2021-04-26 01:41:03,967 - 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/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 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: 4.2.0 MMCV: 1.3.0 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.12.0+5cd9a19 ------------------------------------------------------------ 2021-04-26 01:41:03,968 - mmaction - INFO - Distributed training: True 2021-04-26 01:41:03,968 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/models/tsn_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips=None)) /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/schedules/sgd_100e.py # optimizer optimizer = dict( type='SGD', lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/recognition/tsn/tsn_r50_video_1x1x16_100e_diving_rgb.py _base_ = [ '../../_base_/models/tsn_r50.py', '../../_base_/schedules/sgd_100e.py', '../../_base_/default_runtime.py' ] # dataset settings dataset_type = 'VideoDataset' data_root = 'data/diving/videos' data_root_val = 'data/diving/videos' ann_file_train = 'data/diving/diving_train_video_anno.txt' ann_file_val = 'data/diving/diving_val_video_anno.txt' ann_file_test = 'data/diving/diving_val_video_anno.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16), dict(type='DecordDecode'), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=4, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy']) # runtime settings work_dir = './work_dirs/tsn_r50_video_1x1x16_100e_diving_rgb/' optimizer = dict( type='SGD', lr=0.01 / 8, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) 2021-04-26 01:41:11,785 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-04-26 01:41:16,399 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-221, work_dir: /mnt/lustre/linjintao/try/mmaction2_trt/work_dirs/tsn_r50_video_1x1x16_100e_diving_rgb 2021-04-26 01:41:16,399 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2021-04-26 01:42:41,568 - mmaction - INFO - Epoch [1][20/470] lr: 1.250e-03, eta: 2 days, 7:32:57, time: 4.257, data_time: 3.572, memory: 5701, top1_acc: 0.0531, top5_acc: 0.2109, loss_cls: 5.2975, loss: 5.2975, grad_norm: 6.1546 2021-04-26 01:42:49,418 - mmaction - INFO - Epoch [1][40/470] lr: 1.250e-03, eta: 1 day, 6:19:55, time: 0.394, data_time: 0.003, memory: 5701, top1_acc: 0.0469, top5_acc: 0.2875, loss_cls: 4.0393, loss: 4.0393, grad_norm: 5.7588 2021-04-26 01:42:57,341 - mmaction - INFO - Epoch [1][60/470] lr: 1.250e-03, eta: 21:56:01, time: 0.396, data_time: 0.002, memory: 5701, top1_acc: 0.0484, top5_acc: 0.2359, loss_cls: 3.8359, loss: 3.8359, grad_norm: 5.5786 2021-04-26 01:43:05,241 - mmaction - INFO - Epoch [1][80/470] lr: 1.250e-03, eta: 17:43:51, time: 0.395, data_time: 0.002, memory: 5701, top1_acc: 0.0688, top5_acc: 0.2828, loss_cls: 3.7209, loss: 3.7209, grad_norm: 5.4437 2021-04-26 01:43:13,085 - mmaction - INFO - Epoch [1][100/470] lr: 1.250e-03, eta: 15:12:02, time: 0.392, data_time: 0.000, memory: 5701, top1_acc: 0.0688, top5_acc: 0.3031, loss_cls: 3.6350, loss: 3.6350, grad_norm: 5.4437 2021-04-26 01:43:21,046 - mmaction - INFO - Epoch [1][120/470] lr: 1.250e-03, eta: 13:31:30, time: 0.398, data_time: 0.003, memory: 5701, top1_acc: 0.0625, top5_acc: 0.2594, loss_cls: 3.6381, loss: 3.6381, grad_norm: 5.4064 2021-04-26 01:43:28,956 - mmaction - INFO - Epoch [1][140/470] lr: 1.250e-03, eta: 12:19:26, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.0719, top5_acc: 0.2922, loss_cls: 3.5918, loss: 3.5918, grad_norm: 5.4283 2021-04-26 01:43:36,928 - mmaction - INFO - Epoch [1][160/470] lr: 1.250e-03, eta: 11:25:35, time: 0.398, data_time: 0.003, memory: 5701, top1_acc: 0.0781, top5_acc: 0.2875, loss_cls: 3.5828, loss: 3.5828, grad_norm: 5.5017 2021-04-26 01:43:44,852 - mmaction - INFO - Epoch [1][180/470] lr: 1.250e-03, eta: 10:43:31, time: 0.397, data_time: 0.001, memory: 5701, top1_acc: 0.1000, top5_acc: 0.3453, loss_cls: 3.4821, loss: 3.4821, grad_norm: 5.5617 2021-04-26 01:43:52,825 - mmaction - INFO - Epoch [1][200/470] lr: 1.250e-03, eta: 10:10:00, time: 0.398, data_time: 0.003, memory: 5701, top1_acc: 0.0891, top5_acc: 0.3531, loss_cls: 3.4817, loss: 3.4817, grad_norm: 5.5240 2021-04-26 01:44:00,727 - mmaction - INFO - Epoch [1][220/470] lr: 1.250e-03, eta: 9:42:18, time: 0.395, data_time: 0.001, memory: 5701, top1_acc: 0.0891, top5_acc: 0.3406, loss_cls: 3.4290, loss: 3.4290, grad_norm: 5.4390 2021-04-26 01:44:08,712 - mmaction - INFO - Epoch [1][240/470] lr: 1.250e-03, eta: 9:19:28, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.1187, top5_acc: 0.3625, loss_cls: 3.4264, loss: 3.4264, grad_norm: 5.5288 2021-04-26 01:44:16,641 - mmaction - INFO - Epoch [1][260/470] lr: 1.250e-03, eta: 8:59:58, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.0922, top5_acc: 0.3609, loss_cls: 3.3933, loss: 3.3933, grad_norm: 5.6097 2021-04-26 01:44:24,669 - mmaction - INFO - Epoch [1][280/470] lr: 1.250e-03, eta: 8:43:31, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.0875, top5_acc: 0.3609, loss_cls: 3.4517, loss: 3.4517, grad_norm: 5.6863 2021-04-26 01:44:32,690 - mmaction - INFO - Epoch [1][300/470] lr: 1.250e-03, eta: 8:29:14, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.0938, top5_acc: 0.3688, loss_cls: 3.3795, loss: 3.3795, grad_norm: 5.6417 2021-04-26 01:44:40,768 - mmaction - INFO - Epoch [1][320/470] lr: 1.250e-03, eta: 8:16:50, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.0719, top5_acc: 0.3688, loss_cls: 3.4124, loss: 3.4124, grad_norm: 5.8298 2021-04-26 01:44:48,780 - mmaction - INFO - Epoch [1][340/470] lr: 1.250e-03, eta: 8:05:44, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.0922, top5_acc: 0.3766, loss_cls: 3.4015, loss: 3.4015, grad_norm: 5.8482 2021-04-26 01:44:56,842 - mmaction - INFO - Epoch [1][360/470] lr: 1.250e-03, eta: 7:55:58, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.0781, top5_acc: 0.3547, loss_cls: 3.3757, loss: 3.3757, grad_norm: 5.8182 2021-04-26 01:45:06,307 - mmaction - INFO - Epoch [1][380/470] lr: 1.250e-03, eta: 7:50:04, time: 0.473, data_time: 0.073, memory: 5701, top1_acc: 0.0875, top5_acc: 0.3875, loss_cls: 3.3182, loss: 3.3182, grad_norm: 5.5547 2021-04-26 01:45:14,393 - mmaction - INFO - Epoch [1][400/470] lr: 1.250e-03, eta: 7:42:04, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.1141, top5_acc: 0.4484, loss_cls: 3.2476, loss: 3.2476, grad_norm: 5.6822 2021-04-26 01:45:22,431 - mmaction - INFO - Epoch [1][420/470] lr: 1.250e-03, eta: 7:34:45, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.0984, top5_acc: 0.3703, loss_cls: 3.3261, loss: 3.3261, grad_norm: 5.8264 2021-04-26 01:45:30,559 - mmaction - INFO - Epoch [1][440/470] lr: 1.250e-03, eta: 7:28:13, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.1125, top5_acc: 0.4062, loss_cls: 3.2940, loss: 3.2940, grad_norm: 5.7176 2021-04-26 01:45:38,607 - mmaction - INFO - Epoch [1][460/470] lr: 1.250e-03, eta: 7:22:06, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.1000, top5_acc: 0.4078, loss_cls: 3.2916, loss: 3.2916, grad_norm: 5.7003 2021-04-26 01:45:43,797 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-26 01:47:02,408 - mmaction - INFO - Epoch [2][20/470] lr: 1.250e-03, eta: 8:58:12, time: 3.901, data_time: 3.501, memory: 5701, top1_acc: 0.1109, top5_acc: 0.4172, loss_cls: 3.2276, loss: 3.2276, grad_norm: 5.7548 2021-04-26 01:47:10,385 - mmaction - INFO - Epoch [2][40/470] lr: 1.250e-03, eta: 8:49:02, time: 0.400, data_time: 0.004, memory: 5701, top1_acc: 0.1406, top5_acc: 0.4203, loss_cls: 3.2354, loss: 3.2354, grad_norm: 5.8655 2021-04-26 01:47:18,324 - mmaction - INFO - Epoch [2][60/470] lr: 1.250e-03, eta: 8:40:28, time: 0.397, data_time: 0.002, memory: 5701, top1_acc: 0.1234, top5_acc: 0.4156, loss_cls: 3.2275, loss: 3.2275, grad_norm: 5.8926 2021-04-26 01:47:26,300 - mmaction - INFO - Epoch [2][80/470] lr: 1.250e-03, eta: 8:32:33, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.1266, top5_acc: 0.4250, loss_cls: 3.2352, loss: 3.2352, grad_norm: 5.8858 2021-04-26 01:47:34,273 - mmaction - INFO - Epoch [2][100/470] lr: 1.250e-03, eta: 8:25:11, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.1344, top5_acc: 0.4422, loss_cls: 3.1865, loss: 3.1865, grad_norm: 5.6980 2021-04-26 01:47:42,297 - mmaction - INFO - Epoch [2][120/470] lr: 1.250e-03, eta: 8:18:22, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.1000, top5_acc: 0.4344, loss_cls: 3.1855, loss: 3.1855, grad_norm: 5.8654 2021-04-26 01:47:50,307 - mmaction - INFO - Epoch [2][140/470] lr: 1.250e-03, eta: 8:11:58, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.1078, top5_acc: 0.4000, loss_cls: 3.2291, loss: 3.2291, grad_norm: 5.7712 2021-04-26 01:47:58,363 - mmaction - INFO - Epoch [2][160/470] lr: 1.250e-03, eta: 8:06:02, time: 0.403, data_time: 0.003, memory: 5701, top1_acc: 0.1359, top5_acc: 0.4422, loss_cls: 3.1903, loss: 3.1903, grad_norm: 5.9395 2021-04-26 01:48:06,430 - mmaction - INFO - Epoch [2][180/470] lr: 1.250e-03, eta: 8:00:26, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.1281, top5_acc: 0.4141, loss_cls: 3.1789, loss: 3.1789, grad_norm: 5.8307 2021-04-26 01:48:14,498 - mmaction - INFO - Epoch [2][200/470] lr: 1.250e-03, eta: 7:55:11, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.1391, top5_acc: 0.4891, loss_cls: 3.1342, loss: 3.1342, grad_norm: 5.7969 2021-04-26 01:48:22,602 - mmaction - INFO - Epoch [2][220/470] lr: 1.250e-03, eta: 7:50:18, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.1359, top5_acc: 0.4922, loss_cls: 3.1302, loss: 3.1302, grad_norm: 5.8642 2021-04-26 01:48:30,662 - mmaction - INFO - Epoch [2][240/470] lr: 1.250e-03, eta: 7:45:37, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.1484, top5_acc: 0.4484, loss_cls: 3.1468, loss: 3.1468, grad_norm: 5.7121 2021-04-26 01:48:38,705 - mmaction - INFO - Epoch [2][260/470] lr: 1.250e-03, eta: 7:41:08, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.1375, top5_acc: 0.4500, loss_cls: 3.0742, loss: 3.0742, grad_norm: 5.7968 2021-04-26 01:48:46,839 - mmaction - INFO - Epoch [2][280/470] lr: 1.250e-03, eta: 7:37:02, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.1609, top5_acc: 0.5062, loss_cls: 3.0277, loss: 3.0277, grad_norm: 5.8756 2021-04-26 01:48:54,917 - mmaction - INFO - Epoch [2][300/470] lr: 1.250e-03, eta: 7:33:02, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.1437, top5_acc: 0.4781, loss_cls: 3.0925, loss: 3.0925, grad_norm: 5.7143 2021-04-26 01:49:03,035 - mmaction - INFO - Epoch [2][320/470] lr: 1.250e-03, eta: 7:29:18, time: 0.407, data_time: 0.002, memory: 5701, top1_acc: 0.1734, top5_acc: 0.4813, loss_cls: 3.0595, loss: 3.0595, grad_norm: 5.6604 2021-04-26 01:49:11,143 - mmaction - INFO - Epoch [2][340/470] lr: 1.250e-03, eta: 7:25:43, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.1594, top5_acc: 0.5078, loss_cls: 3.0173, loss: 3.0173, grad_norm: 5.6636 2021-04-26 01:49:19,267 - mmaction - INFO - Epoch [2][360/470] lr: 1.250e-03, eta: 7:22:19, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.1516, top5_acc: 0.5250, loss_cls: 2.9709, loss: 2.9709, grad_norm: 5.8354 2021-04-26 01:49:27,405 - mmaction - INFO - Epoch [2][380/470] lr: 1.250e-03, eta: 7:19:05, time: 0.407, data_time: 0.001, memory: 5701, top1_acc: 0.1516, top5_acc: 0.4859, loss_cls: 3.0814, loss: 3.0814, grad_norm: 5.7066 2021-04-26 01:49:35,575 - mmaction - INFO - Epoch [2][400/470] lr: 1.250e-03, eta: 7:16:02, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.1906, top5_acc: 0.5094, loss_cls: 3.0175, loss: 3.0175, grad_norm: 5.8264 2021-04-26 01:49:43,637 - mmaction - INFO - Epoch [2][420/470] lr: 1.250e-03, eta: 7:13:00, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.1922, top5_acc: 0.5125, loss_cls: 3.0158, loss: 3.0158, grad_norm: 5.7992 2021-04-26 01:49:51,841 - mmaction - INFO - Epoch [2][440/470] lr: 1.250e-03, eta: 7:10:14, time: 0.410, data_time: 0.005, memory: 5701, top1_acc: 0.1734, top5_acc: 0.5500, loss_cls: 2.9462, loss: 2.9462, grad_norm: 5.7665 2021-04-26 01:49:59,986 - mmaction - INFO - Epoch [2][460/470] lr: 1.250e-03, eta: 7:07:32, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.1984, top5_acc: 0.5500, loss_cls: 2.9323, loss: 2.9323, grad_norm: 5.7673 2021-04-26 01:50:07,102 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-26 01:51:14,146 - mmaction - INFO - Epoch [3][20/470] lr: 1.250e-03, eta: 7:45:46, time: 3.245, data_time: 2.823, memory: 5701, top1_acc: 0.1906, top5_acc: 0.5469, loss_cls: 2.9364, loss: 2.9364, grad_norm: 5.7525 2021-04-26 01:51:22,137 - mmaction - INFO - Epoch [3][40/470] lr: 1.250e-03, eta: 7:42:21, time: 0.401, data_time: 0.006, memory: 5701, top1_acc: 0.1938, top5_acc: 0.5437, loss_cls: 2.8863, loss: 2.8863, grad_norm: 5.8180 2021-04-26 01:51:30,071 - mmaction - INFO - Epoch [3][60/470] lr: 1.250e-03, eta: 7:38:59, time: 0.396, data_time: 0.000, memory: 5701, top1_acc: 0.2234, top5_acc: 0.5531, loss_cls: 2.8410, loss: 2.8410, grad_norm: 5.7989 2021-04-26 01:51:38,113 - mmaction - INFO - Epoch [3][80/470] lr: 1.250e-03, eta: 7:35:49, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.2234, top5_acc: 0.5578, loss_cls: 2.8666, loss: 2.8666, grad_norm: 5.9937 2021-04-26 01:51:46,089 - mmaction - INFO - Epoch [3][100/470] lr: 1.250e-03, eta: 7:32:44, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.2078, top5_acc: 0.5469, loss_cls: 2.8707, loss: 2.8707, grad_norm: 5.8035 2021-04-26 01:51:54,141 - mmaction - INFO - Epoch [3][120/470] lr: 1.250e-03, eta: 7:29:49, time: 0.403, data_time: 0.003, memory: 5701, top1_acc: 0.2141, top5_acc: 0.5734, loss_cls: 2.8159, loss: 2.8159, grad_norm: 6.0591 2021-04-26 01:52:02,190 - mmaction - INFO - Epoch [3][140/470] lr: 1.250e-03, eta: 7:27:00, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.2281, top5_acc: 0.6016, loss_cls: 2.7153, loss: 2.7153, grad_norm: 5.9579 2021-04-26 01:52:10,294 - mmaction - INFO - Epoch [3][160/470] lr: 1.250e-03, eta: 7:24:19, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.2313, top5_acc: 0.6125, loss_cls: 2.7508, loss: 2.7508, grad_norm: 5.9471 2021-04-26 01:52:18,319 - mmaction - INFO - Epoch [3][180/470] lr: 1.250e-03, eta: 7:21:40, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.2125, top5_acc: 0.5922, loss_cls: 2.8137, loss: 2.8137, grad_norm: 5.9169 2021-04-26 01:52:26,494 - mmaction - INFO - Epoch [3][200/470] lr: 1.250e-03, eta: 7:19:13, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.2109, top5_acc: 0.5828, loss_cls: 2.7667, loss: 2.7667, grad_norm: 6.1736 2021-04-26 01:52:34,718 - mmaction - INFO - Epoch [3][220/470] lr: 1.250e-03, eta: 7:16:52, time: 0.412, data_time: 0.001, memory: 5701, top1_acc: 0.2250, top5_acc: 0.6016, loss_cls: 2.7107, loss: 2.7107, grad_norm: 6.0916 2021-04-26 01:52:42,873 - mmaction - INFO - Epoch [3][240/470] lr: 1.250e-03, eta: 7:14:33, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.2750, top5_acc: 0.6203, loss_cls: 2.7075, loss: 2.7075, grad_norm: 5.9126 2021-04-26 01:52:50,969 - mmaction - INFO - Epoch [3][260/470] lr: 1.250e-03, eta: 7:12:17, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.2313, top5_acc: 0.6141, loss_cls: 2.7105, loss: 2.7105, grad_norm: 6.1366 2021-04-26 01:52:59,114 - mmaction - INFO - Epoch [3][280/470] lr: 1.250e-03, eta: 7:10:06, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.2344, top5_acc: 0.6047, loss_cls: 2.7238, loss: 2.7238, grad_norm: 6.0668 2021-04-26 01:53:07,231 - mmaction - INFO - Epoch [3][300/470] lr: 1.250e-03, eta: 7:07:58, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.2359, top5_acc: 0.6234, loss_cls: 2.6817, loss: 2.6817, grad_norm: 6.3024 2021-04-26 01:53:15,367 - mmaction - INFO - Epoch [3][320/470] lr: 1.250e-03, eta: 7:05:55, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.2766, top5_acc: 0.6656, loss_cls: 2.5382, loss: 2.5382, grad_norm: 6.2450 2021-04-26 01:53:23,497 - mmaction - INFO - Epoch [3][340/470] lr: 1.250e-03, eta: 7:03:55, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.2547, top5_acc: 0.6531, loss_cls: 2.6118, loss: 2.6118, grad_norm: 6.0966 2021-04-26 01:53:31,633 - mmaction - INFO - Epoch [3][360/470] lr: 1.250e-03, eta: 7:01:59, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.2625, top5_acc: 0.6625, loss_cls: 2.6190, loss: 2.6190, grad_norm: 6.2711 2021-04-26 01:53:39,720 - mmaction - INFO - Epoch [3][380/470] lr: 1.250e-03, eta: 7:00:04, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.2766, top5_acc: 0.6687, loss_cls: 2.5596, loss: 2.5596, grad_norm: 6.2472 2021-04-26 01:53:47,908 - mmaction - INFO - Epoch [3][400/470] lr: 1.250e-03, eta: 6:58:16, time: 0.409, data_time: 0.002, memory: 5701, top1_acc: 0.2750, top5_acc: 0.6422, loss_cls: 2.5691, loss: 2.5691, grad_norm: 6.3109 2021-04-26 01:53:55,958 - mmaction - INFO - Epoch [3][420/470] lr: 1.250e-03, eta: 6:56:26, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.2734, top5_acc: 0.6719, loss_cls: 2.5210, loss: 2.5210, grad_norm: 6.1950 2021-04-26 01:54:04,159 - mmaction - INFO - Epoch [3][440/470] lr: 1.250e-03, eta: 6:54:44, time: 0.410, data_time: 0.003, memory: 5701, top1_acc: 0.2953, top5_acc: 0.6703, loss_cls: 2.5796, loss: 2.5796, grad_norm: 6.5184 2021-04-26 01:54:12,367 - mmaction - INFO - Epoch [3][460/470] lr: 1.250e-03, eta: 6:53:05, time: 0.410, data_time: 0.001, memory: 5701, top1_acc: 0.2891, top5_acc: 0.6828, loss_cls: 2.5294, loss: 2.5294, grad_norm: 6.3727 2021-04-26 01:54:17,912 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-26 01:55:25,807 - mmaction - INFO - Epoch [4][20/470] lr: 1.250e-03, eta: 7:20:03, time: 3.379, data_time: 2.971, memory: 5701, top1_acc: 0.2984, top5_acc: 0.6922, loss_cls: 2.4622, loss: 2.4622, grad_norm: 6.5170 2021-04-26 01:55:33,830 - mmaction - INFO - Epoch [4][40/470] lr: 1.250e-03, eta: 7:17:59, time: 0.401, data_time: 0.004, memory: 5701, top1_acc: 0.2969, top5_acc: 0.7016, loss_cls: 2.4892, loss: 2.4892, grad_norm: 6.6083 2021-04-26 01:55:41,798 - mmaction - INFO - Epoch [4][60/470] lr: 1.250e-03, eta: 7:15:57, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.2750, top5_acc: 0.6625, loss_cls: 2.5702, loss: 2.5702, grad_norm: 6.8418 2021-04-26 01:55:49,783 - mmaction - INFO - Epoch [4][80/470] lr: 1.250e-03, eta: 7:13:58, time: 0.399, data_time: 0.002, memory: 5701, top1_acc: 0.2953, top5_acc: 0.6719, loss_cls: 2.4907, loss: 2.4907, grad_norm: 6.4247 2021-04-26 01:55:57,732 - mmaction - INFO - Epoch [4][100/470] lr: 1.250e-03, eta: 7:12:02, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.2984, top5_acc: 0.6641, loss_cls: 2.5039, loss: 2.5039, grad_norm: 6.5890 2021-04-26 01:56:05,799 - mmaction - INFO - Epoch [4][120/470] lr: 1.250e-03, eta: 7:10:11, time: 0.403, data_time: 0.002, memory: 5701, top1_acc: 0.2781, top5_acc: 0.7016, loss_cls: 2.5344, loss: 2.5344, grad_norm: 6.5636 2021-04-26 01:56:13,886 - mmaction - INFO - Epoch [4][140/470] lr: 1.250e-03, eta: 7:08:24, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.3094, top5_acc: 0.7156, loss_cls: 2.4245, loss: 2.4245, grad_norm: 6.5368 2021-04-26 01:56:21,943 - mmaction - INFO - Epoch [4][160/470] lr: 1.250e-03, eta: 7:06:38, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.3250, top5_acc: 0.6937, loss_cls: 2.3874, loss: 2.3874, grad_norm: 6.6591 2021-04-26 01:56:30,041 - mmaction - INFO - Epoch [4][180/470] lr: 1.250e-03, eta: 7:04:57, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.3375, top5_acc: 0.7172, loss_cls: 2.3294, loss: 2.3294, grad_norm: 6.5366 2021-04-26 01:56:38,148 - mmaction - INFO - Epoch [4][200/470] lr: 1.250e-03, eta: 7:03:18, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.3203, top5_acc: 0.7266, loss_cls: 2.3377, loss: 2.3377, grad_norm: 6.6539 2021-04-26 01:56:46,323 - mmaction - INFO - Epoch [4][220/470] lr: 1.250e-03, eta: 7:01:42, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.3297, top5_acc: 0.6969, loss_cls: 2.3990, loss: 2.3990, grad_norm: 6.6007 2021-04-26 01:56:54,447 - mmaction - INFO - Epoch [4][240/470] lr: 1.250e-03, eta: 7:00:08, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.3297, top5_acc: 0.7031, loss_cls: 2.3856, loss: 2.3856, grad_norm: 6.7343 2021-04-26 01:57:02,485 - mmaction - INFO - Epoch [4][260/470] lr: 1.250e-03, eta: 6:58:33, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.3156, top5_acc: 0.6875, loss_cls: 2.4414, loss: 2.4414, grad_norm: 6.8678 2021-04-26 01:57:10,661 - mmaction - INFO - Epoch [4][280/470] lr: 1.250e-03, eta: 6:57:04, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.3484, top5_acc: 0.7063, loss_cls: 2.3691, loss: 2.3691, grad_norm: 7.0282 2021-04-26 01:57:18,886 - mmaction - INFO - Epoch [4][300/470] lr: 1.250e-03, eta: 6:55:39, time: 0.412, data_time: 0.001, memory: 5701, top1_acc: 0.3031, top5_acc: 0.7297, loss_cls: 2.3754, loss: 2.3754, grad_norm: 6.8117 2021-04-26 01:57:27,028 - mmaction - INFO - Epoch [4][320/470] lr: 1.250e-03, eta: 6:54:13, time: 0.407, data_time: 0.001, memory: 5701, top1_acc: 0.3297, top5_acc: 0.7328, loss_cls: 2.3249, loss: 2.3249, grad_norm: 6.8950 2021-04-26 01:57:35,089 - mmaction - INFO - Epoch [4][340/470] lr: 1.250e-03, eta: 6:52:46, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.3359, top5_acc: 0.7688, loss_cls: 2.2251, loss: 2.2251, grad_norm: 6.6963 2021-04-26 01:57:43,324 - mmaction - INFO - Epoch [4][360/470] lr: 1.250e-03, eta: 6:51:26, time: 0.412, data_time: 0.003, memory: 5701, top1_acc: 0.3187, top5_acc: 0.7375, loss_cls: 2.3158, loss: 2.3158, grad_norm: 7.0350 2021-04-26 01:57:51,389 - mmaction - INFO - Epoch [4][380/470] lr: 1.250e-03, eta: 6:50:03, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.3547, top5_acc: 0.7531, loss_cls: 2.2451, loss: 2.2451, grad_norm: 6.8647 2021-04-26 01:57:59,609 - mmaction - INFO - Epoch [4][400/470] lr: 1.250e-03, eta: 6:48:45, time: 0.411, data_time: 0.002, memory: 5701, top1_acc: 0.3641, top5_acc: 0.7547, loss_cls: 2.2229, loss: 2.2229, grad_norm: 6.8839 2021-04-26 01:58:07,651 - mmaction - INFO - Epoch [4][420/470] lr: 1.250e-03, eta: 6:47:25, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.3516, top5_acc: 0.7234, loss_cls: 2.3770, loss: 2.3770, grad_norm: 7.1363 2021-04-26 01:58:15,904 - mmaction - INFO - Epoch [4][440/470] lr: 1.250e-03, eta: 6:46:12, time: 0.413, data_time: 0.003, memory: 5701, top1_acc: 0.3797, top5_acc: 0.7578, loss_cls: 2.2016, loss: 2.2016, grad_norm: 6.9993 2021-04-26 01:58:23,995 - mmaction - INFO - Epoch [4][460/470] lr: 1.250e-03, eta: 6:44:56, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.3422, top5_acc: 0.7250, loss_cls: 2.3138, loss: 2.3138, grad_norm: 7.2132 2021-04-26 01:58:28,843 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-26 01:59:36,960 - mmaction - INFO - Epoch [5][20/470] lr: 1.250e-03, eta: 7:05:00, time: 3.378, data_time: 2.980, memory: 5701, top1_acc: 0.3656, top5_acc: 0.7781, loss_cls: 2.2039, loss: 2.2039, grad_norm: 7.1795 2021-04-26 01:59:44,985 - mmaction - INFO - Epoch [5][40/470] lr: 1.250e-03, eta: 7:03:31, time: 0.401, data_time: 0.004, memory: 5701, top1_acc: 0.3328, top5_acc: 0.7125, loss_cls: 2.3224, loss: 2.3224, grad_norm: 7.1474 2021-04-26 01:59:52,903 - mmaction - INFO - Epoch [5][60/470] lr: 1.250e-03, eta: 7:02:02, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.4094, top5_acc: 0.7781, loss_cls: 2.1220, loss: 2.1220, grad_norm: 6.9596 2021-04-26 02:00:00,937 - mmaction - INFO - Epoch [5][80/470] lr: 1.250e-03, eta: 7:00:37, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.3578, top5_acc: 0.7547, loss_cls: 2.2032, loss: 2.2032, grad_norm: 7.2748 2021-04-26 02:00:08,922 - mmaction - INFO - Epoch [5][100/470] lr: 1.250e-03, eta: 6:59:13, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.3516, top5_acc: 0.7547, loss_cls: 2.2453, loss: 2.2453, grad_norm: 7.4294 2021-04-26 02:00:16,971 - mmaction - INFO - Epoch [5][120/470] lr: 1.250e-03, eta: 6:57:51, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.3766, top5_acc: 0.7484, loss_cls: 2.1453, loss: 2.1453, grad_norm: 6.9285 2021-04-26 02:00:24,987 - mmaction - INFO - Epoch [5][140/470] lr: 1.250e-03, eta: 6:56:30, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.3422, top5_acc: 0.7562, loss_cls: 2.2529, loss: 2.2529, grad_norm: 7.4322 2021-04-26 02:00:33,071 - mmaction - INFO - Epoch [5][160/470] lr: 1.250e-03, eta: 6:55:13, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.3734, top5_acc: 0.7656, loss_cls: 2.1419, loss: 2.1419, grad_norm: 7.2981 2021-04-26 02:00:41,121 - mmaction - INFO - Epoch [5][180/470] lr: 1.250e-03, eta: 6:53:55, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.3594, top5_acc: 0.7609, loss_cls: 2.1977, loss: 2.1977, grad_norm: 7.1364 2021-04-26 02:00:49,242 - mmaction - INFO - Epoch [5][200/470] lr: 1.250e-03, eta: 6:52:41, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.3594, top5_acc: 0.7453, loss_cls: 2.2206, loss: 2.2206, grad_norm: 7.2958 2021-04-26 02:00:57,352 - mmaction - INFO - Epoch [5][220/470] lr: 1.250e-03, eta: 6:51:27, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.3656, top5_acc: 0.7500, loss_cls: 2.2049, loss: 2.2049, grad_norm: 7.3181 2021-04-26 02:01:05,472 - mmaction - INFO - Epoch [5][240/470] lr: 1.250e-03, eta: 6:50:16, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.3672, top5_acc: 0.7719, loss_cls: 2.1664, loss: 2.1664, grad_norm: 7.3512 2021-04-26 02:01:13,651 - mmaction - INFO - Epoch [5][260/470] lr: 1.250e-03, eta: 6:49:06, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.4141, top5_acc: 0.7781, loss_cls: 2.0830, loss: 2.0830, grad_norm: 6.8509 2021-04-26 02:01:21,757 - mmaction - INFO - Epoch [5][280/470] lr: 1.250e-03, eta: 6:47:56, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.3922, top5_acc: 0.7641, loss_cls: 2.1055, loss: 2.1055, grad_norm: 7.3001 2021-04-26 02:01:29,924 - mmaction - INFO - Epoch [5][300/470] lr: 1.250e-03, eta: 6:46:49, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.4000, top5_acc: 0.7688, loss_cls: 2.1399, loss: 2.1399, grad_norm: 7.3509 2021-04-26 02:01:38,032 - mmaction - INFO - Epoch [5][320/470] lr: 1.250e-03, eta: 6:45:41, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.4062, top5_acc: 0.8016, loss_cls: 2.0527, loss: 2.0527, grad_norm: 7.2473 2021-04-26 02:01:46,152 - mmaction - INFO - Epoch [5][340/470] lr: 1.250e-03, eta: 6:44:35, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.4234, top5_acc: 0.7969, loss_cls: 2.0007, loss: 2.0007, grad_norm: 7.1157 2021-04-26 02:01:54,452 - mmaction - INFO - Epoch [5][360/470] lr: 1.250e-03, eta: 6:43:33, time: 0.415, data_time: 0.003, memory: 5701, top1_acc: 0.3922, top5_acc: 0.7906, loss_cls: 2.0903, loss: 2.0903, grad_norm: 7.2204 2021-04-26 02:02:02,564 - mmaction - INFO - Epoch [5][380/470] lr: 1.250e-03, eta: 6:42:29, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.4000, top5_acc: 0.8078, loss_cls: 2.0491, loss: 2.0491, grad_norm: 7.1968 2021-04-26 02:02:10,773 - mmaction - INFO - Epoch [5][400/470] lr: 1.250e-03, eta: 6:41:27, time: 0.411, data_time: 0.003, memory: 5701, top1_acc: 0.4016, top5_acc: 0.7625, loss_cls: 2.1433, loss: 2.1433, grad_norm: 7.5133 2021-04-26 02:02:18,891 - mmaction - INFO - Epoch [5][420/470] lr: 1.250e-03, eta: 6:40:25, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.4172, top5_acc: 0.7859, loss_cls: 2.0510, loss: 2.0510, grad_norm: 7.5544 2021-04-26 02:02:26,998 - mmaction - INFO - Epoch [5][440/470] lr: 1.250e-03, eta: 6:39:23, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.4047, top5_acc: 0.7844, loss_cls: 2.0684, loss: 2.0684, grad_norm: 7.6396 2021-04-26 02:02:35,078 - mmaction - INFO - Epoch [5][460/470] lr: 1.250e-03, eta: 6:38:22, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.4406, top5_acc: 0.7844, loss_cls: 2.0399, loss: 2.0399, grad_norm: 7.6773 2021-04-26 02:02:40,537 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-26 02:03:48,594 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:03:48,667 - mmaction - INFO - top1_acc 0.3812 top5_acc 0.7929 2021-04-26 02:03:48,667 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:03:48,681 - mmaction - INFO - mean_acc 0.2081 2021-04-26 02:03:49,654 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-04-26 02:03:49,654 - mmaction - INFO - Best top1_acc is 0.3812 at 5 epoch. 2021-04-26 02:03:49,664 - mmaction - INFO - Epoch(val) [5][470] top1_acc: 0.3812, top5_acc: 0.7929, mean_class_accuracy: 0.2081 2021-04-26 02:04:57,147 - mmaction - INFO - Epoch [6][20/470] lr: 1.250e-03, eta: 6:54:14, time: 3.374, data_time: 2.962, memory: 5701, top1_acc: 0.4141, top5_acc: 0.8078, loss_cls: 2.0149, loss: 2.0149, grad_norm: 7.5361 2021-04-26 02:05:05,055 - mmaction - INFO - Epoch [6][40/470] lr: 1.250e-03, eta: 6:53:03, time: 0.396, data_time: 0.002, memory: 5701, top1_acc: 0.4016, top5_acc: 0.7875, loss_cls: 2.0511, loss: 2.0511, grad_norm: 7.7241 2021-04-26 02:05:13,042 - mmaction - INFO - Epoch [6][60/470] lr: 1.250e-03, eta: 6:51:54, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.3891, top5_acc: 0.8047, loss_cls: 2.0624, loss: 2.0624, grad_norm: 8.0104 2021-04-26 02:05:20,957 - mmaction - INFO - Epoch [6][80/470] lr: 1.250e-03, eta: 6:50:45, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.4000, top5_acc: 0.7750, loss_cls: 2.0672, loss: 2.0672, grad_norm: 7.9071 2021-04-26 02:05:28,930 - mmaction - INFO - Epoch [6][100/470] lr: 1.250e-03, eta: 6:49:38, time: 0.399, data_time: 0.002, memory: 5701, top1_acc: 0.4078, top5_acc: 0.7828, loss_cls: 2.0635, loss: 2.0635, grad_norm: 7.7622 2021-04-26 02:05:36,900 - mmaction - INFO - Epoch [6][120/470] lr: 1.250e-03, eta: 6:48:31, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.4406, top5_acc: 0.7875, loss_cls: 1.9674, loss: 1.9674, grad_norm: 7.5499 2021-04-26 02:05:44,861 - mmaction - INFO - Epoch [6][140/470] lr: 1.250e-03, eta: 6:47:26, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.4422, top5_acc: 0.8156, loss_cls: 1.9831, loss: 1.9831, grad_norm: 7.5521 2021-04-26 02:05:52,897 - mmaction - INFO - Epoch [6][160/470] lr: 1.250e-03, eta: 6:46:23, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.4578, top5_acc: 0.8266, loss_cls: 1.8987, loss: 1.8987, grad_norm: 7.4472 2021-04-26 02:06:00,928 - mmaction - INFO - Epoch [6][180/470] lr: 1.250e-03, eta: 6:45:20, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.4672, top5_acc: 0.8187, loss_cls: 1.9004, loss: 1.9004, grad_norm: 7.4143 2021-04-26 02:06:08,981 - mmaction - INFO - Epoch [6][200/470] lr: 1.250e-03, eta: 6:44:19, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.4344, top5_acc: 0.8203, loss_cls: 1.9219, loss: 1.9219, grad_norm: 7.6415 2021-04-26 02:06:17,062 - mmaction - INFO - Epoch [6][220/470] lr: 1.250e-03, eta: 6:43:19, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.4516, top5_acc: 0.8125, loss_cls: 1.9004, loss: 1.9004, grad_norm: 7.6760 2021-04-26 02:06:25,171 - mmaction - INFO - Epoch [6][240/470] lr: 1.250e-03, eta: 6:42:20, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.4484, top5_acc: 0.8187, loss_cls: 1.8799, loss: 1.8799, grad_norm: 7.5496 2021-04-26 02:06:33,206 - mmaction - INFO - Epoch [6][260/470] lr: 1.250e-03, eta: 6:41:21, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.4578, top5_acc: 0.8281, loss_cls: 1.8870, loss: 1.8870, grad_norm: 7.9680 2021-04-26 02:06:41,337 - mmaction - INFO - Epoch [6][280/470] lr: 1.250e-03, eta: 6:40:24, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.4719, top5_acc: 0.8250, loss_cls: 1.8225, loss: 1.8225, grad_norm: 7.7516 2021-04-26 02:06:49,406 - mmaction - INFO - Epoch [6][300/470] lr: 1.250e-03, eta: 6:39:27, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.4453, top5_acc: 0.8047, loss_cls: 1.8852, loss: 1.8852, grad_norm: 7.8384 2021-04-26 02:06:57,471 - mmaction - INFO - Epoch [6][320/470] lr: 1.250e-03, eta: 6:38:31, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.4516, top5_acc: 0.8031, loss_cls: 1.9134, loss: 1.9134, grad_norm: 7.9078 2021-04-26 02:07:05,530 - mmaction - INFO - Epoch [6][340/470] lr: 1.250e-03, eta: 6:37:35, time: 0.404, data_time: 0.002, memory: 5701, top1_acc: 0.4609, top5_acc: 0.8281, loss_cls: 1.8544, loss: 1.8544, grad_norm: 7.8975 2021-04-26 02:07:13,684 - mmaction - INFO - Epoch [6][360/470] lr: 1.250e-03, eta: 6:36:42, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.4750, top5_acc: 0.8359, loss_cls: 1.8528, loss: 1.8528, grad_norm: 7.9765 2021-04-26 02:07:21,755 - mmaction - INFO - Epoch [6][380/470] lr: 1.250e-03, eta: 6:35:48, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.4531, top5_acc: 0.8078, loss_cls: 1.9396, loss: 1.9396, grad_norm: 8.3788 2021-04-26 02:07:29,985 - mmaction - INFO - Epoch [6][400/470] lr: 1.250e-03, eta: 6:34:57, time: 0.411, data_time: 0.003, memory: 5701, top1_acc: 0.4922, top5_acc: 0.8516, loss_cls: 1.7367, loss: 1.7367, grad_norm: 7.6282 2021-04-26 02:07:38,041 - mmaction - INFO - Epoch [6][420/470] lr: 1.250e-03, eta: 6:34:04, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.4484, top5_acc: 0.8313, loss_cls: 1.8587, loss: 1.8587, grad_norm: 7.8092 2021-04-26 02:07:46,177 - mmaction - INFO - Epoch [6][440/470] lr: 1.250e-03, eta: 6:33:12, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.4641, top5_acc: 0.8125, loss_cls: 1.8822, loss: 1.8822, grad_norm: 8.0000 2021-04-26 02:07:54,211 - mmaction - INFO - Epoch [6][460/470] lr: 1.250e-03, eta: 6:32:20, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.4609, top5_acc: 0.8156, loss_cls: 1.8440, loss: 1.8440, grad_norm: 7.9776 2021-04-26 02:07:59,262 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-26 02:09:06,626 - mmaction - INFO - Epoch [7][20/470] lr: 1.250e-03, eta: 6:45:06, time: 3.314, data_time: 2.902, memory: 5701, top1_acc: 0.4578, top5_acc: 0.8328, loss_cls: 1.8711, loss: 1.8711, grad_norm: 8.0078 2021-04-26 02:09:14,598 - mmaction - INFO - Epoch [7][40/470] lr: 1.250e-03, eta: 6:44:08, time: 0.399, data_time: 0.005, memory: 5701, top1_acc: 0.5234, top5_acc: 0.8578, loss_cls: 1.6798, loss: 1.6798, grad_norm: 7.4704 2021-04-26 02:09:22,510 - mmaction - INFO - Epoch [7][60/470] lr: 1.250e-03, eta: 6:43:10, time: 0.395, data_time: 0.001, memory: 5701, top1_acc: 0.4719, top5_acc: 0.8547, loss_cls: 1.7466, loss: 1.7466, grad_norm: 8.0260 2021-04-26 02:09:30,538 - mmaction - INFO - Epoch [7][80/470] lr: 1.250e-03, eta: 6:42:15, time: 0.401, data_time: 0.003, memory: 5701, top1_acc: 0.4797, top5_acc: 0.8625, loss_cls: 1.7087, loss: 1.7087, grad_norm: 8.2864 2021-04-26 02:09:38,490 - mmaction - INFO - Epoch [7][100/470] lr: 1.250e-03, eta: 6:41:19, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.4953, top5_acc: 0.8484, loss_cls: 1.7445, loss: 1.7445, grad_norm: 8.0486 2021-04-26 02:09:46,518 - mmaction - INFO - Epoch [7][120/470] lr: 1.250e-03, eta: 6:40:24, time: 0.401, data_time: 0.003, memory: 5701, top1_acc: 0.5172, top5_acc: 0.8484, loss_cls: 1.6720, loss: 