loss_cls: 0.1475, loss: 0.1475, grad_norm: 1.8345 2021-04-07 10:43:52,127 - mmaction - INFO - Epoch [22][2780/2910] lr: 7.123e-03, eta: 1:27:30, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.9611, top5_acc: 0.9986, loss_cls: 0.1394, loss: 0.1394, grad_norm: 1.7320 2021-04-07 10:44:08,327 - mmaction - INFO - Epoch [22][2800/2910] lr: 7.076e-03, eta: 1:27:12, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9635, top5_acc: 0.9982, loss_cls: 0.1382, loss: 0.1382, grad_norm: 1.8278 2021-04-07 10:44:24,708 - mmaction - INFO - Epoch [22][2820/2910] lr: 7.028e-03, eta: 1:26:54, time: 0.819, data_time: 0.011, memory: 9523, top1_acc: 0.9680, top5_acc: 0.9988, loss_cls: 0.1297, loss: 0.1297, grad_norm: 1.6890 2021-04-07 10:44:41,053 - mmaction - INFO - Epoch [22][2840/2910] lr: 6.981e-03, eta: 1:26:36, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.9617, top5_acc: 0.9973, loss_cls: 0.1386, loss: 0.1386, grad_norm: 1.8053 2021-04-07 10:44:57,476 - mmaction - INFO - Epoch [22][2860/2910] lr: 6.934e-03, eta: 1:26:19, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.9688, top5_acc: 0.9980, loss_cls: 0.1344, loss: 0.1344, grad_norm: 1.7507 2021-04-07 10:45:13,781 - mmaction - INFO - Epoch [22][2880/2910] lr: 6.887e-03, eta: 1:26:01, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9631, top5_acc: 0.9980, loss_cls: 0.1410, loss: 0.1410, grad_norm: 1.7950 2021-04-07 10:45:30,095 - mmaction - INFO - Epoch [22][2900/2910] lr: 6.840e-03, eta: 1:25:43, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9645, top5_acc: 0.9984, loss_cls: 0.1388, loss: 0.1388, grad_norm: 1.8227 2021-04-07 10:45:40,740 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-07 10:52:10,809 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 10:52:11,473 - mmaction - INFO - top1_acc 0.8515 top5_acc 0.9801 2021-04-07 10:52:11,473 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 10:52:11,583 - mmaction - INFO - mean_acc 0.8656 2021-04-07 10:52:11,583 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2021-04-07 10:52:11,605 - mmaction - INFO - Epoch(val) [22][2910] top1_acc: 0.8515, top5_acc: 0.9801, mean_class_accuracy: 0.8656 2021-04-07 10:55:52,627 - mmaction - INFO - Epoch [23][20/2910] lr: 6.771e-03, eta: 1:25:34, time: 11.049, data_time: 10.223, memory: 9523, top1_acc: 0.9689, top5_acc: 0.9979, loss_cls: 0.1257, loss: 0.1257, grad_norm: 1.6585 2021-04-07 10:56:08,867 - mmaction - INFO - Epoch [23][40/2910] lr: 6.724e-03, eta: 1:25:16, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9639, top5_acc: 0.9986, loss_cls: 0.1327, loss: 0.1327, grad_norm: 1.8283 2021-04-07 10:56:25,016 - mmaction - INFO - Epoch [23][60/2910] lr: 6.678e-03, eta: 1:24:58, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.9619, top5_acc: 0.9986, loss_cls: 0.1370, loss: 0.1370, grad_norm: 1.7200 2021-04-07 10:56:41,276 - mmaction - INFO - Epoch [23][80/2910] lr: 6.632e-03, eta: 1:24:41, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9680, top5_acc: 0.9990, loss_cls: 0.1239, loss: 0.1239, grad_norm: 1.6447 2021-04-07 10:56:57,490 - mmaction - INFO - Epoch [23][100/2910] lr: 6.586e-03, eta: 1:24:23, time: 0.813, data_time: 0.009, memory: 9523, top1_acc: 0.9652, top5_acc: 0.9986, loss_cls: 0.1312, loss: 0.1312, grad_norm: 1.6998 2021-04-07 10:57:13,852 - mmaction - INFO - Epoch [23][120/2910] lr: 6.541e-03, eta: 1:24:05, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9674, top5_acc: 0.9984, loss_cls: 0.1269, loss: 0.1269, grad_norm: 1.7746 2021-04-07 10:57:30,230 - mmaction - INFO - Epoch [23][140/2910] lr: 6.495e-03, eta: 1:23:47, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.9635, top5_acc: 0.9975, loss_cls: 0.1370, loss: 0.1370, grad_norm: 1.8123 2021-04-07 10:57:46,398 - mmaction - INFO - Epoch [23][160/2910] lr: 6.450e-03, eta: 1:23:29, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9629, top5_acc: 0.9988, loss_cls: 0.1369, loss: 0.1369, grad_norm: 1.7735 2021-04-07 10:58:02,642 - mmaction - INFO - Epoch [23][180/2910] lr: 6.404e-03, eta: 1:23:11, time: 0.812, data_time: 0.010, memory: 9523, top1_acc: 0.9672, top5_acc: 0.9982, loss_cls: 0.1315, loss: 0.1315, grad_norm: 1.7295 2021-04-07 10:58:18,713 - mmaction - INFO - Epoch [23][200/2910] lr: 6.359e-03, eta: 1:22:54, time: 0.804, data_time: 0.001, memory: 9523, top1_acc: 0.9645, top5_acc: 0.9973, loss_cls: 0.1359, loss: 0.1359, grad_norm: 1.8091 2021-04-07 10:58:34,955 - mmaction - INFO - Epoch [23][220/2910] lr: 6.314e-03, eta: 1:22:36, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9627, top5_acc: 0.9992, loss_cls: 0.1359, loss: 0.1359, grad_norm: 1.8526 2021-04-07 10:58:51,240 - mmaction - INFO - Epoch [23][240/2910] lr: 6.270e-03, eta: 1:22:18, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9678, top5_acc: 0.9986, loss_cls: 0.1272, loss: 0.1272, grad_norm: 1.7279 2021-04-07 10:59:07,580 - mmaction - INFO - Epoch [23][260/2910] lr: 6.225e-03, eta: 1:22:00, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9689, top5_acc: 0.9990, loss_cls: 0.1182, loss: 0.1182, grad_norm: 1.7191 2021-04-07 10:59:23,710 - mmaction - INFO - Epoch [23][280/2910] lr: 6.180e-03, eta: 1:21:42, time: 0.805, data_time: 0.001, memory: 9523, top1_acc: 0.9695, top5_acc: 0.9982, loss_cls: 0.1266, loss: 0.1266, grad_norm: 1.7296 2021-04-07 10:59:40,016 - mmaction - INFO - Epoch [23][300/2910] lr: 6.136e-03, eta: 1:21:24, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9697, top5_acc: 0.9984, loss_cls: 0.1221, loss: 0.1221, grad_norm: 1.6982 2021-04-07 10:59:56,213 - mmaction - INFO - Epoch [23][320/2910] lr: 6.092e-03, eta: 1:21:07, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9682, top5_acc: 0.9996, loss_cls: 0.1268, loss: 0.1268, grad_norm: 1.8224 2021-04-07 11:00:12,585 - mmaction - INFO - Epoch [23][340/2910] lr: 6.048e-03, eta: 1:20:49, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.9689, top5_acc: 0.9986, loss_cls: 0.1227, loss: 0.1227, grad_norm: 1.6737 2021-04-07 11:00:28,898 - mmaction - INFO - Epoch [23][360/2910] lr: 6.004e-03, eta: 1:20:31, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9686, top5_acc: 0.9988, loss_cls: 0.1323, loss: 0.1323, grad_norm: 1.8314 2021-04-07 11:00:45,160 - mmaction - INFO - Epoch [23][380/2910] lr: 5.960e-03, eta: 1:20:13, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9709, top5_acc: 0.9984, loss_cls: 0.1265, loss: 0.1265, grad_norm: 1.8167 2021-04-07 11:01:01,446 - mmaction - INFO - Epoch [23][400/2910] lr: 5.917e-03, eta: 1:19:55, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9643, top5_acc: 0.9990, loss_cls: 0.1258, loss: 0.1258, grad_norm: 1.8071 2021-04-07 11:01:17,796 - mmaction - INFO - Epoch [23][420/2910] lr: 5.874e-03, eta: 1:19:38, time: 0.820, data_time: 0.006, memory: 9523, top1_acc: 0.9658, top5_acc: 0.9986, loss_cls: 0.1293, loss: 0.1293, grad_norm: 1.8046 2021-04-07 11:01:33,907 - mmaction - INFO - Epoch [23][440/2910] lr: 5.830e-03, eta: 1:19:20, time: 0.805, data_time: 0.002, memory: 9523, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1233, loss: 0.1233, grad_norm: 1.7684 2021-04-07 11:01:50,267 - mmaction - INFO - Epoch [23][460/2910] lr: 5.787e-03, eta: 1:19:02, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9715, top5_acc: 0.9986, loss_cls: 0.1224, loss: 0.1224, grad_norm: 1.6762 2021-04-07 11:02:06,543 - mmaction - INFO - Epoch [23][480/2910] lr: 5.744e-03, eta: 1:18:44, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9691, top5_acc: 0.9988, loss_cls: 0.1186, loss: 0.1186, grad_norm: 1.6714 2021-04-07 11:02:22,763 - mmaction - INFO - Epoch [23][500/2910] lr: 5.702e-03, eta: 1:18:26, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.9695, top5_acc: 0.9988, loss_cls: 0.1163, loss: 0.1163, grad_norm: 1.6991 2021-04-07 11:02:38,998 - mmaction - INFO - Epoch [23][520/2910] lr: 5.659e-03, eta: 1:18:09, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9697, top5_acc: 0.9982, loss_cls: 0.1240, loss: 0.1240, grad_norm: 1.6891 2021-04-07 11:02:55,209 - mmaction - INFO - Epoch [23][540/2910] lr: 5.617e-03, eta: 1:17:51, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9703, top5_acc: 0.9986, loss_cls: 0.1126, loss: 0.1126, grad_norm: 1.6276 2021-04-07 11:03:11,458 - mmaction - INFO - Epoch [23][560/2910] lr: 5.574e-03, eta: 1:17:33, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.9701, top5_acc: 