1.6720, grad_norm: 7.5469 2021-04-26 02:09:54,528 - mmaction - INFO - Epoch [7][140/470] lr: 1.250e-03, eta: 6:39:30, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.5094, top5_acc: 0.8562, loss_cls: 1.7481, loss: 1.7481, grad_norm: 7.8946 2021-04-26 02:10:02,612 - mmaction - INFO - Epoch [7][160/470] lr: 1.250e-03, eta: 6:38:38, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.4703, top5_acc: 0.8344, loss_cls: 1.7855, loss: 1.7855, grad_norm: 8.2091 2021-04-26 02:10:10,688 - mmaction - INFO - Epoch [7][180/470] lr: 1.250e-03, eta: 6:37:46, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.5000, top5_acc: 0.8469, loss_cls: 1.7098, loss: 1.7098, grad_norm: 7.6598 2021-04-26 02:10:18,939 - mmaction - INFO - Epoch [7][200/470] lr: 1.250e-03, eta: 6:36:57, time: 0.413, data_time: 0.003, memory: 5701, top1_acc: 0.5109, top5_acc: 0.8297, loss_cls: 1.7690, loss: 1.7690, grad_norm: 8.3419 2021-04-26 02:10:27,183 - mmaction - INFO - Epoch [7][220/470] lr: 1.250e-03, eta: 6:36:09, time: 0.412, data_time: 0.000, memory: 5701, top1_acc: 0.5266, top5_acc: 0.8328, loss_cls: 1.7166, loss: 1.7166, grad_norm: 8.1768 2021-04-26 02:10:35,418 - mmaction - INFO - Epoch [7][240/470] lr: 1.250e-03, eta: 6:35:21, time: 0.412, data_time: 0.003, memory: 5701, top1_acc: 0.4891, top5_acc: 0.8469, loss_cls: 1.7367, loss: 1.7367, grad_norm: 8.4803 2021-04-26 02:10:43,649 - mmaction - INFO - Epoch [7][260/470] lr: 1.250e-03, eta: 6:34:34, time: 0.412, data_time: 0.001, memory: 5701, top1_acc: 0.5172, top5_acc: 0.8641, loss_cls: 1.6931, loss: 1.6931, grad_norm: 8.0918 2021-04-26 02:10:51,921 - mmaction - INFO - Epoch [7][280/470] lr: 1.250e-03, eta: 6:33:48, time: 0.414, data_time: 0.005, memory: 5701, top1_acc: 0.5016, top5_acc: 0.8406, loss_cls: 1.7055, loss: 1.7055, grad_norm: 8.2397 2021-04-26 02:11:00,137 - mmaction - INFO - Epoch [7][300/470] lr: 1.250e-03, eta: 6:33:01, time: 0.411, data_time: 0.001, memory: 5701, top1_acc: 0.5391, top5_acc: 0.8547, loss_cls: 1.7037, loss: 1.7037, grad_norm: 8.4856 2021-04-26 02:11:08,377 - mmaction - INFO - Epoch [7][320/470] lr: 1.250e-03, eta: 6:32:15, time: 0.412, data_time: 0.003, memory: 5701, top1_acc: 0.5219, top5_acc: 0.8328, loss_cls: 1.6962, loss: 1.6962, grad_norm: 8.5294 2021-04-26 02:11:16,616 - mmaction - INFO - Epoch [7][340/470] lr: 1.250e-03, eta: 6:31:30, time: 0.412, data_time: 0.001, memory: 5701, top1_acc: 0.5406, top5_acc: 0.8609, loss_cls: 1.6699, loss: 1.6699, grad_norm: 8.1463 2021-04-26 02:11:24,828 - mmaction - INFO - Epoch [7][360/470] lr: 1.250e-03, eta: 6:30:45, time: 0.410, data_time: 0.002, memory: 5701, top1_acc: 0.5813, top5_acc: 0.8500, loss_cls: 1.6044, loss: 1.6044, grad_norm: 8.0192 2021-04-26 02:11:32,991 - mmaction - INFO - Epoch [7][380/470] lr: 1.250e-03, eta: 6:29:59, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.5422, top5_acc: 0.8688, loss_cls: 1.6377, loss: 1.6377, grad_norm: 8.0296 2021-04-26 02:11:41,218 - mmaction - INFO - Epoch [7][400/470] lr: 1.250e-03, eta: 6:29:15, time: 0.411, data_time: 0.003, memory: 5701, top1_acc: 0.5625, top5_acc: 0.8703, loss_cls: 1.5964, loss: 1.5964, grad_norm: 8.0359 2021-04-26 02:11:49,380 - mmaction - INFO - Epoch [7][420/470] lr: 1.250e-03, eta: 6:28:31, time: 0.408, data_time: 0.000, memory: 5701, top1_acc: 0.5016, top5_acc: 0.8438, loss_cls: 1.6700, loss: 1.6700, grad_norm: 8.7373 2021-04-26 02:11:57,684 - mmaction - INFO - Epoch [7][440/470] lr: 1.250e-03, eta: 6:27:48, time: 0.415, data_time: 0.003, memory: 5701, top1_acc: 0.5078, top5_acc: 0.8516, loss_cls: 1.6678, loss: 1.6678, grad_norm: 8.6920 2021-04-26 02:12:05,906 - mmaction - INFO - Epoch [7][460/470] lr: 1.250e-03, eta: 6:27:06, time: 0.411, data_time: 0.001, memory: 5701, top1_acc: 0.4813, top5_acc: 0.8375, loss_cls: 1.8172, loss: 1.8172, grad_norm: 9.2303 2021-04-26 02:12:11,948 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-26 02:13:38,718 - mmaction - INFO - Epoch [8][20/470] lr: 1.250e-03, eta: 6:42:11, time: 4.286, data_time: 3.877, memory: 5701, top1_acc: 0.5203, top5_acc: 0.8406, loss_cls: 1.7191, loss: 1.7191, grad_norm: 8.6230 2021-04-26 02:13:46,727 - mmaction - INFO - Epoch [8][40/470] lr: 1.250e-03, eta: 6:41:20, time: 0.400, data_time: 0.005, memory: 5701, top1_acc: 0.5563, top5_acc: 0.8609, loss_cls: 1.5650, loss: 1.5650, grad_norm: 7.7820 2021-04-26 02:13:54,663 - mmaction - INFO - Epoch [8][60/470] lr: 1.250e-03, eta: 6:40:29, time: 0.397, data_time: 0.000, memory: 5701, top1_acc: 0.5109, top5_acc: 0.8484, loss_cls: 1.7122, loss: 1.7122, grad_norm: 8.6379 2021-04-26 02:14:02,653 - mmaction - INFO - Epoch [8][80/470] lr: 1.250e-03, eta: 6:39:39, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.5328, top5_acc: 0.8562, loss_cls: 1.6353, loss: 1.6353, grad_norm: 8.4342 2021-04-26 02:14:10,593 - mmaction - INFO - Epoch [8][100/470] lr: 1.250e-03, eta: 6:38:48, time: 0.397, data_time: 0.000, memory: 5701, top1_acc: 0.5469, top5_acc: 0.8812, loss_cls: 1.5875, loss: 1.5875, grad_norm: 8.7646 2021-04-26 02:14:18,647 - mmaction - INFO - Epoch [8][120/470] lr: 1.250e-03, eta: 6:38:00, time: 0.403, data_time: 0.002, memory: 5701, top1_acc: 0.5344, top5_acc: 0.8703, loss_cls: 1.6224, loss: 1.6224, grad_norm: 8.4618 2021-04-26 02:14:26,619 - mmaction - INFO - Epoch [8][140/470] lr: 1.250e-03, eta: 6:37:11, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.5391, top5_acc: 0.8594, loss_cls: 1.6099, loss: 1.6099, grad_norm: 8.2544 2021-04-26 02:14:34,730 - mmaction - INFO - Epoch [8][160/470] lr: 1.250e-03, eta: 6:36:24, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.5500, top5_acc: 0.8688, loss_cls: 1.5620, loss: 1.5620, grad_norm: 8.6525 2021-04-26 02:14:42,738 - mmaction - INFO - Epoch [8][180/470] lr: 1.250e-03, eta: 6:35:37, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.5453, top5_acc: 0.8391, loss_cls: 1.6202, loss: 1.6202, grad_norm: 8.7514 2021-04-26 02:14:50,836 - mmaction - INFO - Epoch [8][200/470] lr: 1.250e-03, eta: 6:34:51, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.5078, top5_acc: 0.8641, loss_cls: 1.5911, loss: 1.5911, grad_norm: 8.6044 2021-04-26 02:14:58,861 - mmaction - INFO - Epoch [8][220/470] lr: 1.250e-03, eta: 6:34:05, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.5344, top5_acc: 0.8688, loss_cls: 1.6087, loss: 1.6087, grad_norm: 8.7735 2021-04-26 02:15:07,030 - mmaction - INFO - Epoch [8][240/470] lr: 1.250e-03, eta: 6:33:20, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.5578, top5_acc: 0.8797, loss_cls: 1.5464, loss: 1.5464, grad_norm: 8.2208 2021-04-26 02:15:15,080 - mmaction - INFO - Epoch [8][260/470] lr: 1.250e-03, eta: 6:32:35, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.5656, top5_acc: 0.8625, loss_cls: 1.5600, loss: 1.5600, grad_norm: 8.3680 2021-04-26 02:15:23,206 - mmaction - INFO - Epoch [8][280/470] lr: 1.250e-03, eta: 6:31:51, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.5453, top5_acc: 0.8734, loss_cls: 1.5787, loss: 1.5787, grad_norm: 8.8924 2021-04-26 02:15:31,275 - mmaction - INFO - Epoch [8][300/470] lr: 1.250e-03, eta: 6:31:07, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.5687, top5_acc: 0.8672, loss_cls: 1.4926, loss: 1.4926, grad_norm: 8.5203 2021-04-26 02:15:39,416 - mmaction - INFO - Epoch [8][320/470] lr: 1.250e-03, eta: 6:30:24, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.5766, top5_acc: 0.8719, loss_cls: 1.5398, loss: 1.5398, grad_norm: 8.4216 2021-04-26 02:15:47,527 - mmaction - INFO - Epoch [8][340/470] lr: 1.250e-03, eta: 6:29:41, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.5781, top5_acc: 0.8859, loss_cls: 1.5369, loss: 1.5369, grad_norm: 8.2841 2021-04-26 02:15:55,669 - mmaction - INFO - Epoch [8][360/470] lr: 1.250e-03, eta: 6:28:59, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.5500, top5_acc: 0.8906, loss_cls: 1.5253, loss: 1.5253, grad_norm: 8.3978 2021-04-26 02:16:03,715 - mmaction - INFO - Epoch [8][380/470] lr: 1.250e-03, eta: 6:28:16, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.5813, top5_acc: 0.8719, loss_cls: 1.5419, loss: 1.5419, grad_norm: 8.3887 2021-04-26 02:16:11,873 - mmaction - INFO - Epoch [8][400/470] lr: 1.250e-03, eta: 6:27:35, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.5188, top5_acc: 0.8844, loss_cls: 1.5604, loss: 1.5604, grad_norm: 9.0413 2021-04-26 02:16:19,918 - mmaction - INFO - Epoch [8][420/470] lr: 1.250e-03, eta: 6:26:53, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.5734, top5_acc: 0.8891, loss_cls: 1.4664, loss: 1.4664, grad_norm: 7.9334 2021-04-26 02:16:28,120 - mmaction - INFO - Epoch [8][440/470] lr: 1.250e-03, eta: 6:26:13, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.5437, top5_acc: 0.8562, loss_cls: 1.5892, loss: 1.5892, grad_norm: 8.8290 2021-04-26 02:16:36,206 - mmaction - INFO - Epoch [8][460/470] lr: 1.250e-03, eta: 6:25:32, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.5375, top5_acc: 0.8766, loss_cls: 1.5290, loss: 1.5290, grad_norm: 8.7222 2021-04-26 02:16:42,157 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-26 02:17:51,406 - mmaction - INFO - Epoch [9][20/470] lr: 1.250e-03, eta: 6:35:13, time: 3.415, data_time: 3.017, memory: 5701, top1_acc: 0.5687, top5_acc: 0.8766, loss_cls: 1.4864, loss: 1.4864, grad_norm: 8.8542 2021-04-26 02:17:59,401 - mmaction - INFO - Epoch [9][40/470] lr: 1.250e-03, eta: 6:34:28, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.5484, top5_acc: 0.8594, loss_cls: 1.5646, loss: 1.5646, grad_norm: 8.4771 2021-04-26 02:18:07,312 - mmaction - INFO - Epoch [9][60/470] lr: 1.250e-03, eta: 6:33:43, time: 0.397, data_time: 0.002, memory: 5701, top1_acc: 0.5719, top5_acc: 0.8828, loss_cls: 1.4543, loss: 1.4543, grad_norm: 8.5496 2021-04-26 02:18:15,301 - mmaction - INFO - Epoch [9][80/470] lr: 1.250e-03, eta: 6:32:59, time: 0.399, data_time: 0.002, memory: 5701, top1_acc: 0.5672, top5_acc: 0.8703, loss_cls: 1.4999, loss: 1.4999, grad_norm: 9.2389 2021-04-26 02:18:23,282 - mmaction - INFO - Epoch [9][100/470] lr: 1.250e-03, eta: 6:32:15, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.5781, top5_acc: 0.8766, loss_cls: 1.4491, loss: 1.4491, grad_norm: 8.9425 2021-04-26 02:18:31,338 - mmaction - INFO - Epoch [9][120/470] lr: 1.250e-03, eta: 6:31:32, time: 0.403, data_time: 0.003, memory: 5701, top1_acc: 0.6000, top5_acc: 0.8875, loss_cls: 1.4489, loss: 1.4489, grad_norm: 8.6521 2021-04-26 02:18:39,323 - mmaction - INFO - Epoch [9][140/470] lr: 1.250e-03, eta: 6:30:49, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.5578, top5_acc: 0.8625, loss_cls: 1.5331, loss: 1.5331, grad_norm: 9.0462 2021-04-26 02:18:47,441 - mmaction - INFO - Epoch [9][160/470] lr: 1.250e-03, eta: 6:30:08, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.5719, top5_acc: 0.8828, loss_cls: 1.4755, loss: 1.4755, grad_norm: 8.9716 2021-04-26 02:18:55,533 - mmaction - INFO - Epoch [9][180/470] lr: 1.250e-03, eta: 6:29:27, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.6062, top5_acc: 0.8844, loss_cls: 1.4129, loss: 1.4129, grad_norm: 8.9608 2021-04-26 02:19:03,632 - mmaction - INFO - Epoch [9][200/470] lr: 1.250e-03, eta: 6:28:46, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.5750, top5_acc: 0.8922, loss_cls: 1.4587, loss: 1.4587, grad_norm: 8.6786 2021-04-26 02:19:11,631 - mmaction - INFO - Epoch [9][220/470] lr: 1.250e-03, eta: 6:28:05, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.5906, top5_acc: 0.8891, loss_cls: 1.4466, loss: 1.4466, grad_norm: 8.7735 2021-04-26 02:19:19,748 - mmaction - INFO - Epoch [9][240/470] lr: 1.250e-03, eta: 6:27:25, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.5906, top5_acc: 0.8781, loss_cls: 1.4406, loss: 1.4406, grad_norm: 9.0131 2021-04-26 02:19:27,912 - mmaction - INFO - Epoch [9][260/470] lr: 1.250e-03, eta: 6:26:46, time: 0.408, data_time: 0.000, memory: 5701, top1_acc: 0.6062, top5_acc: 0.9000, loss_cls: 1.3720, loss: 1.3720, grad_norm: 9.4298 2021-04-26 02:19:35,942 - mmaction - INFO - Epoch [9][280/470] lr: 1.250e-03, eta: 6:26:05, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.6078, top5_acc: 0.8891, loss_cls: 1.4159, loss: 1.4159, grad_norm: 8.7716 2021-04-26 02:19:44,104 - mmaction - INFO - Epoch [9][300/470] lr: 1.250e-03, eta: 6:25:27, time: 0.407, data_time: 0.000, memory: 5701, top1_acc: 0.6047, top5_acc: 0.9047, loss_cls: 1.3699, loss: 1.3699, grad_norm: 8.8509 2021-04-26 02:19:52,224 - mmaction - INFO - Epoch [9][320/470] lr: 1.250e-03, eta: 6:24:48, time: 0.407, data_time: 0.002, memory: 5701, top1_acc: 0.5813, top5_acc: 0.8984, loss_cls: 1.4834, loss: 1.4834, grad_norm: 9.4597 2021-04-26 02:20:00,315 - mmaction - INFO - Epoch [9][340/470] lr: 1.250e-03, eta: 6:24:09, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.5969, top5_acc: 0.8906, loss_cls: 1.4189, loss: 1.4189, grad_norm: 9.4474 2021-04-26 02:20:08,449 - mmaction - INFO - Epoch [9][360/470] lr: 1.250e-03, eta: 6:23:32, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.5891, top5_acc: 0.8922, loss_cls: 1.4317, loss: 1.4317, grad_norm: 8.8056 2021-04-26 02:20:16,563 - mmaction - INFO - Epoch [9][380/470] lr: 1.250e-03, eta: 6:22:54, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.5938, top5_acc: 0.9125, loss_cls: 1.3895, loss: 1.3895, grad_norm: 9.5690 2021-04-26 02:20:24,777 - mmaction - INFO - Epoch [9][400/470] lr: 1.250e-03, eta: 6:22:17, time: 0.410, data_time: 0.002, memory: 5701, top1_acc: 0.5578, top5_acc: 0.8844, loss_cls: 1.4668, loss: 1.4668, grad_norm: 9.1400 2021-04-26 02:20:32,817 - mmaction - INFO - Epoch [9][420/470] lr: 1.250e-03, eta: 6:21:39, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.5844, top5_acc: 0.8844, loss_cls: 1.4144, loss: 1.4144, grad_norm: 9.1965 2021-04-26 02:20:40,924 - mmaction - INFO - Epoch [9][440/470] lr: 1.250e-03, eta: 6:21:02, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.6031, top5_acc: 0.8828, loss_cls: 1.4036, loss: 1.4036, grad_norm: 9.1292 2021-04-26 02:20:49,141 - mmaction - INFO - Epoch [9][460/470] lr: 1.250e-03, eta: 6:20:26, time: 0.411, data_time: 0.001, memory: 5701, top1_acc: 0.6047, top5_acc: 0.8969, loss_cls: 1.3861, loss: 1.3861, grad_norm: 8.7123 2021-04-26 02:20:54,092 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-26 02:22:01,382 - mmaction - INFO - Epoch [10][20/470] lr: 1.250e-03, eta: 6:28:38, time: 3.325, data_time: 2.929, memory: 5701, top1_acc: 0.5922, top5_acc: 0.8906, loss_cls: 1.3810, loss: 1.3810, grad_norm: 8.8013 2021-04-26 02:22:09,399 - mmaction - INFO - Epoch [10][40/470] lr: 1.250e-03, eta: 6:27:58, time: 0.400, data_time: 0.004, memory: 5701, top1_acc: 0.6391, top5_acc: 0.8969, loss_cls: 1.2998, loss: 1.2998, grad_norm: 8.7836 2021-04-26 02:22:17,293 - mmaction - INFO - Epoch [10][60/470] lr: 1.250e-03, eta: 6:27:17, time: 0.395, data_time: 0.001, memory: 5701, top1_acc: 0.6406, top5_acc: 0.9016, loss_cls: 1.2961, loss: 1.2961, grad_norm: 8.5821 2021-04-26 02:22:25,301 - mmaction - INFO - Epoch [10][80/470] lr: 1.250e-03, eta: 6:26:38, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.6016, top5_acc: 0.9031, loss_cls: 1.3607, loss: 1.3607, grad_norm: 8.6788 2021-04-26 02:22:33,253 - mmaction - INFO - Epoch [10][100/470] lr: 1.250e-03, eta: 6:25:59, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.6156, top5_acc: 0.8828, loss_cls: 1.3667, loss: 1.3667, grad_norm: 9.3028 2021-04-26 02:22:41,346 - mmaction - INFO - Epoch [10][120/470] lr: 1.250e-03, eta: 6:25:21, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.6172, top5_acc: 0.9000, loss_cls: 1.3085, loss: 1.3085, grad_norm: 8.7348 2021-04-26 02:22:49,468 - mmaction - INFO - Epoch [10][140/470] lr: 1.250e-03, eta: 6:24:43, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.6047, top5_acc: 0.8922, loss_cls: 1.4014, loss: 1.4014, grad_norm: 9.1019 2021-04-26 02:22:57,675 - mmaction - INFO - Epoch [10][160/470] lr: 1.250e-03, eta: 6:24:07, time: 0.410, data_time: 0.002, memory: 5701, top1_acc: 0.6047, top5_acc: 0.9109, loss_cls: 1.3809, loss: 1.3809, grad_norm: 8.9298 2021-04-26 02:23:05,781 - mmaction - INFO - Epoch [10][180/470] lr: 1.250e-03, eta: 6:23:30, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.6094, top5_acc: 0.9047, loss_cls: 1.3787, loss: 1.3787, grad_norm: 9.2319 2021-04-26 02:23:14,039 - mmaction - INFO - Epoch [10][200/470] lr: 1.250e-03, eta: 6:22:55, time: 0.413, data_time: 0.003, memory: 5701, top1_acc: 0.6297, top5_acc: 0.9187, loss_cls: 1.2704, loss: 1.2704, grad_norm: 9.1941 2021-04-26 02:23:22,179 - mmaction - INFO - Epoch [10][220/470] lr: 1.250e-03, eta: 6:22:18, time: 0.407, data_time: 0.000, memory: 5701, top1_acc: 0.6391, top5_acc: 0.9078, loss_cls: 1.3282, loss: 1.3282, grad_norm: 8.8953 2021-04-26 02:23:30,351 - mmaction - INFO - Epoch [10][240/470] lr: 1.250e-03, eta: 6:21:43, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.5969, top5_acc: 0.8969, loss_cls: 1.3948, loss: 1.3948, grad_norm: 8.8754 2021-04-26 02:23:38,498 - mmaction - INFO - Epoch [10][260/470] lr: 1.250e-03, eta: 6:21:07, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.6141, top5_acc: 0.8828, loss_cls: 1.3439, loss: 1.3439, grad_norm: 9.0298 2021-04-26 02:23:46,721 - mmaction - INFO - Epoch [10][280/470] lr: 1.250e-03, eta: 6:20:33, time: 0.411, data_time: 0.002, memory: 5701, top1_acc: 0.6156, top5_acc: 0.9125, loss_cls: 1.3200, loss: 1.3200, grad_norm: 8.9165 2021-04-26 02:23:54,886 - mmaction - INFO - Epoch [10][300/470] lr: 1.250e-03, eta: 6:19:58, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.6422, top5_acc: 0.9187, loss_cls: 1.2660, loss: 1.2660, grad_norm: 8.8159 2021-04-26 02:24:03,183 - mmaction - INFO - Epoch [10][320/470] lr: 1.250e-03, eta: 6:19:24, time: 0.415, data_time: 0.003, memory: 5701, top1_acc: 0.6406, top5_acc: 0.9062, loss_cls: 1.2881, loss: 1.2881, grad_norm: 9.1956 2021-04-26 02:24:11,326 - mmaction - INFO - Epoch [10][340/470] lr: 1.250e-03, eta: 6:18:49, time: 0.407, data_time: 0.000, memory: 5701, top1_acc: 0.6328, top5_acc: 0.9031, loss_cls: 1.2723, loss: 1.2723, grad_norm: 9.1243 2021-04-26 02:24:19,557 - mmaction - INFO - Epoch [10][360/470] lr: 1.250e-03, eta: 6:18:16, time: 0.412, data_time: 0.003, memory: 5701, top1_acc: 0.6250, top5_acc: 0.8938, loss_cls: 1.3362, loss: 1.3362, grad_norm: 8.8279 2021-04-26 02:24:27,731 - mmaction - INFO - Epoch [10][380/470] lr: 1.250e-03, eta: 6:17:42, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.6062, top5_acc: 0.8922, loss_cls: 1.3665, loss: 1.3665, grad_norm: 9.4795 2021-04-26 02:24:35,918 - mmaction - INFO - Epoch [10][400/470] lr: 1.250e-03, eta: 6:17:08, time: 0.410, data_time: 0.002, memory: 5701, top1_acc: 0.6469, top5_acc: 0.9109, loss_cls: 1.2763, loss: 1.2763, grad_norm: 8.8880 2021-04-26 02:24:44,128 - mmaction - INFO - Epoch [10][420/470] lr: 1.250e-03, eta: 6:16:35, time: 0.410, data_time: 0.000, memory: 5701, top1_acc: 0.5766, top5_acc: 0.9000, loss_cls: 1.4418, loss: 1.4418, grad_norm: 9.9619 2021-04-26 02:24:52,343 - mmaction - INFO - Epoch [10][440/470] lr: 1.250e-03, eta: 6:16:02, time: 0.411, data_time: 0.003, memory: 5701, top1_acc: 0.6281, top5_acc: 0.9031, loss_cls: 1.3181, loss: 1.3181, grad_norm: 9.4859 2021-04-26 02:25:00,530 - mmaction - INFO - Epoch [10][460/470] lr: 1.250e-03, eta: 6:15:29, time: 0.409, data_time: 0.000, memory: 5701, top1_acc: 0.6438, top5_acc: 0.9297, loss_cls: 1.2266, loss: 1.2266, grad_norm: 8.7221 2021-04-26 02:25:05,413 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-26 02:26:16,088 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:26:16,156 - mmaction - INFO - top1_acc 0.5569 top5_acc 0.9000 2021-04-26 02:26:16,157 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:26:16,159 - mmaction - INFO - mean_acc 0.3596 2021-04-26 02:26:16,562 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-04-26 02:26:16,562 - mmaction - INFO - Best top1_acc is 0.5569 at 10 epoch. 2021-04-26 02:26:16,563 - mmaction - INFO - Epoch(val) [10][470] top1_acc: 0.5569, top5_acc: 0.9000, mean_class_accuracy: 0.3596 2021-04-26 02:27:24,210 - mmaction - INFO - Epoch [11][20/470] lr: 1.250e-03, eta: 6:22:56, time: 3.382, data_time: 2.977, memory: 5701, top1_acc: 0.6312, top5_acc: 0.9141, loss_cls: 1.2821, loss: 1.2821, grad_norm: 9.2540 2021-04-26 02:27:32,194 - mmaction - INFO - Epoch [11][40/470] lr: 1.250e-03, eta: 6:22:19, time: 0.399, data_time: 0.005, memory: 5701, top1_acc: 0.6469, top5_acc: 0.9219, loss_cls: 1.2168, loss: 1.2168, grad_norm: 8.5709 2021-04-26 02:27:40,195 - mmaction - INFO - Epoch [11][60/470] lr: 1.250e-03, eta: 6:21:43, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.6656, top5_acc: 0.9062, loss_cls: 1.2581, loss: 1.2581, grad_norm: 8.5583 2021-04-26 02:27:48,188 - mmaction - INFO - Epoch [11][80/470] lr: 1.250e-03, eta: 6:21:07, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.6422, top5_acc: 0.9297, loss_cls: 1.2207, loss: 1.2207, grad_norm: 8.7084 2021-04-26 02:27:56,161 - mmaction - INFO - Epoch [11][100/470] lr: 1.250e-03, eta: 6:20:31, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.6406, top5_acc: 0.9328, loss_cls: 1.1756, loss: 1.1756, grad_norm: 8.8451 2021-04-26 02:28:04,195 - mmaction - INFO - Epoch [11][120/470] lr: 1.250e-03, eta: 6:19:56, time: 0.401, data_time: 0.002, memory: 5701, top1_acc: 0.6266, top5_acc: 0.9047, loss_cls: 1.3155, loss: 1.3155, grad_norm: 9.3165 2021-04-26 02:28:12,145 - mmaction - INFO - Epoch [11][140/470] lr: 1.250e-03, eta: 6:19:20, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.6484, top5_acc: 0.9187, loss_cls: 1.2339, loss: 1.2339, grad_norm: 9.0999 2021-04-26 02:28:20,190 - mmaction - INFO - Epoch [11][160/470] lr: 1.250e-03, eta: 6:18:45, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.6250, top5_acc: 0.9078, loss_cls: 1.2992, loss: 1.2992, grad_norm: 9.4723 2021-04-26 02:28:28,219 - mmaction - INFO - Epoch [11][180/470] lr: 1.250e-03, eta: 6:18:11, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.6641, top5_acc: 0.9141, loss_cls: 1.2511, loss: 1.2511, grad_norm: 9.2536 2021-04-26 02:28:36,302 - mmaction - INFO - Epoch [11][200/470] lr: 1.250e-03, eta: 6:17:37, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.6687, top5_acc: 0.9281, loss_cls: 1.1226, loss: 1.1226, grad_norm: 8.3781 2021-04-26 02:28:44,355 - mmaction - INFO - Epoch [11][220/470] lr: 1.250e-03, eta: 6:17:03, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.6391, top5_acc: 0.9125, loss_cls: 1.2733, loss: 1.2733, grad_norm: 8.9203 2021-04-26 02:28:52,568 - mmaction - INFO - Epoch [11][240/470] lr: 1.250e-03, eta: 6:16:31, time: 0.411, data_time: 0.003, memory: 5701, top1_acc: 0.6281, top5_acc: 0.9062, loss_cls: 1.2611, loss: 1.2611, grad_norm: 9.6379 2021-04-26 02:29:00,701 - mmaction - INFO - Epoch [11][260/470] lr: 1.250e-03, eta: 6:15:58, time: 0.407, data_time: 0.000, memory: 5701, top1_acc: 0.6562, top5_acc: 0.9187, loss_cls: 1.2113, loss: 1.2113, grad_norm: 8.8522 2021-04-26 02:29:08,955 - mmaction - INFO - Epoch [11][280/470] lr: 1.250e-03, eta: 6:15:26, time: 0.413, data_time: 0.005, memory: 5701, top1_acc: 0.6266, top5_acc: 0.9234, loss_cls: 1.2786, loss: 1.2786, grad_norm: 9.4202 2021-04-26 02:29:17,063 - mmaction - INFO - Epoch [11][300/470] lr: 1.250e-03, eta: 6:14:53, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.6734, top5_acc: 0.9156, loss_cls: 1.1888, loss: 1.1888, grad_norm: 8.9964 2021-04-26 02:29:25,264 - mmaction - INFO - Epoch [11][320/470] lr: 1.250e-03, eta: 6:14:22, time: 0.410, data_time: 0.003, memory: 5701, top1_acc: 0.6531, top5_acc: 0.9203, loss_cls: 1.2293, loss: 1.2293, grad_norm: 9.3851 2021-04-26 02:29:33,376 - mmaction - INFO - Epoch [11][340/470] lr: 1.250e-03, eta: 6:13:50, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.6297, top5_acc: 0.9406, loss_cls: 1.2536, loss: 1.2536, grad_norm: 9.1832 2021-04-26 02:29:41,607 - mmaction - INFO - Epoch [11][360/470] lr: 1.250e-03, eta: 6:13:18, time: 0.411, data_time: 0.002, memory: 5701, top1_acc: 0.6375, top5_acc: 0.9234, loss_cls: 1.2255, loss: 1.2255, grad_norm: 8.9554 2021-04-26 02:29:49,724 - mmaction - INFO - Epoch [11][380/470] lr: 1.250e-03, eta: 6:12:47, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.6859, top5_acc: 0.9250, loss_cls: 1.1208, loss: 1.1208, grad_norm: 9.0416 2021-04-26 02:29:57,893 - mmaction - INFO - Epoch [11][400/470] lr: 1.250e-03, eta: 6:12:15, time: 0.409, data_time: 0.002, memory: 5701, top1_acc: 0.6219, top5_acc: 0.9172, loss_cls: 1.2810, loss: 1.2810, grad_norm: 9.8465 2021-04-26 02:30:06,082 - mmaction - INFO - Epoch [11][420/470] lr: 1.250e-03, eta: 6:11:44, time: 0.410, data_time: 0.001, memory: 5701, top1_acc: 0.6406, top5_acc: 0.9047, loss_cls: 1.2782, loss: 1.2782, grad_norm: 9.5823 2021-04-26 02:30:14,267 - mmaction - INFO - Epoch [11][440/470] lr: 1.250e-03, eta: 6:11:14, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.6609, top5_acc: 0.9156, loss_cls: 1.1807, loss: 1.1807, grad_norm: 8.6522 2021-04-26 02:30:22,462 - mmaction - INFO - Epoch [11][460/470] lr: 1.250e-03, eta: 6:10:43, time: 0.411, data_time: 0.002, memory: 5701, top1_acc: 0.6438, top5_acc: 0.9094, loss_cls: 1.2549, loss: 1.2549, grad_norm: 9.2421 2021-04-26 02:30:27,661 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-26 02:31:35,105 - mmaction - INFO - Epoch [12][20/470] lr: 1.250e-03, eta: 6:17:13, time: 3.317, data_time: 2.913, memory: 5701, top1_acc: 0.6391, top5_acc: 0.9109, loss_cls: 1.2336, loss: 1.2336, grad_norm: 9.3850 2021-04-26 02:31:43,100 - mmaction - INFO - Epoch [12][40/470] lr: 1.250e-03, eta: 6:16:40, time: 0.399, data_time: 0.004, memory: 5701, top1_acc: 0.6594, top5_acc: 0.9266, loss_cls: 1.2246, loss: 1.2246, grad_norm: 9.0253 2021-04-26 02:31:51,010 - mmaction - INFO - Epoch [12][60/470] lr: 1.250e-03, eta: 6:16:06, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.6672, top5_acc: 0.9250, loss_cls: 1.1797, loss: 1.1797, grad_norm: 8.6424 2021-04-26 02:31:58,979 - mmaction - INFO - Epoch [12][80/470] lr: 1.250e-03, eta: 6:15:32, time: 0.398, data_time: 0.003, memory: 5701, top1_acc: 0.6875, top5_acc: 0.9062, loss_cls: 1.1590, loss: 1.1590, grad_norm: 8.3229 2021-04-26 02:32:06,948 - mmaction - INFO - Epoch [12][100/470] lr: 1.250e-03, eta: 6:14:59, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.6641, top5_acc: 0.9156, loss_cls: 1.2191, loss: 1.2191, grad_norm: 9.3825 2021-04-26 02:32:14,983 - mmaction - INFO - Epoch [12][120/470] lr: 1.250e-03, eta: 6:14:27, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.6687, top5_acc: 0.9266, loss_cls: 1.1689, loss: 1.1689, grad_norm: 8.9137 2021-04-26 02:32:22,990 - mmaction - INFO - Epoch [12][140/470] lr: 1.250e-03, eta: 6:13:54, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.6500, top5_acc: 0.9250, loss_cls: 1.1709, loss: 1.1709, grad_norm: 8.9540 2021-04-26 02:32:31,112 - mmaction - INFO - Epoch [12][160/470] lr: 1.250e-03, eta: 6:13:23, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.6687, top5_acc: 0.9359, loss_cls: 1.1822, loss: 1.1822, grad_norm: 9.0267 2021-04-26 02:32:39,186 - mmaction - INFO - Epoch [12][180/470] lr: 1.250e-03, eta: 6:12:51, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.6562, top5_acc: 0.8938, loss_cls: 1.2999, loss: 1.2999, grad_norm: 9.6584 2021-04-26 02:32:47,293 - mmaction - INFO - Epoch [12][200/470] lr: 1.250e-03, eta: 6:12:20, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.6391, top5_acc: 0.9078, loss_cls: 1.2763, loss: 1.2763, grad_norm: 9.8524 2021-04-26 02:32:55,343 - mmaction - INFO - Epoch [12][220/470] lr: 1.250e-03, eta: 6:11:49, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.6734, top5_acc: 0.9266, loss_cls: 1.1523, loss: 1.1523, grad_norm: 9.6087 2021-04-26 02:33:03,474 - mmaction - INFO - Epoch [12][240/470] lr: 1.250e-03, eta: 6:11:18, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.6547, top5_acc: 0.9313, loss_cls: 1.1822, loss: 1.1822, grad_norm: 9.3115 2021-04-26 02:33:11,536 - mmaction - INFO - Epoch [12][260/470] lr: 1.250e-03, eta: 6:10:47, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.6438, top5_acc: 0.9109, loss_cls: 1.2411, loss: 1.2411, grad_norm: 9.2400 2021-04-26 02:33:19,705 - mmaction - INFO - Epoch [12][280/470] lr: 1.250e-03, eta: 6:10:17, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.6547, top5_acc: 0.9203, loss_cls: 1.1889, loss: 1.1889, grad_norm: 9.5551 2021-04-26 02:33:27,796 - mmaction - INFO - Epoch [12][300/470] lr: 1.250e-03, eta: 6:09:46, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.0473, loss: 1.0473, grad_norm: 8.5698 2021-04-26 02:33:35,921 - mmaction - INFO - Epoch [12][320/470] lr: 1.250e-03, eta: 6:09:16, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.6828, top5_acc: 0.9375, loss_cls: 1.0687, loss: 1.0687, grad_norm: 8.9118 2021-04-26 02:33:44,126 - mmaction - INFO - Epoch [12][340/470] lr: 1.250e-03, eta: 6:08:47, time: 0.410, data_time: 0.000, memory: 5701, top1_acc: 0.6859, top5_acc: 0.9281, loss_cls: 1.0964, loss: 1.0964, grad_norm: 8.6039 2021-04-26 02:33:52,188 - mmaction - INFO - Epoch [12][360/470] lr: 1.250e-03, eta: 6:08:17, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.7203, top5_acc: 0.9375, loss_cls: 1.0040, loss: 1.0040, grad_norm: 8.4128 2021-04-26 02:34:00,284 - mmaction - INFO - Epoch [12][380/470] lr: 1.250e-03, eta: 6:07:47, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.6484, top5_acc: 0.9234, loss_cls: 1.1790, loss: 1.1790, grad_norm: 9.1178 2021-04-26 02:34:08,472 - mmaction - INFO - Epoch [12][400/470] lr: 1.250e-03, eta: 6:07:18, time: 0.410, data_time: 0.001, memory: 5701, top1_acc: 0.7000, top5_acc: 0.9219, loss_cls: 1.0969, loss: 1.0969, grad_norm: 9.0114 2021-04-26 02:34:16,572 - mmaction - INFO - Epoch [12][420/470] lr: 1.250e-03, eta: 6:06:49, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.7063, top5_acc: 0.9359, loss_cls: 1.1569, loss: 1.1569, grad_norm: 8.8844 2021-04-26 02:34:24,705 - mmaction - INFO - Epoch [12][440/470] lr: 1.250e-03, eta: 6:06:20, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.6734, top5_acc: 0.9422, loss_cls: 1.0854, loss: 1.0854, grad_norm: 9.3735 2021-04-26 02:34:32,837 - mmaction - INFO - Epoch [12][460/470] lr: 1.250e-03, eta: 6:05:51, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.6484, top5_acc: 0.9266, loss_cls: 1.1861, loss: 1.1861, grad_norm: 9.2715 2021-04-26 02:34:37,649 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-26 02:35:48,377 - mmaction - INFO - Epoch [13][20/470] lr: 1.250e-03, eta: 6:12:09, time: 3.493, data_time: 3.083, memory: 5701, top1_acc: 0.6406, top5_acc: 0.9156, loss_cls: 1.2321, loss: 1.2321, grad_norm: 9.9817 2021-04-26 02:35:56,323 - mmaction - INFO - Epoch [13][40/470] lr: 1.250e-03, eta: 6:11:37, time: 0.397, data_time: 0.002, memory: 5701, top1_acc: 0.7109, top5_acc: 0.9344, loss_cls: 1.0952, loss: 1.0952, grad_norm: 8.9256 2021-04-26 02:36:04,262 - mmaction - INFO - Epoch [13][60/470] lr: 1.250e-03, eta: 6:11:06, time: 0.397, data_time: 0.001, memory: 5701, top1_acc: 0.7234, top5_acc: 0.9422, loss_cls: 1.0283, loss: 1.0283, grad_norm: 8.6951 2021-04-26 02:36:12,265 - mmaction - INFO - Epoch [13][80/470] lr: 1.250e-03, eta: 6:10:35, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.6922, top5_acc: 0.9266, loss_cls: 1.0719, loss: 1.0719, grad_norm: 9.2969 2021-04-26 02:36:20,210 - mmaction - INFO - Epoch [13][100/470] lr: 1.250e-03, eta: 6:10:04, time: 0.397, data_time: 0.001, memory: 5701, top1_acc: 0.7266, top5_acc: 0.9375, loss_cls: 0.9961, loss: 0.9961, grad_norm: 8.5526 2021-04-26 02:36:28,251 - mmaction - INFO - Epoch [13][120/470] lr: 1.250e-03, eta: 6:09:34, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.6734, top5_acc: 0.9219, loss_cls: 1.1072, loss: 1.1072, grad_norm: 9.4823 2021-04-26 02:36:36,284 - mmaction - INFO - Epoch [13][140/470] lr: 1.250e-03, eta: 6:09:03, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.6969, top5_acc: 0.9422, loss_cls: 1.0464, loss: 1.0464, grad_norm: 9.2288 2021-04-26 02:36:44,377 - mmaction - INFO - Epoch [13][160/470] lr: 1.250e-03, eta: 6:08:34, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7109, top5_acc: 0.9219, loss_cls: 1.0735, loss: 1.0735, grad_norm: 9.2424 2021-04-26 02:36:52,421 - mmaction - INFO - Epoch [13][180/470] lr: 1.250e-03, eta: 6:08:04, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.6844, top5_acc: 0.9187, loss_cls: 1.1190, loss: 1.1190, grad_norm: 9.6828 2021-04-26 02:37:00,510 - mmaction - INFO - Epoch [13][200/470] lr: 1.250e-03, eta: 6:07:35, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.6953, top5_acc: 0.9391, loss_cls: 1.1145, loss: 1.1145, grad_norm: 8.7839 2021-04-26 02:37:08,631 - mmaction - INFO - Epoch [13][220/470] lr: 1.250e-03, eta: 6:07:06, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.7188, top5_acc: 0.9422, loss_cls: 1.0018, loss: 1.0018, grad_norm: 8.9610 2021-04-26 02:37:16,776 - mmaction - INFO - Epoch [13][240/470] lr: 1.250e-03, eta: 6:06:37, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.7047, top5_acc: 0.9281, loss_cls: 1.1015, loss: 1.1015, grad_norm: 8.9714 2021-04-26 02:37:24,825 - mmaction - INFO - Epoch [13][260/470] lr: 1.250e-03, eta: 6:06:08, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.6969, top5_acc: 0.9469, loss_cls: 1.0260, loss: 1.0260, grad_norm: 8.6697 2021-04-26 02:37:32,968 - mmaction - INFO - Epoch [13][280/470] lr: 1.250e-03, eta: 6:05:40, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7000, top5_acc: 0.9484, loss_cls: 1.0691, loss: 1.0691, grad_norm: 9.0711 2021-04-26 02:37:41,091 - mmaction - INFO - Epoch [13][300/470] lr: 1.250e-03, eta: 6:05:11, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.6844, top5_acc: 0.9297, loss_cls: 1.0734, loss: 1.0734, grad_norm: 9.3843 2021-04-26 02:37:49,339 - mmaction - INFO - Epoch [13][320/470] lr: 1.250e-03, eta: 6:04:44, time: 0.412, data_time: 0.003, memory: 5701, top1_acc: 0.7172, top5_acc: 0.9391, loss_cls: 0.9987, loss: 0.9987, grad_norm: 8.8127 2021-04-26 02:37:57,469 - mmaction - INFO - Epoch [13][340/470] lr: 1.250e-03, eta: 6:04:16, time: 0.407, data_time: 0.001, memory: 5701, top1_acc: 0.7031, top5_acc: 0.9297, loss_cls: 1.0751, loss: 1.0751, grad_norm: 9.0477 2021-04-26 02:38:05,596 - mmaction - INFO - Epoch [13][360/470] lr: 1.250e-03, eta: 6:03:48, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.6719, top5_acc: 0.9187, loss_cls: 1.1466, loss: 1.1466, grad_norm: 9.6286 2021-04-26 02:38:13,699 - mmaction - INFO - Epoch [13][380/470] lr: 1.250e-03, eta: 6:03:20, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.6922, top5_acc: 0.9094, loss_cls: 1.1081, loss: 1.1081, grad_norm: 9.3138 2021-04-26 02:38:21,840 - mmaction - INFO - Epoch [13][400/470] lr: 1.250e-03, eta: 6:02:52, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.6922, top5_acc: 0.9219, loss_cls: 1.1155, loss: 1.1155, grad_norm: 9.7551 2021-04-26 02:38:29,963 - mmaction - INFO - Epoch [13][420/470] lr: 1.250e-03, eta: 6:02:25, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.6719, top5_acc: 0.9359, loss_cls: 1.1543, loss: 1.1543, grad_norm: 9.5590 2021-04-26 02:38:38,145 - mmaction - INFO - Epoch [13][440/470] lr: 1.250e-03, eta: 6:01:58, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.6828, top5_acc: 0.9266, loss_cls: 1.0918, loss: 1.0918, grad_norm: 9.3449 2021-04-26 02:38:46,237 - mmaction - INFO - Epoch [13][460/470] lr: 1.250e-03, eta: 6:01:30, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.6953, top5_acc: 0.9437, loss_cls: 1.0424, loss: 1.0424, grad_norm: 9.3597 2021-04-26 02:38:53,165 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-26 02:41:04,109 - mmaction - INFO - Epoch [14][20/470] lr: 1.250e-03, eta: 6:13:53, time: 6.485, data_time: 5.957, memory: 5701, top1_acc: 0.6891, top5_acc: 0.9531, loss_cls: 1.0396, loss: 1.0396, grad_norm: 9.3933 2021-04-26 02:41:12,091 - mmaction - INFO - Epoch [14][40/470] lr: 1.250e-03, eta: 6:13:22, time: 0.401, data_time: 0.005, memory: 5701, top1_acc: 0.7203, top5_acc: 0.9406, loss_cls: 0.9691, loss: 0.9691, grad_norm: 9.2462 2021-04-26 02:41:20,026 - mmaction - INFO - Epoch [14][60/470] lr: 1.250e-03, eta: 6:12:51, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.7000, top5_acc: 0.9484, loss_cls: 1.0277, loss: 1.0277, grad_norm: 9.3632 2021-04-26 02:41:28,096 - mmaction - INFO - Epoch [14][80/470] lr: 1.250e-03, eta: 6:12:21, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.6828, top5_acc: 0.9391, loss_cls: 1.0862, loss: 1.0862, grad_norm: 10.1243 2021-04-26 02:41:36,013 - mmaction - INFO - Epoch [14][100/470] lr: 1.250e-03, eta: 6:11:50, time: 0.396, data_time: 0.000, memory: 5701, top1_acc: 0.7141, top5_acc: 0.9344, loss_cls: 1.0501, loss: 1.0501, grad_norm: 8.7190 2021-04-26 02:41:44,004 - mmaction - INFO - Epoch [14][120/470] lr: 1.250e-03, eta: 6:11:20, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.7125, top5_acc: 0.9609, loss_cls: 0.9724, loss: 0.9724, grad_norm: 9.0601 2021-04-26 02:41:52,052 - mmaction - INFO - Epoch [14][140/470] lr: 1.250e-03, eta: 6:10:50, time: 0.402, data_time: 0.004, memory: 5701, top1_acc: 0.6656, top5_acc: 0.9125, loss_cls: 1.1342, loss: 1.1342, grad_norm: 9.8377 2021-04-26 02:42:00,112 - mmaction - INFO - Epoch [14][160/470] lr: 1.250e-03, eta: 6:10:21, time: 0.403, data_time: 0.003, memory: 5701, top1_acc: 0.6922, top5_acc: 0.9313, loss_cls: 1.0786, loss: 1.0786, grad_norm: 9.4697 2021-04-26 02:42:08,116 - mmaction - INFO - Epoch [14][180/470] lr: 1.250e-03, eta: 6:09:51, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.7203, top5_acc: 0.9406, loss_cls: 1.0170, loss: 1.0170, grad_norm: 8.9587 2021-04-26 02:42:16,210 - mmaction - INFO - Epoch [14][200/470] lr: 1.250e-03, eta: 6:09:22, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.6906, top5_acc: 0.9406, loss_cls: 1.0536, loss: 1.0536, grad_norm: 8.9106 2021-04-26 02:42:24,294 - mmaction - INFO - Epoch [14][220/470] lr: 1.250e-03, eta: 6:08:53, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.7047, top5_acc: 0.9328, loss_cls: 1.0112, loss: 1.0112, grad_norm: 8.7707 2021-04-26 02:42:32,442 - mmaction - INFO - Epoch [14][240/470] lr: 1.250e-03, eta: 6:08:25, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7094, top5_acc: 0.9422, loss_cls: 1.0349, loss: 1.0349, grad_norm: 9.0561 2021-04-26 02:42:40,502 - mmaction - INFO - Epoch [14][260/470] lr: 1.250e-03, eta: 6:07:56, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7016, top5_acc: 0.9437, loss_cls: 0.9990, loss: 0.9990, grad_norm: 8.6076 2021-04-26 02:42:48,645 - mmaction - INFO - Epoch [14][280/470] lr: 1.250e-03, eta: 6:07:28, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7359, top5_acc: 0.9344, loss_cls: 0.9878, loss: 0.9878, grad_norm: 8.7380 2021-04-26 02:42:56,685 - mmaction - INFO - Epoch [14][300/470] lr: 1.250e-03, eta: 6:06:59, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 1.0213, loss: 1.0213, grad_norm: 9.5287 2021-04-26 02:43:04,959 - mmaction - INFO - Epoch [14][320/470] lr: 1.250e-03, eta: 6:06:32, time: 0.414, data_time: 0.003, memory: 5701, top1_acc: 0.6984, top5_acc: 0.9391, loss_cls: 1.0864, loss: 1.0864, grad_norm: 9.4455 2021-04-26 02:43:13,120 - mmaction - INFO - Epoch [14][340/470] lr: 1.250e-03, eta: 6:06:04, time: 0.408, data_time: 0.000, memory: 5701, top1_acc: 0.7078, top5_acc: 0.9328, loss_cls: 1.0227, loss: 1.0227, grad_norm: 8.9800 2021-04-26 02:43:21,432 - mmaction - INFO - Epoch [14][360/470] lr: 1.250e-03, eta: 6:05:38, time: 0.415, data_time: 0.003, memory: 5701, top1_acc: 0.6891, top5_acc: 0.9203, loss_cls: 1.0761, loss: 1.0761, grad_norm: 10.2729 2021-04-26 02:43:29,602 - mmaction - INFO - Epoch [14][380/470] lr: 1.250e-03, eta: 6:05:10, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.7063, top5_acc: 0.9484, loss_cls: 1.0178, loss: 1.0178, grad_norm: 9.7793 2021-04-26 02:43:37,915 - mmaction - INFO - Epoch [14][400/470] lr: 1.250e-03, eta: 6:04:44, time: 0.416, data_time: 0.003, memory: 5701, top1_acc: 0.7078, top5_acc: 0.9250, loss_cls: 1.0403, loss: 1.0403, grad_norm: 10.0214 2021-04-26 02:43:46,092 - mmaction - INFO - Epoch [14][420/470] lr: 1.250e-03, eta: 6:04:17, time: 0.409, data_time: 0.000, memory: 5701, top1_acc: 0.7078, top5_acc: 0.9469, loss_cls: 1.0171, loss: 1.0171, grad_norm: 9.9250 2021-04-26 02:43:54,210 - mmaction - INFO - Epoch [14][440/470] lr: 1.250e-03, eta: 6:03:49, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.6891, top5_acc: 0.9391, loss_cls: 1.0383, loss: 1.0383, grad_norm: 9.9123 2021-04-26 02:44:02,414 - mmaction - INFO - Epoch [14][460/470] lr: 1.250e-03, eta: 6:03:23, time: 0.410, data_time: 0.001, memory: 5701, top1_acc: 0.6922, top5_acc: 0.9422, loss_cls: 1.0035, loss: 1.0035, grad_norm: 9.8234 2021-04-26 02:44:08,514 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-26 02:45:31,609 - mmaction - INFO - Epoch [15][20/470] lr: 1.250e-03, eta: 6:09:54, time: 4.139, data_time: 3.729, memory: 5701, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 0.9468, loss: 0.9468, grad_norm: 8.6429 2021-04-26 02:45:39,594 - mmaction - INFO - Epoch [15][40/470] lr: 1.250e-03, eta: 6:09:25, time: 0.398, data_time: 0.004, memory: 5701, top1_acc: 0.7125, top5_acc: 0.9328, loss_cls: 1.0278, loss: 1.0278, grad_norm: 9.4777 2021-04-26 02:45:47,500 - mmaction - INFO - Epoch [15][60/470] lr: 1.250e-03, eta: 6:08:55, time: 0.395, data_time: 0.002, memory: 5701, top1_acc: 0.7359, top5_acc: 0.9547, loss_cls: 0.9425, loss: 0.9425, grad_norm: 9.1635 2021-04-26 02:45:55,477 - mmaction - INFO - Epoch [15][80/470] lr: 1.250e-03, eta: 6:08:26, time: 0.399, data_time: 0.002, memory: 5701, top1_acc: 0.6937, top5_acc: 0.9203, loss_cls: 1.0370, loss: 1.0370, grad_norm: 9.6915 2021-04-26 02:46:03,410 - mmaction - INFO - Epoch [15][100/470] lr: 1.250e-03, eta: 6:07:57, time: 0.397, data_time: 0.001, memory: 5701, top1_acc: 0.7125, top5_acc: 0.9328, loss_cls: 1.0372, loss: 1.0372, grad_norm: 9.8321 2021-04-26 02:46:11,488 - mmaction - INFO - Epoch [15][120/470] lr: 1.250e-03, eta: 6:07:29, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.6844, top5_acc: 0.9344, loss_cls: 1.0472, loss: 1.0472, grad_norm: 9.5850 2021-04-26 02:46:19,505 - mmaction - INFO - Epoch [15][140/470] lr: 1.250e-03, eta: 6:07:00, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.7078, top5_acc: 0.9422, loss_cls: 1.0017, loss: 1.0017, grad_norm: 9.4249 2021-04-26 02:46:27,593 - mmaction - INFO - Epoch [15][160/470] lr: 1.250e-03, eta: 6:06:32, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7047, top5_acc: 0.9578, loss_cls: 0.9655, loss: 0.9655, grad_norm: 9.7168 2021-04-26 02:46:35,656 - mmaction - INFO - Epoch [15][180/470] lr: 1.250e-03, eta: 6:06:04, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7000, top5_acc: 0.9344, loss_cls: 1.0319, loss: 1.0319, grad_norm: 8.9685 2021-04-26 02:46:43,783 - mmaction - INFO - Epoch [15][200/470] lr: 1.250e-03, eta: 6:05:37, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.7109, top5_acc: 0.9531, loss_cls: 0.9656, loss: 0.9656, grad_norm: 8.8064 2021-04-26 02:46:51,813 - mmaction - INFO - Epoch [15][220/470] lr: 1.250e-03, eta: 6:05:09, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.6937, top5_acc: 0.9469, loss_cls: 0.9636, loss: 0.9636, grad_norm: 9.9199 2021-04-26 02:46:59,920 - mmaction - INFO - Epoch [15][240/470] lr: 1.250e-03, eta: 6:04:41, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7281, top5_acc: 0.9547, loss_cls: 0.9644, loss: 0.9644, grad_norm: 9.0648 2021-04-26 02:47:07,961 - mmaction - INFO - Epoch [15][260/470] lr: 1.250e-03, eta: 6:04:14, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.7156, top5_acc: 0.9359, loss_cls: 1.0163, loss: 1.0163, grad_norm: 9.0405 2021-04-26 02:47:16,151 - mmaction - INFO - Epoch [15][280/470] lr: 1.250e-03, eta: 6:03:47, time: 0.410, data_time: 0.003, memory: 5701, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 0.9844, loss: 0.9844, grad_norm: 9.7950 2021-04-26 02:47:24,203 - mmaction - INFO - Epoch [15][300/470] lr: 1.250e-03, eta: 6:03:20, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.7203, top5_acc: 0.9500, loss_cls: 0.9724, loss: 0.9724, grad_norm: 9.5402 2021-04-26 02:47:32,334 - mmaction - INFO - Epoch [15][320/470] lr: 1.250e-03, eta: 6:02:53, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 1.0381, loss: 1.0381, grad_norm: 9.6234 2021-04-26 02:47:40,349 - mmaction - INFO - Epoch [15][340/470] lr: 1.250e-03, eta: 6:02:26, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.7109, top5_acc: 0.9422, loss_cls: 0.9831, loss: 0.9831, grad_norm: 9.6512 2021-04-26 02:47:48,641 - mmaction - INFO - Epoch [15][360/470] lr: 1.250e-03, eta: 6:02:00, time: 0.414, data_time: 0.003, memory: 5701, top1_acc: 0.7328, top5_acc: 0.9547, loss_cls: 0.9132, loss: 0.9132, grad_norm: 9.0705 2021-04-26 02:47:56,724 - mmaction - INFO - Epoch [15][380/470] lr: 1.250e-03, eta: 6:01:33, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.7109, top5_acc: 0.9359, loss_cls: 0.9895, loss: 0.9895, grad_norm: 9.0589 2021-04-26 02:48:04,864 - mmaction - INFO - Epoch [15][400/470] lr: 1.250e-03, eta: 6:01:07, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7031, top5_acc: 0.9391, loss_cls: 1.0098, loss: 1.0098, grad_norm: 10.0434 2021-04-26 02:48:13,058 - mmaction - INFO - Epoch [15][420/470] lr: 1.250e-03, eta: 6:00:41, time: 0.410, data_time: 0.001, memory: 5701, top1_acc: 0.7297, top5_acc: 0.9531, loss_cls: 0.9469, loss: 0.9469, grad_norm: 9.4794 2021-04-26 02:48:21,192 - mmaction - INFO - Epoch [15][440/470] lr: 1.250e-03, eta: 6:00:15, time: 0.407, data_time: 0.002, memory: 5701, top1_acc: 0.7375, top5_acc: 0.9359, loss_cls: 0.9686, loss: 0.9686, grad_norm: 9.1897 2021-04-26 02:48:29,280 - mmaction - INFO - Epoch [15][460/470] lr: 1.250e-03, eta: 5:59:49, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.7391, top5_acc: 0.9359, loss_cls: 1.0019, loss: 1.0019, grad_norm: 8.8096 2021-04-26 02:48:34,640 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-26 02:49:50,283 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:49:50,358 - mmaction - INFO - top1_acc 0.6335 top5_acc 0.9497 2021-04-26 02:49:50,359 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:49:50,420 - mmaction - INFO - mean_acc 0.4683 2021-04-26 02:49:51,025 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-04-26 02:49:51,025 - mmaction - INFO - Best top1_acc is 0.6335 at 15 epoch. 2021-04-26 02:49:51,036 - mmaction - INFO - Epoch(val) [15][470] top1_acc: 0.6335, top5_acc: 0.9497, mean_class_accuracy: 0.4683 2021-04-26 02:51:05,566 - mmaction - INFO - Epoch [16][20/470] lr: 1.250e-03, eta: 6:05:02, time: 3.726, data_time: 3.313, memory: 5701, top1_acc: 0.6797, top5_acc: 0.9344, loss_cls: 1.0396, loss: 1.0396, grad_norm: 9.9831 2021-04-26 02:51:13,546 - mmaction - INFO - Epoch [16][40/470] lr: 1.250e-03, eta: 6:04:34, time: 0.399, data_time: 0.004, memory: 5701, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 0.9776, loss: 0.9776, grad_norm: 10.2303 2021-04-26 02:51:21,512 - mmaction - INFO - Epoch [16][60/470] lr: 1.250e-03, eta: 6:04:06, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.7547, top5_acc: 0.9500, loss_cls: 0.8808, loss: 0.8808, grad_norm: 8.5499 2021-04-26 02:51:29,402 - mmaction - INFO - Epoch [16][80/470] lr: 1.250e-03, eta: 6:03:38, time: 0.395, data_time: 0.001, memory: 5701, top1_acc: 0.7219, top5_acc: 0.9297, loss_cls: 0.9995, loss: 0.9995, grad_norm: 9.1150 2021-04-26 02:51:37,428 - mmaction - INFO - Epoch [16][100/470] lr: 1.250e-03, eta: 6:03:11, time: 0.401, data_time: 0.003, memory: 5701, top1_acc: 0.7297, top5_acc: 0.9484, loss_cls: 0.9602, loss: 0.9602, grad_norm: 8.7688 2021-04-26 02:51:45,400 - mmaction - INFO - Epoch [16][120/470] lr: 1.250e-03, eta: 6:02:44, time: 0.398, data_time: 0.000, memory: 5701, top1_acc: 0.7172, top5_acc: 0.9547, loss_cls: 0.9097, loss: 0.9097, grad_norm: 8.7190 2021-04-26 02:51:53,419 - mmaction - INFO - Epoch [16][140/470] lr: 1.250e-03, eta: 6:02:17, time: 0.401, data_time: 0.002, memory: 5701, top1_acc: 0.7109, top5_acc: 0.9516, loss_cls: 0.9959, loss: 0.9959, grad_norm: 9.4789 2021-04-26 02:52:01,396 - mmaction - INFO - Epoch [16][160/470] lr: 1.250e-03, eta: 6:01:49, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.7312, top5_acc: 0.9578, loss_cls: 0.9107, loss: 0.9107, grad_norm: 9.4471 2021-04-26 02:52:09,477 - mmaction - INFO - Epoch [16][180/470] lr: 1.250e-03, eta: 6:01:23, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7250, top5_acc: 0.9578, loss_cls: 0.9275, loss: 0.9275, grad_norm: 8.8972 2021-04-26 02:52:17,542 - mmaction - INFO - Epoch [16][200/470] lr: 1.250e-03, eta: 6:00:56, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7531, top5_acc: 0.9281, loss_cls: 0.9337, loss: 0.9337, grad_norm: 9.0358 2021-04-26 02:52:25,637 - mmaction - INFO - Epoch [16][220/470] lr: 1.250e-03, eta: 6:00:30, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7516, top5_acc: 0.9563, loss_cls: 0.8959, loss: 0.8959, grad_norm: 8.9447 2021-04-26 02:52:33,702 - mmaction - INFO - Epoch [16][240/470] lr: 1.250e-03, eta: 6:00:04, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7422, top5_acc: 0.9531, loss_cls: 0.8884, loss: 0.8884, grad_norm: 9.2970 2021-04-26 02:52:41,794 - mmaction - INFO - Epoch [16][260/470] lr: 1.250e-03, eta: 5:59:38, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7547, top5_acc: 0.9563, loss_cls: 0.8918, loss: 0.8918, grad_norm: 9.3639 2021-04-26 02:52:49,823 - mmaction - INFO - Epoch [16][280/470] lr: 1.250e-03, eta: 5:59:12, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.7031, top5_acc: 0.9437, loss_cls: 1.0442, loss: 1.0442, grad_norm: 10.1899 2021-04-26 02:52:57,920 - mmaction - INFO - Epoch [16][300/470] lr: 1.250e-03, eta: 5:58:46, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.6937, top5_acc: 0.9219, loss_cls: 1.0574, loss: 1.0574, grad_norm: 9.9338 2021-04-26 02:53:05,954 - mmaction - INFO - Epoch [16][320/470] lr: 1.250e-03, eta: 5:58:20, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.7312, top5_acc: 0.9484, loss_cls: 0.9561, loss: 0.9561, grad_norm: 9.2036 2021-04-26 02:53:14,115 - mmaction - INFO - Epoch [16][340/470] lr: 1.250e-03, eta: 5:57:55, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.7406, top5_acc: 0.9484, loss_cls: 0.8847, loss: 0.8847, grad_norm: 9.1996 2021-04-26 02:53:22,541 - mmaction - INFO - Epoch [16][360/470] lr: 1.250e-03, eta: 5:57:31, time: 0.422, data_time: 0.013, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9594, loss_cls: 0.8456, loss: 0.8456, grad_norm: 8.2906 2021-04-26 02:53:30,604 - mmaction - INFO - Epoch [16][380/470] lr: 1.250e-03, eta: 5:57:05, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.7203, top5_acc: 0.9547, loss_cls: 0.9584, loss: 0.9584, grad_norm: 9.6477 2021-04-26 02:53:38,693 - mmaction - INFO - Epoch [16][400/470] lr: 1.250e-03, eta: 5:56:40, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.7078, top5_acc: 0.9453, loss_cls: 0.9666, loss: 0.9666, grad_norm: 9.6354 2021-04-26 02:53:46,902 - mmaction - INFO - Epoch [16][420/470] lr: 1.250e-03, eta: 5:56:15, time: 0.411, data_time: 0.001, memory: 5701, top1_acc: 0.7172, top5_acc: 0.9406, loss_cls: 0.9925, loss: 0.9925, grad_norm: 9.4502 2021-04-26 02:53:54,976 - mmaction - INFO - Epoch [16][440/470] lr: 1.250e-03, eta: 5:55:50, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.7391, top5_acc: 0.9563, loss_cls: 0.9282, loss: 0.9282, grad_norm: 9.5690 2021-04-26 02:54:03,120 - mmaction - INFO - Epoch [16][460/470] lr: 1.250e-03, eta: 5:55:25, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7656, top5_acc: 0.9484, loss_cls: 0.8832, loss: 0.8832, grad_norm: 9.0563 2021-04-26 02:54:09,377 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-26 02:55:22,192 - mmaction - INFO - Epoch [17][20/470] lr: 1.250e-03, eta: 5:59:59, time: 3.584, data_time: 3.172, memory: 5701, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 0.8964, loss: 0.8964, grad_norm: 9.3257 2021-04-26 02:55:30,177 - mmaction - INFO - Epoch [17][40/470] lr: 1.250e-03, eta: 5:59:33, time: 0.399, data_time: 0.004, memory: 5701, top1_acc: 0.7609, top5_acc: 0.9594, loss_cls: 0.8576, loss: 0.8576, grad_norm: 8.6612 2021-04-26 02:55:38,110 - mmaction - INFO - Epoch [17][60/470] lr: 1.250e-03, eta: 5:59:06, time: 0.396, data_time: 0.000, memory: 5701, top1_acc: 0.7500, top5_acc: 0.9625, loss_cls: 0.9026, loss: 0.9026, grad_norm: 9.0611 2021-04-26 02:55:46,104 - mmaction - INFO - Epoch [17][80/470] lr: 1.250e-03, eta: 5:58:40, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.7328, top5_acc: 0.9484, loss_cls: 0.9263, loss: 0.9263, grad_norm: 9.2009 2021-04-26 02:55:54,073 - mmaction - INFO - Epoch [17][100/470] lr: 1.250e-03, eta: 5:58:14, time: 0.398, data_time: 0.000, memory: 5701, top1_acc: 0.7453, top5_acc: 0.9484, loss_cls: 0.8939, loss: 0.8939, grad_norm: 8.5431 2021-04-26 02:56:02,115 - mmaction - INFO - Epoch [17][120/470] lr: 1.250e-03, eta: 5:57:48, time: 0.402, data_time: 0.002, memory: 5701, top1_acc: 0.7750, top5_acc: 0.9578, loss_cls: 0.8205, loss: 0.8205, grad_norm: 8.4667 2021-04-26 02:56:10,107 - mmaction - INFO - Epoch [17][140/470] lr: 1.250e-03, eta: 5:57:22, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 0.9636, loss: 0.9636, grad_norm: 9.8366 2021-04-26 02:56:18,170 - mmaction - INFO - Epoch [17][160/470] lr: 1.250e-03, eta: 5:56:57, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7359, top5_acc: 0.9531, loss_cls: 0.9038, loss: 0.9038, grad_norm: 9.1414 2021-04-26 02:56:26,212 - mmaction - INFO - Epoch [17][180/470] lr: 1.250e-03, eta: 5:56:31, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.6922, top5_acc: 0.9563, loss_cls: 1.0002, loss: 1.0002, grad_norm: 9.8049 2021-04-26 02:56:34,278 - mmaction - INFO - Epoch [17][200/470] lr: 1.250e-03, eta: 5:56:06, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7188, top5_acc: 0.9484, loss_cls: 1.0033, loss: 1.0033, grad_norm: 10.1049 2021-04-26 02:56:42,341 - mmaction - INFO - Epoch [17][220/470] lr: 1.250e-03, eta: 5:55:41, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7484, top5_acc: 0.9563, loss_cls: 0.8654, loss: 0.8654, grad_norm: 9.5452 2021-04-26 02:56:50,479 - mmaction - INFO - Epoch [17][240/470] lr: 1.250e-03, eta: 5:55:16, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 0.9121, loss: 0.9121, grad_norm: 9.1154 2021-04-26 02:56:58,577 - mmaction - INFO - Epoch [17][260/470] lr: 1.250e-03, eta: 5:54:51, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.7406, top5_acc: 0.9609, loss_cls: 0.8722, loss: 0.8722, grad_norm: 8.9869 2021-04-26 02:57:06,711 - mmaction - INFO - Epoch [17][280/470] lr: 1.250e-03, eta: 5:54:27, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7562, top5_acc: 0.9656, loss_cls: 0.8053, loss: 0.8053, grad_norm: 8.6070 2021-04-26 02:57:14,767 - mmaction - INFO - Epoch [17][300/470] lr: 1.250e-03, eta: 5:54:02, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 0.8059, loss: 0.8059, grad_norm: 9.1565 2021-04-26 02:57:22,938 - mmaction - INFO - Epoch [17][320/470] lr: 1.250e-03, eta: 5:53:38, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.7422, top5_acc: 0.9500, loss_cls: 0.8284, loss: 0.8284, grad_norm: 9.0244 2021-04-26 02:57:30,992 - mmaction - INFO - Epoch [17][340/470] lr: 1.250e-03, eta: 5:53:13, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7406, top5_acc: 0.9609, loss_cls: 0.8865, loss: 0.8865, grad_norm: 9.0241 2021-04-26 02:57:39,159 - mmaction - INFO - Epoch [17][360/470] lr: 1.250e-03, eta: 5:52:49, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.7375, top5_acc: 0.9609, loss_cls: 0.8968, loss: 0.8968, grad_norm: 9.3186 2021-04-26 02:57:47,257 - mmaction - INFO - Epoch [17][380/470] lr: 1.250e-03, eta: 5:52:25, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 0.9191, loss: 0.9191, grad_norm: 9.8728 2021-04-26 02:57:55,486 - mmaction - INFO - Epoch [17][400/470] lr: 1.250e-03, eta: 5:52:01, time: 0.411, data_time: 0.003, memory: 5701, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 0.8524, loss: 0.8524, grad_norm: 9.3634 2021-04-26 02:58:03,557 - mmaction - INFO - Epoch [17][420/470] lr: 1.250e-03, eta: 5:51:37, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 0.8320, loss: 0.8320, grad_norm: 8.8664 2021-04-26 02:58:11,736 - mmaction - INFO - Epoch [17][440/470] lr: 1.250e-03, eta: 5:51:13, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.8000, top5_acc: 0.9563, loss_cls: 0.7578, loss: 0.7578, grad_norm: 8.5640 2021-04-26 02:58:19,912 - mmaction - INFO - Epoch [17][460/470] lr: 1.250e-03, eta: 5:50:50, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.7688, top5_acc: 0.9672, loss_cls: 0.8068, loss: 0.8068, grad_norm: 8.4617 2021-04-26 02:58:24,822 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-26 02:59:37,929 - mmaction - INFO - Epoch [18][20/470] lr: 1.250e-03, eta: 5:55:09, time: 3.636, data_time: 3.216, memory: 5701, top1_acc: 0.7719, top5_acc: 0.9547, loss_cls: 0.8441, loss: 0.8441, grad_norm: 9.0652 2021-04-26 02:59:45,920 - mmaction - INFO - Epoch [18][40/470] lr: 1.250e-03, eta: 5:54:44, time: 0.401, data_time: 0.005, memory: 5701, top1_acc: 0.7594, top5_acc: 0.9641, loss_cls: 0.8325, loss: 0.8325, grad_norm: 8.9950 2021-04-26 02:59:53,844 - mmaction - INFO - Epoch [18][60/470] lr: 1.250e-03, eta: 5:54:18, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.7469, top5_acc: 0.9422, loss_cls: 0.8952, loss: 0.8952, grad_norm: 9.3484 2021-04-26 03:00:01,873 - mmaction - INFO - Epoch [18][80/470] lr: 1.250e-03, eta: 5:53:53, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 0.7691, loss: 0.7691, grad_norm: 8.7737 2021-04-26 03:00:09,852 - mmaction - INFO - Epoch [18][100/470] lr: 1.250e-03, eta: 5:53:28, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.7359, top5_acc: 0.9578, loss_cls: 0.8845, loss: 0.8845, grad_norm: 9.2040 2021-04-26 03:00:17,921 - mmaction - INFO - Epoch [18][120/470] lr: 1.250e-03, eta: 5:53:04, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7547, top5_acc: 0.9609, loss_cls: 0.8438, loss: 0.8438, grad_norm: 9.4484 2021-04-26 03:00:25,919 - mmaction - INFO - Epoch [18][140/470] lr: 1.250e-03, eta: 5:52:39, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.7547, top5_acc: 0.9484, loss_cls: 0.8972, loss: 0.8972, grad_norm: 9.2564 2021-04-26 03:00:34,038 - mmaction - INFO - Epoch [18][160/470] lr: 1.250e-03, eta: 5:52:15, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.7750, top5_acc: 0.9641, loss_cls: 0.8061, loss: 0.8061, grad_norm: 9.2184 2021-04-26 03:00:42,072 - mmaction - INFO - Epoch [18][180/470] lr: 1.250e-03, eta: 5:51:51, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.7719, top5_acc: 0.9703, loss_cls: 0.8024, loss: 0.8024, grad_norm: 9.2775 2021-04-26 03:00:50,204 - mmaction - INFO - Epoch [18][200/470] lr: 1.250e-03, eta: 5:51:27, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9609, loss_cls: 0.8118, loss: 0.8118, grad_norm: 9.1187 2021-04-26 03:00:58,279 - mmaction - INFO - Epoch [18][220/470] lr: 1.250e-03, eta: 5:51:03, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.7469, top5_acc: 0.9516, loss_cls: 0.9028, loss: 0.9028, grad_norm: 9.9152 2021-04-26 03:01:06,382 - mmaction - INFO - Epoch [18][240/470] lr: 1.250e-03, eta: 5:50:39, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 0.9058, loss: 0.9058, grad_norm: 9.5770 2021-04-26 03:01:14,442 - mmaction - INFO - Epoch [18][260/470] lr: 1.250e-03, eta: 5:50:15, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 0.8182, loss: 0.8182, grad_norm: 8.9890 2021-04-26 03:01:22,606 - mmaction - INFO - Epoch [18][280/470] lr: 1.250e-03, eta: 5:49:51, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.7562, top5_acc: 0.9453, loss_cls: 0.8669, loss: 0.8669, grad_norm: 9.2399 2021-04-26 03:01:30,769 - mmaction - INFO - Epoch [18][300/470] lr: 1.250e-03, eta: 5:49:28, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.7625, top5_acc: 0.9609, loss_cls: 0.8531, loss: 0.8531, grad_norm: 9.2981 2021-04-26 03:01:38,862 - mmaction - INFO - Epoch [18][320/470] lr: 1.250e-03, eta: 5:49:05, time: 0.405, data_time: 0.002, memory: 5701, top1_acc: 0.7391, top5_acc: 0.9516, loss_cls: 0.9233, loss: 0.9233, grad_norm: 9.9736 2021-04-26 03:01:46,944 - mmaction - INFO - Epoch [18][340/470] lr: 1.250e-03, eta: 5:48:41, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.7516, top5_acc: 0.9531, loss_cls: 0.8667, loss: 0.8667, grad_norm: 9.0292 2021-04-26 03:01:55,088 - mmaction - INFO - Epoch [18][360/470] lr: 1.250e-03, eta: 5:48:18, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7562, top5_acc: 0.9547, loss_cls: 0.8617, loss: 0.8617, grad_norm: 9.5439 2021-04-26 03:02:03,122 - mmaction - INFO - Epoch [18][380/470] lr: 1.250e-03, eta: 5:47:54, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 0.8301, loss: 0.8301, grad_norm: 9.3047 2021-04-26 03:02:11,311 - mmaction - INFO - Epoch [18][400/470] lr: 1.250e-03, eta: 5:47:31, time: 0.409, data_time: 0.003, memory: 5701, top1_acc: 0.7703, top5_acc: 0.9609, loss_cls: 0.7776, loss: 0.7776, grad_norm: 9.1146 2021-04-26 03:02:19,360 - mmaction - INFO - Epoch [18][420/470] lr: 1.250e-03, eta: 5:47:08, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9500, loss_cls: 0.8878, loss: 0.8878, grad_norm: 9.7069 2021-04-26 03:02:27,493 - mmaction - INFO - Epoch [18][440/470] lr: 1.250e-03, eta: 5:46:45, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 0.8222, loss: 0.8222, grad_norm: 9.2237 2021-04-26 03:02:35,733 - mmaction - INFO - Epoch [18][460/470] lr: 1.250e-03, eta: 5:46:22, time: 0.412, data_time: 0.001, memory: 5701, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 0.8190, loss: 0.8190, grad_norm: 9.2946 2021-04-26 03:02:43,493 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-26 03:04:36,070 - mmaction - INFO - Epoch [19][20/470] lr: 1.250e-03, eta: 5:53:22, time: 5.602, data_time: 5.091, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9750, loss_cls: 0.7678, loss: 0.7678, grad_norm: 9.4594 2021-04-26 03:04:44,577 - mmaction - INFO - Epoch [19][40/470] lr: 1.250e-03, eta: 5:53:00, time: 0.428, data_time: 0.034, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9734, loss_cls: 0.7632, loss: 0.7632, grad_norm: 8.8475 2021-04-26 03:04:52,520 - mmaction - INFO - Epoch [19][60/470] lr: 1.250e-03, eta: 5:52:35, time: 0.397, data_time: 0.000, memory: 5701, top1_acc: 0.8031, top5_acc: 0.9547, loss_cls: 0.7319, loss: 0.7319, grad_norm: 9.0978 2021-04-26 03:05:00,439 - mmaction - INFO - Epoch [19][80/470] lr: 1.250e-03, eta: 5:52:10, time: 0.396, data_time: 0.000, memory: 5701, top1_acc: 0.7781, top5_acc: 0.9719, loss_cls: 0.7629, loss: 0.7629, grad_norm: 9.5817 2021-04-26 03:05:08,427 - mmaction - INFO - Epoch [19][100/470] lr: 1.250e-03, eta: 5:51:45, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.7625, top5_acc: 0.9516, loss_cls: 0.8474, loss: 0.8474, grad_norm: 9.9936 2021-04-26 03:05:16,412 - mmaction - INFO - Epoch [19][120/470] lr: 1.250e-03, eta: 5:51:21, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9672, loss_cls: 0.8095, loss: 0.8095, grad_norm: 9.5037 2021-04-26 03:05:24,496 - mmaction - INFO - Epoch [19][140/470] lr: 1.250e-03, eta: 5:50:57, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9672, loss_cls: 0.7612, loss: 0.7612, grad_norm: 9.1417 2021-04-26 03:05:32,492 - mmaction - INFO - Epoch [19][160/470] lr: 1.250e-03, eta: 5:50:33, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.7844, top5_acc: 0.9703, loss_cls: 0.7593, loss: 0.7593, grad_norm: 8.7888 2021-04-26 03:05:40,560 - mmaction - INFO - Epoch [19][180/470] lr: 1.250e-03, eta: 5:50:09, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7562, top5_acc: 0.9516, loss_cls: 0.8892, loss: 0.8892, grad_norm: 10.6558 2021-04-26 03:05:48,620 - mmaction - INFO - Epoch [19][200/470] lr: 1.250e-03, eta: 5:49:45, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7312, top5_acc: 0.9531, loss_cls: 0.8860, loss: 0.8860, grad_norm: 9.6511 2021-04-26 03:05:56,709 - mmaction - INFO - Epoch [19][220/470] lr: 1.250e-03, eta: 5:49:22, time: 0.404, data_time: 0.002, memory: 5701, top1_acc: 0.7609, top5_acc: 0.9500, loss_cls: 0.8132, loss: 0.8132, grad_norm: 9.1217 2021-04-26 03:06:04,797 - mmaction - INFO - Epoch [19][240/470] lr: 1.250e-03, eta: 5:48:58, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.7516, top5_acc: 0.9500, loss_cls: 0.8752, loss: 0.8752, grad_norm: 9.8495 2021-04-26 03:06:12,891 - mmaction - INFO - Epoch [19][260/470] lr: 1.250e-03, eta: 5:48:35, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 0.7514, loss: 0.7514, grad_norm: 9.4754 2021-04-26 03:06:20,958 - mmaction - INFO - Epoch [19][280/470] lr: 1.250e-03, eta: 5:48:12, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 0.8152, loss: 0.8152, grad_norm: 9.6355 2021-04-26 03:06:29,150 - mmaction - INFO - Epoch [19][300/470] lr: 1.250e-03, eta: 5:47:49, time: 0.410, data_time: 0.003, memory: 5701, top1_acc: 0.7688, top5_acc: 0.9484, loss_cls: 0.8577, loss: 0.8577, grad_norm: 8.7908 2021-04-26 03:06:37,240 - mmaction - INFO - Epoch [19][320/470] lr: 1.250e-03, eta: 5:47:25, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.7719, top5_acc: 0.9672, loss_cls: 0.8528, loss: 0.8528, grad_norm: 9.6325 2021-04-26 03:06:45,342 - mmaction - INFO - Epoch [19][340/470] lr: 1.250e-03, eta: 5:47:02, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7375, top5_acc: 0.9609, loss_cls: 0.8595, loss: 0.8595, grad_norm: 9.4428 2021-04-26 03:06:53,406 - mmaction - INFO - Epoch [19][360/470] lr: 1.250e-03, eta: 5:46:39, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.7766, top5_acc: 0.9641, loss_cls: 0.7716, loss: 0.7716, grad_norm: 9.0161 2021-04-26 03:07:01,573 - mmaction - INFO - Epoch [19][380/470] lr: 1.250e-03, eta: 5:46:17, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.7609, top5_acc: 0.9547, loss_cls: 0.8445, loss: 0.8445, grad_norm: 8.8474 2021-04-26 03:07:09,748 - mmaction - INFO - Epoch [19][400/470] lr: 1.250e-03, eta: 5:45:54, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.7516, top5_acc: 0.9437, loss_cls: 0.8432, loss: 0.8432, grad_norm: 9.5834 2021-04-26 03:07:17,798 - mmaction - INFO - Epoch [19][420/470] lr: 1.250e-03, eta: 5:45:31, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 0.8022, loss: 0.8022, grad_norm: 9.5616 2021-04-26 03:07:25,918 - mmaction - INFO - Epoch [19][440/470] lr: 1.250e-03, eta: 5:45:08, time: 0.407, data_time: 0.002, memory: 5701, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 0.8242, loss: 0.8242, grad_norm: 9.3730 2021-04-26 03:07:34,037 - mmaction - INFO - Epoch [19][460/470] lr: 1.250e-03, eta: 5:44:46, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.7359, top5_acc: 0.9672, loss_cls: 0.8486, loss: 0.8486, grad_norm: 9.3682 2021-04-26 03:07:41,355 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-26 03:09:17,039 - mmaction - INFO - Epoch [20][20/470] lr: 1.250e-03, eta: 5:50:03, time: 4.745, data_time: 4.291, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9703, loss_cls: 0.7571, loss: 0.7571, grad_norm: 8.5220 2021-04-26 03:09:25,509 - mmaction - INFO - Epoch [20][40/470] lr: 1.250e-03, eta: 5:49:42, time: 0.425, data_time: 0.032, memory: 5701, top1_acc: 0.7875, top5_acc: 0.9734, loss_cls: 0.7461, loss: 0.7461, grad_norm: 9.0077 2021-04-26 03:09:33,426 - mmaction - INFO - Epoch [20][60/470] lr: 1.250e-03, eta: 5:49:17, time: 0.396, data_time: 0.001, memory: 5701, top1_acc: 0.7484, top5_acc: 0.9641, loss_cls: 0.8022, loss: 0.8022, grad_norm: 9.3579 2021-04-26 03:09:41,402 - mmaction - INFO - Epoch [20][80/470] lr: 1.250e-03, eta: 5:48:54, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 0.7705, loss: 0.7705, grad_norm: 8.6599 2021-04-26 03:09:49,365 - mmaction - INFO - Epoch [20][100/470] lr: 1.250e-03, eta: 5:48:30, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.7703, top5_acc: 0.9641, loss_cls: 0.7966, loss: 0.7966, grad_norm: 9.5811 2021-04-26 03:09:57,390 - mmaction - INFO - Epoch [20][120/470] lr: 1.250e-03, eta: 5:48:06, time: 0.401, data_time: 0.003, memory: 5701, top1_acc: 0.7859, top5_acc: 0.9688, loss_cls: 0.7526, loss: 0.7526, grad_norm: 8.5693 2021-04-26 03:10:05,383 - mmaction - INFO - Epoch [20][140/470] lr: 1.250e-03, eta: 5:47:43, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.7594, top5_acc: 0.9484, loss_cls: 0.8172, loss: 0.8172, grad_norm: 10.3915 2021-04-26 03:10:13,433 - mmaction - INFO - Epoch [20][160/470] lr: 1.250e-03, eta: 5:47:19, time: 0.402, data_time: 0.002, memory: 5701, top1_acc: 0.7734, top5_acc: 0.9641, loss_cls: 0.8149, loss: 0.8149, grad_norm: 9.1579 2021-04-26 03:10:21,474 - mmaction - INFO - Epoch [20][180/470] lr: 1.250e-03, eta: 5:46:56, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 0.7985, loss: 0.7985, grad_norm: 9.6915 2021-04-26 03:10:29,579 - mmaction - INFO - Epoch [20][200/470] lr: 1.250e-03, eta: 5:46:33, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9703, loss_cls: 0.7734, loss: 0.7734, grad_norm: 9.1898 2021-04-26 03:10:37,593 - mmaction - INFO - Epoch [20][220/470] lr: 1.250e-03, eta: 5:46:10, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.7453, top5_acc: 0.9688, loss_cls: 0.8085, loss: 0.8085, grad_norm: 9.3788 2021-04-26 03:10:45,764 - mmaction - INFO - Epoch [20][240/470] lr: 1.250e-03, eta: 5:45:47, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.7859, top5_acc: 0.9625, loss_cls: 0.7593, loss: 0.7593, grad_norm: 9.1415 2021-04-26 03:10:53,823 - mmaction - INFO - Epoch [20][260/470] lr: 1.250e-03, eta: 5:45:24, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7547, top5_acc: 0.9688, loss_cls: 0.7902, loss: 0.7902, grad_norm: 9.5092 2021-04-26 03:11:01,925 - mmaction - INFO - Epoch [20][280/470] lr: 1.250e-03, eta: 5:45:02, time: 0.405, data_time: 0.002, memory: 5701, top1_acc: 0.7797, top5_acc: 0.9578, loss_cls: 0.8152, loss: 0.8152, grad_norm: 8.8768 2021-04-26 03:11:09,982 - mmaction - INFO - Epoch [20][300/470] lr: 1.250e-03, eta: 5:44:39, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9656, loss_cls: 0.7617, loss: 0.7617, grad_norm: 9.5329 2021-04-26 03:11:18,129 - mmaction - INFO - Epoch [20][320/470] lr: 1.250e-03, eta: 5:44:16, time: 0.407, data_time: 0.002, memory: 5701, top1_acc: 0.8141, top5_acc: 0.9625, loss_cls: 0.7222, loss: 0.7222, grad_norm: 8.6972 2021-04-26 03:11:26,220 - mmaction - INFO - Epoch [20][340/470] lr: 1.250e-03, eta: 5:43:54, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.7781, top5_acc: 0.9641, loss_cls: 0.7458, loss: 0.7458, grad_norm: 9.4675 2021-04-26 03:11:34,352 - mmaction - INFO - Epoch [20][360/470] lr: 1.250e-03, eta: 5:43:31, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.7469, top5_acc: 0.9453, loss_cls: 0.9034, loss: 0.9034, grad_norm: 10.1092 2021-04-26 03:11:42,457 - mmaction - INFO - Epoch [20][380/470] lr: 1.250e-03, eta: 5:43:09, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.7734, top5_acc: 0.9672, loss_cls: 0.7607, loss: 0.7607, grad_norm: 9.7259 2021-04-26 03:11:50,607 - mmaction - INFO - Epoch [20][400/470] lr: 1.250e-03, eta: 5:42:47, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9594, loss_cls: 0.7674, loss: 0.7674, grad_norm: 9.3125 2021-04-26 03:11:58,684 - mmaction - INFO - Epoch [20][420/470] lr: 1.250e-03, eta: 5:42:25, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.7797, top5_acc: 0.9578, loss_cls: 0.7864, loss: 0.7864, grad_norm: 8.6979 2021-04-26 03:12:06,888 - mmaction - INFO - Epoch [20][440/470] lr: 1.250e-03, eta: 5:42:03, time: 0.410, data_time: 0.002, memory: 5701, top1_acc: 0.7922, top5_acc: 0.9578, loss_cls: 0.7912, loss: 0.7912, grad_norm: 9.1543 2021-04-26 03:12:14,989 - mmaction - INFO - Epoch [20][460/470] lr: 1.250e-03, eta: 5:41:41, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.7797, top5_acc: 0.9641, loss_cls: 0.7505, loss: 0.7505, grad_norm: 9.1114 2021-04-26 03:12:20,939 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-26 03:13:38,327 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:13:38,395 - mmaction - INFO - top1_acc 0.6589 top5_acc 0.9624 2021-04-26 03:13:38,395 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:13:38,398 - mmaction - INFO - mean_acc 0.5138 2021-04-26 03:13:39,060 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-04-26 03:13:39,060 - mmaction - INFO - Best top1_acc is 0.6589 at 20 epoch. 