0.9990, loss_cls: 0.1176, loss: 0.1176, grad_norm: 1.7272 2021-04-07 11:03:27,725 - mmaction - INFO - Epoch [23][580/2910] lr: 5.532e-03, eta: 1:17:15, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9695, top5_acc: 0.9988, loss_cls: 0.1209, loss: 0.1209, grad_norm: 1.7755 2021-04-07 11:03:43,981 - mmaction - INFO - Epoch [23][600/2910] lr: 5.490e-03, eta: 1:16:57, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9727, top5_acc: 0.9990, loss_cls: 0.1133, loss: 0.1133, grad_norm: 1.6972 2021-04-07 11:04:00,199 - mmaction - INFO - Epoch [23][620/2910] lr: 5.449e-03, eta: 1:16:39, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9691, top5_acc: 0.9990, loss_cls: 0.1217, loss: 0.1217, grad_norm: 1.7735 2021-04-07 11:04:16,375 - mmaction - INFO - Epoch [23][640/2910] lr: 5.407e-03, eta: 1:16:22, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1262, loss: 0.1262, grad_norm: 1.7805 2021-04-07 11:04:32,604 - mmaction - INFO - Epoch [23][660/2910] lr: 5.365e-03, eta: 1:16:04, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1184, loss: 0.1184, grad_norm: 1.7545 2021-04-07 11:04:48,774 - mmaction - INFO - Epoch [23][680/2910] lr: 5.324e-03, eta: 1:15:46, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.9689, top5_acc: 0.9984, loss_cls: 0.1199, loss: 0.1199, grad_norm: 1.7116 2021-04-07 11:05:04,979 - mmaction - INFO - Epoch [23][700/2910] lr: 5.283e-03, eta: 1:15:28, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9686, top5_acc: 0.9971, loss_cls: 0.1284, loss: 0.1284, grad_norm: 1.7615 2021-04-07 11:05:21,180 - mmaction - INFO - Epoch [23][720/2910] lr: 5.242e-03, eta: 1:15:10, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9727, top5_acc: 0.9990, loss_cls: 0.1128, loss: 0.1128, grad_norm: 1.6409 2021-04-07 11:05:37,398 - mmaction - INFO - Epoch [23][740/2910] lr: 5.201e-03, eta: 1:14:53, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9703, top5_acc: 0.9988, loss_cls: 0.1179, loss: 0.1179, grad_norm: 1.6992 2021-04-07 11:05:53,637 - mmaction - INFO - Epoch [23][760/2910] lr: 5.160e-03, eta: 1:14:35, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9719, top5_acc: 0.9986, loss_cls: 0.1169, loss: 0.1169, grad_norm: 1.7380 2021-04-07 11:06:09,857 - mmaction - INFO - Epoch [23][780/2910] lr: 5.120e-03, eta: 1:14:17, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9648, top5_acc: 0.9984, loss_cls: 0.1260, loss: 0.1260, grad_norm: 1.7756 2021-04-07 11:06:26,074 - mmaction - INFO - Epoch [23][800/2910] lr: 5.080e-03, eta: 1:13:59, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9709, top5_acc: 0.9992, loss_cls: 0.1192, loss: 0.1192, grad_norm: 1.7759 2021-04-07 11:06:42,365 - mmaction - INFO - Epoch [23][820/2910] lr: 5.039e-03, eta: 1:13:41, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.9680, top5_acc: 0.9992, loss_cls: 0.1214, loss: 0.1214, grad_norm: 1.7906 2021-04-07 11:06:58,532 - mmaction - INFO - Epoch [23][840/2910] lr: 4.999e-03, eta: 1:13:24, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9668, top5_acc: 0.9990, loss_cls: 0.1268, loss: 0.1268, grad_norm: 1.8231 2021-04-07 11:07:14,888 - mmaction - INFO - Epoch [23][860/2910] lr: 4.959e-03, eta: 1:13:06, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9717, top5_acc: 0.9994, loss_cls: 0.1163, loss: 0.1163, grad_norm: 1.7805 2021-04-07 11:07:31,211 - mmaction - INFO - Epoch [23][880/2910] lr: 4.920e-03, eta: 1:12:48, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9662, top5_acc: 0.9984, loss_cls: 0.1289, loss: 0.1289, grad_norm: 1.7876 2021-04-07 11:07:47,441 - mmaction - INFO - Epoch [23][900/2910] lr: 4.880e-03, eta: 1:12:30, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9717, top5_acc: 0.9994, loss_cls: 0.1183, loss: 0.1183, grad_norm: 1.6568 2021-04-07 11:08:03,675 - mmaction - INFO - Epoch [23][920/2910] lr: 4.841e-03, eta: 1:12:12, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9725, top5_acc: 0.9986, loss_cls: 0.1189, loss: 0.1189, grad_norm: 1.7857 2021-04-07 11:08:20,023 - mmaction - INFO - Epoch [23][940/2910] lr: 4.801e-03, eta: 1:11:55, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9992, loss_cls: 0.1104, loss: 0.1104, grad_norm: 1.6404 2021-04-07 11:08:36,273 - mmaction - INFO - Epoch [23][960/2910] lr: 4.762e-03, eta: 1:11:37, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9998, loss_cls: 0.1059, loss: 0.1059, grad_norm: 1.6284 2021-04-07 11:08:52,549 - mmaction - INFO - Epoch [23][980/2910] lr: 4.723e-03, eta: 1:11:19, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1166, loss: 0.1166, grad_norm: 1.6715 2021-04-07 11:09:08,765 - mmaction - INFO - Epoch [23][1000/2910] lr: 4.684e-03, eta: 1:11:01, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9732, top5_acc: 0.9990, loss_cls: 0.1118, loss: 0.1118, grad_norm: 1.7033 2021-04-07 11:09:25,043 - mmaction - INFO - Epoch [23][1020/2910] lr: 4.646e-03, eta: 1:10:43, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.9705, top5_acc: 0.9988, loss_cls: 0.1178, loss: 0.1178, grad_norm: 1.8089 2021-04-07 11:09:41,310 - mmaction - INFO - Epoch [23][1040/2910] lr: 4.607e-03, eta: 1:10:26, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9668, top5_acc: 0.9992, loss_cls: 0.1234, loss: 0.1234, grad_norm: 1.8874 2021-04-07 11:09:57,574 - mmaction - INFO - Epoch [23][1060/2910] lr: 4.569e-03, eta: 1:10:08, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.9699, top5_acc: 0.9990, loss_cls: 0.1182, loss: 0.1182, grad_norm: 1.7234 2021-04-07 11:10:13,886 - mmaction - INFO - Epoch [23][1080/2910] lr: 4.531e-03, eta: 1:09:50, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9732, top5_acc: 0.9994, loss_cls: 0.1159, loss: 0.1159, grad_norm: 1.7135 2021-04-07 11:10:30,360 - mmaction - INFO - Epoch [23][1100/2910] lr: 4.493e-03, eta: 1:09:32, time: 0.824, data_time: 0.004, memory: 9523, top1_acc: 0.9713, top5_acc: 0.9990, loss_cls: 0.1130, loss: 0.1130, grad_norm: 1.7448 2021-04-07 11:10:46,598 - mmaction - INFO - Epoch [23][1120/2910] lr: 4.455e-03, eta: 1:09:15, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9680, top5_acc: 0.9982, loss_cls: 0.1228, loss: 0.1228, grad_norm: 1.8033 2021-04-07 11:11:02,827 - mmaction - INFO - Epoch [23][1140/2910] lr: 4.417e-03, eta: 1:08:57, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9715, top5_acc: 0.9980, loss_cls: 0.1137, loss: 0.1137, grad_norm: 1.6586 2021-04-07 11:11:19,080 - mmaction - INFO - Epoch [23][1160/2910] lr: 4.380e-03, eta: 1:08:39, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.9711, top5_acc: 0.9988, loss_cls: 0.1196, loss: 0.1196, grad_norm: 1.8513 2021-04-07 11:11:35,341 - mmaction - INFO - Epoch [23][1180/2910] lr: 4.342e-03, eta: 1:08:21, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9711, top5_acc: 0.9992, loss_cls: 0.1155, loss: 0.1155, grad_norm: 1.6854 2021-04-07 11:11:51,632 - mmaction - INFO - Epoch [23][1200/2910] lr: 4.305e-03, eta: 1:08:03, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9719, top5_acc: 0.9986, loss_cls: 0.1119, loss: 0.1119, grad_norm: 1.7105 2021-04-07 11:12:07,890 - mmaction - INFO - Epoch [23][1220/2910] lr: 4.268e-03, eta: 1:07:46, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9754, top5_acc: 0.9990, loss_cls: 0.1101, loss: 0.1101, grad_norm: 1.7130 2021-04-07 11:12:24,074 - mmaction - INFO - Epoch [23][1240/2910] lr: 4.231e-03, eta: 1:07:28, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1090, loss: 0.1090, grad_norm: 1.7034 2021-04-07 11:12:40,270 - mmaction - INFO - Epoch [23][1260/2910] lr: 4.195e-03, eta: 1:07:10, time: 0.809, data_time: 0.005, memory: 9523, top1_acc: 0.9736, top5_acc: 0.9984, loss_cls: 0.1031, loss: 0.1031, grad_norm: 1.7163 2021-04-07 11:12:56,564 - mmaction - INFO - Epoch [23][1280/2910] lr: 4.158e-03, eta: 1:06:52, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9723, top5_acc: 0.9992, loss_cls: 0.1105, loss: 0.1105, grad_norm: 1.7104 2021-04-07 11:13:12,771 - mmaction - INFO - Epoch [23][1300/2910] lr: 4.122e-03, eta: 1:06:35, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9756, top5_acc: 0.9990, loss_cls: 0.1098, loss: 0.1098, grad_norm: 1.7075 2021-04-07 11:13:28,978 - mmaction - INFO - Epoch [23][1320/2910] lr: 4.085e-03, eta: 1:06:17, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9674, top5_acc: 0.9994, loss_cls: 0.1162, loss: 0.1162, grad_norm: 1.8243 2021-04-07 11:13:45,244 - mmaction - INFO - Epoch [23][1340/2910] lr: 4.049e-03, eta: 1:05:59, time: 0.812, data_time: 0.000, memory: 9523, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1048, loss: 0.1048, grad_norm: 1.6525 2021-04-07 11:14:01,447 - mmaction - INFO - Epoch [23][1360/2910] lr: 4.013e-03, eta: 1:05:41, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9732, top5_acc: 0.9988, loss_cls: 0.1098, loss: 0.1098, grad_norm: 1.6526 2021-04-07 11:14:17,750 - mmaction - INFO - Epoch [23][1380/2910] lr: 3.977e-03, eta: 1:05:23, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9988, loss_cls: 0.1134, loss: 0.1134, grad_norm: 1.7833 2021-04-07 11:14:33,877 - mmaction - INFO - Epoch [23][1400/2910] lr: 3.942e-03, eta: 1:05:06, time: 0.808, data_time: 0.003, memory: 9523, top1_acc: 0.9723, top5_acc: 0.9988, loss_cls: 0.1123, loss: 0.1123, grad_norm: 1.7617 2021-04-07 11:14:50,099 - mmaction - INFO - Epoch [23][1420/2910] lr: 3.906e-03, eta: 1:04:48, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9686, top5_acc: 0.9990, loss_cls: 0.1190, loss: 0.1190, grad_norm: 1.8511 2021-04-07 11:15:06,273 - mmaction - INFO - Epoch [23][1440/2910] lr: 3.871e-03, eta: 1:04:30, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9773, top5_acc: 0.9992, loss_cls: 0.1079, loss: 0.1079, grad_norm: 1.7049 2021-04-07 11:15:22,490 - mmaction - INFO - Epoch [23][1460/2910] lr: 3.836e-03, eta: 1:04:12, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9701, top5_acc: 0.9992, loss_cls: 0.1129, loss: 0.1129, grad_norm: 1.7224 2021-04-07 11:15:38,809 - mmaction - INFO - Epoch [23][1480/2910] lr: 3.801e-03, eta: 1:03:55, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9742, top5_acc: 0.9986, loss_cls: 0.1046, loss: 0.1046, grad_norm: 1.6361 2021-04-07 11:15:55,046 - mmaction - INFO - Epoch [23][1500/2910] lr: 3.766e-03, eta: 1:03:37, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9752, top5_acc: 0.9996, loss_cls: 0.1043, loss: 0.1043, grad_norm: 1.6666 2021-04-07 11:16:11,307 - mmaction - INFO - Epoch [23][1520/2910] lr: 3.731e-03, eta: 1:03:19, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9734, top5_acc: 0.9994, loss_cls: 0.1093, loss: 0.1093, grad_norm: 1.7399 2021-04-07 11:16:27,548 - mmaction - INFO - Epoch [23][1540/2910] lr: 3.697e-03, eta: 1:03:01, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9746, top5_acc: 0.9994, loss_cls: 0.1032, loss: 0.1032, grad_norm: 1.6039 2021-04-07 11:16:43,801 - mmaction - INFO - Epoch [23][1560/2910] lr: 3.663e-03, eta: 1:02:44, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9756, top5_acc: 0.9990, loss_cls: 0.1026, loss: 0.1026, grad_norm: 1.6976 2021-04-07 11:16:59,996 - mmaction - INFO - Epoch [23][1580/2910] lr: 3.628e-03, eta: 1:02:26, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9992, loss_cls: 0.0985, loss: 0.0985, grad_norm: 1.5919 2021-04-07 11:17:16,261 - mmaction - INFO - Epoch [23][1600/2910] lr: 3.594e-03, eta: 1:02:08, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9781, top5_acc: 0.9996, loss_cls: 0.1010, loss: 0.1010, grad_norm: 1.6820 2021-04-07 11:17:32,490 - mmaction - INFO - Epoch [23][1620/2910] lr: 3.560e-03, eta: 1:01:50, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9705, top5_acc: 0.9982, loss_cls: 0.1138, loss: 0.1138, grad_norm: 1.8464 2021-04-07 11:17:48,590 - mmaction - INFO - Epoch [23][1640/2910] lr: 3.527e-03, eta: 1:01:32, time: 0.806, data_time: 0.003, memory: 9523, top1_acc: 0.9789, top5_acc: 0.9994, loss_cls: 0.0951, loss: 0.0951, grad_norm: 1.6078 2021-04-07 11:18:04,997 - mmaction - INFO - Epoch [23][1660/2910] lr: 3.493e-03, eta: 1:01:15, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.9764, top5_acc: 0.9994, loss_cls: 0.1037, loss: 0.1037, grad_norm: 1.6976 2021-04-07 11:18:21,319 - mmaction - INFO - Epoch [23][1680/2910] lr: 3.460e-03, eta: 1:00:57, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9771, top5_acc: 0.9994, loss_cls: 0.1030, loss: 0.1030, grad_norm: 1.6404 2021-04-07 11:18:37,610 - mmaction - INFO - Epoch [23][1700/2910] lr: 3.427e-03, eta: 1:00:39, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9785, top5_acc: 0.9988, loss_cls: 0.0983, loss: 0.0983, grad_norm: 1.6370 2021-04-07 11:18:53,816 - mmaction - INFO - Epoch [23][1720/2910] lr: 3.393e-03, eta: 1:00:21, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9754, top5_acc: 0.9994, loss_cls: 0.1036, loss: 0.1036, grad_norm: 1.6950 2021-04-07 11:19:10,153 - mmaction - INFO - Epoch [23][1740/2910] lr: 3.361e-03, eta: 1:00:04, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9990, loss_cls: 0.1029, loss: 0.1029, grad_norm: 1.6046 2021-04-07 11:19:26,456 - mmaction - INFO - Epoch [23][1760/2910] lr: 3.328e-03, eta: 0:59:46, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9748, top5_acc: 0.9994, loss_cls: 0.0977, loss: 0.0977, grad_norm: 1.6795 2021-04-07 11:19:42,612 - mmaction - INFO - Epoch [23][1780/2910] lr: 3.295e-03, eta: 0:59:28, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9746, top5_acc: 0.9994, loss_cls: 0.0991, loss: 0.0991, grad_norm: 1.6481 2021-04-07 11:19:58,875 - mmaction - INFO - Epoch [23][1800/2910] lr: 3.263e-03, eta: 0:59:10, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9990, loss_cls: 0.1019, loss: 0.1019, grad_norm: 1.6796 2021-04-07 11:20:15,139 - mmaction - INFO - Epoch [23][1820/2910] lr: 3.230e-03, eta: 0:58:53, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9727, top5_acc: 0.9990, loss_cls: 0.1064, loss: 0.1064, grad_norm: 1.7542 2021-04-07 11:20:31,356 - mmaction - INFO - Epoch [23][1840/2910] lr: 3.198e-03, eta: 0:58:35, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9768, top5_acc: 0.9990, loss_cls: 0.0973, loss: 0.0973, grad_norm: 1.6416 2021-04-07 11:20:47,674 - mmaction - INFO - Epoch [23][1860/2910] lr: 3.166e-03, eta: 0:58:17, time: 0.815, data_time: 0.000, memory: 9523, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1007, loss: 0.1007, grad_norm: 1.7476 2021-04-07 11:21:03,943 - mmaction - INFO - Epoch [23][1880/2910] lr: 3.134e-03, eta: 0:57:59, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9750, top5_acc: 0.9990, loss_cls: 0.1034, loss: 0.1034, grad_norm: 1.7102 2021-04-07 11:21:20,197 - mmaction - INFO - Epoch [23][1900/2910] lr: 3.103e-03, eta: 0:57:42, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9746, top5_acc: 0.9992, loss_cls: 0.1058, loss: 0.1058, grad_norm: 1.7366 2021-04-07 11:21:36,448 - mmaction - INFO - Epoch [23][1920/2910] lr: 3.071e-03, eta: 0:57:24, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9990, loss_cls: 0.1030, loss: 0.1030, grad_norm: 1.6821 2021-04-07 11:21:52,711 - mmaction - INFO - Epoch [23][1940/2910] lr: 3.040e-03, eta: 0:57:06, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9994, loss_cls: 0.1007, loss: 0.1007, grad_norm: 1.6867 2021-04-07 11:22:09,103 - mmaction - INFO - Epoch [23][1960/2910] lr: 3.009e-03, eta: 0:56:48, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.9775, top5_acc: 0.9986, loss_cls: 0.1026, loss: 0.1026, grad_norm: 1.6992 2021-04-07 11:22:25,337 - mmaction - INFO - Epoch [23][1980/2910] lr: 2.978e-03, eta: 0:56:31, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9789, top5_acc: 0.9998, loss_cls: 0.0951, loss: 0.0951, grad_norm: 1.5759 2021-04-07 11:22:41,585 - mmaction - INFO - Epoch [23][2000/2910] lr: 2.947e-03, eta: 0:56:13, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9783, top5_acc: 0.9992, loss_cls: 0.0981, loss: 0.0981, grad_norm: 1.6193 2021-04-07 11:22:57,779 - mmaction - INFO - Epoch [23][2020/2910] lr: 2.916e-03, eta: 0:55:55, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9738, top5_acc: 0.9990, loss_cls: 0.1072, loss: 0.1072, grad_norm: 1.7530 2021-04-07 11:23:14,073 - mmaction - INFO - Epoch [23][2040/2910] lr: 2.886e-03, eta: 0:55:37, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9748, top5_acc: 0.9988, loss_cls: 0.1049, loss: 0.1049, grad_norm: 1.6950 2021-04-07 11:23:30,334 - mmaction - INFO - Epoch [23][2060/2910] lr: 2.855e-03, eta: 0:55:20, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1015, loss: 0.1015, grad_norm: 1.7185 2021-04-07 11:23:46,583 - mmaction - INFO - Epoch [23][2080/2910] lr: 2.825e-03, eta: 0:55:02, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9732, top5_acc: 0.9988, loss_cls: 0.1086, loss: 0.1086, grad_norm: 1.7908 2021-04-07 11:24:02,739 - mmaction - INFO - Epoch [23][2100/2910] lr: 2.795e-03, eta: 0:54:44, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9770, top5_acc: 0.9992, loss_cls: 0.0978, loss: 0.0978, grad_norm: 1.6613 2021-04-07 11:24:18,997 - mmaction - INFO - Epoch [23][2120/2910] lr: 2.765e-03, eta: 0:54:26, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9768, top5_acc: 0.9988, loss_cls: 0.1006, loss: 0.1006, grad_norm: 1.6345 2021-04-07 11:24:35,229 - mmaction - INFO - Epoch [23][2140/2910] lr: 2.735e-03, eta: 0:54:09, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9797, top5_acc: 0.9996, loss_cls: 0.0978, loss: 0.0978, grad_norm: 1.6645 2021-04-07 11:24:51,445 - mmaction - INFO - Epoch [23][2160/2910] lr: 2.706e-03, eta: 0:53:51, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.0993, loss: 0.0993, grad_norm: 1.6473 2021-04-07 11:25:07,780 - mmaction - INFO - Epoch [23][2180/2910] lr: 2.676e-03, eta: 0:53:33, time: 0.818, data_time: 0.002, memory: 9523, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1023, loss: 0.1023, grad_norm: 1.6707 2021-04-07 11:25:23,998 - mmaction - INFO - Epoch [23][2200/2910] lr: 2.647e-03, eta: 0:53:16, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9744, top5_acc: 0.9996, loss_cls: 0.1011, loss: 0.1011, grad_norm: 1.7267 2021-04-07 11:25:40,283 - mmaction - INFO - Epoch [23][2220/2910] lr: 2.618e-03, eta: 0:52:58, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9758, top5_acc: 0.9990, loss_cls: 0.1055, loss: 0.1055, grad_norm: 1.7095 2021-04-07 11:25:56,509 - mmaction - INFO - Epoch [23][2240/2910] lr: 2.589e-03, eta: 0:52:40, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1053, loss: 0.1053, grad_norm: 1.7628 2021-04-07 11:26:12,761 - mmaction - INFO - Epoch [23][2260/2910] lr: 2.560e-03, eta: 0:52:22, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9764, top5_acc: 0.9986, loss_cls: 0.1002, loss: 0.1002, grad_norm: 1.6533 2021-04-07 11:26:29,215 - mmaction - INFO - Epoch [23][2280/2910] lr: 2.532e-03, eta: 0:52:05, time: 0.823, data_time: 0.001, memory: 9523, top1_acc: 0.9791, top5_acc: 0.9998, loss_cls: 0.0923, loss: 0.0923, grad_norm: 1.6048 2021-04-07 11:26:45,457 - mmaction - INFO - Epoch [23][2300/2910] lr: 2.503e-03, eta: 0:51:47, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9801, top5_acc: 0.9996, loss_cls: 0.0925, loss: 0.0925, grad_norm: 1.5389 2021-04-07 11:27:01,778 - mmaction - INFO - Epoch [23][2320/2910] lr: 2.475e-03, eta: 0:51:29, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9996, loss_cls: 0.0979, loss: 0.0979, grad_norm: 1.7162 2021-04-07 11:27:18,040 - mmaction - INFO - Epoch [23][2340/2910] lr: 2.447e-03, eta: 0:51:11, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9795, top5_acc: 0.9992, loss_cls: 0.0928, loss: 0.0928, grad_norm: 1.6186 2021-04-07 11:27:34,412 - mmaction - INFO - Epoch [23][2360/2910] lr: 2.419e-03, eta: 0:50:54, time: 0.820, data_time: 0.002, memory: 9523, top1_acc: 0.9746, top5_acc: 0.9994, loss_cls: 0.0994, loss: 0.0994, grad_norm: 1.7380 2021-04-07 11:27:50,664 - mmaction - INFO - Epoch [23][2380/2910] lr: 2.391e-03, eta: 0:50:36, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1002, loss: 0.1002, grad_norm: 1.7002 2021-04-07 11:28:06,853 - mmaction - INFO - Epoch [23][2400/2910] lr: 2.363e-03, eta: 0:50:18, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9791, top5_acc: 0.9988, loss_cls: 0.0931, loss: 0.0931, grad_norm: 1.5861 2021-04-07 11:28:23,329 - mmaction - INFO - Epoch [23][2420/2910] lr: 2.336e-03, eta: 0:50:01, time: 0.822, data_time: 0.001, memory: 9523, top1_acc: 0.9771, top5_acc: 0.9992, loss_cls: 0.0997, loss: 0.0997, grad_norm: 1.6194 2021-04-07 11:28:39,660 - mmaction - INFO - Epoch [23][2440/2910] lr: 2.309e-03, eta: 0:49:43, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9992, loss_cls: 0.0875, loss: 0.0875, grad_norm: 1.4983 2021-04-07 11:28:55,833 - mmaction - INFO - Epoch [23][2460/2910] lr: 2.281e-03, eta: 0:49:25, time: 0.809, data_time: 0.001, memory: 9523, top1_acc: 0.9779, top5_acc: 0.9988, loss_cls: 0.0970, loss: 0.0970, grad_norm: 1.6173 2021-04-07 11:29:12,074 - mmaction - INFO - Epoch [23][2480/2910] lr: 2.254e-03, eta: 0:49:07, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9768, top5_acc: 0.9996, loss_cls: 0.0975, loss: 0.0975, grad_norm: 1.7309 2021-04-07 11:29:28,259 - mmaction - INFO - Epoch [23][2500/2910] lr: 2.228e-03, eta: 0:48:50, time: 0.809, data_time: 0.007, memory: 9523, top1_acc: 0.9803, top5_acc: 1.0000, loss_cls: 0.0892, loss: 0.0892, grad_norm: 1.6160 2021-04-07 11:29:44,509 - mmaction - INFO - Epoch [23][2520/2910] lr: 2.201e-03, eta: 0:48:32, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9994, loss_cls: 0.1045, loss: 0.1045, grad_norm: 1.7580 2021-04-07 11:30:00,862 - mmaction - INFO - Epoch [23][2540/2910] lr: 2.174e-03, eta: 0:48:14, time: 0.817, data_time: 0.004, memory: 9523, top1_acc: 0.9781, top5_acc: 0.9996, loss_cls: 0.0956, loss: 0.0956, grad_norm: 1.6452 2021-04-07 11:30:17,153 - mmaction - INFO - Epoch [23][2560/2910] lr: 2.148e-03, eta: 0:47:56, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9732, top5_acc: 0.9986, loss_cls: 0.1041, loss: 0.1041, grad_norm: 1.7920 2021-04-07 11:30:33,456 - mmaction - INFO - Epoch [23][2580/2910] lr: 2.122e-03, eta: 0:47:39, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9795, top5_acc: 0.9990, loss_cls: 0.0934, loss: 0.0934, grad_norm: 1.5332 2021-04-07 11:30:49,827 - mmaction - INFO - Epoch [23][2600/2910] lr: 2.096e-03, eta: 0:47:21, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.9789, top5_acc: 0.9994, loss_cls: 0.0956, loss: 0.0956, grad_norm: 1.6296 2021-04-07 11:31:06,215 - mmaction - INFO - Epoch [23][2620/2910] lr: 2.070e-03, eta: 0:47:03, time: 0.819, data_time: 0.005, memory: 9523, top1_acc: 0.9777, top5_acc: 0.9990, loss_cls: 0.0957, loss: 0.0957, grad_norm: 1.6787 2021-04-07 11:31:22,688 - mmaction - INFO - Epoch [23][2640/2910] lr: 2.044e-03, eta: 0:46:46, time: 0.825, data_time: 0.003, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9994, loss_cls: 0.0877, loss: 0.0877, grad_norm: 1.5962 2021-04-07 11:31:38,981 - mmaction - INFO - Epoch [23][2660/2910] lr: 2.018e-03, eta: 0:46:28, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9984, loss_cls: 0.0914, loss: 0.0914, grad_norm: 1.5524 2021-04-07 11:31:55,312 - mmaction - INFO - Epoch [23][2680/2910] lr: 1.993e-03, eta: 0:46:10, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9988, loss_cls: 0.0950, loss: 0.0950, grad_norm: 1.7007 2021-04-07 11:32:11,690 - mmaction - INFO - Epoch [23][2700/2910] lr: 1.968e-03, eta: 0:45:53, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9988, loss_cls: 0.0869, loss: 0.0869, grad_norm: 1.5450 2021-04-07 11:32:27,984 - mmaction - INFO - Epoch [23][2720/2910] lr: 1.943e-03, eta: 0:45:35, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9996, loss_cls: 0.0905, loss: 0.0905, grad_norm: 1.6115 2021-04-07 11:32:44,354 - mmaction - INFO - Epoch [23][2740/2910] lr: 1.918e-03, eta: 0:45:17, time: 0.817, data_time: 0.009, memory: 9523, top1_acc: 0.9783, top5_acc: 0.9996, loss_cls: 0.0989, loss: 0.0989, grad_norm: 1.6855 2021-04-07 11:33:00,776 - mmaction - INFO - Epoch [23][2760/2910] lr: 1.893e-03, eta: 0:44:59, time: 0.821, data_time: 0.005, memory: 9523, top1_acc: 0.9754, top5_acc: 0.9994, loss_cls: 0.0975, loss: 0.0975, grad_norm: 1.7244 2021-04-07 11:33:17,051 - mmaction - INFO - Epoch [23][2780/2910] lr: 1.868e-03, eta: 0:44:42, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9758, top5_acc: 0.9990, loss_cls: 0.1002, loss: 0.1002, grad_norm: 1.6626 2021-04-07 11:33:33,297 - mmaction - INFO - Epoch [23][2800/2910] lr: 1.844e-03, eta: 0:44:24, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9783, top5_acc: 0.9990, loss_cls: 0.0899, loss: 0.0899, grad_norm: 1.6148 2021-04-07 11:33:49,586 - mmaction - INFO - Epoch [23][2820/2910] lr: 1.820e-03, eta: 0:44:06, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9840, top5_acc: 0.9998, loss_cls: 0.0871, loss: 0.0871, grad_norm: 1.6095 2021-04-07 11:34:05,872 - mmaction - INFO - Epoch [23][2840/2910] lr: 1.795e-03, eta: 0:43:49, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9787, top5_acc: 0.9996, loss_cls: 0.0940, loss: 0.0940, grad_norm: 1.7002 2021-04-07 11:34:22,129 - mmaction - INFO - Epoch [23][2860/2910] lr: 1.771e-03, eta: 