2021-04-26 03:13:39,071 - mmaction - INFO - Epoch(val) [20][470] top1_acc: 0.6589, top5_acc: 0.9624, mean_class_accuracy: 0.5138 2021-04-26 03:14:57,251 - mmaction - INFO - Epoch [21][20/470] lr: 1.250e-03, eta: 5:45:31, time: 3.905, data_time: 3.433, memory: 5701, top1_acc: 0.8047, top5_acc: 0.9641, loss_cls: 0.7239, loss: 0.7239, grad_norm: 8.1328 2021-04-26 03:15:05,230 - mmaction - INFO - Epoch [21][40/470] lr: 1.250e-03, eta: 5:45:08, time: 0.402, data_time: 0.007, memory: 5701, top1_acc: 0.7781, top5_acc: 0.9609, loss_cls: 0.7386, loss: 0.7386, grad_norm: 9.0540 2021-04-26 03:15:13,121 - mmaction - INFO - Epoch [21][60/470] lr: 1.250e-03, eta: 5:44:44, time: 0.395, data_time: 0.000, memory: 5701, top1_acc: 0.8000, top5_acc: 0.9641, loss_cls: 0.7214, loss: 0.7214, grad_norm: 8.4332 2021-04-26 03:15:21,107 - mmaction - INFO - Epoch [21][80/470] lr: 1.250e-03, eta: 5:44:21, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.7875, top5_acc: 0.9609, loss_cls: 0.7534, loss: 0.7534, grad_norm: 9.0543 2021-04-26 03:15:29,049 - mmaction - INFO - Epoch [21][100/470] lr: 1.250e-03, eta: 5:43:58, time: 0.397, data_time: 0.001, memory: 5701, top1_acc: 0.8094, top5_acc: 0.9766, loss_cls: 0.6711, loss: 0.6711, grad_norm: 8.6276 2021-04-26 03:15:37,051 - mmaction - INFO - Epoch [21][120/470] lr: 1.250e-03, eta: 5:43:35, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.7656, top5_acc: 0.9719, loss_cls: 0.7862, loss: 0.7862, grad_norm: 9.9446 2021-04-26 03:15:45,035 - mmaction - INFO - Epoch [21][140/470] lr: 1.250e-03, eta: 5:43:12, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.7922, top5_acc: 0.9703, loss_cls: 0.6963, loss: 0.6963, grad_norm: 9.2878 2021-04-26 03:15:53,088 - mmaction - INFO - Epoch [21][160/470] lr: 1.250e-03, eta: 5:42:50, time: 0.403, data_time: 0.002, memory: 5701, top1_acc: 0.7859, top5_acc: 0.9688, loss_cls: 0.7742, loss: 0.7742, grad_norm: 9.5278 2021-04-26 03:16:01,073 - mmaction - INFO - Epoch [21][180/470] lr: 1.250e-03, eta: 5:42:27, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.7844, top5_acc: 0.9672, loss_cls: 0.7684, loss: 0.7684, grad_norm: 9.3471 2021-04-26 03:16:09,172 - mmaction - INFO - Epoch [21][200/470] lr: 1.250e-03, eta: 5:42:05, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7797, top5_acc: 0.9437, loss_cls: 0.8551, loss: 0.8551, grad_norm: 10.0737 2021-04-26 03:16:17,173 - mmaction - INFO - Epoch [21][220/470] lr: 1.250e-03, eta: 5:41:42, time: 0.400, data_time: 0.000, memory: 5701, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 0.7708, loss: 0.7708, grad_norm: 9.5935 2021-04-26 03:16:25,260 - mmaction - INFO - Epoch [21][240/470] lr: 1.250e-03, eta: 5:41:20, time: 0.404, data_time: 0.002, memory: 5701, top1_acc: 0.7875, top5_acc: 0.9672, loss_cls: 0.7589, loss: 0.7589, grad_norm: 9.1700 2021-04-26 03:16:33,703 - mmaction - INFO - Epoch [21][260/470] lr: 1.250e-03, eta: 5:40:59, time: 0.422, data_time: 0.021, memory: 5701, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 0.6682, loss: 0.6682, grad_norm: 9.0701 2021-04-26 03:16:41,820 - mmaction - INFO - Epoch [21][280/470] lr: 1.250e-03, eta: 5:40:38, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.7859, top5_acc: 0.9656, loss_cls: 0.7147, loss: 0.7147, grad_norm: 9.1547 2021-04-26 03:16:49,911 - mmaction - INFO - Epoch [21][300/470] lr: 1.250e-03, eta: 5:40:16, time: 0.405, data_time: 0.001, memory: 5701, top1_acc: 0.7859, top5_acc: 0.9672, loss_cls: 0.7743, loss: 0.7743, grad_norm: 9.6139 2021-04-26 03:16:57,992 - mmaction - INFO - Epoch [21][320/470] lr: 1.250e-03, eta: 5:39:54, time: 0.404, data_time: 0.002, memory: 5701, top1_acc: 0.7891, top5_acc: 0.9563, loss_cls: 0.7806, loss: 0.7806, grad_norm: 9.1104 2021-04-26 03:17:06,073 - mmaction - INFO - Epoch [21][340/470] lr: 1.250e-03, eta: 5:39:32, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.7594, top5_acc: 0.9578, loss_cls: 0.8250, loss: 0.8250, grad_norm: 9.1408 2021-04-26 03:17:14,195 - mmaction - INFO - Epoch [21][360/470] lr: 1.250e-03, eta: 5:39:10, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 0.8002, loss: 0.8002, grad_norm: 9.8310 2021-04-26 03:17:22,316 - mmaction - INFO - Epoch [21][380/470] lr: 1.250e-03, eta: 5:38:48, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.7781, top5_acc: 0.9719, loss_cls: 0.7238, loss: 0.7238, grad_norm: 9.1230 2021-04-26 03:17:30,462 - mmaction - INFO - Epoch [21][400/470] lr: 1.250e-03, eta: 5:38:27, time: 0.407, data_time: 0.002, memory: 5701, top1_acc: 0.7797, top5_acc: 0.9594, loss_cls: 0.7699, loss: 0.7699, grad_norm: 9.0797 2021-04-26 03:17:38,651 - mmaction - INFO - Epoch [21][420/470] lr: 1.250e-03, eta: 5:38:06, time: 0.410, data_time: 0.001, memory: 5701, top1_acc: 0.8125, top5_acc: 0.9672, loss_cls: 0.6947, loss: 0.6947, grad_norm: 9.0174 2021-04-26 03:17:46,828 - mmaction - INFO - Epoch [21][440/470] lr: 1.250e-03, eta: 5:37:44, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 0.7494, loss: 0.7494, grad_norm: 9.1504 2021-04-26 03:17:54,871 - mmaction - INFO - Epoch [21][460/470] lr: 1.250e-03, eta: 5:37:23, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7672, top5_acc: 0.9563, loss_cls: 0.7950, loss: 0.7950, grad_norm: 9.2790 2021-04-26 03:18:01,769 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-26 03:19:11,125 - mmaction - INFO - Epoch [22][20/470] lr: 1.250e-03, eta: 5:40:20, time: 3.401, data_time: 2.975, memory: 5701, top1_acc: 0.7797, top5_acc: 0.9688, loss_cls: 0.7326, loss: 0.7326, grad_norm: 8.7847 2021-04-26 03:19:19,125 - mmaction - INFO - Epoch [22][40/470] lr: 1.250e-03, eta: 5:39:58, time: 0.400, data_time: 0.004, memory: 5701, top1_acc: 0.7984, top5_acc: 0.9578, loss_cls: 0.7316, loss: 0.7316, grad_norm: 9.1464 2021-04-26 03:19:27,057 - mmaction - INFO - Epoch [22][60/470] lr: 1.250e-03, eta: 5:39:36, time: 0.397, data_time: 0.002, memory: 5701, top1_acc: 0.8047, top5_acc: 0.9688, loss_cls: 0.7074, loss: 0.7074, grad_norm: 8.8691 2021-04-26 03:19:35,044 - mmaction - INFO - Epoch [22][80/470] lr: 1.250e-03, eta: 5:39:13, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.7750, top5_acc: 0.9547, loss_cls: 0.7676, loss: 0.7676, grad_norm: 9.1807 2021-04-26 03:19:43,047 - mmaction - INFO - Epoch [22][100/470] lr: 1.250e-03, eta: 5:38:51, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.8109, top5_acc: 0.9641, loss_cls: 0.7324, loss: 0.7324, grad_norm: 9.1177 2021-04-26 03:19:51,122 - mmaction - INFO - Epoch [22][120/470] lr: 1.250e-03, eta: 5:38:30, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7812, top5_acc: 0.9641, loss_cls: 0.7673, loss: 0.7673, grad_norm: 9.3434 2021-04-26 03:19:59,190 - mmaction - INFO - Epoch [22][140/470] lr: 1.250e-03, eta: 5:38:08, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7969, top5_acc: 0.9766, loss_cls: 0.6728, loss: 0.6728, grad_norm: 8.9881 2021-04-26 03:20:07,307 - mmaction - INFO - Epoch [22][160/470] lr: 1.250e-03, eta: 5:37:46, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.8047, top5_acc: 0.9781, loss_cls: 0.6886, loss: 0.6886, grad_norm: 9.3740 2021-04-26 03:20:15,400 - mmaction - INFO - Epoch [22][180/470] lr: 1.250e-03, eta: 5:37:25, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.8047, top5_acc: 0.9734, loss_cls: 0.7099, loss: 0.7099, grad_norm: 9.4468 2021-04-26 03:20:23,903 - mmaction - INFO - Epoch [22][200/470] lr: 1.250e-03, eta: 5:37:05, time: 0.425, data_time: 0.021, memory: 5701, top1_acc: 0.7609, top5_acc: 0.9547, loss_cls: 0.8224, loss: 0.8224, grad_norm: 9.7879 2021-04-26 03:20:32,060 - mmaction - INFO - Epoch [22][220/470] lr: 1.250e-03, eta: 5:36:44, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.7703, top5_acc: 0.9672, loss_cls: 0.7858, loss: 0.7858, grad_norm: 9.4850 2021-04-26 03:20:40,132 - mmaction - INFO - Epoch [22][240/470] lr: 1.250e-03, eta: 5:36:22, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.7688, top5_acc: 0.9578, loss_cls: 0.7690, loss: 0.7690, grad_norm: 9.6601 2021-04-26 03:20:48,224 - mmaction - INFO - Epoch [22][260/470] lr: 1.250e-03, eta: 5:36:01, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.7875, top5_acc: 0.9578, loss_cls: 0.7803, loss: 0.7803, grad_norm: 9.0297 2021-04-26 03:20:56,369 - mmaction - INFO - Epoch [22][280/470] lr: 1.250e-03, eta: 5:35:40, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7875, top5_acc: 0.9703, loss_cls: 0.7375, loss: 0.7375, grad_norm: 9.0091 2021-04-26 03:21:04,495 - mmaction - INFO - Epoch [22][300/470] lr: 1.250e-03, eta: 5:35:19, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.6848, loss: 0.6848, grad_norm: 8.6270 2021-04-26 03:21:12,668 - mmaction - INFO - Epoch [22][320/470] lr: 1.250e-03, eta: 5:34:58, time: 0.409, data_time: 0.000, memory: 5701, top1_acc: 0.7969, top5_acc: 0.9703, loss_cls: 0.7151, loss: 0.7151, grad_norm: 9.4413 2021-04-26 03:21:20,755 - mmaction - INFO - Epoch [22][340/470] lr: 1.250e-03, eta: 5:34:37, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7750, top5_acc: 0.9734, loss_cls: 0.7541, loss: 0.7541, grad_norm: 9.6241 2021-04-26 03:21:28,890 - mmaction - INFO - Epoch [22][360/470] lr: 1.250e-03, eta: 5:34:16, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 0.6637, loss: 0.6637, grad_norm: 8.3904 2021-04-26 03:21:36,970 - mmaction - INFO - Epoch [22][380/470] lr: 1.250e-03, eta: 5:33:55, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.8125, top5_acc: 0.9672, loss_cls: 0.6551, loss: 0.6551, grad_norm: 8.3708 2021-04-26 03:21:45,103 - mmaction - INFO - Epoch [22][400/470] lr: 1.250e-03, eta: 5:33:34, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.6564, loss: 0.6564, grad_norm: 8.0823 2021-04-26 03:21:53,231 - mmaction - INFO - Epoch [22][420/470] lr: 1.250e-03, eta: 5:33:13, time: 0.406, data_time: 0.000, memory: 5701, top1_acc: 0.7891, top5_acc: 0.9656, loss_cls: 0.7329, loss: 0.7329, grad_norm: 9.2053 2021-04-26 03:22:01,418 - mmaction - INFO - Epoch [22][440/470] lr: 1.250e-03, eta: 5:32:53, time: 0.410, data_time: 0.003, memory: 5701, top1_acc: 0.7953, top5_acc: 0.9703, loss_cls: 0.7022, loss: 0.7022, grad_norm: 9.6135 2021-04-26 03:22:09,482 - mmaction - INFO - Epoch [22][460/470] lr: 1.250e-03, eta: 5:32:32, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.8172, top5_acc: 0.9766, loss_cls: 0.6486, loss: 0.6486, grad_norm: 8.6910 2021-04-26 03:22:15,170 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-26 03:23:23,978 - mmaction - INFO - Epoch [23][20/470] lr: 1.250e-03, eta: 5:35:20, time: 3.424, data_time: 3.010, memory: 5701, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.6889, loss: 0.6889, grad_norm: 9.0212 2021-04-26 03:23:31,970 - mmaction - INFO - Epoch [23][40/470] lr: 1.250e-03, eta: 5:34:58, time: 0.399, data_time: 0.004, memory: 5701, top1_acc: 0.8141, top5_acc: 0.9766, loss_cls: 0.7086, loss: 0.7086, grad_norm: 8.7829 2021-04-26 03:23:39,903 - mmaction - INFO - Epoch [23][60/470] lr: 1.250e-03, eta: 5:34:37, time: 0.397, data_time: 0.001, memory: 5701, top1_acc: 0.8313, top5_acc: 0.9672, loss_cls: 0.6528, loss: 0.6528, grad_norm: 9.2774 2021-04-26 03:23:47,882 - mmaction - INFO - Epoch [23][80/470] lr: 1.250e-03, eta: 5:34:15, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.8047, top5_acc: 0.9688, loss_cls: 0.6787, loss: 0.6787, grad_norm: 8.8091 2021-04-26 03:23:55,912 - mmaction - INFO - Epoch [23][100/470] lr: 1.250e-03, eta: 5:33:54, time: 0.402, data_time: 0.003, memory: 5701, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 0.7022, loss: 0.7022, grad_norm: 9.3667 2021-04-26 03:24:03,897 - mmaction - INFO - Epoch [23][120/470] lr: 1.250e-03, eta: 5:33:33, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.7969, top5_acc: 0.9672, loss_cls: 0.7141, loss: 0.7141, grad_norm: 9.2222 2021-04-26 03:24:11,979 - mmaction - INFO - Epoch [23][140/470] lr: 1.250e-03, eta: 5:33:12, time: 0.404, data_time: 0.002, memory: 5701, top1_acc: 0.8344, top5_acc: 0.9766, loss_cls: 0.6189, loss: 0.6189, grad_norm: 8.4375 2021-04-26 03:24:20,003 - mmaction - INFO - Epoch [23][160/470] lr: 1.250e-03, eta: 5:32:51, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.8141, top5_acc: 0.9750, loss_cls: 0.6547, loss: 0.6547, grad_norm: 9.1046 2021-04-26 03:24:28,120 - mmaction - INFO - Epoch [23][180/470] lr: 1.250e-03, eta: 5:32:30, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.8266, top5_acc: 0.9688, loss_cls: 0.6706, loss: 0.6706, grad_norm: 8.9663 2021-04-26 03:24:36,160 - mmaction - INFO - Epoch [23][200/470] lr: 1.250e-03, eta: 5:32:09, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.7922, top5_acc: 0.9609, loss_cls: 0.7232, loss: 0.7232, grad_norm: 9.4849 2021-04-26 03:24:44,295 - mmaction - INFO - Epoch [23][220/470] lr: 1.250e-03, eta: 5:31:48, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7797, top5_acc: 0.9719, loss_cls: 0.7441, loss: 0.7441, grad_norm: 9.7488 2021-04-26 03:24:52,323 - mmaction - INFO - Epoch [23][240/470] lr: 1.250e-03, eta: 5:31:27, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9656, loss_cls: 0.7393, loss: 0.7393, grad_norm: 8.8878 2021-04-26 03:25:00,452 - mmaction - INFO - Epoch [23][260/470] lr: 1.250e-03, eta: 5:31:07, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.7766, top5_acc: 0.9625, loss_cls: 0.7494, loss: 0.7494, grad_norm: 9.7656 2021-04-26 03:25:08,533 - mmaction - INFO - Epoch [23][280/470] lr: 1.250e-03, eta: 5:30:46, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9750, loss_cls: 0.6952, loss: 0.6952, grad_norm: 9.6026 2021-04-26 03:25:16,624 - mmaction - INFO - Epoch [23][300/470] lr: 1.250e-03, eta: 5:30:26, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.8078, top5_acc: 0.9688, loss_cls: 0.7296, loss: 0.7296, grad_norm: 9.3274 2021-04-26 03:25:24,780 - mmaction - INFO - Epoch [23][320/470] lr: 1.250e-03, eta: 5:30:05, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.8000, top5_acc: 0.9609, loss_cls: 0.7300, loss: 0.7300, grad_norm: 9.1042 2021-04-26 03:25:32,881 - mmaction - INFO - Epoch [23][340/470] lr: 1.250e-03, eta: 5:29:45, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.7953, top5_acc: 0.9719, loss_cls: 0.6473, loss: 0.6473, grad_norm: 8.5201 2021-04-26 03:25:40,965 - mmaction - INFO - Epoch [23][360/470] lr: 1.250e-03, eta: 5:29:25, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 0.6766, loss: 0.6766, grad_norm: 8.4615 2021-04-26 03:25:49,168 - mmaction - INFO - Epoch [23][380/470] lr: 1.250e-03, eta: 5:29:05, time: 0.410, data_time: 0.002, memory: 5701, top1_acc: 0.8156, top5_acc: 0.9703, loss_cls: 0.6868, loss: 0.6868, grad_norm: 8.7047 2021-04-26 03:25:57,228 - mmaction - INFO - Epoch [23][400/470] lr: 1.250e-03, eta: 5:28:44, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.7906, top5_acc: 0.9781, loss_cls: 0.6802, loss: 0.6802, grad_norm: 9.1763 2021-04-26 03:26:05,353 - mmaction - INFO - Epoch [23][420/470] lr: 1.250e-03, eta: 5:28:24, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.8156, top5_acc: 0.9641, loss_cls: 0.7119, loss: 0.7119, grad_norm: 8.7573 2021-04-26 03:26:13,588 - mmaction - INFO - Epoch [23][440/470] lr: 1.250e-03, eta: 5:28:04, time: 0.412, data_time: 0.001, memory: 5701, top1_acc: 0.8203, top5_acc: 0.9781, loss_cls: 0.6096, loss: 0.6096, grad_norm: 8.7959 2021-04-26 03:26:21,704 - mmaction - INFO - Epoch [23][460/470] lr: 1.250e-03, eta: 5:27:44, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9609, loss_cls: 0.7631, loss: 0.7631, grad_norm: 9.4615 2021-04-26 03:26:26,495 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-26 03:27:33,400 - mmaction - INFO - Epoch [24][20/470] lr: 1.250e-03, eta: 5:30:13, time: 3.282, data_time: 2.883, memory: 5701, top1_acc: 0.8078, top5_acc: 0.9797, loss_cls: 0.6657, loss: 0.6657, grad_norm: 8.7200 2021-04-26 03:27:41,414 - mmaction - INFO - Epoch [24][40/470] lr: 1.250e-03, eta: 5:29:52, time: 0.400, data_time: 0.004, memory: 5701, top1_acc: 0.7984, top5_acc: 0.9672, loss_cls: 0.6981, loss: 0.6981, grad_norm: 8.7964 2021-04-26 03:27:49,352 - mmaction - INFO - Epoch [24][60/470] lr: 1.250e-03, eta: 5:29:31, time: 0.398, data_time: 0.001, memory: 5701, top1_acc: 0.8063, top5_acc: 0.9641, loss_cls: 0.6805, loss: 0.6805, grad_norm: 9.1468 2021-04-26 03:27:57,335 - mmaction - INFO - Epoch [24][80/470] lr: 1.250e-03, eta: 5:29:10, time: 0.399, data_time: 0.002, memory: 5701, top1_acc: 0.8000, top5_acc: 0.9703, loss_cls: 0.6672, loss: 0.6672, grad_norm: 9.5582 2021-04-26 03:28:05,313 - mmaction - INFO - Epoch [24][100/470] lr: 1.250e-03, eta: 5:28:49, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.7859, top5_acc: 0.9656, loss_cls: 0.7289, loss: 0.7289, grad_norm: 9.3769 2021-04-26 03:28:13,365 - mmaction - INFO - Epoch [24][120/470] lr: 1.250e-03, eta: 5:28:29, time: 0.403, data_time: 0.002, memory: 5701, top1_acc: 0.8109, top5_acc: 0.9719, loss_cls: 0.6797, loss: 0.6797, grad_norm: 9.3542 2021-04-26 03:28:21,347 - mmaction - INFO - Epoch [24][140/470] lr: 1.250e-03, eta: 5:28:08, time: 0.399, data_time: 0.000, memory: 5701, top1_acc: 0.8297, top5_acc: 0.9781, loss_cls: 0.6096, loss: 0.6096, grad_norm: 8.5250 2021-04-26 03:28:29,451 - mmaction - INFO - Epoch [24][160/470] lr: 1.250e-03, eta: 5:27:48, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.8172, top5_acc: 0.9656, loss_cls: 0.6833, loss: 0.6833, grad_norm: 8.6322 2021-04-26 03:28:37,532 - mmaction - INFO - Epoch [24][180/470] lr: 1.250e-03, eta: 5:27:28, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.5960, loss: 0.5960, grad_norm: 8.7455 2021-04-26 03:28:45,650 - mmaction - INFO - Epoch [24][200/470] lr: 1.250e-03, eta: 5:27:08, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.8172, top5_acc: 0.9797, loss_cls: 0.5994, loss: 0.5994, grad_norm: 8.6743 2021-04-26 03:28:53,700 - mmaction - INFO - Epoch [24][220/470] lr: 1.250e-03, eta: 5:26:48, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.8156, top5_acc: 0.9703, loss_cls: 0.6398, loss: 0.6398, grad_norm: 8.9639 2021-04-26 03:29:01,823 - mmaction - INFO - Epoch [24][240/470] lr: 1.250e-03, eta: 5:26:28, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 0.6067, loss: 0.6067, grad_norm: 8.8746 2021-04-26 03:29:09,943 - mmaction - INFO - Epoch [24][260/470] lr: 1.250e-03, eta: 5:26:08, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.7734, top5_acc: 0.9609, loss_cls: 0.7710, loss: 0.7710, grad_norm: 9.9991 2021-04-26 03:29:18,058 - mmaction - INFO - Epoch [24][280/470] lr: 1.250e-03, eta: 5:25:48, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.8000, top5_acc: 0.9703, loss_cls: 0.6868, loss: 0.6868, grad_norm: 9.3379 2021-04-26 03:29:26,100 - mmaction - INFO - Epoch [24][300/470] lr: 1.250e-03, eta: 5:25:28, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.8156, top5_acc: 0.9734, loss_cls: 0.6591, loss: 0.6591, grad_norm: 8.7887 2021-04-26 03:29:34,219 - mmaction - INFO - Epoch [24][320/470] lr: 1.250e-03, eta: 5:25:08, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.6784, loss: 0.6784, grad_norm: 8.8852 2021-04-26 03:29:42,329 - mmaction - INFO - Epoch [24][340/470] lr: 1.250e-03, eta: 5:24:48, time: 0.405, data_time: 0.000, memory: 5701, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 0.6778, loss: 0.6778, grad_norm: 8.9256 2021-04-26 03:29:50,468 - mmaction - INFO - Epoch [24][360/470] lr: 1.250e-03, eta: 5:24:29, time: 0.406, data_time: 0.001, memory: 5701, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.7130, loss: 0.7130, grad_norm: 9.2403 2021-04-26 03:29:58,606 - mmaction - INFO - Epoch [24][380/470] lr: 1.250e-03, eta: 5:24:09, time: 0.408, data_time: 0.002, memory: 5701, top1_acc: 0.7828, top5_acc: 0.9656, loss_cls: 0.7471, loss: 0.7471, grad_norm: 9.8789 2021-04-26 03:30:06,829 - mmaction - INFO - Epoch [24][400/470] lr: 1.250e-03, eta: 5:23:50, time: 0.411, data_time: 0.001, memory: 5701, top1_acc: 0.8281, top5_acc: 0.9703, loss_cls: 0.6427, loss: 0.6427, grad_norm: 8.3710 2021-04-26 03:30:14,875 - mmaction - INFO - Epoch [24][420/470] lr: 1.250e-03, eta: 5:23:30, time: 0.402, data_time: 0.000, memory: 5701, top1_acc: 0.7734, top5_acc: 0.9688, loss_cls: 0.7121, loss: 0.7121, grad_norm: 9.1569 2021-04-26 03:30:23,014 - mmaction - INFO - Epoch [24][440/470] lr: 1.250e-03, eta: 5:23:11, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 0.6852, loss: 0.6852, grad_norm: 9.0353 2021-04-26 03:30:31,109 - mmaction - INFO - Epoch [24][460/470] lr: 1.250e-03, eta: 5:22:51, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.7984, top5_acc: 0.9656, loss_cls: 0.7058, loss: 0.7058, grad_norm: 9.4006 2021-04-26 03:30:37,064 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-26 03:31:49,499 - mmaction - INFO - Epoch [25][20/470] lr: 1.250e-03, eta: 5:25:30, time: 3.593, data_time: 3.188, memory: 5701, top1_acc: 0.8328, top5_acc: 0.9734, loss_cls: 0.6483, loss: 0.6483, grad_norm: 9.3111 2021-04-26 03:31:57,495 - mmaction - INFO - Epoch [25][40/470] lr: 1.250e-03, eta: 5:25:10, time: 0.399, data_time: 0.003, memory: 5701, top1_acc: 0.8109, top5_acc: 0.9734, loss_cls: 0.6816, loss: 0.6816, grad_norm: 9.2466 2021-04-26 03:32:05,403 - mmaction - INFO - Epoch [25][60/470] lr: 1.250e-03, eta: 5:24:50, time: 0.397, data_time: 0.002, memory: 5701, top1_acc: 0.8016, top5_acc: 0.9703, loss_cls: 0.6566, loss: 0.6566, grad_norm: 9.0448 2021-04-26 03:32:13,399 - mmaction - INFO - Epoch [25][80/470] lr: 1.250e-03, eta: 5:24:29, time: 0.400, data_time: 0.002, memory: 5701, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 0.6795, loss: 0.6795, grad_norm: 9.5373 2021-04-26 03:32:21,400 - mmaction - INFO - Epoch [25][100/470] lr: 1.250e-03, eta: 5:24:09, time: 0.400, data_time: 0.001, memory: 5701, top1_acc: 0.8016, top5_acc: 0.9766, loss_cls: 0.6745, loss: 0.6745, grad_norm: 8.9057 2021-04-26 03:32:29,375 - mmaction - INFO - Epoch [25][120/470] lr: 1.250e-03, eta: 5:23:49, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.8219, top5_acc: 0.9766, loss_cls: 0.6372, loss: 0.6372, grad_norm: 8.2861 2021-04-26 03:32:37,347 - mmaction - INFO - Epoch [25][140/470] lr: 1.250e-03, eta: 5:23:29, time: 0.399, data_time: 0.001, memory: 5701, top1_acc: 0.8328, top5_acc: 0.9656, loss_cls: 0.6353, loss: 0.6353, grad_norm: 8.9461 2021-04-26 03:32:45,483 - mmaction - INFO - Epoch [25][160/470] lr: 1.250e-03, eta: 5:23:10, time: 0.407, data_time: 0.003, memory: 5701, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.7468, loss: 0.7468, grad_norm: 9.3405 2021-04-26 03:32:53,554 - mmaction - INFO - Epoch [25][180/470] lr: 1.250e-03, eta: 5:22:50, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.6461, loss: 0.6461, grad_norm: 8.7980 2021-04-26 03:33:01,679 - mmaction - INFO - Epoch [25][200/470] lr: 1.250e-03, eta: 5:22:30, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.6313, loss: 0.6313, grad_norm: 8.8087 2021-04-26 03:33:09,735 - mmaction - INFO - Epoch [25][220/470] lr: 1.250e-03, eta: 5:22:11, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 0.6677, loss: 0.6677, grad_norm: 9.3257 2021-04-26 03:33:17,864 - mmaction - INFO - Epoch [25][240/470] lr: 1.250e-03, eta: 5:21:51, time: 0.406, data_time: 0.002, memory: 5701, top1_acc: 0.7922, top5_acc: 0.9688, loss_cls: 0.6724, loss: 0.6724, grad_norm: 8.9332 2021-04-26 03:33:25,928 - mmaction - INFO - Epoch [25][260/470] lr: 1.250e-03, eta: 5:21:32, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.8391, top5_acc: 0.9734, loss_cls: 0.5783, loss: 0.5783, grad_norm: 8.4325 2021-04-26 03:33:34,034 - mmaction - INFO - Epoch [25][280/470] lr: 1.250e-03, eta: 5:21:12, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.8187, top5_acc: 0.9797, loss_cls: 0.6478, loss: 0.6478, grad_norm: 9.6101 2021-04-26 03:33:42,063 - mmaction - INFO - Epoch [25][300/470] lr: 1.250e-03, eta: 5:20:53, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.7906, top5_acc: 0.9672, loss_cls: 0.7127, loss: 0.7127, grad_norm: 9.7103 2021-04-26 03:33:50,139 - mmaction - INFO - Epoch [25][320/470] lr: 1.250e-03, eta: 5:20:33, time: 0.404, data_time: 0.001, memory: 5701, top1_acc: 0.8078, top5_acc: 0.9719, loss_cls: 0.6723, loss: 0.6723, grad_norm: 9.2753 2021-04-26 03:33:58,321 - mmaction - INFO - Epoch [25][340/470] lr: 1.250e-03, eta: 5:20:14, time: 0.409, data_time: 0.001, memory: 5701, top1_acc: 0.8469, top5_acc: 0.9859, loss_cls: 0.5541, loss: 0.5541, grad_norm: 8.0197 2021-04-26 03:34:06,484 - mmaction - INFO - Epoch [25][360/470] lr: 1.250e-03, eta: 5:19:55, time: 0.408, data_time: 0.001, memory: 5701, top1_acc: 0.8234, top5_acc: 0.9734, loss_cls: 0.5950, loss: 0.5950, grad_norm: 8.3569 2021-04-26 03:34:14,534 - mmaction - INFO - Epoch [25][380/470] lr: 1.250e-03, eta: 5:19:36, time: 0.403, data_time: 0.001, memory: 5701, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.6004, loss: 0.6004, grad_norm: 8.5772 2021-04-26 03:34:22,648 - mmaction - INFO - Epoch [25][400/470] lr: 1.250e-03, eta: 5:19:17, time: 0.406, data_time: 0.003, memory: 5701, top1_acc: 0.8078, top5_acc: 0.9672, loss_cls: 0.6896, loss: 0.6896, grad_norm: 9.6458 2021-04-26 03:34:30,793 - mmaction - INFO - Epoch [25][420/470] lr: 1.250e-03, eta: 5:18:58, time: 0.407, data_time: 0.000, memory: 5701, top1_acc: 0.7969, top5_acc: 0.9578, loss_cls: 0.7539, loss: 0.7539, grad_norm: 9.5240 2021-04-26 03:34:38,963 - mmaction - INFO - Epoch [25][440/470] lr: 1.250e-03, eta: 5:18:39, time: 0.408, data_time: 0.003, memory: 5701, top1_acc: 0.8203, top5_acc: 0.9703, loss_cls: 0.6522, loss: 0.6522, grad_norm: 9.2837 2021-04-26 03:34:47,023 - mmaction - INFO - Epoch [25][460/470] lr: 1.250e-03, eta: 5:18:20, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.8219, top5_acc: 0.9734, loss_cls: 0.6203, loss: 0.6203, grad_norm: 9.1783 2021-04-26 03:34:53,166 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-04-26 03:36:23,890 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:36:23,959 - mmaction - INFO - top1_acc 0.6213 top5_acc 0.9442 2021-04-26 03:36:23,959 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:36:23,962 - mmaction - INFO - mean_acc 0.5075 2021-04-26 03:36:23,963 - mmaction - INFO - Epoch(val) [25][470] top1_acc: 0.6213, top5_acc: 0.9442, mean_class_accuracy: 0.5075 2021-04-26 03:37:42,197 - mmaction - INFO - Epoch [26][20/470] lr: 1.250e-03, eta: 5:21:09, time: 3.907, data_time: 3.472, memory: 5701, top1_acc: 0.8234, top5_acc: 0.9750, loss_cls: 0.6366, loss: 0.6366, grad_norm: 9.4820 2021-04-26 03:37:50,121 - mmaction - INFO - Epoch [26][40/470] lr: 1.250e-03, eta: 5:20:49, time: 0.400, data_time: 0.008, memory: 5701, top1_acc: 0.8297, top5_acc: 0.9766, loss_cls: 0.6009, loss: 0.6009, grad_norm: 8.2262 2021-04-26 03:37:58,026 - mmaction - INFO - Epoch [26][60/470] lr: 1.250e-03, eta: 5:20:29, time: 0.395, data_time: 0.000, memory: 5701, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.6559, loss: 0.6559, grad_norm: 8.9598 2021-04-26 03:38:05,978 - mmaction - INFO - Epoch [26][80/470] lr: 1.250e-03, eta: 5:20:09, time: 0.398, data_time: 0.003, memory: 5701, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 0.6460, loss: 0.6460, grad_norm: 9.0078 2021-04-26 03:38:13,881 - mmaction - INFO - Epoch [26][100/470] lr: 1.250e-03, eta: 5:19:49, time: 0.395, data_time: 0.001, memory: 5701, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.5821, loss: 0.5821, grad_norm: 8.8547 2021-04-26 03:38:21,853 - mmaction - INFO - Epoch [26][120/470] lr: 1.250e-03, eta: 5:19:30, time: 0.399, data_time: 0.002, memory: 5701, top1_acc: 0.8109, top5_acc: 0.9734, loss_cls: 0.6684, loss: 0.6684, grad_norm: 9.6169 2021-04-26 03:38:29,822 - mmaction - INFO - Epoch [26][140/470] lr: 1.250e-03, eta: 5:19:10, time: 0.398, data_time: 0.000, memory: 5701, top1_acc: 0.8031, top5_acc: 0.9734, loss_cls: 0.6726, loss: 0.6726, grad_norm: 9.5159 2021-04-26 03:38:37,892 - mmaction - INFO - Epoch [26][160/470] lr: 1.250e-03, eta: 5:18:51, time: 0.403, data_time: 0.003, memory: 5701, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.6429, loss: 0.6429, grad_norm: 8.9300 2021-04-26 03:38:45,904 - mmaction - INFO - Epoch [26][180/470] lr: 1.250e-03, eta: 5:18:32, time: 0.401, data_time: 0.001, memory: 5701, top1_acc: 0.8125, top5_acc: 0.9734, loss_cls: 0.6227, loss: 0.6227, grad_norm: 8.8800 2021-04-26 03:38:53,958 - mmaction - INFO - Epoch [26][200/470] lr: 1.250e-03, eta: 5:18:12, time: 0.403, data_time: 0.002, memory: 5701, top1_acc: 0.8078, top5_acc: 0.9875, loss_cls: 0.6490, loss: 0.6490, grad_norm: 9.0295 2021-04-26 03:39:01,975 - mmaction - INFO - Epoch [26][220/470] lr: 1.250e-03, eta: 5:17:53, time: 0.401, data_time: 0.000, memory: 5701, top1_acc: 0.8031, top5_acc: 0.9703, loss_cls: 0.6594, loss: 0.6594, grad_norm: 8.9897 2021-04-26 03:39:10,072 - mmaction - INFO - Epoch [26][240/470] lr: 1.250e-03, eta: 5:17:34, time: 0.405, data_time: 0.003, memory: 5701, top1_acc: 0.8469, top5_acc: 0.9734, loss_cls: 0.5969, loss: 0.5969, grad_norm: 8.7260 2021-04-26 03:39:18,108 - mmaction - INFO - Epoch [26][260/470] lr: 1.250e-03, eta: 5:17:15, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.8328, top5_acc: 0.9766, loss_cls: 0.5934, loss: 0.5934, grad_norm: 8.2199 2021-04-26 03:39:26,195 - mmaction - INFO - Epoch [26][280/470] lr: 1.250e-03, eta: 5:16:56, time: 0.404, data_time: 0.003, memory: 5701, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.6264, loss: 0.6264, grad_norm: 8.4094 2021-04-26 03:39:34,226 - mmaction - INFO - Epoch [26][300/470] lr: 1.250e-03, eta: 5:16:37, time: 0.402, data_time: 0.001, memory: 5701, top1_acc: 0.8141, top5_acc: 0.9719, loss_cls: 0.6277, loss: 0.6277, grad_norm: 9.0478 2021-04-26 03:39:42,333 - mmaction - INFO - Epoch [26][320/470] lr: 1.250e-03, eta: 5:16:18, time: 0.405, data_time: 0.002, memory: 5701, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 0.6502, loss: 0.6502, grad_norm: 9.3079 2021-04-26 03:39:50,407 - mmaction - INFO - Epoch [26][340/470] lr: 1.250e-03, eta: 5:15:59, time: 0.404, data_time: 0.000, memory: 5701, top1_acc: 0.8172, top5_acc: 0.9766, loss_cls: 0.6151, loss: 0.6151, grad_norm: 8.6891 2021-04-26 03:39:58,469 - mmaction - INFO - Epoch [26][360/470] lr: 1.250e-03, eta: 5:15:40, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.8125, top5_acc: 0.9703, loss_cls: 0.6304, loss: 0.6304, grad_norm: 8.8005 2021-04-26 03:40:06,605 - mmaction - INFO - Epoch [26][380/470] lr: 1.250e-03, eta: 5:15:21, time: 0.403, data_time: 0.000, memory: 5701, top1_acc: 0.8187, top5_acc: 0.9703, loss_cls: 0.6642, loss: 0.6642, grad_norm: 9.2002 2021-04-26 03:41:49,843 - mmaction - INFO - Epoch [26][400/470] lr: 1.250e-03, eta: 5:19:35, time: 5.166, data_time: 4.769, memory: 5701, top1_acc: 0.8047, top5_acc: 0.9641, loss_cls: 0.6968, loss: 0.6968, grad_norm: 9.3136 2021-04-26 03:41:57,762 - mmaction - INFO - Epoch [26][420/470] lr: 1.250e-03, eta: 5:19:15, time: 0.396, data_time: 0.000, memory: 5701, top1_acc: 0.8203, top5_acc: 0.9688, loss_cls: 0.6407, loss: 0.6407, grad_norm: 9.1882 2021-04-26 03:42:05,766 - mmaction - INFO - Epoch [26][440/470] lr: 1.250e-03, eta: 5:18:56, time: 0.400, data_time: 0.003, memory: 5701, top1_acc: 0.8250, top5_acc: 0.9734, loss_cls: 0.5948, loss: 0.5948, grad_norm: 8.5177 2021-04-26 03:42:13,761 - mmaction - INFO - Epoch [26][460/470] lr: 1.250e-03, eta: 5:18:36, time: 0.400, data_time: 0.000, memory: 5701, top1_acc: 0.8234, top5_acc: 0.9812, loss_cls: 0.5946, loss: 0.5946, grad_norm: 8.6076 2021-04-26 03:42:20,549 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-04-26 14:51:45,002 - mmaction - INFO - Epoch [27][20/470] lr: 1.250e-03, eta: 1 day, 16:48:01, time: 4.226, data_time: 3.707, memory: 5705, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.6374, loss: 0.6374, grad_norm: 9.2488 2021-04-26 14:51:52,967 - mmaction - INFO - Epoch [27][40/470] lr: 1.250e-03, eta: 22:18:56, time: 0.399, data_time: 0.004, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9781, loss_cls: 0.6241, loss: 0.6241, grad_norm: 8.7383 2021-04-26 14:52:00,905 - mmaction - INFO - Epoch [27][60/470] lr: 1.250e-03, eta: 16:08:43, time: 0.397, data_time: 0.002, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9734, loss_cls: 0.6340, loss: 0.6340, grad_norm: 9.2094 2021-04-26 14:52:08,879 - mmaction - INFO - Epoch [27][80/470] lr: 1.250e-03, eta: 13:03:44, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9750, loss_cls: 