0:43:31, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9771, top5_acc: 0.9986, loss_cls: 0.0975, loss: 0.0975, grad_norm: 1.7085 2021-04-07 11:34:38,530 - mmaction - INFO - Epoch [23][2880/2910] lr: 1.748e-03, eta: 0:43:13, time: 0.821, data_time: 0.003, memory: 9523, top1_acc: 0.9777, top5_acc: 0.9988, loss_cls: 0.0939, loss: 0.0939, grad_norm: 1.6437 2021-04-07 11:34:54,713 - mmaction - INFO - Epoch [23][2900/2910] lr: 1.724e-03, eta: 0:42:55, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.9771, top5_acc: 0.9994, loss_cls: 0.0943, loss: 0.0943, grad_norm: 1.6372 2021-04-07 11:35:05,365 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-07 11:41:13,707 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 11:41:14,373 - mmaction - INFO - top1_acc 0.8596 top5_acc 0.9815 2021-04-07 11:41:14,373 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 11:41:14,485 - mmaction - INFO - mean_acc 0.8726 2021-04-07 11:41:14,485 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2021-04-07 11:41:14,507 - mmaction - INFO - Epoch(val) [23][2910] top1_acc: 0.8596, top5_acc: 0.9815, mean_class_accuracy: 0.8726 2021-04-07 11:44:55,067 - mmaction - INFO - Epoch [24][20/2910] lr: 1.689e-03, eta: 0:42:37, time: 11.025, data_time: 10.201, memory: 9523, top1_acc: 0.9797, top5_acc: 0.9996, loss_cls: 0.0899, loss: 0.0899, grad_norm: 1.6743 2021-04-07 11:45:11,254 - mmaction - INFO - Epoch [24][40/2910] lr: 1.666e-03, eta: 0:42:20, time: 0.811, data_time: 0.013, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9986, loss_cls: 0.0899, loss: 0.0899, grad_norm: 1.6346 2021-04-07 11:45:27,344 - mmaction - INFO - Epoch [24][60/2910] lr: 1.642e-03, eta: 0:42:02, time: 0.805, data_time: 0.002, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0815, loss: 0.0815, grad_norm: 1.5429 2021-04-07 11:45:43,592 - mmaction - INFO - Epoch [24][80/2910] lr: 1.620e-03, eta: 0:41:44, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9996, loss_cls: 0.0868, loss: 0.0868, grad_norm: 1.5840 2021-04-07 11:45:59,809 - mmaction - INFO - Epoch [24][100/2910] lr: 1.597e-03, eta: 0:41:26, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9988, loss_cls: 0.0881, loss: 0.0881, grad_norm: 1.5658 2021-04-07 11:46:16,060 - mmaction - INFO - Epoch [24][120/2910] lr: 1.574e-03, eta: 0:41:09, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9990, loss_cls: 0.0854, loss: 0.0854, grad_norm: 1.5695 2021-04-07 11:46:32,399 - mmaction - INFO - Epoch [24][140/2910] lr: 1.552e-03, eta: 0:40:51, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9992, loss_cls: 0.0921, loss: 0.0921, grad_norm: 1.6910 2021-04-07 11:46:48,605 - mmaction - INFO - Epoch [24][160/2910] lr: 1.529e-03, eta: 0:40:33, time: 0.813, data_time: 0.006, memory: 9523, top1_acc: 0.9785, top5_acc: 0.9994, loss_cls: 0.0865, loss: 0.0865, grad_norm: 1.5761 2021-04-07 11:47:04,748 - mmaction - INFO - Epoch [24][180/2910] lr: 1.507e-03, eta: 0:40:15, time: 0.807, data_time: 0.001, memory: 9523, top1_acc: 0.9760, top5_acc: 0.9994, loss_cls: 0.0905, loss: 0.0905, grad_norm: 1.6497 2021-04-07 11:47:21,015 - mmaction - INFO - Epoch [24][200/2910] lr: 1.485e-03, eta: 0:39:58, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9797, top5_acc: 0.9994, loss_cls: 0.0873, loss: 0.0873, grad_norm: 1.5818 2021-04-07 11:47:37,330 - mmaction - INFO - Epoch [24][220/2910] lr: 1.463e-03, eta: 0:39:40, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9994, loss_cls: 0.0855, loss: 0.0855, grad_norm: 1.4720 2021-04-07 11:47:53,530 - mmaction - INFO - Epoch [24][240/2910] lr: 1.442e-03, eta: 0:39:22, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9992, loss_cls: 0.0891, loss: 0.0891, grad_norm: 1.5380 2021-04-07 11:48:09,847 - mmaction - INFO - Epoch [24][260/2910] lr: 1.420e-03, eta: 0:39:04, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9984, loss_cls: 0.0973, loss: 0.0973, grad_norm: 1.7326 2021-04-07 11:48:26,080 - mmaction - INFO - Epoch [24][280/2910] lr: 1.399e-03, eta: 0:38:47, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9990, loss_cls: 0.0858, loss: 0.0858, grad_norm: 1.6439 2021-04-07 11:48:42,395 - mmaction - INFO - Epoch [24][300/2910] lr: 1.378e-03, eta: 0:38:29, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9777, top5_acc: 0.9990, loss_cls: 0.0920, loss: 0.0920, grad_norm: 1.6356 2021-04-07 11:48:58,604 - mmaction - INFO - Epoch [24][320/2910] lr: 1.357e-03, eta: 0:38:11, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.0853, loss: 0.0853, grad_norm: 1.5048 2021-04-07 11:49:14,896 - mmaction - INFO - Epoch [24][340/2910] lr: 1.336e-03, eta: 0:37:53, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9994, loss_cls: 0.0820, loss: 0.0820, grad_norm: 1.5450 2021-04-07 11:49:31,157 - mmaction - INFO - Epoch [24][360/2910] lr: 1.315e-03, eta: 0:37:36, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9990, loss_cls: 0.0871, loss: 0.0871, grad_norm: 1.6269 2021-04-07 11:49:47,373 - mmaction - INFO - Epoch [24][380/2910] lr: 1.295e-03, eta: 0:37:18, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9795, top5_acc: 0.9996, loss_cls: 0.0895, loss: 0.0895, grad_norm: 1.5891 2021-04-07 11:50:03,674 - mmaction - INFO - Epoch [24][400/2910] lr: 1.274e-03, eta: 0:37:00, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9809, top5_acc: 0.9994, loss_cls: 0.0843, loss: 0.0843, grad_norm: 1.6068 2021-04-07 11:50:19,862 - mmaction - INFO - Epoch [24][420/2910] lr: 1.254e-03, eta: 0:36:42, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9984, loss_cls: 0.0901, loss: 0.0901, grad_norm: 1.6235 2021-04-07 11:50:36,277 - mmaction - INFO - Epoch [24][440/2910] lr: 1.234e-03, eta: 0:36:25, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9996, loss_cls: 0.0849, loss: 0.0849, grad_norm: 1.5503 2021-04-07 11:50:52,605 - mmaction - INFO - Epoch [24][460/2910] lr: 1.214e-03, eta: 0:36:07, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9791, top5_acc: 0.9992, loss_cls: 0.0883, loss: 0.0883, grad_norm: 1.6894 2021-04-07 11:51:08,834 - mmaction - INFO - Epoch [24][480/2910] lr: 1.195e-03, eta: 0:35:49, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.9816, top5_acc: 0.9992, loss_cls: 0.0850, loss: 0.0850, grad_norm: 1.6434 2021-04-07 11:51:25,178 - mmaction - INFO - Epoch [24][500/2910] lr: 1.175e-03, eta: 0:35:31, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9986, loss_cls: 0.0899, loss: 0.0899, grad_norm: 1.6316 2021-04-07 11:51:41,398 - mmaction - INFO - Epoch [24][520/2910] lr: 1.156e-03, eta: 0:35:14, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9982, loss_cls: 0.0898, loss: 0.0898, grad_norm: 1.6004 2021-04-07 11:51:57,653 - mmaction - INFO - Epoch [24][540/2910] lr: 1.136e-03, eta: 0:34:56, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9996, loss_cls: 0.0850, loss: 0.0850, grad_norm: 1.6461 2021-04-07 11:52:13,864 - mmaction - INFO - Epoch [24][560/2910] lr: 1.117e-03, eta: 0:34:38, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9998, loss_cls: 0.0928, loss: 0.0928, grad_norm: 1.7348 2021-04-07 11:52:30,099 - mmaction - INFO - Epoch [24][580/2910] lr: 1.098e-03, eta: 0:34:20, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9994, loss_cls: 0.0826, loss: 0.0826, grad_norm: 1.5596 2021-04-07 11:52:46,392 - mmaction - INFO - Epoch [24][600/2910] lr: 1.080e-03, eta: 0:34:03, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9836, top5_acc: 0.9998, loss_cls: 0.0795, loss: 0.0795, grad_norm: 1.5497 2021-04-07 11:53:02,627 - mmaction - INFO - Epoch [24][620/2910] lr: 1.061e-03, eta: 0:33:45, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9994, loss_cls: 0.0815, loss: 0.0815, grad_norm: 1.5408 2021-04-07 11:53:18,868 - mmaction - INFO - Epoch [24][640/2910] lr: 1.043e-03, eta: 0:33:27, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9996, loss_cls: 0.0819, loss: 0.0819, grad_norm: 1.4878 2021-04-07 11:53:35,181 - mmaction - INFO - Epoch [24][660/2910] lr: 1.024e-03, eta: 0:33:09, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9990, loss_cls: 0.0805, loss: 0.0805, grad_norm: 1.5176 2021-04-07 11:53:51,463 - mmaction - INFO - Epoch [24][680/2910] lr: 1.006e-03, eta: 0:32:52, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9996, loss_cls: 0.0774, loss: 0.0774, grad_norm: 1.4713 2021-04-07 11:54:07,741 - mmaction - INFO - Epoch [24][700/2910] lr: 