0.6265, loss: 0.6265, grad_norm: 9.5614 2021-04-26 14:52:16,811 - mmaction - INFO - Epoch [27][100/470] lr: 1.250e-03, eta: 11:12:30, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8109, top5_acc: 0.9719, loss_cls: 0.6180, loss: 0.6180, grad_norm: 9.2670 2021-04-26 14:52:24,787 - mmaction - INFO - Epoch [27][120/470] lr: 1.250e-03, eta: 9:58:29, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9781, loss_cls: 0.6187, loss: 0.6187, grad_norm: 8.4939 2021-04-26 14:52:32,712 - mmaction - INFO - Epoch [27][140/470] lr: 1.250e-03, eta: 9:05:22, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9719, loss_cls: 0.5841, loss: 0.5841, grad_norm: 9.0354 2021-04-26 14:52:40,732 - mmaction - INFO - Epoch [27][160/470] lr: 1.250e-03, eta: 8:25:51, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9672, loss_cls: 0.6395, loss: 0.6395, grad_norm: 8.9137 2021-04-26 14:52:48,686 - mmaction - INFO - Epoch [27][180/470] lr: 1.250e-03, eta: 7:54:52, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.5947, loss: 0.5947, grad_norm: 9.2584 2021-04-26 14:52:56,714 - mmaction - INFO - Epoch [27][200/470] lr: 1.250e-03, eta: 7:30:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8250, top5_acc: 0.9641, loss_cls: 0.5997, loss: 0.5997, grad_norm: 8.7734 2021-04-26 14:53:04,674 - mmaction - INFO - Epoch [27][220/470] lr: 1.250e-03, eta: 7:09:56, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9781, loss_cls: 0.6112, loss: 0.6112, grad_norm: 9.0102 2021-04-26 14:53:12,675 - mmaction - INFO - Epoch [27][240/470] lr: 1.250e-03, eta: 6:53:04, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8141, top5_acc: 0.9719, loss_cls: 0.6555, loss: 0.6555, grad_norm: 9.3037 2021-04-26 14:53:20,633 - mmaction - INFO - Epoch [27][260/470] lr: 1.250e-03, eta: 6:38:41, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9766, loss_cls: 0.5749, loss: 0.5749, grad_norm: 7.6973 2021-04-26 14:53:28,645 - mmaction - INFO - Epoch [27][280/470] lr: 1.250e-03, eta: 6:26:26, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.6233, loss: 0.6233, grad_norm: 8.9786 2021-04-26 14:53:36,622 - mmaction - INFO - Epoch [27][300/470] lr: 1.250e-03, eta: 6:15:44, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8125, top5_acc: 0.9766, loss_cls: 0.6234, loss: 0.6234, grad_norm: 9.0900 2021-04-26 14:53:44,620 - mmaction - INFO - Epoch [27][320/470] lr: 1.250e-03, eta: 6:06:25, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9703, loss_cls: 0.6490, loss: 0.6490, grad_norm: 9.7759 2021-04-26 14:53:52,572 - mmaction - INFO - Epoch [27][340/470] lr: 1.250e-03, eta: 5:58:05, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8109, top5_acc: 0.9734, loss_cls: 0.6356, loss: 0.6356, grad_norm: 8.5842 2021-04-26 14:54:00,596 - mmaction - INFO - Epoch [27][360/470] lr: 1.250e-03, eta: 5:50:47, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9656, loss_cls: 0.6145, loss: 0.6145, grad_norm: 8.5705 2021-04-26 14:54:08,561 - mmaction - INFO - Epoch [27][380/470] lr: 1.250e-03, eta: 5:44:08, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9844, loss_cls: 0.5793, loss: 0.5793, grad_norm: 8.4672 2021-04-26 14:54:16,599 - mmaction - INFO - Epoch [27][400/470] lr: 1.250e-03, eta: 5:38:15, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8187, top5_acc: 0.9812, loss_cls: 0.6100, loss: 0.6100, grad_norm: 9.4221 2021-04-26 14:54:24,559 - mmaction - INFO - Epoch [27][420/470] lr: 1.250e-03, eta: 5:32:49, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8156, top5_acc: 0.9641, loss_cls: 0.6694, loss: 0.6694, grad_norm: 9.2491 2021-04-26 14:54:32,622 - mmaction - INFO - Epoch [27][440/470] lr: 1.250e-03, eta: 5:27:59, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9656, loss_cls: 0.6489, loss: 0.6489, grad_norm: 9.4639 2021-04-26 14:54:40,559 - mmaction - INFO - Epoch [27][460/470] lr: 1.250e-03, eta: 5:23:24, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.7984, top5_acc: 0.9688, loss_cls: 0.7063, loss: 0.7063, grad_norm: 9.3372 2021-04-26 14:54:46,090 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-04-26 14:56:32,949 - mmaction - INFO - Epoch [28][20/470] lr: 1.250e-03, eta: 7:06:23, time: 5.275, data_time: 4.716, memory: 5705, top1_acc: 0.8078, top5_acc: 0.9734, loss_cls: 0.6724, loss: 0.6724, grad_norm: 9.0220 2021-04-26 14:56:40,977 - mmaction - INFO - Epoch [28][40/470] lr: 1.250e-03, eta: 6:58:25, time: 0.401, data_time: 0.005, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9766, loss_cls: 0.5450, loss: 0.5450, grad_norm: 8.1675 2021-04-26 14:56:48,890 - mmaction - INFO - Epoch [28][60/470] lr: 1.250e-03, eta: 6:50:55, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9797, loss_cls: 0.5903, loss: 0.5903, grad_norm: 9.2158 2021-04-26 14:56:56,911 - mmaction - INFO - Epoch [28][80/470] lr: 1.250e-03, eta: 6:44:04, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8172, top5_acc: 0.9688, loss_cls: 0.6513, loss: 0.6513, grad_norm: 9.0321 2021-04-26 14:57:04,882 - mmaction - INFO - Epoch [28][100/470] lr: 1.250e-03, eta: 6:37:38, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9812, loss_cls: 0.5467, loss: 0.5467, grad_norm: 8.8824 2021-04-26 14:57:12,917 - mmaction - INFO - Epoch [28][120/470] lr: 1.250e-03, eta: 6:31:41, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9766, loss_cls: 0.6151, loss: 0.6151, grad_norm: 8.3843 2021-04-26 14:57:20,862 - mmaction - INFO - Epoch [28][140/470] lr: 1.250e-03, eta: 6:26:02, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9734, loss_cls: 0.5951, loss: 0.5951, grad_norm: 8.9649 2021-04-26 14:57:28,883 - mmaction - INFO - Epoch [28][160/470] lr: 1.250e-03, eta: 6:20:49, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8313, top5_acc: 0.9797, loss_cls: 0.5900, loss: 0.5900, grad_norm: 9.2239 2021-04-26 14:57:36,808 - mmaction - INFO - Epoch [28][180/470] lr: 1.250e-03, eta: 6:15:49, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9844, loss_cls: 0.5907, loss: 0.5907, grad_norm: 9.4413 2021-04-26 14:57:44,844 - mmaction - INFO - Epoch [28][200/470] lr: 1.250e-03, eta: 6:11:12, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8109, top5_acc: 0.9672, loss_cls: 0.6433, loss: 0.6433, grad_norm: 9.4526 2021-04-26 14:57:52,794 - mmaction - INFO - Epoch [28][220/470] lr: 1.250e-03, eta: 6:06:46, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9828, loss_cls: 0.6148, loss: 0.6148, grad_norm: 8.8633 2021-04-26 14:58:00,846 - mmaction - INFO - Epoch [28][240/470] lr: 1.250e-03, eta: 6:02:40, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9750, loss_cls: 0.6277, loss: 0.6277, grad_norm: 9.5668 2021-04-26 14:58:08,801 - mmaction - INFO - Epoch [28][260/470] lr: 1.250e-03, eta: 5:58:43, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 0.5736, loss: 0.5736, grad_norm: 8.6451 2021-04-26 14:58:16,861 - mmaction - INFO - Epoch [28][280/470] lr: 1.250e-03, eta: 5:55:02, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9891, loss_cls: 0.5103, loss: 0.5103, grad_norm: 7.8965 2021-04-26 14:58:24,808 - mmaction - INFO - Epoch [28][300/470] lr: 1.250e-03, eta: 5:51:28, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8219, top5_acc: 0.9641, loss_cls: 0.6026, loss: 0.6026, grad_norm: 9.3140 2021-04-26 14:58:32,824 - mmaction - INFO - Epoch [28][320/470] lr: 1.250e-03, eta: 5:48:07, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 0.6277, loss: 0.6277, grad_norm: 9.2216 2021-04-26 14:58:40,817 - mmaction - INFO - Epoch [28][340/470] lr: 1.250e-03, eta: 5:44:54, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8078, top5_acc: 0.9703, loss_cls: 0.6718, loss: 0.6718, grad_norm: 9.7103 2021-04-26 14:58:48,802 - mmaction - INFO - Epoch [28][360/470] lr: 1.250e-03, eta: 5:41:49, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8187, top5_acc: 0.9734, loss_cls: 0.6294, loss: 0.6294, grad_norm: 9.7256 2021-04-26 14:58:56,858 - mmaction - INFO - Epoch [28][380/470] lr: 1.250e-03, eta: 5:38:57, time: 0.404, data_time: 0.002, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 0.6066, loss: 0.6066, grad_norm: 8.4571 2021-04-26 14:59:04,858 - mmaction - INFO - Epoch [28][400/470] lr: 1.250e-03, eta: 5:36:10, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9703, loss_cls: 0.6099, loss: 0.6099, grad_norm: 8.9532 2021-04-26 14:59:12,805 - mmaction - INFO - Epoch [28][420/470] lr: 1.250e-03, eta: 5:33:28, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 0.6222, loss: 0.6222, grad_norm: 8.8509 2021-04-26 14:59:20,853 - mmaction - INFO - Epoch [28][440/470] lr: 1.250e-03, eta: 5:30:56, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9703, loss_cls: 0.5961, loss: 0.5961, grad_norm: 8.5895 2021-04-26 14:59:28,803 - mmaction - INFO - Epoch [28][460/470] lr: 1.250e-03, eta: 5:28:27, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.7828, top5_acc: 0.9672, loss_cls: 0.7120, loss: 0.7120, grad_norm: 9.6136 2021-04-26 14:59:34,370 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-04-26 15:00:51,654 - mmaction - INFO - Epoch [29][20/470] lr: 1.250e-03, eta: 6:02:19, time: 3.782, data_time: 3.354, memory: 5705, top1_acc: 0.8078, top5_acc: 0.9750, loss_cls: 0.6137, loss: 0.6137, grad_norm: 9.8420 2021-04-26 15:00:59,637 - mmaction - INFO - Epoch [29][40/470] lr: 1.250e-03, eta: 5:59:18, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.8141, top5_acc: 0.9766, loss_cls: 0.5876, loss: 0.5876, grad_norm: 8.8135 2021-04-26 15:01:07,640 - mmaction - INFO - Epoch [29][60/470] lr: 1.250e-03, eta: 5:56:25, time: 0.401, data_time: 0.002, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.5829, loss: 0.5829, grad_norm: 8.5710 2021-04-26 15:01:15,596 - mmaction - INFO - Epoch [29][80/470] lr: 1.250e-03, eta: 5:53:37, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8703, top5_acc: 0.9703, loss_cls: 0.5250, loss: 0.5250, grad_norm: 8.1859 2021-04-26 15:01:23,525 - mmaction - INFO - Epoch [29][100/470] lr: 1.250e-03, eta: 5:50:53, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.5763, loss: 0.5763, grad_norm: 8.9496 2021-04-26 15:01:31,558 - mmaction - INFO - Epoch [29][120/470] lr: 1.250e-03, eta: 5:48:19, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8219, top5_acc: 0.9500, loss_cls: 0.6822, loss: 0.6822, grad_norm: 9.4764 2021-04-26 15:01:39,522 - mmaction - INFO - Epoch [29][140/470] lr: 1.250e-03, eta: 5:45:49, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9734, loss_cls: 0.5937, loss: 0.5937, grad_norm: 8.0500 2021-04-26 15:01:47,562 - mmaction - INFO - Epoch [29][160/470] lr: 1.250e-03, eta: 5:43:25, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9859, loss_cls: 0.4758, loss: 0.4758, grad_norm: 7.9898 2021-04-26 15:01:55,557 - mmaction - INFO - Epoch [29][180/470] lr: 1.250e-03, eta: 5:41:06, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8141, top5_acc: 0.9766, loss_cls: 0.6324, loss: 0.6324, grad_norm: 9.0436 2021-04-26 15:02:03,604 - mmaction - INFO - Epoch [29][200/470] lr: 1.250e-03, eta: 5:38:52, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9766, loss_cls: 0.5212, loss: 0.5212, grad_norm: 8.8094 2021-04-26 15:02:11,568 - mmaction - INFO - Epoch [29][220/470] lr: 1.250e-03, eta: 5:36:41, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9844, loss_cls: 0.5256, loss: 0.5256, grad_norm: 8.8892 2021-04-26 15:02:19,583 - mmaction - INFO - Epoch [29][240/470] lr: 1.250e-03, eta: 5:34:35, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 0.5658, loss: 0.5658, grad_norm: 9.2585 2021-04-26 15:02:27,567 - mmaction - INFO - Epoch [29][260/470] lr: 1.250e-03, eta: 5:32:32, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9828, loss_cls: 0.5406, loss: 0.5406, grad_norm: 8.5009 2021-04-26 15:02:35,503 - mmaction - INFO - Epoch [29][280/470] lr: 1.250e-03, eta: 5:30:31, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9750, loss_cls: 0.6070, loss: 0.6070, grad_norm: 9.2103 2021-04-26 15:02:43,448 - mmaction - INFO - Epoch [29][300/470] lr: 1.250e-03, eta: 5:28:35, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9703, loss_cls: 0.6211, loss: 0.6211, grad_norm: 9.2414 2021-04-26 15:02:51,814 - mmaction - INFO - Epoch [29][320/470] lr: 1.250e-03, eta: 5:26:53, time: 0.418, data_time: 0.019, memory: 5705, top1_acc: 0.8109, top5_acc: 0.9766, loss_cls: 0.6503, loss: 0.6503, grad_norm: 9.4867 2021-04-26 15:02:59,765 - mmaction - INFO - Epoch [29][340/470] lr: 1.250e-03, eta: 5:25:03, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.5669, loss: 0.5669, grad_norm: 9.1385 2021-04-26 15:03:07,807 - mmaction - INFO - Epoch [29][360/470] lr: 1.250e-03, eta: 5:23:18, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9734, loss_cls: 0.6471, loss: 0.6471, grad_norm: 8.9819 2021-04-26 15:03:15,739 - mmaction - INFO - Epoch [29][380/470] lr: 1.250e-03, eta: 5:21:34, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8063, top5_acc: 0.9828, loss_cls: 0.6037, loss: 0.6037, grad_norm: 9.3374 2021-04-26 15:03:23,765 - mmaction - INFO - Epoch [29][400/470] lr: 1.250e-03, eta: 5:19:55, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.6035, loss: 0.6035, grad_norm: 9.2010 2021-04-26 15:03:31,712 - mmaction - INFO - Epoch [29][420/470] lr: 1.250e-03, eta: 5:18:17, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 0.6158, loss: 0.6158, grad_norm: 8.9945 2021-04-26 15:03:39,734 - mmaction - INFO - Epoch [29][440/470] lr: 1.250e-03, eta: 5:16:43, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9859, loss_cls: 0.5155, loss: 0.5155, grad_norm: 8.5718 2021-04-26 15:03:47,721 - mmaction - INFO - Epoch [29][460/470] lr: 1.250e-03, eta: 5:15:11, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8578, top5_acc: 0.9734, loss_cls: 0.5428, loss: 0.5428, grad_norm: 8.5304 2021-04-26 15:03:53,237 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-04-26 15:05:11,315 - mmaction - INFO - Epoch [30][20/470] lr: 1.250e-03, eta: 5:38:26, time: 3.878, data_time: 3.474, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9719, loss_cls: 0.5677, loss: 0.5677, grad_norm: 8.5909 2021-04-26 15:05:19,305 - mmaction - INFO - Epoch [30][40/470] lr: 1.250e-03, eta: 5:36:38, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.5954, loss: 0.5954, grad_norm: 8.9195 2021-04-26 15:05:27,252 - mmaction - INFO - Epoch [30][60/470] lr: 1.250e-03, eta: 5:34:51, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9781, loss_cls: 0.6342, loss: 0.6342, grad_norm: 8.7889 2021-04-26 15:05:35,244 - mmaction - INFO - Epoch [30][80/470] lr: 1.250e-03, eta: 5:33:08, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9703, loss_cls: 0.5741, loss: 0.5741, grad_norm: 9.3260 2021-04-26 15:05:43,185 - mmaction - INFO - Epoch [30][100/470] lr: 1.250e-03, eta: 5:31:26, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9844, loss_cls: 0.5517, loss: 0.5517, grad_norm: 8.8766 2021-04-26 15:05:51,176 - mmaction - INFO - Epoch [30][120/470] lr: 1.250e-03, eta: 5:29:48, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9734, loss_cls: 0.5657, loss: 0.5657, grad_norm: 8.4043 2021-04-26 15:05:59,134 - mmaction - INFO - Epoch [30][140/470] lr: 1.250e-03, eta: 5:28:12, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9750, loss_cls: 0.6152, loss: 0.6152, grad_norm: 9.8516 2021-04-26 15:06:07,144 - mmaction - INFO - Epoch [30][160/470] lr: 1.250e-03, eta: 5:26:39, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9750, loss_cls: 0.5515, loss: 0.5515, grad_norm: 8.4635 2021-04-26 15:06:15,107 - mmaction - INFO - Epoch [30][180/470] lr: 1.250e-03, eta: 5:25:07, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9828, loss_cls: 0.5222, loss: 0.5222, grad_norm: 8.6155 2021-04-26 15:06:23,118 - mmaction - INFO - Epoch [30][200/470] lr: 1.250e-03, eta: 5:23:38, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9812, loss_cls: 0.5399, loss: 0.5399, grad_norm: 7.9906 2021-04-26 15:06:31,052 - mmaction - INFO - Epoch [30][220/470] lr: 1.250e-03, eta: 5:22:09, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8344, top5_acc: 0.9672, loss_cls: 0.6073, loss: 0.6073, grad_norm: 8.9075 2021-04-26 15:06:39,060 - mmaction - INFO - Epoch [30][240/470] lr: 1.250e-03, eta: 5:20:44, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9672, loss_cls: 0.6037, loss: 0.6037, grad_norm: 8.5692 2021-04-26 15:06:46,986 - mmaction - INFO - Epoch [30][260/470] lr: 1.250e-03, eta: 5:19:20, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9844, loss_cls: 0.5280, loss: 0.5280, grad_norm: 8.5871 2021-04-26 15:06:55,120 - mmaction - INFO - Epoch [30][280/470] lr: 1.250e-03, eta: 5:18:01, time: 0.406, data_time: 0.003, memory: 5705, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 0.5865, loss: 0.5865, grad_norm: 9.4399 2021-04-26 15:07:03,081 - mmaction - INFO - Epoch [30][300/470] lr: 1.250e-03, eta: 5:16:40, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8094, top5_acc: 0.9766, loss_cls: 0.5897, loss: 0.5897, grad_norm: 8.4778 2021-04-26 15:07:11,120 - mmaction - INFO - Epoch [30][320/470] lr: 1.250e-03, eta: 5:15:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9797, loss_cls: 0.5501, loss: 0.5501, grad_norm: 8.6678 2021-04-26 15:07:19,073 - mmaction - INFO - Epoch [30][340/470] lr: 1.250e-03, eta: 5:14:05, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9609, loss_cls: 0.6304, loss: 0.6304, grad_norm: 9.1450 2021-04-26 15:07:27,094 - mmaction - INFO - Epoch [30][360/470] lr: 1.250e-03, eta: 5:12:50, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8156, top5_acc: 0.9703, loss_cls: 0.6186, loss: 0.6186, grad_norm: 9.8804 2021-04-26 15:07:35,068 - mmaction - INFO - Epoch [30][380/470] lr: 1.250e-03, eta: 5:11:36, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9750, loss_cls: 0.5876, loss: 0.5876, grad_norm: 9.0176 2021-04-26 15:07:43,085 - mmaction - INFO - Epoch [30][400/470] lr: 1.250e-03, eta: 5:10:25, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9719, loss_cls: 0.6096, loss: 0.6096, grad_norm: 9.3218 2021-04-26 15:07:51,050 - mmaction - INFO - Epoch [30][420/470] lr: 1.250e-03, eta: 5:09:13, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8547, top5_acc: 0.9734, loss_cls: 0.5621, loss: 0.5621, grad_norm: 8.3819 2021-04-26 15:07:59,066 - mmaction - INFO - Epoch [30][440/470] lr: 1.250e-03, eta: 5:08:04, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8328, top5_acc: 0.9781, loss_cls: 0.5694, loss: 0.5694, grad_norm: 9.2827 2021-04-26 15:08:07,005 - mmaction - INFO - Epoch [30][460/470] lr: 1.250e-03, eta: 5:06:55, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9750, loss_cls: 0.5944, loss: 0.5944, grad_norm: 9.2795 2021-04-26 15:08:12,844 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-04-26 15:09:40,633 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:09:40,719 - mmaction - INFO - top1_acc 0.6914 top5_acc 0.9665 2021-04-26 15:09:40,719 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:09:40,739 - mmaction - INFO - mean_acc 0.5919 2021-04-26 15:09:41,588 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-04-26 15:09:41,588 - mmaction - INFO - Best top1_acc is 0.6914 at 30 epoch. 2021-04-26 15:09:41,600 - mmaction - INFO - Epoch(val) [30][470] top1_acc: 0.6914, top5_acc: 0.9665, mean_class_accuracy: 0.5919 2021-04-26 15:11:02,779 - mmaction - INFO - Epoch [31][20/470] lr: 1.250e-03, eta: 5:25:11, time: 4.055, data_time: 3.587, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9734, loss_cls: 0.5898, loss: 0.5898, grad_norm: 9.1959 2021-04-26 15:11:10,759 - mmaction - INFO - Epoch [31][40/470] lr: 1.250e-03, eta: 5:23:54, time: 0.402, data_time: 0.005, memory: 5705, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.5870, loss: 0.5870, grad_norm: 9.4101 2021-04-26 15:11:18,713 - mmaction - INFO - Epoch [31][60/470] lr: 1.250e-03, eta: 5:22:37, time: 0.398, data_time: 0.002, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9688, loss_cls: 0.6235, loss: 0.6235, grad_norm: 9.7736 2021-04-26 15:11:26,722 - mmaction - INFO - Epoch [31][80/470] lr: 1.250e-03, eta: 5:21:22, time: 0.400, data_time: 0.002, memory: 5705, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.6271, loss: 0.6271, grad_norm: 9.9105 2021-04-26 15:11:34,677 - mmaction - INFO - Epoch [31][100/470] lr: 1.250e-03, eta: 5:20:07, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8203, top5_acc: 0.9766, loss_cls: 0.6224, loss: 0.6224, grad_norm: 9.5882 2021-04-26 15:11:42,649 - mmaction - INFO - Epoch [31][120/470] lr: 1.250e-03, eta: 5:18:54, time: 0.398, data_time: 0.002, memory: 5705, top1_acc: 0.8141, top5_acc: 0.9781, loss_cls: 0.5906, loss: 0.5906, grad_norm: 9.6016 2021-04-26 15:11:50,649 - mmaction - INFO - Epoch [31][140/470] lr: 1.250e-03, eta: 5:17:43, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.7984, top5_acc: 0.9750, loss_cls: 0.6620, loss: 0.6620, grad_norm: 10.3673 2021-04-26 15:11:58,649 - mmaction - INFO - Epoch [31][160/470] lr: 1.250e-03, eta: 5:16:33, time: 0.400, data_time: 0.002, memory: 5705, top1_acc: 0.8156, top5_acc: 0.9828, loss_cls: 0.6096, loss: 0.6096, grad_norm: 9.9355 2021-04-26 15:12:06,616 - mmaction - INFO - Epoch [31][180/470] lr: 1.250e-03, eta: 5:15:23, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.5798, loss: 0.5798, grad_norm: 8.4963 2021-04-26 15:12:14,660 - mmaction - INFO - Epoch [31][200/470] lr: 1.250e-03, eta: 5:14:16, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8234, top5_acc: 0.9672, loss_cls: 0.5955, loss: 0.5955, grad_norm: 9.0111 2021-04-26 15:12:22,610 - mmaction - INFO - Epoch [31][220/470] lr: 1.250e-03, eta: 5:13:09, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8578, top5_acc: 0.9859, loss_cls: 0.4994, loss: 0.4994, grad_norm: 7.9531 2021-04-26 15:12:30,633 - mmaction - INFO - Epoch [31][240/470] lr: 1.250e-03, eta: 5:12:04, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8281, top5_acc: 0.9797, loss_cls: 0.5628, loss: 0.5628, grad_norm: 8.8271 2021-04-26 15:12:38,611 - mmaction - INFO - Epoch [31][260/470] lr: 1.250e-03, eta: 5:10:59, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8313, top5_acc: 0.9734, loss_cls: 0.5620, loss: 0.5620, grad_norm: 8.5328 2021-04-26 15:12:46,658 - mmaction - INFO - Epoch [31][280/470] lr: 1.250e-03, eta: 5:09:57, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 0.5540, loss: 0.5540, grad_norm: 8.5754 2021-04-26 15:12:54,620 - mmaction - INFO - Epoch [31][300/470] lr: 1.250e-03, eta: 5:08:54, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8359, top5_acc: 0.9797, loss_cls: 0.5561, loss: 0.5561, grad_norm: 8.9069 2021-04-26 15:13:02,646 - mmaction - INFO - Epoch [31][320/470] lr: 1.250e-03, eta: 5:07:53, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.6060, loss: 0.6060, grad_norm: 9.2664 2021-04-26 15:13:10,624 - mmaction - INFO - Epoch [31][340/470] lr: 1.250e-03, eta: 5:06:52, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8578, top5_acc: 0.9766, loss_cls: 0.5325, loss: 0.5325, grad_norm: 8.6428 2021-04-26 15:13:18,721 - mmaction - INFO - Epoch [31][360/470] lr: 1.250e-03, eta: 5:05:54, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.8641, top5_acc: 0.9875, loss_cls: 0.5097, loss: 0.5097, grad_norm: 8.6002 2021-04-26 15:13:26,697 - mmaction - INFO - Epoch [31][380/470] lr: 1.250e-03, eta: 5:04:56, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8344, top5_acc: 0.9922, loss_cls: 0.5363, loss: 0.5363, grad_norm: 8.5813 2021-04-26 15:13:34,782 - mmaction - INFO - Epoch [31][400/470] lr: 1.250e-03, eta: 5:03:59, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9828, loss_cls: 0.5418, loss: 0.5418, grad_norm: 9.0504 2021-04-26 15:13:42,746 - mmaction - INFO - Epoch [31][420/470] lr: 1.250e-03, eta: 5:03:02, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9719, loss_cls: 0.5541, loss: 0.5541, grad_norm: 8.5931 2021-04-26 15:13:50,781 - mmaction - INFO - Epoch [31][440/470] lr: 1.250e-03, eta: 5:02:06, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9750, loss_cls: 0.5919, loss: 0.5919, grad_norm: 9.3165 2021-04-26 15:13:58,753 - mmaction - INFO - Epoch [31][460/470] lr: 1.250e-03, eta: 5:01:11, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8078, top5_acc: 0.9734, loss_cls: 0.6639, loss: 0.6639, grad_norm: 10.2058 2021-04-26 15:14:04,132 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-04-26 15:15:31,376 - mmaction - INFO - Epoch [32][20/470] lr: 1.250e-03, eta: 5:16:45, time: 4.312, data_time: 3.853, memory: 5705, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 0.5747, loss: 0.5747, grad_norm: 9.0628 2021-04-26 15:15:39,351 - mmaction - INFO - Epoch [32][40/470] lr: 1.250e-03, eta: 5:15:43, time: 0.400, data_time: 0.005, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.5474, loss: 0.5474, grad_norm: 9.0961 2021-04-26 15:15:47,317 - mmaction - INFO - Epoch [32][60/470] lr: 1.250e-03, eta: 5:14:41, time: 0.398, data_time: 0.003, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9812, loss_cls: 0.5651, loss: 0.5651, grad_norm: 8.7995 2021-04-26 15:15:55,287 - mmaction - INFO - Epoch [32][80/470] lr: 1.250e-03, eta: 5:13:40, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9656, loss_cls: 0.5805, loss: 0.5805, grad_norm: 8.8137 2021-04-26 15:16:03,240 - mmaction - INFO - Epoch [32][100/470] lr: 1.250e-03, eta: 5:12:40, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 0.5063, loss: 0.5063, grad_norm: 7.9655 2021-04-26 15:16:11,264 - mmaction - INFO - Epoch [32][120/470] lr: 1.250e-03, eta: 5:11:41, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9656, loss_cls: 0.6179, loss: 0.6179, grad_norm: 8.6866 2021-04-26 15:16:19,240 - mmaction - INFO - Epoch [32][140/470] lr: 1.250e-03, eta: 5:10:43, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9844, loss_cls: 0.4972, loss: 0.4972, grad_norm: 8.3208 2021-04-26 15:16:27,283 - mmaction - INFO - Epoch [32][160/470] lr: 1.250e-03, eta: 5:09:47, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9641, loss_cls: 0.5745, loss: 0.5745, grad_norm: 8.9941 2021-04-26 15:16:35,223 - mmaction - INFO - Epoch [32][180/470] lr: 1.250e-03, eta: 5:08:49, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9844, loss_cls: 0.5363, loss: 0.5363, grad_norm: 8.5594 2021-04-26 15:16:43,256 - mmaction - INFO - Epoch [32][200/470] lr: 1.250e-03, eta: 5:07:54, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8359, top5_acc: 0.9719, loss_cls: 0.5728, loss: 0.5728, grad_norm: 8.8550 2021-04-26 15:16:51,181 - mmaction - INFO - Epoch [32][220/470] lr: 1.250e-03, eta: 5:06:58, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.5509, loss: 0.5509, grad_norm: 9.2438 2021-04-26 15:16:59,199 - mmaction - INFO - Epoch [32][240/470] lr: 1.250e-03, eta: 5:06:04, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9812, loss_cls: 0.5313, loss: 0.5313, grad_norm: 9.0627 2021-04-26 15:17:07,142 - mmaction - INFO - Epoch [32][260/470] lr: 1.250e-03, eta: 5:05:10, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.5207, loss: 0.5207, grad_norm: 8.5625 2021-04-26 15:17:15,167 - mmaction - INFO - Epoch [32][280/470] lr: 1.250e-03, eta: 5:04:18, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9797, loss_cls: 0.5323, loss: 0.5323, grad_norm: 8.8248 2021-04-26 15:17:23,117 - mmaction - INFO - Epoch [32][300/470] lr: 1.250e-03, eta: 5:03:25, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 0.5457, loss: 0.5457, grad_norm: 8.0646 2021-04-26 15:17:31,165 - mmaction - INFO - Epoch [32][320/470] lr: 1.250e-03, eta: 5:02:34, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9797, loss_cls: 0.5814, loss: 0.5814, grad_norm: 9.0037 2021-04-26 15:17:39,122 - mmaction - INFO - Epoch [32][340/470] lr: 1.250e-03, eta: 5:01:43, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8328, top5_acc: 0.9797, loss_cls: 0.5456, loss: 0.5456, grad_norm: 8.9794 2021-04-26 15:17:47,133 - mmaction - INFO - Epoch [32][360/470] lr: 1.250e-03, eta: 5:00:53, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9734, loss_cls: 0.5967, loss: 0.5967, grad_norm: 9.0629 2021-04-26 15:17:55,109 - mmaction - INFO - Epoch [32][380/470] lr: 1.250e-03, eta: 5:00:03, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9766, loss_cls: 0.5283, loss: 0.5283, grad_norm: 8.6920 2021-04-26 15:18:03,128 - mmaction - INFO - Epoch [32][400/470] lr: 1.250e-03, eta: 4:59:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9719, loss_cls: 0.5792, loss: 0.5792, grad_norm: 9.5106 2021-04-26 15:18:11,066 - mmaction - INFO - Epoch [32][420/470] lr: 1.250e-03, eta: 4:58:26, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9719, loss_cls: 0.5708, loss: 0.5708, grad_norm: 8.7083 2021-04-26 15:18:19,094 - mmaction - INFO - Epoch [32][440/470] lr: 1.250e-03, eta: 4:57:38, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.8359, top5_acc: 0.9797, loss_cls: 0.5556, loss: 0.5556, grad_norm: 8.6492 2021-04-26 15:18:27,060 - mmaction - INFO - Epoch [32][460/470] lr: 1.250e-03, eta: 4:56:51, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9734, loss_cls: 0.5775, loss: 0.5775, grad_norm: 8.6280 2021-04-26 15:18:32,797 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-04-26 15:19:47,695 - mmaction - INFO - Epoch [33][20/470] lr: 1.250e-03, eta: 5:07:17, time: 3.697, data_time: 3.290, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9797, loss_cls: 0.5505, loss: 0.5505, grad_norm: 8.1230 2021-04-26 15:19:55,708 - mmaction - INFO - Epoch [33][40/470] lr: 1.250e-03, eta: 5:06:26, time: 0.400, data_time: 0.002, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9797, loss_cls: 0.5043, loss: 0.5043, grad_norm: 8.0189 2021-04-26 15:20:03,608 - mmaction - INFO - Epoch [33][60/470] lr: 1.250e-03, eta: 5:05:35, time: 0.396, data_time: 0.002, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9594, loss_cls: 0.5889, loss: 0.5889, grad_norm: 8.8668 2021-04-26 15:20:11,592 - mmaction - INFO - Epoch [33][80/470] lr: 1.250e-03, eta: 5:04:45, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9828, loss_cls: 0.5248, loss: 0.5248, grad_norm: 8.9848 2021-04-26 15:20:19,532 - mmaction - INFO - Epoch [33][100/470] lr: 1.250e-03, eta: 5:03:55, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9859, loss_cls: 0.4884, loss: 0.4884, grad_norm: 8.3406 2021-04-26 15:20:27,542 - mmaction - INFO - Epoch [33][120/470] lr: 1.250e-03, eta: 5:03:06, time: 0.400, data_time: 0.002, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.5090, loss: 0.5090, grad_norm: 8.7286 2021-04-26 15:20:35,516 - mmaction - INFO - Epoch [33][140/470] lr: 1.250e-03, eta: 5:02:17, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8344, top5_acc: 0.9797, loss_cls: 0.5473, loss: 0.5473, grad_norm: 8.9032 2021-04-26 15:20:43,552 - mmaction - INFO - Epoch [33][160/470] lr: 1.250e-03, eta: 5:01:30, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.5606, loss: 0.5606, grad_norm: 9.0299 2021-04-26 15:20:51,519 - mmaction - INFO - Epoch [33][180/470] lr: 1.250e-03, eta: 5:00:43, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9734, loss_cls: 0.5361, loss: 0.5361, grad_norm: 8.6821 2021-04-26 15:20:59,544 - mmaction - INFO - Epoch [33][200/470] lr: 1.250e-03, eta: 4:59:56, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.5990, loss: 0.5990, grad_norm: 8.9812 2021-04-26 15:21:07,552 - mmaction - INFO - Epoch [33][220/470] lr: 1.250e-03, eta: 4:59:10, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9781, loss_cls: 0.5227, loss: 0.5227, grad_norm: 9.1178 2021-04-26 15:21:15,555 - mmaction - INFO - Epoch [33][240/470] lr: 1.250e-03, eta: 4:58:24, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8250, top5_acc: 0.9703, loss_cls: 0.6031, loss: 0.6031, grad_norm: 10.1545 2021-04-26 15:21:23,572 - mmaction - INFO - Epoch [33][260/470] lr: 1.250e-03, eta: 4:57:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.5087, loss: 0.5087, grad_norm: 8.4515 2021-04-26 15:21:31,585 - mmaction - INFO - Epoch [33][280/470] lr: 1.250e-03, eta: 4:56:55, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.8047, top5_acc: 0.9672, loss_cls: 0.6625, loss: 0.6625, grad_norm: 9.0785 2021-04-26 15:21:39,562 - mmaction - INFO - Epoch [33][300/470] lr: 1.250e-03, eta: 4:56:11, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8344, top5_acc: 0.9766, loss_cls: 0.6189, loss: 0.6189, grad_norm: 8.7406 2021-04-26 15:21:47,606 - mmaction - INFO - Epoch [33][320/470] lr: 1.250e-03, eta: 4:55:27, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9703, loss_cls: 0.5663, loss: 0.5663, grad_norm: 9.5452 2021-04-26 15:21:55,593 - mmaction - INFO - Epoch [33][340/470] lr: 1.250e-03, eta: 4:54:44, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8641, top5_acc: 0.9781, loss_cls: 0.5002, loss: 0.5002, grad_norm: 8.1753 2021-04-26 15:22:03,613 - mmaction - INFO - Epoch [33][360/470] lr: 1.250e-03, eta: 4:54:01, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9750, loss_cls: 0.5656, loss: 0.5656, grad_norm: 9.2229 2021-04-26 15:22:11,572 - mmaction - INFO - Epoch [33][380/470] lr: 1.250e-03, eta: 4:53:19, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9859, loss_cls: 0.5009, loss: 0.5009, grad_norm: 8.8226 2021-04-26 15:22:19,581 - mmaction - INFO - Epoch [33][400/470] lr: 1.250e-03, eta: 4:52:37, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9766, loss_cls: 0.5402, loss: 0.5402, grad_norm: 8.6141 2021-04-26 15:22:27,582 - mmaction - INFO - Epoch [33][420/470] lr: 1.250e-03, eta: 4:51:55, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9734, loss_cls: 0.5676, loss: 0.5676, grad_norm: 9.2651 2021-04-26 15:22:35,536 - mmaction - INFO - Epoch [33][440/470] lr: 1.250e-03, eta: 4:51:14, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8078, top5_acc: 0.9734, loss_cls: 0.6286, loss: 0.6286, grad_norm: 10.1826 2021-04-26 15:22:43,486 - mmaction - INFO - Epoch [33][460/470] lr: 1.250e-03, eta: 4:50:32, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.5677, loss: 0.5677, grad_norm: 8.9127 2021-04-26 15:22:49,740 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-04-26 15:24:06,466 - mmaction - INFO - Epoch [34][20/470] lr: 1.250e-03, eta: 4:59:38, time: 3.786, data_time: 3.379, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9797, loss_cls: 0.5284, loss: 0.5284, grad_norm: 8.9468 2021-04-26 15:24:14,405 - mmaction - INFO - Epoch [34][40/470] lr: 1.250e-03, eta: 4:58:54, time: 0.398, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9859, loss_cls: 0.4615, loss: 0.4615, grad_norm: 8.3295 2021-04-26 15:24:22,426 - mmaction - INFO - Epoch [34][60/470] lr: 1.250e-03, eta: 4:58:10, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9812, loss_cls: 0.5545, loss: 0.5545, grad_norm: 9.3075 2021-04-26 15:24:30,393 - mmaction - INFO - Epoch [34][80/470] lr: 1.250e-03, eta: 4:57:27, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8219, top5_acc: 0.9797, loss_cls: 0.5769, loss: 0.5769, grad_norm: 9.2897 2021-04-26 15:24:38,339 - mmaction - INFO - Epoch [34][100/470] lr: 1.250e-03, eta: 4:56:44, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.5143, loss: 0.5143, grad_norm: 8.7926 2021-04-26 15:24:46,389 - mmaction - INFO - Epoch [34][120/470] lr: 1.250e-03, eta: 4:56:02, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9672, loss_cls: 0.5769, loss: 0.5769, grad_norm: 8.9734 2021-04-26 15:24:54,365 - mmaction - INFO - Epoch [34][140/470] lr: 1.250e-03, eta: 4:55:21, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9781, loss_cls: 0.5442, loss: 0.5442, grad_norm: 9.1333 2021-04-26 15:25:02,416 - mmaction - INFO - Epoch [34][160/470] lr: 1.250e-03, eta: 4:54:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8141, top5_acc: 0.9781, loss_cls: 0.6087, loss: 0.6087, grad_norm: 9.5403 2021-04-26 15:25:10,409 - mmaction - INFO - Epoch [34][180/470] lr: 1.250e-03, eta: 4:53:59, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9828, loss_cls: 0.4931, loss: 0.4931, grad_norm: 8.4321 2021-04-26 15:25:18,434 - mmaction - INFO - Epoch [34][200/470] lr: 1.250e-03, eta: 4:53:18, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9766, loss_cls: 0.5422, loss: 0.5422, grad_norm: 8.4223 2021-04-26 15:25:26,441 - mmaction - INFO - Epoch [34][220/470] lr: 1.250e-03, eta: 4:52:38, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9906, loss_cls: 0.4440, loss: 0.4440, grad_norm: 8.0505 2021-04-26 15:25:34,479 - mmaction - INFO - Epoch [34][240/470] lr: 1.250e-03, eta: 4:51:59, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.5648, loss: 0.5648, grad_norm: 8.6963 2021-04-26 15:25:42,458 - mmaction - INFO - Epoch [34][260/470] lr: 1.250e-03, eta: 4:51:19, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9797, loss_cls: 0.5282, loss: 0.5282, grad_norm: 8.2920 2021-04-26 15:25:50,481 - mmaction - INFO - Epoch [34][280/470] lr: 1.250e-03, eta: 4:50:40, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.5168, loss: 0.5168, grad_norm: 8.1612 2021-04-26 15:25:58,435 - mmaction - INFO - Epoch [34][300/470] lr: 1.250e-03, eta: 4:50:01, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.5153, loss: 0.5153, grad_norm: 8.3830 2021-04-26 15:26:06,479 - mmaction - INFO - Epoch [34][320/470] lr: 1.250e-03, eta: 4:49:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9688, loss_cls: 0.6264, loss: 0.6264, grad_norm: 9.8903 2021-04-26 15:26:14,421 - mmaction - INFO - Epoch [34][340/470] lr: 1.250e-03, eta: 4:48:44, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9828, loss_cls: 0.5547, loss: 0.5547, grad_norm: 8.9453 2021-04-26 15:26:22,458 - mmaction - INFO - Epoch [34][360/470] lr: 1.250e-03, eta: 4:48:07, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.5416, loss: 0.5416, grad_norm: 8.4696 2021-04-26 15:26:30,461 - mmaction - INFO - Epoch [34][380/470] lr: 1.250e-03, eta: 4:47:29, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.4619, loss: 0.4619, grad_norm: 8.1102 2021-04-26 15:26:38,499 - mmaction - INFO - Epoch [34][400/470] lr: 1.250e-03, eta: 4:46:53, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8297, top5_acc: 0.9812, loss_cls: 0.5668, loss: 0.5668, grad_norm: 9.2385 2021-04-26 15:26:46,496 - mmaction - INFO - Epoch [34][420/470] lr: 1.250e-03, eta: 4:46:16, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8641, top5_acc: 0.9828, loss_cls: 0.4988, loss: 0.4988, grad_norm: 7.9696 2021-04-26 15:26:54,542 - mmaction - INFO - Epoch [34][440/470] lr: 1.250e-03, eta: 4:45:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8313, top5_acc: 0.9672, loss_cls: 0.5915, loss: 0.5915, grad_norm: 9.4738 2021-04-26 15:27:02,507 - mmaction - INFO - Epoch [34][460/470] lr: 1.250e-03, eta: 4:45:03, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9734, loss_cls: 0.5317, loss: 0.5317, grad_norm: 8.6610 2021-04-26 15:27:07,915 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-04-26 15:28:33,312 - mmaction - INFO - Epoch [35][20/470] lr: 1.250e-03, eta: 4:54:05, time: 4.233, data_time: 3.802, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9828, loss_cls: 0.5209, loss: 0.5209, grad_norm: 8.8207 2021-04-26 15:28:41,347 - mmaction - INFO - Epoch [35][40/470] lr: 1.250e-03, eta: 4:53:27, time: 0.401, data_time: 0.005, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9641, loss_cls: 0.6131, loss: 0.6131, grad_norm: 9.0731 2021-04-26 15:28:49,272 - mmaction - INFO - Epoch [35][60/470] lr: 1.250e-03, eta: 4:52:47, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9828, loss_cls: 0.4999, loss: 0.4999, grad_norm: 8.5747 2021-04-26 15:28:57,338 - mmaction - INFO - Epoch [35][80/470] lr: 1.250e-03, eta: 4:52:10, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8672, top5_acc: 0.9781, loss_cls: 0.5111, loss: 0.5111, grad_norm: 8.2956 2021-04-26 15:29:05,353 - mmaction - INFO - Epoch [35][100/470] lr: 1.250e-03, eta: 4:51:32, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9797, loss_cls: 0.5392, loss: 0.5392, grad_norm: 8.7308 2021-04-26 15:29:13,311 - mmaction - INFO - Epoch [35][120/470] lr: 1.250e-03, eta: 4:50:54, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9797, loss_cls: 0.5116, loss: 0.5116, grad_norm: 8.5943 2021-04-26 15:29:21,264 - mmaction - INFO - Epoch [35][140/470] lr: 1.250e-03, eta: 4:50:16, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8313, top5_acc: 0.9797, loss_cls: 0.5412, loss: 0.5412, grad_norm: 9.2010 2021-04-26 15:29:29,270 - mmaction - INFO - Epoch [35][160/470] lr: 1.250e-03, eta: 4:49:39, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9828, loss_cls: 0.5388, loss: 0.5388, grad_norm: 9.0527 2021-04-26 15:29:37,245 - mmaction - INFO - Epoch [35][180/470] lr: 1.250e-03, eta: 4:49:02, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9797, loss_cls: 0.5214, loss: 0.5214, grad_norm: 8.8313 2021-04-26 15:29:45,255 - mmaction - INFO - Epoch [35][200/470] lr: 1.250e-03, eta: 4:48:25, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8375, top5_acc: 0.9797, loss_cls: 0.5550, loss: 0.5550, grad_norm: 8.7951 2021-04-26 15:29:53,250 - mmaction - INFO - Epoch [35][220/470] lr: 1.250e-03, eta: 4:47:49, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.5570, loss: 0.5570, grad_norm: 8.7239 2021-04-26 15:30:01,319 - mmaction - INFO - Epoch [35][240/470] lr: 1.250e-03, eta: 4:47:14, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.4647, loss: 0.4647, grad_norm: 8.4933 2021-04-26 15:30:09,253 - mmaction - INFO - Epoch [35][260/470] lr: 1.250e-03, eta: 4:46:38, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 0.5355, loss: 0.5355, grad_norm: 9.1227 2021-04-26 15:30:17,307 - mmaction - INFO - Epoch [35][280/470] lr: 1.250e-03, eta: 4:46:03, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9906, loss_cls: 0.4964, loss: 0.4964, grad_norm: 8.9812 2021-04-26 15:30:25,289 - mmaction - INFO - Epoch [35][300/470] lr: 1.250e-03, eta: 4:45:27, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8547, top5_acc: 0.9891, loss_cls: 0.4905, loss: 0.4905, grad_norm: 8.8701 2021-04-26 15:30:33,359 - mmaction - INFO - Epoch [35][320/470] lr: 1.250e-03, eta: 4:44:53, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9828, loss_cls: 0.4886, loss: 0.4886, grad_norm: 8.3421 2021-04-26 15:30:41,356 - mmaction - INFO - Epoch [35][340/470] lr: 1.250e-03, eta: 4:44:18, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.5454, loss: 0.5454, grad_norm: 8.5898 2021-04-26 15:30:49,374 - mmaction - INFO - Epoch [35][360/470] lr: 1.250e-03, eta: 4:43:44, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9672, loss_cls: 0.5685, loss: 0.5685, grad_norm: 9.2976 2021-04-26 15:30:57,356 - mmaction - INFO - Epoch [35][380/470] lr: 1.250e-03, eta: 4:43:10, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8219, top5_acc: 0.9766, loss_cls: 0.6088, loss: 0.6088, grad_norm: 9.2891 2021-04-26 15:31:05,407 - mmaction - INFO - Epoch [35][400/470] lr: 1.250e-03, eta: 4:42:36, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8812, top5_acc: 0.9719, loss_cls: 0.5234, loss: 0.5234, grad_norm: 8.4819 2021-04-26 15:31:13,345 - mmaction - INFO - Epoch [35][420/470] lr: 1.250e-03, eta: 4:42:02, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.4980, loss: 0.4980, grad_norm: 8.3017 2021-04-26 15:31:21,527 - mmaction - INFO - Epoch [35][440/470] lr: 1.250e-03, eta: 4:41:30, time: 0.409, data_time: 0.010, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9859, loss_cls: 0.4916, loss: 0.4916, grad_norm: 8.9197 2021-04-26 15:31:29,474 - mmaction - INFO - Epoch [35][460/470] lr: 1.250e-03, eta: 4:40:57, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9750, loss_cls: 0.5179, loss: 0.5179, grad_norm: 8.7681 2021-04-26 15:31:36,083 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-04-26 15:33:01,409 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:33:01,494 - mmaction - INFO - top1_acc 0.7345 top5_acc 0.9629 2021-04-26 15:33:01,494 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:33:01,497 - mmaction - INFO - mean_acc 0.6178 2021-04-26 15:33:03,261 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2021-04-26 15:33:03,261 - mmaction - INFO - Best top1_acc is 0.7345 at 35 epoch. 2021-04-26 15:33:03,262 - mmaction - INFO - Epoch(val) [35][470] top1_acc: 0.7345, top5_acc: 0.9629, mean_class_accuracy: 0.6178 2021-04-26 15:34:22,367 - mmaction - INFO - Epoch [36][20/470] lr: 1.250e-03, eta: 4:48:10, time: 3.954, data_time: 3.503, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 0.5219, loss: 0.5219, grad_norm: 8.7672 2021-04-26 15:34:30,371 - mmaction - INFO - Epoch [36][40/470] lr: 1.250e-03, eta: 4:47:35, time: 0.401, data_time: 0.005, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9859, loss_cls: 0.4662, loss: 0.4662, grad_norm: 8.4029 2021-04-26 15:34:38,284 - mmaction - INFO - Epoch [36][60/470] lr: 1.250e-03, eta: 4:46:59, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9766, loss_cls: 0.5387, loss: 0.5387, grad_norm: 8.5684 2021-04-26 15:34:46,297 - mmaction - INFO - Epoch [36][80/470] lr: 1.250e-03, eta: 4:46:25, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9672, loss_cls: 0.5223, loss: 0.5223, grad_norm: 9.0703 2021-04-26 15:34:54,235 - mmaction - INFO - Epoch [36][100/470] lr: 1.250e-03, eta: 4:45:50, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8578, top5_acc: 0.9828, loss_cls: 0.4693, loss: 0.4693, grad_norm: 8.2232 2021-04-26 15:35:02,271 - mmaction - INFO - Epoch [36][120/470] lr: 1.250e-03, eta: 4:45:16, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.5034, loss: 0.5034, grad_norm: 9.0474 2021-04-26 15:35:10,215 - mmaction - INFO - Epoch [36][140/470] lr: 1.250e-03, eta: 4:44:42, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9844, loss_cls: 0.5004, loss: 0.5004, grad_norm: 8.4056 2021-04-26 15:35:18,245 - mmaction - INFO - Epoch [36][160/470] lr: 1.250e-03, eta: 4:44:08, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9828, loss_cls: 0.4905, loss: 0.4905, grad_norm: 8.7739 2021-04-26 15:35:26,163 - mmaction - INFO - Epoch [36][180/470] lr: 1.250e-03, eta: 4:43:34, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8641, top5_acc: 0.9844, loss_cls: 0.4545, loss: 0.4545, grad_norm: 8.3071 2021-04-26 15:35:34,232 - mmaction - INFO - Epoch [36][200/470] lr: 1.250e-03, eta: 4:43:02, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9703, loss_cls: 0.5623, loss: 0.5623, grad_norm: 8.6845 2021-04-26 15:35:42,198 - mmaction - INFO - Epoch [36][220/470] lr: 1.250e-03, eta: 4:42:29, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.4845, loss: 0.4845, grad_norm: 8.8090 2021-04-26 15:35:50,155 - mmaction - INFO - Epoch [36][240/470] lr: 1.250e-03, eta: 4:41:56, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9797, loss_cls: 0.5525, loss: 0.5525, grad_norm: 9.1019 2021-04-26 15:35:58,109 - mmaction - INFO - Epoch [36][260/470] lr: 1.250e-03, eta: 4:41:23, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9734, loss_cls: 0.5186, loss: 0.5186, grad_norm: 8.9044 2021-04-26 15:36:06,139 - mmaction - INFO - Epoch [36][280/470] lr: 1.250e-03, eta: 4:40:51, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9719, loss_cls: 0.5128, loss: 0.5128, grad_norm: 8.7072 2021-04-26 15:36:14,080 - mmaction - INFO - Epoch [36][300/470] lr: 1.250e-03, eta: 4:40:18, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9891, loss_cls: 0.4598, loss: 0.4598, grad_norm: 7.8952 2021-04-26 15:36:22,121 - mmaction - INFO - Epoch [36][320/470] lr: 1.250e-03, eta: 4:39:47, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.4817, loss: 0.4817, grad_norm: 7.9590 2021-04-26 15:36:30,070 - mmaction - INFO - Epoch [36][340/470] lr: 1.250e-03, eta: 4:39:15, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.4979, loss: 0.4979, grad_norm: 8.6298 2021-04-26 15:36:38,116 - mmaction - INFO - Epoch [36][360/470] lr: 1.250e-03, eta: 4:38:43, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8703, top5_acc: 0.9859, loss_cls: 0.4792, loss: 0.4792, grad_norm: 8.7387 2021-04-26 15:36:46,054 - mmaction - INFO - Epoch [36][380/470] lr: 1.250e-03, eta: 4:38:12, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8328, top5_acc: 0.9766, loss_cls: 0.5679, loss: 0.5679, grad_norm: 9.1598 2021-04-26 15:36:54,090 - mmaction - INFO - Epoch [36][400/470] lr: 1.250e-03, eta: 4:37:41, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8344, top5_acc: 0.9734, loss_cls: 0.6000, loss: 0.6000, grad_norm: 9.1524 2021-04-26 15:37:02,098 - mmaction - INFO - Epoch [36][420/470] lr: 1.250e-03, eta: 4:37:10, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8672, top5_acc: 0.9906, loss_cls: 0.4351, loss: 0.4351, grad_norm: 8.0027 2021-04-26 15:37:10,089 - mmaction - INFO - Epoch [36][440/470] lr: 1.250e-03, eta: 4:36:39, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.5285, loss: 0.5285, grad_norm: 9.0726 2021-04-26 15:37:18,103 - mmaction - INFO - Epoch [36][460/470] lr: 1.250e-03, eta: 4:36:09, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.5752, loss: 0.5752, grad_norm: 8.8040 2021-04-26 15:37:24,203 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-04-26 15:38:42,715 - mmaction - INFO - Epoch [37][20/470] lr: 1.250e-03, eta: 4:42:23, time: 3.887, data_time: 3.477, memory: 5705, top1_acc: 0.8156, top5_acc: 0.9812, loss_cls: 0.5700, loss: 0.5700, grad_norm: 9.6411 2021-04-26 15:38:50,675 - mmaction - INFO - Epoch [37][40/470] lr: 1.250e-03, eta: 4:41:50, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.4576, loss: 0.4576, grad_norm: 8.2220 2021-04-26 15:38:58,581 - mmaction - INFO - Epoch [37][60/470] lr: 1.250e-03, eta: 4:41:18, time: 0.395, data_time: 0.001, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9781, loss_cls: 0.5413, loss: 0.5413, grad_norm: 9.0639 2021-04-26 15:39:06,591 - mmaction - INFO - Epoch [37][80/470] lr: 1.250e-03, eta: 4:40:46, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8359, top5_acc: 0.9797, loss_cls: 0.5568, loss: 0.5568, grad_norm: 9.4727 2021-04-26 15:39:14,532 - mmaction - INFO - Epoch [37][100/470] lr: 1.250e-03, eta: 4:40:15, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.5007, loss: 0.5007, grad_norm: 8.9632 2021-04-26 15:39:22,573 - mmaction - INFO - Epoch [37][120/470] lr: 1.250e-03, eta: 4:39:44, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9766, loss_cls: 0.4890, loss: 0.4890, grad_norm: 8.4542 2021-04-26 15:39:30,508 - mmaction - INFO - Epoch [37][140/470] lr: 1.250e-03, eta: 4:39:12, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8359, top5_acc: 0.9797, loss_cls: 0.5106, loss: 0.5106, grad_norm: 8.3662 2021-04-26 15:39:38,522 - mmaction - INFO - Epoch [37][160/470] lr: 1.250e-03, eta: 4:38:42, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.4963, loss: 0.4963, grad_norm: 8.7001 2021-04-26 15:39:46,449 - mmaction - INFO - Epoch [37][180/470] lr: 1.250e-03, eta: 4:38:10, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.4346, loss: 0.4346, grad_norm: 7.6172 2021-04-26 15:39:54,493 - mmaction - INFO - Epoch [37][200/470] lr: 1.250e-03, eta: 4:37:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9781, loss_cls: 0.5387, loss: 0.5387, grad_norm: 8.8676 2021-04-26 15:40:02,449 - mmaction - INFO - Epoch [37][220/470] lr: 1.250e-03, eta: 4:37:10, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8703, top5_acc: 0.9797, loss_cls: 0.4868, loss: 0.4868, grad_norm: 8.4232 2021-04-26 15:40:10,521 - mmaction - INFO - Epoch [37][240/470] lr: 1.250e-03, eta: 4:36:40, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9797, loss_cls: 0.4594, loss: 0.4594, grad_norm: 8.1046 2021-04-26 15:40:18,466 - mmaction - INFO - Epoch [37][260/470] lr: 1.250e-03, eta: 4:36:10, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9922, loss_cls: 0.4545, loss: 0.4545, grad_norm: 7.9123 2021-04-26 15:40:26,493 - mmaction - INFO - Epoch [37][280/470] lr: 1.250e-03, eta: 4:35:40, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8641, top5_acc: 0.9859, loss_cls: 0.4460, loss: 0.4460, grad_norm: 8.6544 2021-04-26 15:40:34,477 - mmaction - INFO - Epoch [37][300/470] lr: 1.250e-03, eta: 4:35:11, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.5220, loss: 0.5220, grad_norm: 8.8564 2021-04-26 15:40:42,536 - mmaction - INFO - Epoch [37][320/470] lr: 1.250e-03, eta: 4:34:41, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9812, loss_cls: 0.4271, loss: 0.4271, grad_norm: 7.2722 2021-04-26 15:40:50,488 - mmaction - INFO - Epoch [37][340/470] lr: 1.250e-03, eta: 4:34:12, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9891, loss_cls: 0.3836, loss: 0.3836, grad_norm: 8.3180 2021-04-26 15:40:58,522 - mmaction - INFO - Epoch [37][360/470] lr: 1.250e-03, eta: 4:33:43, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9812, loss_cls: 0.5528, loss: 0.5528, grad_norm: 9.9585 2021-04-26 15:41:06,496 - mmaction - INFO - Epoch [37][380/470] lr: 1.250e-03, eta: 4:33:14, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9719, loss_cls: 0.5731, loss: 0.5731, grad_norm: 9.2957 2021-04-26 15:41:14,528 - mmaction - INFO - Epoch [37][400/470] lr: 1.250e-03, eta: 4:32:46, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8250, top5_acc: 0.9828, loss_cls: 0.5235, loss: 0.5235, grad_norm: 8.6789 2021-04-26 15:41:22,465 - mmaction - INFO - Epoch [37][420/470] lr: 1.250e-03, eta: 4:32:17, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8547, top5_acc: 0.9828, loss_cls: 0.4840, loss: 0.4840, grad_norm: 8.3109 2021-04-26 15:41:30,493 - mmaction - INFO - Epoch [37][440/470] lr: 1.250e-03, eta: 4:31:48, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9750, loss_cls: 0.4859, loss: 0.4859, grad_norm: 8.7751 2021-04-26 15:41:38,464 - mmaction - INFO - Epoch [37][460/470] lr: 1.250e-03, eta: 4:31:20, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9797, loss_cls: 0.4800, loss: 0.4800, grad_norm: 8.2621 2021-04-26 15:41:45,005 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-04-26 15:43:18,328 - mmaction - INFO - Epoch [38][20/470] lr: 1.250e-03, eta: 4:38:15, time: 4.609, data_time: 4.022, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.4598, loss: 0.4598, grad_norm: 7.8869 2021-04-26 15:43:26,272 - mmaction - INFO - Epoch [38][40/470] lr: 1.250e-03, eta: 4:37:45, time: 0.398, data_time: 0.003, memory: 5705, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.5465, loss: 0.5465, grad_norm: 9.1022 2021-04-26 15:43:34,221 - mmaction - INFO - Epoch [38][60/470] lr: 1.250e-03, eta: 4:37:15, time: 0.397, data_time: 0.002, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9906, loss_cls: 0.4084, loss: 0.4084, grad_norm: 7.6694 2021-04-26 15:43:42,174 - mmaction - INFO - Epoch [38][80/470] lr: 1.250e-03, eta: 4:36:45, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8547, top5_acc: 0.9781, loss_cls: 0.4779, loss: 0.4779, grad_norm: 8.6422 2021-04-26 15:43:50,114 - mmaction - INFO - Epoch [38][100/470] lr: 1.250e-03, eta: 4:36:15, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9719, loss_cls: 0.4949, loss: 0.4949, grad_norm: 8.2991 2021-04-26 15:43:58,145 - mmaction - INFO - Epoch [38][120/470] lr: 1.250e-03, eta: 4:35:46, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8766, top5_acc: 0.9859, loss_cls: 0.4447, loss: 0.4447, grad_norm: 8.4679 2021-04-26 15:44:06,081 - mmaction - INFO - Epoch [38][140/470] lr: 1.250e-03, eta: 4:35:17, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9797, loss_cls: 0.4182, loss: 0.4182, grad_norm: 8.3464 2021-04-26 15:44:14,112 - mmaction - INFO - Epoch [38][160/470] lr: 1.250e-03, eta: 4:34:48, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8719, top5_acc: 0.9828, loss_cls: 0.4704, loss: 0.4704, grad_norm: 9.1083 2021-04-26 15:44:22,061 - mmaction - INFO - Epoch [38][180/470] lr: 1.250e-03, eta: 4:34:19, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9797, loss_cls: 0.5708, loss: 0.5708, grad_norm: 9.0536 2021-04-26 15:44:30,072 - mmaction - INFO - Epoch [38][200/470] lr: 1.250e-03, eta: 4:33:50, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 0.4364, loss: 0.4364, grad_norm: 8.0538 2021-04-26 15:44:38,030 - mmaction - INFO - Epoch [38][220/470] lr: 1.250e-03, eta: 4:33:21, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.4651, loss: 0.4651, grad_norm: 8.2844 2021-04-26 15:44:46,067 - mmaction - INFO - Epoch [38][240/470] lr: 1.250e-03, eta: 4:32:53, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8266, top5_acc: 0.9750, loss_cls: 0.5462, loss: 0.5462, grad_norm: 9.7474 2021-04-26 15:44:54,062 - mmaction - INFO - Epoch [38][260/470] lr: 1.250e-03, eta: 4:32:25, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.5671, loss: 0.5671, grad_norm: 9.4640 2021-04-26 15:45:02,062 - mmaction - INFO - Epoch [38][280/470] lr: 1.250e-03, eta: 4:31:57, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8547, top5_acc: 0.9797, loss_cls: 0.4681, loss: 0.4681, grad_norm: 8.8109 2021-04-26 15:45:10,025 - mmaction - INFO - Epoch [38][300/470] lr: 1.250e-03, eta: 4:31:29, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9828, loss_cls: 0.4983, loss: 0.4983, grad_norm: 8.4773 2021-04-26 15:45:18,082 - mmaction - INFO - Epoch [38][320/470] lr: 1.250e-03, eta: 4:31:02, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9875, loss_cls: 0.4418, loss: 0.4418, grad_norm: 8.1533 2021-04-26 15:45:26,032 - mmaction - INFO - Epoch [38][340/470] lr: 1.250e-03, eta: 4:30:34, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 0.4868, loss: 0.4868, grad_norm: 8.3903 2021-04-26 15:45:34,067 - mmaction - INFO - Epoch [38][360/470] lr: 1.250e-03, eta: 4:30:06, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9750, loss_cls: 0.5303, loss: 0.5303, grad_norm: 8.5655 2021-04-26 15:45:42,007 - mmaction - INFO - Epoch [38][380/470] lr: 1.250e-03, eta: 4:29:39, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9734, loss_cls: 0.5427, loss: 0.5427, grad_norm: 9.0931 2021-04-26 15:45:50,059 - mmaction - INFO - Epoch [38][400/470] lr: 1.250e-03, eta: 4:29:12, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.5374, loss: 0.5374, grad_norm: 9.6987 2021-04-26 15:45:58,011 - mmaction - INFO - Epoch [38][420/470] lr: 1.250e-03, eta: 4:28:45, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.5016, loss: 0.5016, grad_norm: 8.4920 2021-04-26 15:46:06,041 - mmaction - INFO - Epoch [38][440/470] lr: 1.250e-03, eta: 4:28:18, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8531, top5_acc: 0.9797, loss_cls: 0.5503, loss: 0.5503, grad_norm: 8.8946 2021-04-26 15:46:13,986 - mmaction - INFO - Epoch [38][460/470] lr: 1.250e-03, eta: 4:27:51, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8422, top5_acc: 0.9719, loss_cls: 0.5662, loss: 0.5662, grad_norm: 9.7639 2021-04-26 15:46:24,895 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-04-26 15:48:04,006 - mmaction - INFO - Epoch [39][20/470] lr: 1.250e-03, eta: 4:34:33, time: 4.897, data_time: 4.331, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.4932, loss: 0.4932, grad_norm: 8.3624 2021-04-26 15:48:11,957 - mmaction - INFO - Epoch [39][40/470] lr: 1.250e-03, eta: 4:34:05, time: 0.398, data_time: 0.002, memory: 5705, top1_acc: 0.8703, top5_acc: 0.9844, loss_cls: 0.4637, loss: 0.4637, grad_norm: 8.3575 2021-04-26 15:48:19,950 - mmaction - INFO - Epoch [39][60/470] lr: 1.250e-03, eta: 4:33:36, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9797, loss_cls: 0.5390, loss: 0.5390, grad_norm: 9.0452 2021-04-26 15:48:27,921 - mmaction - INFO - Epoch [39][80/470] lr: 1.250e-03, eta: 4:33:08, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.5064, loss: 0.5064, grad_norm: 9.5488 2021-04-26 15:48:35,848 - mmaction - INFO - Epoch [39][100/470] lr: 1.250e-03, eta: 4:32:40, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9844, loss_cls: 0.4775, loss: 0.4775, grad_norm: 8.7192 2021-04-26 15:48:43,897 - mmaction - INFO - Epoch [39][120/470] lr: 1.250e-03, eta: 4:32:13, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9797, loss_cls: 0.5065, loss: 0.5065, grad_norm: 9.2855 2021-04-26 15:48:51,827 - mmaction - INFO - Epoch [39][140/470] lr: 1.250e-03, eta: 4:31:45, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8406, top5_acc: 0.9766, loss_cls: 0.5062, loss: 0.5062, grad_norm: 8.6780 2021-04-26 15:48:59,857 - mmaction - INFO - Epoch [39][160/470] lr: 1.250e-03, eta: 4:31:17, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9812, loss_cls: 0.4618, loss: 0.4618, grad_norm: 8.1065 2021-04-26 15:49:07,802 - mmaction - INFO - Epoch [39][180/470] lr: 1.250e-03, eta: 4:30:50, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8672, top5_acc: 0.9875, loss_cls: 0.4582, loss: 0.4582, grad_norm: 8.6044 2021-04-26 15:49:15,827 - mmaction - INFO - Epoch [39][200/470] lr: 1.250e-03, eta: 4:30:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9922, loss_cls: 0.4225, loss: 0.4225, grad_norm: 8.2409 2021-04-26 15:49:23,810 - mmaction - INFO - Epoch [39][220/470] lr: 1.250e-03, eta: 4:29:56, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8469, top5_acc: 0.9703, loss_cls: 0.5588, loss: 0.5588, grad_norm: 9.1450 2021-04-26 15:49:31,794 - mmaction - INFO - Epoch [39][240/470] lr: 1.250e-03, eta: 4:29:28, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.4782, loss: 0.4782, grad_norm: 8.6625 2021-04-26 15:49:39,815 - mmaction - INFO - Epoch [39][260/470] lr: 1.250e-03, eta: 4:29:02, time: 0.402, data_time: 0.002, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9828, loss_cls: 0.5198, loss: 0.5198, grad_norm: 9.1808 2021-04-26 15:49:47,845 - mmaction - INFO - Epoch [39][280/470] lr: 1.250e-03, eta: 4:28:35, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.3930, loss: 0.3930, grad_norm: 8.0463 2021-04-26 15:49:55,822 - mmaction - INFO - Epoch [39][300/470] lr: 1.250e-03, eta: 4:28:09, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8641, top5_acc: 0.9844, loss_cls: 0.4741, loss: 0.4741, grad_norm: 8.7251 2021-04-26 15:50:03,870 - mmaction - INFO - Epoch [39][320/470] lr: 1.250e-03, eta: 4:27:42, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8703, top5_acc: 0.9828, loss_cls: 0.4542, loss: 0.4542, grad_norm: 8.6268 2021-04-26 15:50:11,822 - mmaction - INFO - Epoch [39][340/470] lr: 1.250e-03, eta: 4:27:16, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8547, top5_acc: 0.9766, loss_cls: 0.5520, loss: 0.5520, grad_norm: 9.7631 2021-04-26 15:50:19,864 - mmaction - INFO - Epoch [39][360/470] lr: 1.250e-03, eta: 4:26:50, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.4346, loss: 0.4346, grad_norm: 8.3379 2021-04-26 15:50:27,859 - mmaction - INFO - Epoch [39][380/470] lr: 1.250e-03, eta: 4:26:24, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8484, top5_acc: 0.9734, loss_cls: 0.5241, loss: 0.5241, grad_norm: 8.8002 2021-04-26 15:50:35,938 - mmaction - INFO - Epoch [39][400/470] lr: 1.250e-03, eta: 4:25:58, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8781, top5_acc: 0.9859, loss_cls: 0.4370, loss: 0.4370, grad_norm: 8.2441 2021-04-26 15:50:43,905 - mmaction - INFO - Epoch [39][420/470] lr: 1.250e-03, eta: 4:25:32, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9812, loss_cls: 0.4449, loss: 0.4449, grad_norm: 8.3083 2021-04-26 15:50:51,948 - mmaction - INFO - Epoch [39][440/470] lr: 1.250e-03, eta: 4:25:07, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.5034, loss: 0.5034, grad_norm: 8.7260 2021-04-26 15:50:59,918 - mmaction - INFO - Epoch [39][460/470] lr: 1.250e-03, eta: 4:24:41, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9734, loss_cls: 0.5053, loss: 0.5053, grad_norm: 8.9531 2021-04-26 15:51:07,993 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-04-26 15:52:32,373 - mmaction - INFO - Epoch [40][20/470] lr: 1.250e-03, eta: 4:29:36, time: 4.166, data_time: 3.750, memory: 5705, top1_acc: 0.8812, top5_acc: 0.9781, loss_cls: 0.4479, loss: 0.4479, grad_norm: 7.9942 2021-04-26 15:52:40,344 - mmaction - INFO - Epoch [40][40/470] lr: 1.250e-03, eta: 4:29:10, time: 0.402, data_time: 0.007, memory: 5705, top1_acc: 0.8625, top5_acc: 0.9828, loss_cls: 0.4732, loss: 0.4732, grad_norm: 8.5272 2021-04-26 15:52:48,324 - mmaction - INFO - Epoch [40][60/470] lr: 1.250e-03, eta: 4:28:43, time: 0.399, data_time: 0.002, memory: 5705, top1_acc: 0.8391, top5_acc: 0.9781, loss_cls: 0.5074, loss: 0.5074, grad_norm: 9.3085 2021-04-26 15:52:56,300 - mmaction - INFO - Epoch [40][80/470] lr: 1.250e-03, eta: 4:28:17, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9891, loss_cls: 0.4829, loss: 0.4829, grad_norm: 8.6896 2021-04-26 15:53:04,253 - mmaction - INFO - Epoch [40][100/470] lr: 1.250e-03, eta: 4:27:50, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9844, loss_cls: 0.4647, loss: 0.4647, grad_norm: 8.8747 2021-04-26 15:53:12,306 - mmaction - INFO - Epoch [40][120/470] lr: 1.250e-03, eta: 4:27:24, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.4294, loss: 0.4294, grad_norm: 8.0651 2021-04-26 15:53:20,249 - mmaction - INFO - Epoch [40][140/470] lr: 1.250e-03, eta: 4:26:58, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9734, loss_cls: 0.5171, loss: 0.5171, grad_norm: 8.5604 2021-04-26 15:53:28,274 - mmaction - INFO - Epoch [40][160/470] lr: 1.250e-03, eta: 4:26:32, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9844, loss_cls: 0.4110, loss: 0.4110, grad_norm: 7.7616 2021-04-26 15:53:36,217 - mmaction - INFO - Epoch [40][180/470] lr: 1.250e-03, eta: 4:26:06, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9828, loss_cls: 0.4876, loss: 0.4876, grad_norm: 8.8134 2021-04-26 15:53:44,231 - mmaction - INFO - Epoch [40][200/470] lr: 1.250e-03, eta: 4:25:40, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.4897, loss: 0.4897, grad_norm: 9.4134 2021-04-26 15:53:52,179 - mmaction - INFO - Epoch [40][220/470] lr: 1.250e-03, eta: 4:25:15, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9859, loss_cls: 0.4741, loss: 0.4741, grad_norm: 9.2320 2021-04-26 15:54:00,221 - mmaction - INFO - Epoch [40][240/470] lr: 1.250e-03, eta: 4:24:49, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9859, loss_cls: 0.4722, loss: 0.4722, grad_norm: 9.0541 2021-04-26 15:54:08,180 - mmaction - INFO - Epoch [40][260/470] lr: 1.250e-03, eta: 4:24:24, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8453, top5_acc: 0.9734, loss_cls: 0.5341, loss: 0.5341, grad_norm: 9.0324 2021-04-26 15:54:16,248 - mmaction - INFO - Epoch [40][280/470] lr: 1.250e-03, eta: 4:23:59, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8766, top5_acc: 0.9891, loss_cls: 0.4208, loss: 0.4208, grad_norm: 7.6491 2021-04-26 15:54:24,211 - mmaction - INFO - Epoch [40][300/470] lr: 1.250e-03, eta: 4:23:34, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.4498, loss: 0.4498, grad_norm: 8.7544 2021-04-26 15:54:32,286 - mmaction - INFO - Epoch [40][320/470] lr: 1.250e-03, eta: 4:23:09, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.5148, loss: 0.5148, grad_norm: 8.4030 2021-04-26 15:54:40,265 - mmaction - INFO - Epoch [40][340/470] lr: 1.250e-03, eta: 4:22:44, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8641, top5_acc: 0.9859, loss_cls: 0.4495, loss: 0.4495, grad_norm: 8.4698 2021-04-26 15:54:48,242 - mmaction - INFO - Epoch [40][360/470] lr: 1.250e-03, eta: 4:22:19, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8594, top5_acc: 0.9828, loss_cls: 0.4941, loss: 0.4941, grad_norm: 8.8999 2021-04-26 15:54:56,274 - mmaction - INFO - Epoch [40][380/470] lr: 1.250e-03, eta: 4:21:54, time: 0.403, data_time: 0.002, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.4864, loss: 0.4864, grad_norm: 8.7305 2021-04-26 15:55:04,297 - mmaction - INFO - Epoch [40][400/470] lr: 1.250e-03, eta: 4:21:30, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.4477, loss: 0.4477, grad_norm: 8.2951 2021-04-26 15:55:12,273 - mmaction - INFO - Epoch [40][420/470] lr: 1.250e-03, eta: 4:21:05, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8672, top5_acc: 0.9875, loss_cls: 0.4875, loss: 0.4875, grad_norm: 8.4220 2021-04-26 15:55:20,335 - mmaction - INFO - Epoch [40][440/470] lr: 1.250e-03, eta: 4:20:41, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8656, top5_acc: 0.9797, loss_cls: 0.4898, loss: 0.4898, grad_norm: 9.1645 2021-04-26 15:55:28,376 - mmaction - INFO - Epoch [40][460/470] lr: 1.250e-03, eta: 4:20:17, time: 0.403, data_time: 0.002, memory: 5705, top1_acc: 0.8516, top5_acc: 0.9766, loss_cls: 0.5132, loss: 0.5132, grad_norm: 9.2144 2021-04-26 15:55:34,392 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-04-26 15:57:05,777 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:57:05,863 - mmaction - INFO - top1_acc 0.6766 top5_acc 0.9660 2021-04-26 15:57:05,863 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:57:05,866 - mmaction - INFO - mean_acc 0.5857 2021-04-26 15:57:05,867 - mmaction - INFO - Epoch(val) [40][470] top1_acc: 0.6766, top5_acc: 0.9660, mean_class_accuracy: 0.5857 2021-04-26 15:58:30,930 - mmaction - INFO - Epoch [41][20/470] lr: 1.250e-04, eta: 4:24:52, time: 4.251, data_time: 3.796, memory: 5705, top1_acc: 0.8672, top5_acc: 0.9875, loss_cls: 0.4519, loss: 0.4519, grad_norm: 8.6924 2021-04-26 15:58:38,929 - mmaction - INFO - Epoch [41][40/470] lr: 1.250e-04, eta: 4:24:27, time: 0.402, data_time: 0.007, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9859, loss_cls: 0.4091, loss: 0.4091, grad_norm: 7.6403 2021-04-26 15:58:46,830 - mmaction - INFO - Epoch [41][60/470] lr: 1.250e-04, eta: 4:24:02, time: 0.395, data_time: 0.001, memory: 5705, top1_acc: 0.8719, top5_acc: 0.9797, loss_cls: 0.4476, loss: 0.4476, grad_norm: 8.0418 2021-04-26 15:58:54,867 - mmaction - INFO - Epoch [41][80/470] lr: 1.250e-04, eta: 4:23:37, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8500, top5_acc: 0.9828, loss_cls: 0.5154, loss: 0.5154, grad_norm: 8.5416 2021-04-26 15:59:02,815 - mmaction - INFO - Epoch [41][100/470] lr: 1.250e-04, eta: 4:23:12, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3441, loss: 0.3441, grad_norm: 