9.883e-04, eta: 0:32:34, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9996, loss_cls: 0.0875, loss: 0.0875, grad_norm: 1.5937 2021-04-07 11:54:24,031 - mmaction - INFO - Epoch [24][720/2910] lr: 9.706e-04, eta: 0:32:16, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9809, top5_acc: 0.9994, loss_cls: 0.0839, loss: 0.0839, grad_norm: 1.6593 2021-04-07 11:54:40,369 - mmaction - INFO - Epoch [24][740/2910] lr: 9.529e-04, eta: 0:31:58, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9994, loss_cls: 0.0813, loss: 0.0813, grad_norm: 1.5024 2021-04-07 11:54:56,681 - mmaction - INFO - Epoch [24][760/2910] lr: 9.355e-04, eta: 0:31:41, time: 0.815, data_time: 0.004, memory: 9523, top1_acc: 0.9799, top5_acc: 0.9992, loss_cls: 0.0882, loss: 0.0882, grad_norm: 1.5851 2021-04-07 11:55:12,883 - mmaction - INFO - Epoch [24][780/2910] lr: 9.182e-04, eta: 0:31:23, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9996, loss_cls: 0.0833, loss: 0.0833, grad_norm: 1.5700 2021-04-07 11:55:29,112 - mmaction - INFO - Epoch [24][800/2910] lr: 9.010e-04, eta: 0:31:05, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9992, loss_cls: 0.0845, loss: 0.0845, grad_norm: 1.6377 2021-04-07 11:55:45,317 - mmaction - INFO - Epoch [24][820/2910] lr: 8.841e-04, eta: 0:30:48, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9986, loss_cls: 0.0877, loss: 0.0877, grad_norm: 1.6042 2021-04-07 11:56:01,606 - mmaction - INFO - Epoch [24][840/2910] lr: 8.672e-04, eta: 0:30:30, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9828, top5_acc: 0.9990, loss_cls: 0.0830, loss: 0.0830, grad_norm: 1.5804 2021-04-07 11:56:17,887 - mmaction - INFO - Epoch [24][860/2910] lr: 8.506e-04, eta: 0:30:12, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9990, loss_cls: 0.0832, loss: 0.0832, grad_norm: 1.4610 2021-04-07 11:56:34,065 - mmaction - INFO - Epoch [24][880/2910] lr: 8.341e-04, eta: 0:29:54, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9990, loss_cls: 0.0845, loss: 0.0845, grad_norm: 1.5926 2021-04-07 11:56:50,378 - mmaction - INFO - Epoch [24][900/2910] lr: 8.177e-04, eta: 0:29:37, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9783, top5_acc: 0.9988, loss_cls: 0.0906, loss: 0.0906, grad_norm: 1.6779 2021-04-07 11:57:06,668 - mmaction - INFO - Epoch [24][920/2910] lr: 8.016e-04, eta: 0:29:19, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9830, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.5103 2021-04-07 11:57:22,988 - mmaction - INFO - Epoch [24][940/2910] lr: 7.856e-04, eta: 0:29:01, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.9781, top5_acc: 0.9990, loss_cls: 0.0913, loss: 0.0913, grad_norm: 1.7184 2021-04-07 11:57:39,220 - mmaction - INFO - Epoch [24][960/2910] lr: 7.697e-04, eta: 0:28:43, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9805, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836, grad_norm: 1.5804 2021-04-07 11:57:55,428 - mmaction - INFO - Epoch [24][980/2910] lr: 7.540e-04, eta: 0:28:26, time: 0.810, data_time: 0.002, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9990, loss_cls: 0.0817, loss: 0.0817, grad_norm: 1.5425 2021-04-07 11:58:11,698 - mmaction - INFO - Epoch [24][1000/2910] lr: 7.385e-04, eta: 0:28:08, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9998, loss_cls: 0.0781, loss: 0.0781, grad_norm: 1.5264 2021-04-07 11:58:28,004 - mmaction - INFO - Epoch [24][1020/2910] lr: 7.231e-04, eta: 0:27:50, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9797, top5_acc: 0.9992, loss_cls: 0.0906, loss: 0.0906, grad_norm: 1.6309 2021-04-07 11:58:44,237 - mmaction - INFO - Epoch [24][1040/2910] lr: 7.079e-04, eta: 0:27:33, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9828, top5_acc: 0.9998, loss_cls: 0.0839, loss: 0.0839, grad_norm: 1.6087 2021-04-07 11:59:00,429 - mmaction - INFO - Epoch [24][1060/2910] lr: 6.929e-04, eta: 0:27:15, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9828, top5_acc: 0.9994, loss_cls: 0.0832, loss: 0.0832, grad_norm: 1.5611 2021-04-07 11:59:16,669 - mmaction - INFO - Epoch [24][1080/2910] lr: 6.780e-04, eta: 0:26:57, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9846, top5_acc: 0.9994, loss_cls: 0.0816, loss: 0.0816, grad_norm: 1.5375 2021-04-07 11:59:32,931 - mmaction - INFO - Epoch [24][1100/2910] lr: 6.633e-04, eta: 0:26:39, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9994, loss_cls: 0.0879, loss: 0.0879, grad_norm: 1.5825 2021-04-07 11:59:49,154 - mmaction - INFO - Epoch [24][1120/2910] lr: 6.487e-04, eta: 0:26:22, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9809, top5_acc: 0.9990, loss_cls: 0.0864, loss: 0.0864, grad_norm: 1.6134 2021-04-07 12:00:05,829 - mmaction - INFO - Epoch [24][1140/2910] lr: 6.343e-04, eta: 0:26:04, time: 0.832, data_time: 0.001, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9990, loss_cls: 0.0859, loss: 0.0859, grad_norm: 1.5810 2021-04-07 12:00:22,092 - mmaction - INFO - Epoch [24][1160/2910] lr: 6.201e-04, eta: 0:25:46, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.9838, top5_acc: 0.9998, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.6116 2021-04-07 12:00:38,282 - mmaction - INFO - Epoch [24][1180/2910] lr: 6.060e-04, eta: 0:25:29, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9994, loss_cls: 0.0848, loss: 0.0848, grad_norm: 1.5685 2021-04-07 12:00:54,692 - mmaction - INFO - Epoch [24][1200/2910] lr: 5.921e-04, eta: 0:25:11, time: 0.819, data_time: 0.001, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9994, loss_cls: 0.0859, loss: 0.0859, grad_norm: 1.6352 2021-04-07 12:01:11,051 - mmaction - INFO - Epoch [24][1220/2910] lr: 5.783e-04, eta: 0:24:53, time: 0.820, data_time: 0.003, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9992, loss_cls: 0.0843, loss: 0.0843, grad_norm: 1.6325 2021-04-07 12:01:27,360 - mmaction - INFO - Epoch [24][1240/2910] lr: 5.647e-04, eta: 0:24:35, time: 0.815, data_time: 0.001, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9992, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.5616 2021-04-07 12:01:43,614 - mmaction - INFO - Epoch [24][1260/2910] lr: 5.513e-04, eta: 0:24:18, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9994, loss_cls: 0.0847, loss: 0.0847, grad_norm: 1.5262 2021-04-07 12:01:59,869 - mmaction - INFO - Epoch [24][1280/2910] lr: 5.380e-04, eta: 0:24:00, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9996, loss_cls: 0.0810, loss: 0.0810, grad_norm: 1.5187 2021-04-07 12:02:16,238 - mmaction - INFO - Epoch [24][1300/2910] lr: 5.249e-04, eta: 0:23:42, time: 0.819, data_time: 0.003, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9994, loss_cls: 0.0832, loss: 0.0832, grad_norm: 1.5849 2021-04-07 12:02:32,443 - mmaction - INFO - Epoch [24][1320/2910] lr: 5.120e-04, eta: 0:23:25, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9996, loss_cls: 0.0845, loss: 0.0845, grad_norm: 1.6478 2021-04-07 12:02:48,778 - mmaction - INFO - Epoch [24][1340/2910] lr: 4.992e-04, eta: 0:23:07, time: 0.816, data_time: 0.004, memory: 9523, top1_acc: 0.9799, top5_acc: 0.9992, loss_cls: 0.0867, loss: 0.0867, grad_norm: 1.6346 2021-04-07 12:03:05,129 - mmaction - INFO - Epoch [24][1360/2910] lr: 4.866e-04, eta: 0:22:49, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9998, loss_cls: 0.0828, loss: 0.0828, grad_norm: 1.6258 2021-04-07 12:03:21,429 - mmaction - INFO - Epoch [24][1380/2910] lr: 4.741e-04, eta: 0:22:31, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.0856, loss: 0.0856, grad_norm: 1.6290 2021-04-07 12:03:37,807 - mmaction - INFO - Epoch [24][1400/2910] lr: 4.618e-04, eta: 0:22:14, time: 0.818, data_time: 0.001, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9994, loss_cls: 0.0758, loss: 0.0758, grad_norm: 1.5326 2021-04-07 12:03:54,017 - mmaction - INFO - Epoch [24][1420/2910] lr: 4.497e-04, eta: 0:21:56, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9998, loss_cls: 0.0774, loss: 0.0774, grad_norm: 1.5045 2021-04-07 12:04:10,353 - mmaction - INFO - Epoch [24][1440/2910] lr: 4.377e-04, eta: 0:21:38, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9996, loss_cls: 0.0839, loss: 0.0839, grad_norm: 1.5918 2021-04-07 12:04:26,902 - mmaction - INFO - Epoch [24][1460/2910] lr: 4.259e-04, eta: 0:21:21, time: 0.827, data_time: 0.002, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9996, loss_cls: 0.0839, loss: 0.0839, grad_norm: 1.5841 2021-04-07 12:04:43,177 - mmaction - INFO - Epoch [24][1480/2910] lr: 4.142e-04, eta: 0:21:03, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9990, loss_cls: 0.0889, loss: 0.0889, grad_norm: 1.6052 2021-04-07 12:04:59,505 - mmaction - INFO - Epoch [24][1500/2910] lr: 4.027e-04, eta: 0:20:45, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9840, top5_acc: 0.9998, loss_cls: 0.0801, loss: 0.0801, grad_norm: 1.4653 2021-04-07 12:05:15,797 - mmaction - INFO - Epoch [24][1520/2910] lr: 3.914e-04, eta: 0:20:28, time: 0.815, data_time: 0.003, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9994, loss_cls: 0.0842, loss: 0.0842, grad_norm: 1.6274 2021-04-07 12:05:32,117 - mmaction - INFO - Epoch [24][1540/2910] lr: 3.802e-04, eta: 0:20:10, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9795, top5_acc: 0.9990, loss_cls: 0.0884, loss: 0.0884, grad_norm: 1.6830 2021-04-07 12:05:48,457 - mmaction - INFO - Epoch [24][1560/2910] lr: 3.692e-04, eta: 0:19:52, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9996, loss_cls: 0.0858, loss: 0.0858, grad_norm: 1.5910 2021-04-07 12:06:04,756 - mmaction - INFO - Epoch [24][1580/2910] lr: 3.584e-04, eta: 0:19:34, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9838, top5_acc: 0.9996, loss_cls: 0.0814, loss: 0.0814, grad_norm: 1.5874 2021-04-07 12:06:21,034 - mmaction - INFO - Epoch [24][1600/2910] lr: 3.477e-04, eta: 0:19:17, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9992, loss_cls: 0.0914, loss: 0.0914, grad_norm: 1.7505 2021-04-07 12:06:37,374 - mmaction - INFO - Epoch [24][1620/2910] lr: 3.371e-04, eta: 0:18:59, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9996, loss_cls: 0.0806, loss: 0.0806, grad_norm: 1.5271 2021-04-07 12:06:53,608 - mmaction - INFO - Epoch [24][1640/2910] lr: 3.268e-04, eta: 0:18:41, time: 0.813, data_time: 0.004, memory: 9523, top1_acc: 0.9840, top5_acc: 0.9996, loss_cls: 0.0781, loss: 0.0781, grad_norm: 1.4724 2021-04-07 12:07:09,977 - mmaction - INFO - Epoch [24][1660/2910] lr: 3.166e-04, eta: 0:18:24, time: 0.817, data_time: 0.001, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0796, loss: 0.0796, grad_norm: 1.5386 2021-04-07 12:07:26,326 - mmaction - INFO - Epoch [24][1680/2910] lr: 3.065e-04, eta: 0:18:06, time: 0.818, data_time: 0.004, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0824, loss: 0.0824, grad_norm: 1.5655 2021-04-07 12:07:42,588 - mmaction - INFO - Epoch [24][1700/2910] lr: 2.967e-04, eta: 0:17:48, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9998, loss_cls: 0.0796, loss: 0.0796, grad_norm: 1.4709 2021-04-07 12:07:58,758 - mmaction - INFO - Epoch [24][1720/2910] lr: 2.870e-04, eta: 0:17:31, time: 0.808, data_time: 0.002, memory: 9523, top1_acc: 0.9840, top5_acc: 0.9996, loss_cls: 0.0777, loss: 0.0777, grad_norm: 1.5380 2021-04-07 12:08:15,061 - mmaction - INFO - Epoch [24][1740/2910] lr: 2.774e-04, eta: 0:17:13, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9992, loss_cls: 0.0795, loss: 0.0795, grad_norm: 1.5807 2021-04-07 12:08:31,285 - mmaction - INFO - Epoch [24][1760/2910] lr: 2.680e-04, eta: 0:16:55, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9996, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.6754 2021-04-07 12:08:47,577 - mmaction - INFO - Epoch [24][1780/2910] lr: 2.588e-04, eta: 0:16:38, time: 0.816, data_time: 0.001, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9996, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.5815 2021-04-07 12:09:03,776 - mmaction - INFO - Epoch [24][1800/2910] lr: 2.497e-04, eta: 0:16:20, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.9846, top5_acc: 0.9994, loss_cls: 0.0744, loss: 0.0744, grad_norm: 1.4462 2021-04-07 12:09:19,952 - mmaction - INFO - Epoch [24][1820/2910] lr: 2.408e-04, eta: 0:16:02, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9994, loss_cls: 0.0813, loss: 0.0813, grad_norm: 1.5137 2021-04-07 12:09:36,191 - mmaction - INFO - Epoch [24][1840/2910] lr: 2.321e-04, eta: 0:15:45, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9996, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.6383 2021-04-07 12:09:52,526 - mmaction - INFO - Epoch [24][1860/2910] lr: 2.235e-04, eta: 0:15:27, time: 0.817, data_time: 0.007, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.0876, loss: 0.0876, grad_norm: 1.5751 2021-04-07 12:10:08,886 - mmaction - INFO - Epoch [24][1880/2910] lr: 2.150e-04, eta: 0:15:09, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9990, loss_cls: 0.0842, loss: 0.0842, grad_norm: 1.5457 2021-04-07 12:10:25,205 - mmaction - INFO - Epoch [24][1900/2910] lr: 2.068e-04, eta: 0:14:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9836, top5_acc: 0.9996, loss_cls: 0.0828, loss: 0.0828, grad_norm: 1.5775 2021-04-07 12:10:41,413 - mmaction - INFO - Epoch [24][1920/2910] lr: 1.987e-04, eta: 0:14:34, time: 0.812, data_time: 0.005, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9996, loss_cls: 0.0805, loss: 0.0805, grad_norm: 1.5416 2021-04-07 12:10:57,872 - mmaction - INFO - Epoch [24][1940/2910] lr: 1.907e-04, eta: 0:14:16, time: 0.824, data_time: 0.001, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9996, loss_cls: 0.0740, loss: 0.0740, grad_norm: 1.4473 2021-04-07 12:11:14,186 - mmaction - INFO - Epoch [24][1960/2910] lr: 1.830e-04, eta: 0:13:58, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9828, top5_acc: 0.9990, loss_cls: 0.0793, loss: 0.0793, grad_norm: 1.5543 2021-04-07 12:11:30,510 - mmaction - INFO - Epoch [24][1980/2910] lr: 1.754e-04, eta: 0:13:41, time: 0.816, data_time: 0.003, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9990, loss_cls: 0.0825, loss: 0.0825, grad_norm: 1.5379 2021-04-07 12:11:46,718 - mmaction - INFO - Epoch [24][2000/2910] lr: 1.679e-04, eta: 0:13:23, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9996, loss_cls: 0.0833, loss: 0.0833, grad_norm: 1.5823 2021-04-07 12:12:02,966 - mmaction - INFO - Epoch [24][2020/2910] lr: 1.606e-04, eta: 0:13:05, time: 0.811, data_time: 0.003, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0765, loss: 0.0765, grad_norm: 1.5141 2021-04-07 12:12:19,233 - mmaction - INFO - Epoch [24][2040/2910] lr: 1.535e-04, eta: 0:12:48, time: 0.814, data_time: 0.005, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9994, loss_cls: 0.0792, loss: 0.0792, grad_norm: 1.5448 2021-04-07 12:12:35,523 - mmaction - INFO - Epoch [24][2060/2910] lr: 1.465e-04, eta: 0:12:30, time: 0.814, data_time: 0.004, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9996, loss_cls: 0.0792, loss: 0.0792, grad_norm: 1.5157 2021-04-07 12:12:51,848 - mmaction - INFO - Epoch [24][2080/2910] lr: 1.397e-04, eta: 0:12:12, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9994, loss_cls: 0.0842, loss: 0.0842, grad_norm: 1.6049 2021-04-07 12:13:08,113 - mmaction - INFO - Epoch [24][2100/2910] lr: 1.331e-04, eta: 0:11:55, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9801, top5_acc: 0.9998, loss_cls: 0.0826, loss: 0.0826, grad_norm: 1.6051 2021-04-07 12:13:24,354 - mmaction - INFO - Epoch [24][2120/2910] lr: 1.266e-04, eta: 0:11:37, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9857, top5_acc: 0.9996, loss_cls: 0.0753, loss: 0.0753, grad_norm: 1.4254 2021-04-07 12:13:40,648 - mmaction - INFO - Epoch [24][2140/2910] lr: 1.203e-04, eta: 0:11:19, time: 0.817, data_time: 0.005, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9994, loss_cls: 0.0777, loss: 0.0777, grad_norm: 1.4205 2021-04-07 12:13:56,930 - mmaction - INFO - Epoch [24][2160/2910] lr: 1.141e-04, eta: 0:11:02, time: 0.813, data_time: 0.000, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9998, loss_cls: 0.0774, loss: 0.0774, grad_norm: 1.5316 2021-04-07 12:14:13,278 - mmaction - INFO - Epoch [24][2180/2910] lr: 1.081e-04, eta: 0:10:44, time: 0.816, data_time: 0.002, memory: 9523, top1_acc: 0.9861, top5_acc: 0.9996, loss_cls: 0.0741, loss: 0.0741, grad_norm: 1.4823 2021-04-07 12:14:29,428 - mmaction - INFO - Epoch [24][2200/2910] lr: 1.023e-04, eta: 0:10:26, time: 0.810, data_time: 0.005, memory: 9523, top1_acc: 0.9828, top5_acc: 0.9996, loss_cls: 0.0809, loss: 0.0809, grad_norm: 1.5411 2021-04-07 12:14:45,674 - mmaction - INFO - Epoch [24][2220/2910] lr: 9.661e-05, eta: 0:10:09, time: 0.812, data_time: 