7.1383 2021-04-26 15:59:10,834 - mmaction - INFO - Epoch [41][120/470] lr: 1.250e-04, eta: 4:22:47, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8672, top5_acc: 0.9828, loss_cls: 0.4505, loss: 0.4505, grad_norm: 8.4797 2021-04-26 15:59:18,780 - mmaction - INFO - Epoch [41][140/470] lr: 1.250e-04, eta: 4:22:22, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8875, top5_acc: 0.9781, loss_cls: 0.4214, loss: 0.4214, grad_norm: 7.3302 2021-04-26 15:59:26,794 - mmaction - INFO - Epoch [41][160/470] lr: 1.250e-04, eta: 4:21:58, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9734, loss_cls: 0.4692, loss: 0.4692, grad_norm: 7.7165 2021-04-26 15:59:34,742 - mmaction - INFO - Epoch [41][180/470] lr: 1.250e-04, eta: 4:21:33, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9844, loss_cls: 0.3858, loss: 0.3858, grad_norm: 7.3323 2021-04-26 15:59:42,812 - mmaction - INFO - Epoch [41][200/470] lr: 1.250e-04, eta: 4:21:09, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.3703, loss: 0.3703, grad_norm: 7.2953 2021-04-26 15:59:50,791 - mmaction - INFO - Epoch [41][220/470] lr: 1.250e-04, eta: 4:20:44, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8828, top5_acc: 0.9891, loss_cls: 0.4227, loss: 0.4227, grad_norm: 8.0695 2021-04-26 15:59:58,843 - mmaction - INFO - Epoch [41][240/470] lr: 1.250e-04, eta: 4:20:20, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.4024, loss: 0.4024, grad_norm: 8.0408 2021-04-26 16:00:06,874 - mmaction - INFO - Epoch [41][260/470] lr: 1.250e-04, eta: 4:19:56, time: 0.402, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9891, loss_cls: 0.3653, loss: 0.3653, grad_norm: 7.4153 2021-04-26 16:00:14,891 - mmaction - INFO - Epoch [41][280/470] lr: 1.250e-04, eta: 4:19:32, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9828, loss_cls: 0.3498, loss: 0.3498, grad_norm: 7.0444 2021-04-26 16:00:22,855 - mmaction - INFO - Epoch [41][300/470] lr: 1.250e-04, eta: 4:19:08, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9922, loss_cls: 0.3812, loss: 0.3812, grad_norm: 7.3197 2021-04-26 16:00:30,882 - mmaction - INFO - Epoch [41][320/470] lr: 1.250e-04, eta: 4:18:44, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9844, loss_cls: 0.3775, loss: 0.3775, grad_norm: 6.8888 2021-04-26 16:00:38,831 - mmaction - INFO - Epoch [41][340/470] lr: 1.250e-04, eta: 4:18:20, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.3917, loss: 0.3917, grad_norm: 7.3187 2021-04-26 16:00:46,873 - mmaction - INFO - Epoch [41][360/470] lr: 1.250e-04, eta: 4:17:57, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8734, top5_acc: 0.9859, loss_cls: 0.4226, loss: 0.4226, grad_norm: 7.7617 2021-04-26 16:00:54,818 - mmaction - INFO - Epoch [41][380/470] lr: 1.250e-04, eta: 4:17:33, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9781, loss_cls: 0.3929, loss: 0.3929, grad_norm: 7.4572 2021-04-26 16:01:02,840 - mmaction - INFO - Epoch [41][400/470] lr: 1.250e-04, eta: 4:17:10, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9859, loss_cls: 0.3795, loss: 0.3795, grad_norm: 7.2988 2021-04-26 16:01:10,817 - mmaction - INFO - Epoch [41][420/470] lr: 1.250e-04, eta: 4:16:46, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8797, top5_acc: 0.9891, loss_cls: 0.4247, loss: 0.4247, grad_norm: 8.1451 2021-04-26 16:01:18,816 - mmaction - INFO - Epoch [41][440/470] lr: 1.250e-04, eta: 4:16:23, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8797, top5_acc: 0.9844, loss_cls: 0.4183, loss: 0.4183, grad_norm: 7.6409 2021-04-26 16:01:26,763 - mmaction - INFO - Epoch [41][460/470] lr: 1.250e-04, eta: 4:15:59, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.3362, loss: 0.3362, grad_norm: 6.9485 2021-04-26 16:01:32,686 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-04-26 16:02:48,365 - mmaction - INFO - Epoch [42][20/470] lr: 1.250e-04, eta: 4:19:27, time: 3.694, data_time: 3.296, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.4180, loss: 0.4180, grad_norm: 8.6658 2021-04-26 16:02:56,369 - mmaction - INFO - Epoch [42][40/470] lr: 1.250e-04, eta: 4:19:03, time: 0.400, data_time: 0.004, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3778, loss: 0.3778, grad_norm: 7.6443 2021-04-26 16:03:04,326 - mmaction - INFO - Epoch [42][60/470] lr: 1.250e-04, eta: 4:18:39, time: 0.398, data_time: 0.002, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9922, loss_cls: 0.3405, loss: 0.3405, grad_norm: 6.5133 2021-04-26 16:03:12,297 - mmaction - INFO - Epoch [42][80/470] lr: 1.250e-04, eta: 4:18:16, time: 0.398, data_time: 0.003, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9859, loss_cls: 0.4598, loss: 0.4598, grad_norm: 7.7968 2021-04-26 16:03:20,265 - mmaction - INFO - Epoch [42][100/470] lr: 1.250e-04, eta: 4:17:52, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.3787, loss: 0.3787, grad_norm: 7.4838 2021-04-26 16:03:28,227 - mmaction - INFO - Epoch [42][120/470] lr: 1.250e-04, eta: 4:17:28, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3279, loss: 0.3279, grad_norm: 6.8365 2021-04-26 16:03:36,154 - mmaction - INFO - Epoch [42][140/470] lr: 1.250e-04, eta: 4:17:05, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 0.3894, loss: 0.3894, grad_norm: 7.6018 2021-04-26 16:03:44,186 - mmaction - INFO - Epoch [42][160/470] lr: 1.250e-04, eta: 4:16:41, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8719, top5_acc: 0.9891, loss_cls: 0.4286, loss: 0.4286, grad_norm: 7.8087 2021-04-26 16:03:52,109 - mmaction - INFO - Epoch [42][180/470] lr: 1.250e-04, eta: 4:16:18, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8703, top5_acc: 0.9906, loss_cls: 0.4649, loss: 0.4649, grad_norm: 8.4096 2021-04-26 16:04:00,141 - mmaction - INFO - Epoch [42][200/470] lr: 1.250e-04, eta: 4:15:55, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9859, loss_cls: 0.4220, loss: 0.4220, grad_norm: 8.5841 2021-04-26 16:04:08,107 - mmaction - INFO - Epoch [42][220/470] lr: 1.250e-04, eta: 4:15:31, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3353, loss: 0.3353, grad_norm: 6.9455 2021-04-26 16:04:16,115 - mmaction - INFO - Epoch [42][240/470] lr: 1.250e-04, eta: 4:15:08, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9922, loss_cls: 0.3529, loss: 0.3529, grad_norm: 7.5250 2021-04-26 16:04:24,063 - mmaction - INFO - Epoch [42][260/470] lr: 1.250e-04, eta: 4:14:45, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9812, loss_cls: 0.3958, loss: 0.3958, grad_norm: 7.6321 2021-04-26 16:04:32,099 - mmaction - INFO - Epoch [42][280/470] lr: 1.250e-04, eta: 4:14:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.3952, loss: 0.3952, grad_norm: 7.3337 2021-04-26 16:04:40,037 - mmaction - INFO - Epoch [42][300/470] lr: 1.250e-04, eta: 4:14:00, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9859, loss_cls: 0.3498, loss: 0.3498, grad_norm: 7.1714 2021-04-26 16:04:48,076 - mmaction - INFO - Epoch [42][320/470] lr: 1.250e-04, eta: 4:13:37, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9859, loss_cls: 0.3747, loss: 0.3747, grad_norm: 7.1381 2021-04-26 16:04:56,036 - mmaction - INFO - Epoch [42][340/470] lr: 1.250e-04, eta: 4:13:14, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.3626, loss: 0.3626, grad_norm: 6.9308 2021-04-26 16:05:04,094 - mmaction - INFO - Epoch [42][360/470] lr: 1.250e-04, eta: 4:12:52, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.3750, loss: 0.3750, grad_norm: 7.2968 2021-04-26 16:05:12,069 - mmaction - INFO - Epoch [42][380/470] lr: 1.250e-04, eta: 4:12:29, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9922, loss_cls: 0.3844, loss: 0.3844, grad_norm: 7.5733 2021-04-26 16:05:20,094 - mmaction - INFO - Epoch [42][400/470] lr: 1.250e-04, eta: 4:12:07, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3430, loss: 0.3430, grad_norm: 7.1323 2021-04-26 16:05:28,087 - mmaction - INFO - Epoch [42][420/470] lr: 1.250e-04, eta: 4:11:45, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3422, loss: 0.3422, grad_norm: 6.8937 2021-04-26 16:05:36,127 - mmaction - INFO - Epoch [42][440/470] lr: 1.250e-04, eta: 4:11:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3611, loss: 0.3611, grad_norm: 7.1597 2021-04-26 16:05:44,089 - mmaction - INFO - Epoch [42][460/470] lr: 1.250e-04, eta: 4:11:01, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9859, loss_cls: 0.3839, loss: 0.3839, grad_norm: 7.6801 2021-04-26 16:05:49,594 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-04-26 16:07:18,858 - mmaction - INFO - Epoch [43][20/470] lr: 1.250e-04, eta: 4:15:03, time: 4.415, data_time: 3.910, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9922, loss_cls: 0.3066, loss: 0.3066, grad_norm: 6.7185 2021-04-26 16:07:26,906 - mmaction - INFO - Epoch [43][40/470] lr: 1.250e-04, eta: 4:14:41, time: 0.408, data_time: 0.010, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9891, loss_cls: 0.3848, loss: 0.3848, grad_norm: 7.4709 2021-04-26 16:07:34,843 - mmaction - INFO - Epoch [43][60/470] lr: 1.250e-04, eta: 4:14:18, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9859, loss_cls: 0.4181, loss: 0.4181, grad_norm: 7.9758 2021-04-26 16:07:42,843 - mmaction - INFO - Epoch [43][80/470] lr: 1.250e-04, eta: 4:13:55, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9922, loss_cls: 0.3468, loss: 0.3468, grad_norm: 6.9695 2021-04-26 16:07:50,779 - mmaction - INFO - Epoch [43][100/470] lr: 1.250e-04, eta: 4:13:32, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.3509, loss: 0.3509, grad_norm: 6.8417 2021-04-26 16:07:58,797 - mmaction - INFO - Epoch [43][120/470] lr: 1.250e-04, eta: 4:13:10, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3910, loss: 0.3910, grad_norm: 7.6194 2021-04-26 16:08:06,725 - mmaction - INFO - Epoch [43][140/470] lr: 1.250e-04, eta: 4:12:47, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3485, loss: 0.3485, grad_norm: 7.2427 2021-04-26 16:08:14,767 - mmaction - INFO - Epoch [43][160/470] lr: 1.250e-04, eta: 4:12:25, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9844, loss_cls: 0.3743, loss: 0.3743, grad_norm: 7.6593 2021-04-26 16:08:22,730 - mmaction - INFO - Epoch [43][180/470] lr: 1.250e-04, eta: 4:12:02, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8828, top5_acc: 0.9859, loss_cls: 0.3938, loss: 0.3938, grad_norm: 8.0950 2021-04-26 16:08:30,771 - mmaction - INFO - Epoch [43][200/470] lr: 1.250e-04, eta: 4:11:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.3435, loss: 0.3435, grad_norm: 6.8377 2021-04-26 16:08:38,716 - mmaction - INFO - Epoch [43][220/470] lr: 1.250e-04, eta: 4:11:18, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9938, loss_cls: 0.3332, loss: 0.3332, grad_norm: 7.1584 2021-04-26 16:08:46,766 - mmaction - INFO - Epoch [43][240/470] lr: 1.250e-04, eta: 4:10:56, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9938, loss_cls: 0.3564, loss: 0.3564, grad_norm: 7.5695 2021-04-26 16:08:54,700 - mmaction - INFO - Epoch [43][260/470] lr: 1.250e-04, eta: 4:10:33, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9938, loss_cls: 0.3914, loss: 0.3914, grad_norm: 7.5804 2021-04-26 16:09:02,710 - mmaction - INFO - Epoch [43][280/470] lr: 1.250e-04, eta: 4:10:11, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9891, loss_cls: 0.3690, loss: 0.3690, grad_norm: 7.5308 2021-04-26 16:09:10,685 - mmaction - INFO - Epoch [43][300/470] lr: 1.250e-04, eta: 4:09:49, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.3754, loss: 0.3754, grad_norm: 7.6103 2021-04-26 16:09:18,743 - mmaction - INFO - Epoch [43][320/470] lr: 1.250e-04, eta: 4:09:28, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9891, loss_cls: 0.3696, loss: 0.3696, grad_norm: 7.6578 2021-04-26 16:09:26,705 - mmaction - INFO - Epoch [43][340/470] lr: 1.250e-04, eta: 4:09:06, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8828, top5_acc: 0.9891, loss_cls: 0.3601, loss: 0.3601, grad_norm: 7.8358 2021-04-26 16:09:34,726 - mmaction - INFO - Epoch [43][360/470] lr: 1.250e-04, eta: 4:08:44, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.3841, loss: 0.3841, grad_norm: 7.5166 2021-04-26 16:09:42,679 - mmaction - INFO - Epoch [43][380/470] lr: 1.250e-04, eta: 4:08:22, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9844, loss_cls: 0.3272, loss: 0.3272, grad_norm: 6.7835 2021-04-26 16:09:50,746 - mmaction - INFO - Epoch [43][400/470] lr: 1.250e-04, eta: 4:08:01, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.4021, loss: 0.4021, grad_norm: 8.0665 2021-04-26 16:09:58,713 - mmaction - INFO - Epoch [43][420/470] lr: 1.250e-04, eta: 4:07:39, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.3430, loss: 0.3430, grad_norm: 7.3545 2021-04-26 16:10:06,737 - mmaction - INFO - Epoch [43][440/470] lr: 1.250e-04, eta: 4:07:18, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9844, loss_cls: 0.4079, loss: 0.4079, grad_norm: 7.8490 2021-04-26 16:10:14,697 - mmaction - INFO - Epoch [43][460/470] lr: 1.250e-04, eta: 4:06:57, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8797, top5_acc: 0.9859, loss_cls: 0.4004, loss: 0.4004, grad_norm: 8.2338 2021-04-26 16:10:20,833 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-04-26 16:11:42,507 - mmaction - INFO - Epoch [44][20/470] lr: 1.250e-04, eta: 4:10:16, time: 4.061, data_time: 3.644, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3324, loss: 0.3324, grad_norm: 7.1377 2021-04-26 16:11:50,584 - mmaction - INFO - Epoch [44][40/470] lr: 1.250e-04, eta: 4:09:54, time: 0.403, data_time: 0.005, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9938, loss_cls: 0.3283, loss: 0.3283, grad_norm: 7.0430 2021-04-26 16:11:58,680 - mmaction - INFO - Epoch [44][60/470] lr: 1.250e-04, eta: 4:09:33, time: 0.405, data_time: 0.009, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.4048, loss: 0.4048, grad_norm: 7.4162 2021-04-26 16:12:06,679 - mmaction - INFO - Epoch [44][80/470] lr: 1.250e-04, eta: 4:09:11, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9828, loss_cls: 0.4057, loss: 0.4057, grad_norm: 7.7470 2021-04-26 16:12:14,611 - mmaction - INFO - Epoch [44][100/470] lr: 1.250e-04, eta: 4:08:49, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8781, top5_acc: 0.9891, loss_cls: 0.4083, loss: 0.4083, grad_norm: 7.9140 2021-04-26 16:12:22,611 - mmaction - INFO - Epoch [44][120/470] lr: 1.250e-04, eta: 4:08:27, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9812, loss_cls: 0.3893, loss: 0.3893, grad_norm: 7.6865 2021-04-26 16:12:30,538 - mmaction - INFO - Epoch [44][140/470] lr: 1.250e-04, eta: 4:08:06, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.4026, loss: 0.4026, grad_norm: 8.1032 2021-04-26 16:12:38,578 - mmaction - INFO - Epoch [44][160/470] lr: 1.250e-04, eta: 4:07:44, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3326, loss: 0.3326, grad_norm: 6.7393 2021-04-26 16:12:46,537 - mmaction - INFO - Epoch [44][180/470] lr: 1.250e-04, eta: 4:07:23, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3355, loss: 0.3355, grad_norm: 6.3399 2021-04-26 16:12:54,589 - mmaction - INFO - Epoch [44][200/470] lr: 1.250e-04, eta: 4:07:01, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.3874, loss: 0.3874, grad_norm: 7.8414 2021-04-26 16:13:02,540 - mmaction - INFO - Epoch [44][220/470] lr: 1.250e-04, eta: 4:06:40, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3376, loss: 0.3376, grad_norm: 7.0447 2021-04-26 16:13:10,584 - mmaction - INFO - Epoch [44][240/470] lr: 1.250e-04, eta: 4:06:19, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8828, top5_acc: 0.9797, loss_cls: 0.4212, loss: 0.4212, grad_norm: 8.2094 2021-04-26 16:13:18,575 - mmaction - INFO - Epoch [44][260/470] lr: 1.250e-04, eta: 4:05:57, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3632, loss: 0.3632, grad_norm: 7.1745 2021-04-26 16:13:26,604 - mmaction - INFO - Epoch [44][280/470] lr: 1.250e-04, eta: 4:05:36, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3469, loss: 0.3469, grad_norm: 7.2731 2021-04-26 16:13:34,593 - mmaction - INFO - Epoch [44][300/470] lr: 1.250e-04, eta: 4:05:15, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9859, loss_cls: 0.3126, loss: 0.3126, grad_norm: 6.6982 2021-04-26 16:13:42,623 - mmaction - INFO - Epoch [44][320/470] lr: 1.250e-04, eta: 4:04:54, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3231, loss: 0.3231, grad_norm: 7.3312 2021-04-26 16:13:50,585 - mmaction - INFO - Epoch [44][340/470] lr: 1.250e-04, eta: 4:04:33, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9922, loss_cls: 0.3471, loss: 0.3471, grad_norm: 7.7675 2021-04-26 16:13:58,608 - mmaction - INFO - Epoch [44][360/470] lr: 1.250e-04, eta: 4:04:12, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.3252, loss: 0.3252, grad_norm: 7.1310 2021-04-26 16:14:06,605 - mmaction - INFO - Epoch [44][380/470] lr: 1.250e-04, eta: 4:03:52, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.3330, loss: 0.3330, grad_norm: 6.9835 2021-04-26 16:14:14,664 - mmaction - INFO - Epoch [44][400/470] lr: 1.250e-04, eta: 4:03:31, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9922, loss_cls: 0.3921, loss: 0.3921, grad_norm: 7.8458 2021-04-26 16:14:22,635 - mmaction - INFO - Epoch [44][420/470] lr: 1.250e-04, eta: 4:03:10, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3459, loss: 0.3459, grad_norm: 7.3622 2021-04-26 16:14:30,657 - mmaction - INFO - Epoch [44][440/470] lr: 1.250e-04, eta: 4:02:50, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3381, loss: 0.3381, grad_norm: 7.4851 2021-04-26 16:14:38,613 - mmaction - INFO - Epoch [44][460/470] lr: 1.250e-04, eta: 4:02:29, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3538, loss: 0.3538, grad_norm: 7.1652 2021-04-26 16:14:44,933 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-04-26 16:16:07,966 - mmaction - INFO - Epoch [45][20/470] lr: 1.250e-04, eta: 4:05:37, time: 4.122, data_time: 3.710, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 0.3641, loss: 0.3641, grad_norm: 7.2730 2021-04-26 16:16:15,971 - mmaction - INFO - Epoch [45][40/470] lr: 1.250e-04, eta: 4:05:16, time: 0.403, data_time: 0.008, memory: 5705, top1_acc: 0.8766, top5_acc: 0.9938, loss_cls: 0.3837, loss: 0.3837, grad_norm: 7.6018 2021-04-26 16:16:23,918 - mmaction - INFO - Epoch [45][60/470] lr: 1.250e-04, eta: 4:04:54, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.3427, loss: 0.3427, grad_norm: 6.9502 2021-04-26 16:16:31,923 - mmaction - INFO - Epoch [45][80/470] lr: 1.250e-04, eta: 4:04:33, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.4058, loss: 0.4058, grad_norm: 8.1025 2021-04-26 16:16:39,858 - mmaction - INFO - Epoch [45][100/470] lr: 1.250e-04, eta: 4:04:12, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.3652, loss: 0.3652, grad_norm: 7.3473 2021-04-26 16:16:47,908 - mmaction - INFO - Epoch [45][120/470] lr: 1.250e-04, eta: 4:03:52, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.3183, loss: 0.3183, grad_norm: 7.3289 2021-04-26 16:16:55,841 - mmaction - INFO - Epoch [45][140/470] lr: 1.250e-04, eta: 4:03:31, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.3776, loss: 0.3776, grad_norm: 7.5692 2021-04-26 16:17:03,874 - mmaction - INFO - Epoch [45][160/470] lr: 1.250e-04, eta: 4:03:10, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3289, loss: 0.3289, grad_norm: 6.5957 2021-04-26 16:17:11,831 - mmaction - INFO - Epoch [45][180/470] lr: 1.250e-04, eta: 4:02:49, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3496, loss: 0.3496, grad_norm: 7.4148 2021-04-26 16:17:19,935 - mmaction - INFO - Epoch [45][200/470] lr: 1.250e-04, eta: 4:02:29, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.3726, loss: 0.3726, grad_norm: 7.4599 2021-04-26 16:17:27,901 - mmaction - INFO - Epoch [45][220/470] lr: 1.250e-04, eta: 4:02:08, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9859, loss_cls: 0.3430, loss: 0.3430, grad_norm: 7.2430 2021-04-26 16:17:35,930 - mmaction - INFO - Epoch [45][240/470] lr: 1.250e-04, eta: 4:01:48, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9859, loss_cls: 0.3313, loss: 0.3313, grad_norm: 7.1615 2021-04-26 16:17:43,886 - mmaction - INFO - Epoch [45][260/470] lr: 1.250e-04, eta: 4:01:27, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3451, loss: 0.3451, grad_norm: 6.9942 2021-04-26 16:17:51,951 - mmaction - INFO - Epoch [45][280/470] lr: 1.250e-04, eta: 4:01:07, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.3838, loss: 0.3838, grad_norm: 8.1389 2021-04-26 16:17:59,903 - mmaction - INFO - Epoch [45][300/470] lr: 1.250e-04, eta: 4:00:46, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9859, loss_cls: 0.4076, loss: 0.4076, grad_norm: 8.0605 2021-04-26 16:18:07,938 - mmaction - INFO - Epoch [45][320/470] lr: 1.250e-04, eta: 4:00:26, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9828, loss_cls: 0.3700, loss: 0.3700, grad_norm: 7.4291 2021-04-26 16:18:15,895 - mmaction - INFO - Epoch [45][340/470] lr: 1.250e-04, eta: 4:00:06, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.3644, loss: 0.3644, grad_norm: 7.4307 2021-04-26 16:18:23,946 - mmaction - INFO - Epoch [45][360/470] lr: 1.250e-04, eta: 3:59:46, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9953, loss_cls: 0.3439, loss: 0.3439, grad_norm: 7.4801 2021-04-26 16:18:31,925 - mmaction - INFO - Epoch [45][380/470] lr: 1.250e-04, eta: 3:59:26, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9953, loss_cls: 0.3402, loss: 0.3402, grad_norm: 7.2558 2021-04-26 16:18:39,969 - mmaction - INFO - Epoch [45][400/470] lr: 1.250e-04, eta: 3:59:06, time: 0.402, data_time: 0.002, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9938, loss_cls: 0.3139, loss: 0.3139, grad_norm: 6.9013 2021-04-26 16:18:47,954 - mmaction - INFO - Epoch [45][420/470] lr: 1.250e-04, eta: 3:58:46, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9922, loss_cls: 0.3642, loss: 0.3642, grad_norm: 8.1945 2021-04-26 16:18:56,027 - mmaction - INFO - Epoch [45][440/470] lr: 1.250e-04, eta: 3:58:26, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3676, loss: 0.3676, grad_norm: 6.9370 2021-04-26 16:19:03,986 - mmaction - INFO - Epoch [45][460/470] lr: 1.250e-04, eta: 3:58:06, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.3919, loss: 0.3919, grad_norm: 8.0185 2021-04-26 16:19:09,721 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-04-26 16:20:28,415 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:20:28,501 - mmaction - INFO - top1_acc 0.7655 top5_acc 0.9716 2021-04-26 16:20:28,501 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:20:28,504 - mmaction - INFO - mean_acc 0.6666 2021-04-26 16:20:29,741 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. 2021-04-26 16:20:29,741 - mmaction - INFO - Best top1_acc is 0.7655 at 45 epoch. 2021-04-26 16:20:29,753 - mmaction - INFO - Epoch(val) [45][470] top1_acc: 0.7655, top5_acc: 0.9716, mean_class_accuracy: 0.6666 2021-04-26 16:21:47,023 - mmaction - INFO - Epoch [46][20/470] lr: 1.250e-04, eta: 4:00:44, time: 3.863, data_time: 3.448, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.3198, loss: 0.3198, grad_norm: 6.6910 2021-04-26 16:21:55,006 - mmaction - INFO - Epoch [46][40/470] lr: 1.250e-04, eta: 4:00:24, time: 0.399, data_time: 0.004, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9906, loss_cls: 0.3719, loss: 0.3719, grad_norm: 7.4538 2021-04-26 16:22:02,932 - mmaction - INFO - Epoch [46][60/470] lr: 1.250e-04, eta: 4:00:03, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3531, loss: 0.3531, grad_norm: 7.1635 2021-04-26 16:22:10,937 - mmaction - INFO - Epoch [46][80/470] lr: 1.250e-04, eta: 3:59:43, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3372, loss: 0.3372, grad_norm: 7.4232 2021-04-26 16:22:18,854 - mmaction - INFO - Epoch [46][100/470] lr: 1.250e-04, eta: 3:59:23, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3684, loss: 0.3684, grad_norm: 7.9489 2021-04-26 16:22:26,887 - mmaction - INFO - Epoch [46][120/470] lr: 1.250e-04, eta: 3:59:03, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.3837, loss: 0.3837, grad_norm: 7.5887 2021-04-26 16:22:34,859 - mmaction - INFO - Epoch [46][140/470] lr: 1.250e-04, eta: 3:58:43, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.3723, loss: 0.3723, grad_norm: 7.6748 2021-04-26 16:22:42,879 - mmaction - INFO - Epoch [46][160/470] lr: 1.250e-04, eta: 3:58:23, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8766, top5_acc: 0.9922, loss_cls: 0.4106, loss: 0.4106, grad_norm: 7.9729 2021-04-26 16:22:50,826 - mmaction - INFO - Epoch [46][180/470] lr: 1.250e-04, eta: 3:58:02, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.3368, loss: 0.3368, grad_norm: 7.3019 2021-04-26 16:22:58,891 - mmaction - INFO - Epoch [46][200/470] lr: 1.250e-04, eta: 3:57:43, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3744, loss: 0.3744, grad_norm: 7.5866 2021-04-26 16:23:06,875 - mmaction - INFO - Epoch [46][220/470] lr: 1.250e-04, eta: 3:57:23, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9922, loss_cls: 0.3403, loss: 0.3403, grad_norm: 7.2873 2021-04-26 16:23:14,846 - mmaction - INFO - Epoch [46][240/470] lr: 1.250e-04, eta: 3:57:03, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9875, loss_cls: 0.3731, loss: 0.3731, grad_norm: 7.7759 2021-04-26 16:23:22,869 - mmaction - INFO - Epoch [46][260/470] lr: 1.250e-04, eta: 3:56:43, time: 0.403, data_time: 0.002, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9875, loss_cls: 0.3383, loss: 0.3383, grad_norm: 7.2223 2021-04-26 16:23:30,848 - mmaction - INFO - Epoch [46][280/470] lr: 1.250e-04, eta: 3:56:23, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9922, loss_cls: 0.3351, loss: 0.3351, grad_norm: 7.2700 2021-04-26 16:23:38,822 - mmaction - INFO - Epoch [46][300/470] lr: 1.250e-04, eta: 3:56:04, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9828, loss_cls: 0.3841, loss: 0.3841, grad_norm: 7.3930 2021-04-26 16:23:46,884 - mmaction - INFO - Epoch [46][320/470] lr: 1.250e-04, eta: 3:55:44, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3195, loss: 0.3195, grad_norm: 6.8826 2021-04-26 16:23:54,859 - mmaction - INFO - Epoch [46][340/470] lr: 1.250e-04, eta: 3:55:25, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 0.3909, loss: 0.3909, grad_norm: 8.1024 2021-04-26 16:24:02,925 - mmaction - INFO - Epoch [46][360/470] lr: 1.250e-04, eta: 3:55:05, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9875, loss_cls: 0.3174, loss: 0.3174, grad_norm: 6.8796 2021-04-26 16:24:10,887 - mmaction - INFO - Epoch [46][380/470] lr: 1.250e-04, eta: 3:54:46, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.3229, loss: 0.3229, grad_norm: 7.4569 2021-04-26 16:24:18,960 - mmaction - INFO - Epoch [46][400/470] lr: 1.250e-04, eta: 3:54:27, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.3873, loss: 0.3873, grad_norm: 7.8280 2021-04-26 16:24:26,922 - mmaction - INFO - Epoch [46][420/470] lr: 1.250e-04, eta: 3:54:07, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.3592, loss: 0.3592, grad_norm: 7.7954 2021-04-26 16:24:34,970 - mmaction - INFO - Epoch [46][440/470] lr: 1.250e-04, eta: 3:53:48, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9812, loss_cls: 0.3960, loss: 0.3960, grad_norm: 7.7862 2021-04-26 16:24:42,936 - mmaction - INFO - Epoch [46][460/470] lr: 1.250e-04, eta: 3:53:29, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.3763, loss: 0.3763, grad_norm: 7.0354 2021-04-26 16:24:48,256 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-04-26 16:26:12,527 - mmaction - INFO - Epoch [47][20/470] lr: 1.250e-04, eta: 3:56:10, time: 4.138, data_time: 3.690, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9797, loss_cls: 0.3934, loss: 0.3934, grad_norm: 8.3811 2021-04-26 16:26:20,621 - mmaction - INFO - Epoch [47][40/470] lr: 1.250e-04, eta: 3:55:51, time: 0.405, data_time: 0.008, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.3121, loss: 0.3121, grad_norm: 7.3671 2021-04-26 16:26:28,561 - mmaction - INFO - Epoch [47][60/470] lr: 1.250e-04, eta: 3:55:31, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9844, loss_cls: 0.3343, loss: 0.3343, grad_norm: 6.9711 2021-04-26 16:26:36,572 - mmaction - INFO - Epoch [47][80/470] lr: 1.250e-04, eta: 3:55:11, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3996, loss: 0.3996, grad_norm: 7.5570 2021-04-26 16:26:44,499 - mmaction - INFO - Epoch [47][100/470] lr: 1.250e-04, eta: 3:54:52, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9828, loss_cls: 0.3768, loss: 0.3768, grad_norm: 7.7205 2021-04-26 16:26:52,504 - mmaction - INFO - Epoch [47][120/470] lr: 1.250e-04, eta: 3:54:32, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9859, loss_cls: 0.3098, loss: 0.3098, grad_norm: 6.8853 2021-04-26 16:27:00,440 - mmaction - INFO - Epoch [47][140/470] lr: 1.250e-04, eta: 3:54:13, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3350, loss: 0.3350, grad_norm: 7.2358 2021-04-26 16:27:08,467 - mmaction - INFO - Epoch [47][160/470] lr: 1.250e-04, eta: 3:53:53, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3381, loss: 0.3381, grad_norm: 7.7134 2021-04-26 16:27:16,420 - mmaction - INFO - Epoch [47][180/470] lr: 1.250e-04, eta: 3:53:34, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3211, loss: 0.3211, grad_norm: 7.3508 2021-04-26 16:27:24,443 - mmaction - INFO - Epoch [47][200/470] lr: 1.250e-04, eta: 3:53:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9844, loss_cls: 0.3598, loss: 0.3598, grad_norm: 7.4993 2021-04-26 16:27:32,394 - mmaction - INFO - Epoch [47][220/470] lr: 1.250e-04, eta: 3:52:55, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3941, loss: 0.3941, grad_norm: 7.6970 2021-04-26 16:27:40,444 - mmaction - INFO - Epoch [47][240/470] lr: 1.250e-04, eta: 3:52:36, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9844, loss_cls: 0.3433, loss: 0.3433, grad_norm: 7.4912 2021-04-26 16:27:48,384 - mmaction - INFO - Epoch [47][260/470] lr: 1.250e-04, eta: 3:52:17, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3478, loss: 0.3478, grad_norm: 7.4731 2021-04-26 16:27:56,429 - mmaction - INFO - Epoch [47][280/470] lr: 1.250e-04, eta: 3:51:58, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3304, loss: 0.3304, grad_norm: 7.1046 2021-04-26 16:28:04,368 - mmaction - INFO - Epoch [47][300/470] lr: 1.250e-04, eta: 3:51:38, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3383, loss: 0.3383, grad_norm: 7.1015 2021-04-26 16:28:12,399 - mmaction - INFO - Epoch [47][320/470] lr: 1.250e-04, eta: 3:51:20, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9859, loss_cls: 0.3663, loss: 0.3663, grad_norm: 7.6621 2021-04-26 16:28:20,382 - mmaction - INFO - Epoch [47][340/470] lr: 1.250e-04, eta: 3:51:00, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9953, loss_cls: 0.3408, loss: 0.3408, grad_norm: 7.2518 2021-04-26 16:28:28,474 - mmaction - INFO - Epoch [47][360/470] lr: 1.250e-04, eta: 3:50:42, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.3391, loss: 0.3391, grad_norm: 7.3424 2021-04-26 16:28:36,458 - mmaction - INFO - Epoch [47][380/470] lr: 1.250e-04, eta: 3:50:23, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.3507, loss: 0.3507, grad_norm: 7.6560 2021-04-26 16:28:44,523 - mmaction - INFO - Epoch [47][400/470] lr: 1.250e-04, eta: 3:50:04, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3360, loss: 0.3360, grad_norm: 7.0866 2021-04-26 16:28:52,489 - mmaction - INFO - Epoch [47][420/470] lr: 1.250e-04, eta: 3:49:45, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.4047, loss: 0.4047, grad_norm: 7.8549 2021-04-26 16:29:00,544 - mmaction - INFO - Epoch [47][440/470] lr: 1.250e-04, eta: 3:49:27, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8875, top5_acc: 0.9891, loss_cls: 0.3638, loss: 0.3638, grad_norm: 8.1067 2021-04-26 16:29:08,501 - mmaction - INFO - Epoch [47][460/470] lr: 1.250e-04, eta: 3:49:08, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9922, loss_cls: 0.3673, loss: 0.3673, grad_norm: 7.8784 2021-04-26 16:29:14,730 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-04-26 16:30:43,609 - mmaction - INFO - Epoch [48][20/470] lr: 1.250e-04, eta: 3:51:51, time: 4.391, data_time: 3.934, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9859, loss_cls: 0.3789, loss: 0.3789, grad_norm: 7.6446 2021-04-26 16:30:51,590 - mmaction - INFO - Epoch [48][40/470] lr: 1.250e-04, eta: 3:51:32, time: 0.405, data_time: 0.010, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9891, loss_cls: 0.3568, loss: 0.3568, grad_norm: 7.8235 2021-04-26 16:30:59,573 - mmaction - INFO - Epoch [48][60/470] lr: 1.250e-04, eta: 3:51:13, time: 0.399, data_time: 0.002, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9844, loss_cls: 0.3387, loss: 0.3387, grad_norm: 7.3718 2021-04-26 16:31:07,571 - mmaction - INFO - Epoch [48][80/470] lr: 1.250e-04, eta: 3:50:53, time: 0.400, data_time: 0.002, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3510, loss: 0.3510, grad_norm: 7.3374 2021-04-26 16:31:15,540 - mmaction - INFO - Epoch [48][100/470] lr: 1.250e-04, eta: 3:50:34, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.3932, loss: 0.3932, grad_norm: 7.3633 2021-04-26 16:31:23,563 - mmaction - INFO - Epoch [48][120/470] lr: 1.250e-04, eta: 3:50:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3619, loss: 0.3619, grad_norm: 7.6096 2021-04-26 16:31:31,525 - mmaction - INFO - Epoch [48][140/470] lr: 1.250e-04, eta: 3:49:56, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3248, loss: 0.3248, grad_norm: 7.3611 2021-04-26 16:31:39,547 - mmaction - INFO - Epoch [48][160/470] lr: 1.250e-04, eta: 3:49:38, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3509, loss: 0.3509, grad_norm: 7.4536 2021-04-26 16:31:47,502 - mmaction - INFO - Epoch [48][180/470] lr: 1.250e-04, eta: 3:49:19, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3299, loss: 0.3299, grad_norm: 7.1953 2021-04-26 16:31:55,573 - mmaction - INFO - Epoch [48][200/470] lr: 1.250e-04, eta: 3:49:00, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3404, loss: 0.3404, grad_norm: 7.5689 2021-04-26 16:32:03,518 - mmaction - INFO - Epoch [48][220/470] lr: 1.250e-04, eta: 3:48:41, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 0.3436, loss: 0.3436, grad_norm: 6.8704 2021-04-26 16:32:11,565 - mmaction - INFO - Epoch [48][240/470] lr: 1.250e-04, eta: 3:48:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9828, loss_cls: 0.3531, loss: 0.3531, grad_norm: 7.6456 2021-04-26 16:32:19,532 - mmaction - INFO - Epoch [48][260/470] lr: 1.250e-04, eta: 3:48:04, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9875, loss_cls: 0.3788, loss: 0.3788, grad_norm: 7.6489 2021-04-26 16:32:27,549 - mmaction - INFO - Epoch [48][280/470] lr: 1.250e-04, eta: 3:47:45, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.4301, loss: 0.4301, grad_norm: 