0.001, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9998, loss_cls: 0.0848, loss: 0.0848, grad_norm: 1.6823 2021-04-07 12:15:02,004 - mmaction - INFO - Epoch [24][2240/2910] lr: 9.110e-05, eta: 0:09:51, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9830, top5_acc: 0.9998, loss_cls: 0.0783, loss: 0.0783, grad_norm: 1.5174 2021-04-07 12:15:18,352 - mmaction - INFO - Epoch [24][2260/2910] lr: 8.575e-05, eta: 0:09:33, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9992, loss_cls: 0.0787, loss: 0.0787, grad_norm: 1.5880 2021-04-07 12:15:34,555 - mmaction - INFO - Epoch [24][2280/2910] lr: 8.056e-05, eta: 0:09:16, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9992, loss_cls: 0.0826, loss: 0.0826, grad_norm: 1.5808 2021-04-07 12:15:50,802 - mmaction - INFO - Epoch [24][2300/2910] lr: 7.553e-05, eta: 0:08:58, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9988, loss_cls: 0.0865, loss: 0.0865, grad_norm: 1.5346 2021-04-07 12:16:07,068 - mmaction - INFO - Epoch [24][2320/2910] lr: 7.067e-05, eta: 0:08:40, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9994, loss_cls: 0.0812, loss: 0.0812, grad_norm: 1.6071 2021-04-07 12:16:23,293 - mmaction - INFO - Epoch [24][2340/2910] lr: 6.597e-05, eta: 0:08:23, time: 0.812, data_time: 0.003, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9998, loss_cls: 0.0782, loss: 0.0782, grad_norm: 1.4772 2021-04-07 12:16:39,594 - mmaction - INFO - Epoch [24][2360/2910] lr: 6.143e-05, eta: 0:08:05, time: 0.814, data_time: 0.002, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9998, loss_cls: 0.0802, loss: 0.0802, grad_norm: 1.6088 2021-04-07 12:16:55,795 - mmaction - INFO - Epoch [24][2380/2910] lr: 5.705e-05, eta: 0:07:47, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9842, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742, grad_norm: 1.4544 2021-04-07 12:17:12,004 - mmaction - INFO - Epoch [24][2400/2910] lr: 5.283e-05, eta: 0:07:30, time: 0.812, data_time: 0.004, memory: 9523, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0778, loss: 0.0778, grad_norm: 1.5450 2021-04-07 12:17:28,285 - mmaction - INFO - Epoch [24][2420/2910] lr: 4.878e-05, eta: 0:07:12, time: 0.814, data_time: 0.000, memory: 9523, top1_acc: 0.9797, top5_acc: 0.9992, loss_cls: 0.0881, loss: 0.0881, grad_norm: 1.5465 2021-04-07 12:17:44,575 - mmaction - INFO - Epoch [24][2440/2910] lr: 4.489e-05, eta: 0:06:54, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9809, top5_acc: 0.9998, loss_cls: 0.0769, loss: 0.0769, grad_norm: 1.5349 2021-04-07 12:18:00,764 - mmaction - INFO - Epoch [24][2460/2910] lr: 4.116e-05, eta: 0:06:37, time: 0.811, data_time: 0.005, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9990, loss_cls: 0.0880, loss: 0.0880, grad_norm: 1.6235 2021-04-07 12:18:16,934 - mmaction - INFO - Epoch [24][2480/2910] lr: 3.759e-05, eta: 0:06:19, time: 0.808, data_time: 0.001, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9996, loss_cls: 0.0818, loss: 0.0818, grad_norm: 1.5310 2021-04-07 12:18:33,207 - mmaction - INFO - Epoch [24][2500/2910] lr: 3.418e-05, eta: 0:06:01, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0794, loss: 0.0794, grad_norm: 1.5124 2021-04-07 12:18:49,530 - mmaction - INFO - Epoch [24][2520/2910] lr: 3.093e-05, eta: 0:05:44, time: 0.817, data_time: 0.003, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9990, loss_cls: 0.0891, loss: 0.0891, grad_norm: 1.6365 2021-04-07 12:19:05,841 - mmaction - INFO - Epoch [24][2540/2910] lr: 2.785e-05, eta: 0:05:26, time: 0.815, data_time: 0.002, memory: 9523, top1_acc: 0.9801, top5_acc: 0.9996, loss_cls: 0.0831, loss: 0.0831, grad_norm: 1.5496 2021-04-07 12:19:22,080 - mmaction - INFO - Epoch [24][2560/2910] lr: 2.493e-05, eta: 0:05:08, time: 0.814, data_time: 0.003, memory: 9523, top1_acc: 0.9859, top5_acc: 0.9994, loss_cls: 0.0742, loss: 0.0742, grad_norm: 1.4799 2021-04-07 12:19:38,389 - mmaction - INFO - Epoch [24][2580/2910] lr: 2.217e-05, eta: 0:04:51, time: 0.814, data_time: 0.001, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9996, loss_cls: 0.0785, loss: 0.0785, grad_norm: 1.5588 2021-04-07 12:19:54,744 - mmaction - INFO - Epoch [24][2600/2910] lr: 1.957e-05, eta: 0:04:33, time: 0.818, data_time: 0.003, memory: 9523, top1_acc: 0.9840, top5_acc: 0.9994, loss_cls: 0.0758, loss: 0.0758, grad_norm: 1.4481 2021-04-07 12:20:11,084 - mmaction - INFO - Epoch [24][2620/2910] lr: 1.713e-05, eta: 0:04:15, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9990, loss_cls: 0.0830, loss: 0.0830, grad_norm: 1.5532 2021-04-07 12:20:27,259 - mmaction - INFO - Epoch [24][2640/2910] lr: 1.486e-05, eta: 0:03:58, time: 0.809, data_time: 0.002, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9992, loss_cls: 0.0790, loss: 0.0790, grad_norm: 1.5827 2021-04-07 12:20:43,507 - mmaction - INFO - Epoch [24][2660/2910] lr: 1.275e-05, eta: 0:03:40, time: 0.812, data_time: 0.002, memory: 9523, top1_acc: 0.9809, top5_acc: 0.9990, loss_cls: 0.0856, loss: 0.0856, grad_norm: 1.6374 2021-04-07 12:20:59,740 - mmaction - INFO - Epoch [24][2680/2910] lr: 1.080e-05, eta: 0:03:22, time: 0.813, data_time: 0.002, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9992, loss_cls: 0.0798, loss: 0.0798, grad_norm: 1.5615 2021-04-07 12:21:15,975 - mmaction - INFO - Epoch [24][2700/2910] lr: 9.009e-06, eta: 0:03:05, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9992, loss_cls: 0.0841, loss: 0.0841, grad_norm: 1.5821 2021-04-07 12:21:32,384 - mmaction - INFO - Epoch [24][2720/2910] lr: 7.382e-06, eta: 0:02:47, time: 0.822, data_time: 0.002, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9992, loss_cls: 0.0848, loss: 0.0848, grad_norm: 1.6408 2021-04-07 12:21:48,707 - mmaction - INFO - Epoch [24][2740/2910] lr: 5.917e-06, eta: 0:02:29, time: 0.817, data_time: 0.002, memory: 9523, top1_acc: 0.9846, top5_acc: 0.9996, loss_cls: 0.0776, loss: 0.0776, grad_norm: 1.4507 2021-04-07 12:22:05,009 - mmaction - INFO - Epoch [24][2760/2910] lr: 4.614e-06, eta: 0:02:12, time: 0.813, data_time: 0.001, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9996, loss_cls: 0.0816, loss: 0.0816, grad_norm: 1.6178 2021-04-07 12:22:21,219 - mmaction - INFO - Epoch [24][2780/2910] lr: 3.472e-06, eta: 0:01:54, time: 0.813, data_time: 0.003, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9994, loss_cls: 0.0855, loss: 0.0855, grad_norm: 1.6351 2021-04-07 12:22:37,427 - mmaction - INFO - Epoch [24][2800/2910] lr: 2.493e-06, eta: 0:01:37, time: 0.810, data_time: 0.001, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9996, loss_cls: 0.0836, loss: 0.0836, grad_norm: 1.6049 2021-04-07 12:22:53,621 - mmaction - INFO - Epoch [24][2820/2910] lr: 1.676e-06, eta: 0:01:19, time: 0.810, data_time: 0.003, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9992, loss_cls: 0.0846, loss: 0.0846, grad_norm: 1.6067 2021-04-07 12:23:10,030 - mmaction - INFO - Epoch [24][2840/2910] lr: 1.020e-06, eta: 0:01:01, time: 0.820, data_time: 0.001, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9994, loss_cls: 0.0828, loss: 0.0828, grad_norm: 1.5708 2021-04-07 12:23:26,256 - mmaction - INFO - Epoch [24][2860/2910] lr: 5.263e-07, eta: 0:00:44, time: 0.811, data_time: 0.002, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9996, loss_cls: 0.0806, loss: 0.0806, grad_norm: 1.5421 2021-04-07 12:23:42,638 - mmaction - INFO - Epoch [24][2880/2910] lr: 1.945e-07, eta: 0:00:26, time: 0.821, data_time: 0.002, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9988, loss_cls: 0.0825, loss: 0.0825, grad_norm: 1.5500 2021-04-07 12:23:58,901 - mmaction - INFO - Epoch [24][2900/2910] lr: 2.448e-08, eta: 0:00:08, time: 0.811, data_time: 0.001, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9990, loss_cls: 0.0849, loss: 0.0849, grad_norm: 1.6072 2021-04-07 12:24:09,717 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-07 12:30:33,656 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 12:30:34,324 - mmaction - INFO - top1_acc 0.8596 top5_acc 0.9814 2021-04-07 12:30:34,324 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 12:30:34,439 - mmaction - INFO - mean_acc 0.8732 2021-04-07 12:30:34,461 - mmaction - INFO - Epoch(val) [24][2910] top1_acc: 0.8596, top5_acc: 0.9814, mean_class_accuracy: 0.8732 2021-04-07 12:30:38,436 - mmaction - INFO - 50919 videos remain after valid thresholding