8.5934 2021-04-26 16:32:35,516 - mmaction - INFO - Epoch [48][300/470] lr: 1.250e-04, eta: 3:47:27, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.3187, loss: 0.3187, grad_norm: 7.6208 2021-04-26 16:32:43,538 - mmaction - INFO - Epoch [48][320/470] lr: 1.250e-04, eta: 3:47:08, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9938, loss_cls: 0.3293, loss: 0.3293, grad_norm: 7.3157 2021-04-26 16:32:51,512 - mmaction - INFO - Epoch [48][340/470] lr: 1.250e-04, eta: 3:46:49, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3649, loss: 0.3649, grad_norm: 7.5845 2021-04-26 16:32:59,542 - mmaction - INFO - Epoch [48][360/470] lr: 1.250e-04, eta: 3:46:31, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 0.3669, loss: 0.3669, grad_norm: 7.6537 2021-04-26 16:33:07,503 - mmaction - INFO - Epoch [48][380/470] lr: 1.250e-04, eta: 3:46:13, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9891, loss_cls: 0.3244, loss: 0.3244, grad_norm: 7.3883 2021-04-26 16:33:15,540 - mmaction - INFO - Epoch [48][400/470] lr: 1.250e-04, eta: 3:45:54, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9859, loss_cls: 0.3613, loss: 0.3613, grad_norm: 7.9030 2021-04-26 16:33:23,474 - mmaction - INFO - Epoch [48][420/470] lr: 1.250e-04, eta: 3:45:36, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2867, loss: 0.2867, grad_norm: 6.6084 2021-04-26 16:33:31,540 - mmaction - INFO - Epoch [48][440/470] lr: 1.250e-04, eta: 3:45:18, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8609, top5_acc: 0.9750, loss_cls: 0.4880, loss: 0.4880, grad_norm: 9.1119 2021-04-26 16:33:39,508 - mmaction - INFO - Epoch [48][460/470] lr: 1.250e-04, eta: 3:44:59, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3402, loss: 0.3402, grad_norm: 7.3384 2021-04-26 16:33:44,881 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-04-26 16:35:14,018 - mmaction - INFO - Epoch [49][20/470] lr: 1.250e-04, eta: 3:47:32, time: 4.416, data_time: 3.983, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3412, loss: 0.3412, grad_norm: 7.3622 2021-04-26 16:35:21,950 - mmaction - INFO - Epoch [49][40/470] lr: 1.250e-04, eta: 3:47:13, time: 0.399, data_time: 0.005, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9891, loss_cls: 0.3410, loss: 0.3410, grad_norm: 7.4720 2021-04-26 16:35:29,920 - mmaction - INFO - Epoch [49][60/470] lr: 1.250e-04, eta: 3:46:54, time: 0.398, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3655, loss: 0.3655, grad_norm: 8.2768 2021-04-26 16:35:37,862 - mmaction - INFO - Epoch [49][80/470] lr: 1.250e-04, eta: 3:46:36, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.3264, loss: 0.3264, grad_norm: 7.0611 2021-04-26 16:35:45,808 - mmaction - INFO - Epoch [49][100/470] lr: 1.250e-04, eta: 3:46:17, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9906, loss_cls: 0.3572, loss: 0.3572, grad_norm: 7.7919 2021-04-26 16:35:53,806 - mmaction - INFO - Epoch [49][120/470] lr: 1.250e-04, eta: 3:45:59, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3701, loss: 0.3701, grad_norm: 7.5729 2021-04-26 16:36:01,748 - mmaction - INFO - Epoch [49][140/470] lr: 1.250e-04, eta: 3:45:40, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9859, loss_cls: 0.3857, loss: 0.3857, grad_norm: 7.7934 2021-04-26 16:36:09,827 - mmaction - INFO - Epoch [49][160/470] lr: 1.250e-04, eta: 3:45:22, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9891, loss_cls: 0.3414, loss: 0.3414, grad_norm: 7.5237 2021-04-26 16:36:17,798 - mmaction - INFO - Epoch [49][180/470] lr: 1.250e-04, eta: 3:45:03, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3322, loss: 0.3322, grad_norm: 7.2972 2021-04-26 16:36:25,854 - mmaction - INFO - Epoch [49][200/470] lr: 1.250e-04, eta: 3:44:45, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.3231, loss: 0.3231, grad_norm: 7.0040 2021-04-26 16:36:33,819 - mmaction - INFO - Epoch [49][220/470] lr: 1.250e-04, eta: 3:44:27, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9844, loss_cls: 0.3564, loss: 0.3564, grad_norm: 7.8177 2021-04-26 16:36:41,856 - mmaction - INFO - Epoch [49][240/470] lr: 1.250e-04, eta: 3:44:09, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9922, loss_cls: 0.3004, loss: 0.3004, grad_norm: 6.6463 2021-04-26 16:36:49,887 - mmaction - INFO - Epoch [49][260/470] lr: 1.250e-04, eta: 3:43:50, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3411, loss: 0.3411, grad_norm: 7.4716 2021-04-26 16:36:57,872 - mmaction - INFO - Epoch [49][280/470] lr: 1.250e-04, eta: 3:43:32, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8812, top5_acc: 0.9938, loss_cls: 0.3496, loss: 0.3496, grad_norm: 7.4075 2021-04-26 16:37:05,858 - mmaction - INFO - Epoch [49][300/470] lr: 1.250e-04, eta: 3:43:14, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8703, top5_acc: 0.9891, loss_cls: 0.4216, loss: 0.4216, grad_norm: 8.2014 2021-04-26 16:37:13,880 - mmaction - INFO - Epoch [49][320/470] lr: 1.250e-04, eta: 3:42:56, time: 0.402, data_time: 0.002, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.3447, loss: 0.3447, grad_norm: 7.5904 2021-04-26 16:37:21,830 - mmaction - INFO - Epoch [49][340/470] lr: 1.250e-04, eta: 3:42:38, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9859, loss_cls: 0.3584, loss: 0.3584, grad_norm: 7.6088 2021-04-26 16:37:29,845 - mmaction - INFO - Epoch [49][360/470] lr: 1.250e-04, eta: 3:42:20, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.3379, loss: 0.3379, grad_norm: 7.4830 2021-04-26 16:37:37,800 - mmaction - INFO - Epoch [49][380/470] lr: 1.250e-04, eta: 3:42:02, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9859, loss_cls: 0.3888, loss: 0.3888, grad_norm: 7.7645 2021-04-26 16:37:45,824 - mmaction - INFO - Epoch [49][400/470] lr: 1.250e-04, eta: 3:41:44, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9844, loss_cls: 0.3773, loss: 0.3773, grad_norm: 7.4193 2021-04-26 16:37:53,749 - mmaction - INFO - Epoch [49][420/470] lr: 1.250e-04, eta: 3:41:26, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3217, loss: 0.3217, grad_norm: 7.5541 2021-04-26 16:38:01,828 - mmaction - INFO - Epoch [49][440/470] lr: 1.250e-04, eta: 3:41:08, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9859, loss_cls: 0.3859, loss: 0.3859, grad_norm: 8.0919 2021-04-26 16:38:09,781 - mmaction - INFO - Epoch [49][460/470] lr: 1.250e-04, eta: 3:40:50, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9812, loss_cls: 0.3404, loss: 0.3404, grad_norm: 7.3806 2021-04-26 16:38:15,333 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-04-26 16:39:38,303 - mmaction - INFO - Epoch [50][20/470] lr: 1.250e-04, eta: 3:42:58, time: 4.091, data_time: 3.645, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3595, loss: 0.3595, grad_norm: 7.6714 2021-04-26 16:39:46,298 - mmaction - INFO - Epoch [50][40/470] lr: 1.250e-04, eta: 3:42:40, time: 0.404, data_time: 0.010, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9859, loss_cls: 0.3928, loss: 0.3928, grad_norm: 8.0429 2021-04-26 16:39:54,260 - mmaction - INFO - Epoch [50][60/470] lr: 1.250e-04, eta: 3:42:22, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3304, loss: 0.3304, grad_norm: 7.0798 2021-04-26 16:40:02,230 - mmaction - INFO - Epoch [50][80/470] lr: 1.250e-04, eta: 3:42:03, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9859, loss_cls: 0.3640, loss: 0.3640, grad_norm: 7.8824 2021-04-26 16:40:10,230 - mmaction - INFO - Epoch [50][100/470] lr: 1.250e-04, eta: 3:41:45, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.3598, loss: 0.3598, grad_norm: 7.4651 2021-04-26 16:40:18,263 - mmaction - INFO - Epoch [50][120/470] lr: 1.250e-04, eta: 3:41:27, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9797, loss_cls: 0.4075, loss: 0.4075, grad_norm: 8.2173 2021-04-26 16:40:26,211 - mmaction - INFO - Epoch [50][140/470] lr: 1.250e-04, eta: 3:41:09, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3512, loss: 0.3512, grad_norm: 8.0720 2021-04-26 16:40:34,211 - mmaction - INFO - Epoch [50][160/470] lr: 1.250e-04, eta: 3:40:51, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.3634, loss: 0.3634, grad_norm: 8.3027 2021-04-26 16:40:42,197 - mmaction - INFO - Epoch [50][180/470] lr: 1.250e-04, eta: 3:40:33, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9875, loss_cls: 0.3221, loss: 0.3221, grad_norm: 6.8150 2021-04-26 16:40:50,196 - mmaction - INFO - Epoch [50][200/470] lr: 1.250e-04, eta: 3:40:15, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9797, loss_cls: 0.3800, loss: 0.3800, grad_norm: 7.6383 2021-04-26 16:40:58,165 - mmaction - INFO - Epoch [50][220/470] lr: 1.250e-04, eta: 3:39:58, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9922, loss_cls: 0.3473, loss: 0.3473, grad_norm: 7.5219 2021-04-26 16:41:06,178 - mmaction - INFO - Epoch [50][240/470] lr: 1.250e-04, eta: 3:39:40, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9969, loss_cls: 0.2769, loss: 0.2769, grad_norm: 6.9215 2021-04-26 16:41:14,118 - mmaction - INFO - Epoch [50][260/470] lr: 1.250e-04, eta: 3:39:22, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9891, loss_cls: 0.3569, loss: 0.3569, grad_norm: 8.0536 2021-04-26 16:41:22,175 - mmaction - INFO - Epoch [50][280/470] lr: 1.250e-04, eta: 3:39:04, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9922, loss_cls: 0.3390, loss: 0.3390, grad_norm: 7.8787 2021-04-26 16:41:30,121 - mmaction - INFO - Epoch [50][300/470] lr: 1.250e-04, eta: 3:38:46, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3241, loss: 0.3241, grad_norm: 7.3730 2021-04-26 16:41:38,185 - mmaction - INFO - Epoch [50][320/470] lr: 1.250e-04, eta: 3:38:29, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9953, loss_cls: 0.3543, loss: 0.3543, grad_norm: 7.3465 2021-04-26 16:41:46,159 - mmaction - INFO - Epoch [50][340/470] lr: 1.250e-04, eta: 3:38:11, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.3008, loss: 0.3008, grad_norm: 6.5298 2021-04-26 16:41:54,170 - mmaction - INFO - Epoch [50][360/470] lr: 1.250e-04, eta: 3:37:54, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.3181, loss: 0.3181, grad_norm: 7.4909 2021-04-26 16:42:02,139 - mmaction - INFO - Epoch [50][380/470] lr: 1.250e-04, eta: 3:37:36, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9953, loss_cls: 0.3053, loss: 0.3053, grad_norm: 7.0589 2021-04-26 16:42:10,197 - mmaction - INFO - Epoch [50][400/470] lr: 1.250e-04, eta: 3:37:19, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3549, loss: 0.3549, grad_norm: 7.4925 2021-04-26 16:42:18,145 - mmaction - INFO - Epoch [50][420/470] lr: 1.250e-04, eta: 3:37:01, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9844, loss_cls: 0.3990, loss: 0.3990, grad_norm: 8.2229 2021-04-26 16:42:26,151 - mmaction - INFO - Epoch [50][440/470] lr: 1.250e-04, eta: 3:36:44, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3307, loss: 0.3307, grad_norm: 6.9057 2021-04-26 16:42:34,069 - mmaction - INFO - Epoch [50][460/470] lr: 1.250e-04, eta: 3:36:26, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3251, loss: 0.3251, grad_norm: 7.5300 2021-04-26 16:42:40,935 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-04-26 16:43:59,506 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:43:59,592 - mmaction - INFO - top1_acc 0.7670 top5_acc 0.9736 2021-04-26 16:43:59,592 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:43:59,595 - mmaction - INFO - mean_acc 0.6717 2021-04-26 16:43:59,946 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-04-26 16:43:59,946 - mmaction - INFO - Best top1_acc is 0.7670 at 50 epoch. 2021-04-26 16:43:59,958 - mmaction - INFO - Epoch(val) [50][470] top1_acc: 0.7670, top5_acc: 0.9736, mean_class_accuracy: 0.6717 2021-04-26 16:45:22,800 - mmaction - INFO - Epoch [51][20/470] lr: 1.250e-04, eta: 3:38:14, time: 3.815, data_time: 3.410, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.4310, loss: 0.4310, grad_norm: 8.7357 2021-04-26 16:45:30,771 - mmaction - INFO - Epoch [51][40/470] lr: 1.250e-04, eta: 3:38:09, time: 0.725, data_time: 0.329, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3281, loss: 0.3281, grad_norm: 7.2190 2021-04-26 16:45:38,747 - mmaction - INFO - Epoch [51][60/470] lr: 1.250e-04, eta: 3:37:52, time: 0.399, data_time: 0.002, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3441, loss: 0.3441, grad_norm: 7.3728 2021-04-26 16:45:46,713 - mmaction - INFO - Epoch [51][80/470] lr: 1.250e-04, eta: 3:37:34, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2941, loss: 0.2941, grad_norm: 6.5748 2021-04-26 16:45:54,663 - mmaction - INFO - Epoch [51][100/470] lr: 1.250e-04, eta: 3:37:16, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3444, loss: 0.3444, grad_norm: 7.3002 2021-04-26 16:46:02,681 - mmaction - INFO - Epoch [51][120/470] lr: 1.250e-04, eta: 3:36:59, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9875, loss_cls: 0.3575, loss: 0.3575, grad_norm: 7.7213 2021-04-26 16:46:10,618 - mmaction - INFO - Epoch [51][140/470] lr: 1.250e-04, eta: 3:36:41, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8828, top5_acc: 0.9859, loss_cls: 0.3820, loss: 0.3820, grad_norm: 8.6004 2021-04-26 16:46:18,649 - mmaction - INFO - Epoch [51][160/470] lr: 1.250e-04, eta: 3:36:24, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.3294, loss: 0.3294, grad_norm: 7.4349 2021-04-26 16:46:26,603 - mmaction - INFO - Epoch [51][180/470] lr: 1.250e-04, eta: 3:36:06, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2964, loss: 0.2964, grad_norm: 6.9846 2021-04-26 16:46:34,639 - mmaction - INFO - Epoch [51][200/470] lr: 1.250e-04, eta: 3:35:49, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9859, loss_cls: 0.3081, loss: 0.3081, grad_norm: 6.8628 2021-04-26 16:46:42,624 - mmaction - INFO - Epoch [51][220/470] lr: 1.250e-04, eta: 3:35:31, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9828, loss_cls: 0.3962, loss: 0.3962, grad_norm: 7.8511 2021-04-26 16:46:50,748 - mmaction - INFO - Epoch [51][240/470] lr: 1.250e-04, eta: 3:35:14, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9844, loss_cls: 0.3726, loss: 0.3726, grad_norm: 7.9623 2021-04-26 16:46:58,702 - mmaction - INFO - Epoch [51][260/470] lr: 1.250e-04, eta: 3:34:57, time: 0.403, data_time: 0.006, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3319, loss: 0.3319, grad_norm: 7.4000 2021-04-26 16:47:06,774 - mmaction - INFO - Epoch [51][280/470] lr: 1.250e-04, eta: 3:34:39, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9766, loss_cls: 0.4020, loss: 0.4020, grad_norm: 8.2234 2021-04-26 16:47:14,713 - mmaction - INFO - Epoch [51][300/470] lr: 1.250e-04, eta: 3:34:22, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9969, loss_cls: 0.2842, loss: 0.2842, grad_norm: 6.7713 2021-04-26 16:47:22,757 - mmaction - INFO - Epoch [51][320/470] lr: 1.250e-04, eta: 3:34:05, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3612, loss: 0.3612, grad_norm: 7.4565 2021-04-26 16:47:30,746 - mmaction - INFO - Epoch [51][340/470] lr: 1.250e-04, eta: 3:33:48, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8781, top5_acc: 0.9797, loss_cls: 0.4425, loss: 0.4425, grad_norm: 8.9310 2021-04-26 16:47:38,804 - mmaction - INFO - Epoch [51][360/470] lr: 1.250e-04, eta: 3:33:30, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9953, loss_cls: 0.3186, loss: 0.3186, grad_norm: 6.8185 2021-04-26 16:47:46,781 - mmaction - INFO - Epoch [51][380/470] lr: 1.250e-04, eta: 3:33:13, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3112, loss: 0.3112, grad_norm: 6.5100 2021-04-26 16:47:54,803 - mmaction - INFO - Epoch [51][400/470] lr: 1.250e-04, eta: 3:32:56, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.3741, loss: 0.3741, grad_norm: 8.2786 2021-04-26 16:48:02,749 - mmaction - INFO - Epoch [51][420/470] lr: 1.250e-04, eta: 3:32:39, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3403, loss: 0.3403, grad_norm: 7.7408 2021-04-26 16:48:10,797 - mmaction - INFO - Epoch [51][440/470] lr: 1.250e-04, eta: 3:32:22, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2946, loss: 0.2946, grad_norm: 6.7166 2021-04-26 16:48:18,765 - mmaction - INFO - Epoch [51][460/470] lr: 1.250e-04, eta: 3:32:05, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.3811, loss: 0.3811, grad_norm: 8.3947 2021-04-26 16:48:29,075 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-04-26 16:50:48,933 - mmaction - INFO - Epoch [52][20/470] lr: 1.250e-04, eta: 3:35:48, time: 6.971, data_time: 6.480, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9891, loss_cls: 0.3967, loss: 0.3967, grad_norm: 8.3707 2021-04-26 16:50:56,936 - mmaction - INFO - Epoch [52][40/470] lr: 1.250e-04, eta: 3:35:31, time: 0.402, data_time: 0.007, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3341, loss: 0.3341, grad_norm: 7.7026 2021-04-26 16:51:04,830 - mmaction - INFO - Epoch [52][60/470] lr: 1.250e-04, eta: 3:35:13, time: 0.395, data_time: 0.001, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9844, loss_cls: 0.3737, loss: 0.3737, grad_norm: 7.5261 2021-04-26 16:51:12,881 - mmaction - INFO - Epoch [52][80/470] lr: 1.250e-04, eta: 3:34:56, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.3008, loss: 0.3008, grad_norm: 7.1142 2021-04-26 16:51:20,810 - mmaction - INFO - Epoch [52][100/470] lr: 1.250e-04, eta: 3:34:38, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3540, loss: 0.3540, grad_norm: 7.9860 2021-04-26 16:51:28,818 - mmaction - INFO - Epoch [52][120/470] lr: 1.250e-04, eta: 3:34:21, time: 0.400, data_time: 0.004, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.3768, loss: 0.3768, grad_norm: 8.0707 2021-04-26 16:51:36,761 - mmaction - INFO - Epoch [52][140/470] lr: 1.250e-04, eta: 3:34:03, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9891, loss_cls: 0.3700, loss: 0.3700, grad_norm: 7.6654 2021-04-26 16:51:44,790 - mmaction - INFO - Epoch [52][160/470] lr: 1.250e-04, eta: 3:33:46, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3749, loss: 0.3749, grad_norm: 7.9925 2021-04-26 16:51:52,730 - mmaction - INFO - Epoch [52][180/470] lr: 1.250e-04, eta: 3:33:28, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3074, loss: 0.3074, grad_norm: 7.6155 2021-04-26 16:52:00,767 - mmaction - INFO - Epoch [52][200/470] lr: 1.250e-04, eta: 3:33:11, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3296, loss: 0.3296, grad_norm: 7.2652 2021-04-26 16:52:08,723 - mmaction - INFO - Epoch [52][220/470] lr: 1.250e-04, eta: 3:32:54, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.3622, loss: 0.3622, grad_norm: 7.6556 2021-04-26 16:52:16,753 - mmaction - INFO - Epoch [52][240/470] lr: 1.250e-04, eta: 3:32:36, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3319, loss: 0.3319, grad_norm: 7.3016 2021-04-26 16:52:24,696 - mmaction - INFO - Epoch [52][260/470] lr: 1.250e-04, eta: 3:32:19, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3476, loss: 0.3476, grad_norm: 7.5648 2021-04-26 16:52:32,738 - mmaction - INFO - Epoch [52][280/470] lr: 1.250e-04, eta: 3:32:02, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3541, loss: 0.3541, grad_norm: 8.0343 2021-04-26 16:52:40,689 - mmaction - INFO - Epoch [52][300/470] lr: 1.250e-04, eta: 3:31:45, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9844, loss_cls: 0.3383, loss: 0.3383, grad_norm: 8.3234 2021-04-26 16:52:48,705 - mmaction - INFO - Epoch [52][320/470] lr: 1.250e-04, eta: 3:31:27, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9938, loss_cls: 0.3147, loss: 0.3147, grad_norm: 7.3037 2021-04-26 16:52:56,640 - mmaction - INFO - Epoch [52][340/470] lr: 1.250e-04, eta: 3:31:10, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9938, loss_cls: 0.3373, loss: 0.3373, grad_norm: 7.5840 2021-04-26 16:53:04,694 - mmaction - INFO - Epoch [52][360/470] lr: 1.250e-04, eta: 3:30:53, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3194, loss: 0.3194, grad_norm: 7.2822 2021-04-26 16:53:12,675 - mmaction - INFO - Epoch [52][380/470] lr: 1.250e-04, eta: 3:30:36, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3310, loss: 0.3310, grad_norm: 7.6075 2021-04-26 16:53:20,694 - mmaction - INFO - Epoch [52][400/470] lr: 1.250e-04, eta: 3:30:19, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.3549, loss: 0.3549, grad_norm: 7.5884 2021-04-26 16:53:28,633 - mmaction - INFO - Epoch [52][420/470] lr: 1.250e-04, eta: 3:30:02, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.3396, loss: 0.3396, grad_norm: 8.2813 2021-04-26 16:53:36,665 - mmaction - INFO - Epoch [52][440/470] lr: 1.250e-04, eta: 3:29:45, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9875, loss_cls: 0.3137, loss: 0.3137, grad_norm: 7.3239 2021-04-26 16:53:44,622 - mmaction - INFO - Epoch [52][460/470] lr: 1.250e-04, eta: 3:29:28, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9953, loss_cls: 0.3039, loss: 0.3039, grad_norm: 7.3088 2021-04-26 16:53:50,666 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-04-26 16:55:20,292 - mmaction - INFO - Epoch [53][20/470] lr: 1.250e-04, eta: 3:31:23, time: 4.420, data_time: 3.861, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3252, loss: 0.3252, grad_norm: 7.6025 2021-04-26 16:55:28,312 - mmaction - INFO - Epoch [53][40/470] lr: 1.250e-04, eta: 3:31:06, time: 0.405, data_time: 0.009, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3548, loss: 0.3548, grad_norm: 7.4997 2021-04-26 16:55:36,220 - mmaction - INFO - Epoch [53][60/470] lr: 1.250e-04, eta: 3:30:49, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9953, loss_cls: 0.3244, loss: 0.3244, grad_norm: 7.6240 2021-04-26 16:55:44,225 - mmaction - INFO - Epoch [53][80/470] lr: 1.250e-04, eta: 3:30:32, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2816, loss: 0.2816, grad_norm: 6.7803 2021-04-26 16:55:52,179 - mmaction - INFO - Epoch [53][100/470] lr: 1.250e-04, eta: 3:30:14, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.3120, loss: 0.3120, grad_norm: 7.2841 2021-04-26 16:56:00,219 - mmaction - INFO - Epoch [53][120/470] lr: 1.250e-04, eta: 3:29:57, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3460, loss: 0.3460, grad_norm: 8.2053 2021-04-26 16:56:08,199 - mmaction - INFO - Epoch [53][140/470] lr: 1.250e-04, eta: 3:29:40, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 0.4165, loss: 0.4165, grad_norm: 8.0664 2021-04-26 16:56:16,257 - mmaction - INFO - Epoch [53][160/470] lr: 1.250e-04, eta: 3:29:23, time: 0.403, data_time: 0.004, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.3114, loss: 0.3114, grad_norm: 6.8741 2021-04-26 16:56:24,192 - mmaction - INFO - Epoch [53][180/470] lr: 1.250e-04, eta: 3:29:06, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3374, loss: 0.3374, grad_norm: 7.5466 2021-04-26 16:56:32,233 - mmaction - INFO - Epoch [53][200/470] lr: 1.250e-04, eta: 3:28:49, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 0.4043, loss: 0.4043, grad_norm: 7.9271 2021-04-26 16:56:40,178 - mmaction - INFO - Epoch [53][220/470] lr: 1.250e-04, eta: 3:28:32, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9859, loss_cls: 0.3320, loss: 0.3320, grad_norm: 7.6918 2021-04-26 16:56:48,214 - mmaction - INFO - Epoch [53][240/470] lr: 1.250e-04, eta: 3:28:15, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9812, loss_cls: 0.4058, loss: 0.4058, grad_norm: 8.8069 2021-04-26 16:56:56,148 - mmaction - INFO - Epoch [53][260/470] lr: 1.250e-04, eta: 3:27:58, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.3504, loss: 0.3504, grad_norm: 7.4159 2021-04-26 16:57:04,171 - mmaction - INFO - Epoch [53][280/470] lr: 1.250e-04, eta: 3:27:41, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9844, loss_cls: 0.3932, loss: 0.3932, grad_norm: 8.5141 2021-04-26 16:57:12,137 - mmaction - INFO - Epoch [53][300/470] lr: 1.250e-04, eta: 3:27:25, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3388, loss: 0.3388, grad_norm: 7.7752 2021-04-26 16:57:20,165 - mmaction - INFO - Epoch [53][320/470] lr: 1.250e-04, eta: 3:27:08, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3017, loss: 0.3017, grad_norm: 6.4905 2021-04-26 16:57:28,127 - mmaction - INFO - Epoch [53][340/470] lr: 1.250e-04, eta: 3:26:51, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9891, loss_cls: 0.3528, loss: 0.3528, grad_norm: 7.4985 2021-04-26 16:57:36,172 - mmaction - INFO - Epoch [53][360/470] lr: 1.250e-04, eta: 3:26:34, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.2971, loss: 0.2971, grad_norm: 7.3830 2021-04-26 16:57:44,169 - mmaction - INFO - Epoch [53][380/470] lr: 1.250e-04, eta: 3:26:17, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9875, loss_cls: 0.3849, loss: 0.3849, grad_norm: 8.2603 2021-04-26 16:57:52,184 - mmaction - INFO - Epoch [53][400/470] lr: 1.250e-04, eta: 3:26:01, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3772, loss: 0.3772, grad_norm: 8.4276 2021-04-26 16:58:00,164 - mmaction - INFO - Epoch [53][420/470] lr: 1.250e-04, eta: 3:25:44, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2877, loss: 0.2877, grad_norm: 6.6916 2021-04-26 16:58:08,187 - mmaction - INFO - Epoch [53][440/470] lr: 1.250e-04, eta: 3:25:27, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9844, loss_cls: 0.3369, loss: 0.3369, grad_norm: 8.1228 2021-04-26 16:58:16,170 - mmaction - INFO - Epoch [53][460/470] lr: 1.250e-04, eta: 3:25:11, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.3155, loss: 0.3155, grad_norm: 7.0244 2021-04-26 16:58:21,461 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-04-26 16:59:57,880 - mmaction - INFO - Epoch [54][20/470] lr: 1.250e-04, eta: 3:27:11, time: 4.766, data_time: 4.264, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 0.3574, loss: 0.3574, grad_norm: 7.7548 2021-04-26 17:00:05,898 - mmaction - INFO - Epoch [54][40/470] lr: 1.250e-04, eta: 3:26:54, time: 0.403, data_time: 0.005, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9859, loss_cls: 0.3798, loss: 0.3798, grad_norm: 8.3911 2021-04-26 17:00:13,828 - mmaction - INFO - Epoch [54][60/470] lr: 1.250e-04, eta: 3:26:37, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3295, loss: 0.3295, grad_norm: 6.9998 2021-04-26 17:00:21,826 - mmaction - INFO - Epoch [54][80/470] lr: 1.250e-04, eta: 3:26:20, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9875, loss_cls: 0.3339, loss: 0.3339, grad_norm: 7.6282 2021-04-26 17:00:29,778 - mmaction - INFO - Epoch [54][100/470] lr: 1.250e-04, eta: 3:26:03, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9891, loss_cls: 0.3915, loss: 0.3915, grad_norm: 7.9871 2021-04-26 17:00:37,785 - mmaction - INFO - Epoch [54][120/470] lr: 1.250e-04, eta: 3:25:46, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3403, loss: 0.3403, grad_norm: 7.8941 2021-04-26 17:00:45,712 - mmaction - INFO - Epoch [54][140/470] lr: 1.250e-04, eta: 3:25:29, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3259, loss: 0.3259, grad_norm: 7.7612 2021-04-26 17:00:53,758 - mmaction - INFO - Epoch [54][160/470] lr: 1.250e-04, eta: 3:25:13, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.3270, loss: 0.3270, grad_norm: 7.1581 2021-04-26 17:01:01,736 - mmaction - INFO - Epoch [54][180/470] lr: 1.250e-04, eta: 3:24:56, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9828, loss_cls: 0.4188, loss: 0.4188, grad_norm: 8.2815 2021-04-26 17:01:09,755 - mmaction - INFO - Epoch [54][200/470] lr: 1.250e-04, eta: 3:24:39, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 0.3835, loss: 0.3835, grad_norm: 8.0210 2021-04-26 17:01:17,683 - mmaction - INFO - Epoch [54][220/470] lr: 1.250e-04, eta: 3:24:22, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.2882, loss: 0.2882, grad_norm: 7.4113 2021-04-26 17:01:25,709 - mmaction - INFO - Epoch [54][240/470] lr: 1.250e-04, eta: 3:24:06, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9891, loss_cls: 0.3173, loss: 0.3173, grad_norm: 7.1214 2021-04-26 17:01:33,648 - mmaction - INFO - Epoch [54][260/470] lr: 1.250e-04, eta: 3:23:49, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3159, loss: 0.3159, grad_norm: 7.6639 2021-04-26 17:01:41,698 - mmaction - INFO - Epoch [54][280/470] lr: 1.250e-04, eta: 3:23:33, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2924, loss: 0.2924, grad_norm: 7.2021 2021-04-26 17:01:49,676 - mmaction - INFO - Epoch [54][300/470] lr: 1.250e-04, eta: 3:23:16, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 0.3479, loss: 0.3479, grad_norm: 8.0005 2021-04-26 17:01:57,729 - mmaction - INFO - Epoch [54][320/470] lr: 1.250e-04, eta: 3:22:59, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3103, loss: 0.3103, grad_norm: 7.3689 2021-04-26 17:02:05,719 - mmaction - INFO - Epoch [54][340/470] lr: 1.250e-04, eta: 3:22:43, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9844, loss_cls: 0.3727, loss: 0.3727, grad_norm: 7.8210 2021-04-26 17:02:13,779 - mmaction - INFO - Epoch [54][360/470] lr: 1.250e-04, eta: 3:22:27, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3352, loss: 0.3352, grad_norm: 7.0525 2021-04-26 17:02:21,770 - mmaction - INFO - Epoch [54][380/470] lr: 1.250e-04, eta: 3:22:10, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3284, loss: 0.3284, grad_norm: 7.1900 2021-04-26 17:02:29,792 - mmaction - INFO - Epoch [54][400/470] lr: 1.250e-04, eta: 3:21:54, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9844, loss_cls: 0.3908, loss: 0.3908, grad_norm: 8.4912 2021-04-26 17:02:37,728 - mmaction - INFO - Epoch [54][420/470] lr: 1.250e-04, eta: 3:21:37, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9859, loss_cls: 0.3434, loss: 0.3434, grad_norm: 7.3770 2021-04-26 17:02:45,758 - mmaction - INFO - Epoch [54][440/470] lr: 1.250e-04, eta: 3:21:21, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9828, loss_cls: 0.3561, loss: 0.3561, grad_norm: 7.9696 2021-04-26 17:02:53,700 - mmaction - INFO - Epoch [54][460/470] lr: 1.250e-04, eta: 3:21:04, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9891, loss_cls: 0.3177, loss: 0.3177, grad_norm: 7.9082 2021-04-26 17:03:00,017 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-04-26 17:04:17,293 - mmaction - INFO - Epoch [55][20/470] lr: 1.250e-04, eta: 3:22:25, time: 3.801, data_time: 3.388, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.3416, loss: 0.3416, grad_norm: 7.7368 2021-04-26 17:04:25,351 - mmaction - INFO - Epoch [55][40/470] lr: 1.250e-04, eta: 3:22:08, time: 0.403, data_time: 0.005, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.3743, loss: 0.3743, grad_norm: 8.1372 2021-04-26 17:04:33,278 - mmaction - INFO - Epoch [55][60/470] lr: 1.250e-04, eta: 3:21:52, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3393, loss: 0.3393, grad_norm: 7.9573 2021-04-26 17:04:41,280 - mmaction - INFO - Epoch [55][80/470] lr: 1.250e-04, eta: 3:21:35, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.3138, loss: 0.3138, grad_norm: 7.3926 2021-04-26 17:04:49,284 - mmaction - INFO - Epoch [55][100/470] lr: 1.250e-04, eta: 3:21:19, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.3285, loss: 0.3285, grad_norm: 8.0156 2021-04-26 17:04:57,337 - mmaction - INFO - Epoch [55][120/470] lr: 1.250e-04, eta: 3:21:02, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9922, loss_cls: 0.3853, loss: 0.3853, grad_norm: 8.4200 2021-04-26 17:05:05,347 - mmaction - INFO - Epoch [55][140/470] lr: 1.250e-04, eta: 3:20:46, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3701, loss: 0.3701, grad_norm: 7.6281 2021-04-26 17:05:13,374 - mmaction - INFO - Epoch [55][160/470] lr: 1.250e-04, eta: 3:20:30, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3577, loss: 0.3577, grad_norm: 7.5175 2021-04-26 17:05:21,374 - mmaction - INFO - Epoch [55][180/470] lr: 1.250e-04, eta: 3:20:13, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3163, loss: 0.3163, grad_norm: 7.0363 2021-04-26 17:05:29,405 - mmaction - INFO - Epoch [55][200/470] lr: 1.250e-04, eta: 3:19:57, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2958, loss: 0.2958, grad_norm: 7.8238 2021-04-26 17:05:37,348 - mmaction - INFO - Epoch [55][220/470] lr: 1.250e-04, eta: 3:19:41, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.3714, loss: 0.3714, grad_norm: 8.2169 2021-04-26 17:05:45,396 - mmaction - INFO - Epoch [55][240/470] lr: 1.250e-04, eta: 3:19:24, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 0.3562, loss: 0.3562, grad_norm: 8.6724 2021-04-26 17:05:53,390 - mmaction - INFO - Epoch [55][260/470] lr: 1.250e-04, eta: 3:19:08, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3305, loss: 0.3305, grad_norm: 7.9284 2021-04-26 17:06:01,425 - mmaction - INFO - Epoch [55][280/470] lr: 1.250e-04, eta: 3:18:52, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8766, top5_acc: 0.9922, loss_cls: 0.3800, loss: 0.3800, grad_norm: 8.9951 2021-04-26 17:06:09,377 - mmaction - INFO - Epoch [55][300/470] lr: 1.250e-04, eta: 3:18:36, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3302, loss: 0.3302, grad_norm: 7.3410 2021-04-26 17:06:17,417 - mmaction - INFO - Epoch [55][320/470] lr: 1.250e-04, eta: 3:18:19, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2995, loss: 0.2995, grad_norm: 6.9506 2021-04-26 17:06:25,359 - mmaction - INFO - Epoch [55][340/470] lr: 1.250e-04, eta: 3:18:03, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.3061, loss: 0.3061, grad_norm: 7.2850 2021-04-26 17:06:33,398 - mmaction - INFO - Epoch [55][360/470] lr: 1.250e-04, eta: 3:17:47, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.3027, loss: 0.3027, grad_norm: 7.0465 2021-04-26 17:06:41,367 - mmaction - INFO - Epoch [55][380/470] lr: 1.250e-04, eta: 3:17:31, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9922, loss_cls: 0.3168, loss: 0.3168, grad_norm: 7.3717 2021-04-26 17:06:49,376 - mmaction - INFO - Epoch [55][400/470] lr: 1.250e-04, eta: 3:17:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3351, loss: 0.3351, grad_norm: 6.9560 2021-04-26 17:06:57,329 - mmaction - INFO - Epoch [55][420/470] lr: 1.250e-04, eta: 3:16:59, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.3263, loss: 0.3263, grad_norm: 7.8988 2021-04-26 17:07:05,411 - mmaction - INFO - Epoch [55][440/470] lr: 1.250e-04, eta: 3:16:43, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3116, loss: 0.3116, grad_norm: 7.0172 2021-04-26 17:07:13,363 - mmaction - INFO - Epoch [55][460/470] lr: 1.250e-04, eta: 3:16:27, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.3137, loss: 0.3137, grad_norm: 7.3286 2021-04-26 17:07:19,484 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-04-26 17:08:41,358 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:08:41,444 - mmaction - INFO - top1_acc 0.7569 top5_acc 0.9706 2021-04-26 17:08:41,444 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:08:41,495 - mmaction - INFO - mean_acc 0.6760 2021-04-26 17:08:41,496 - mmaction - INFO - Epoch(val) [55][470] top1_acc: 0.7569, top5_acc: 0.9706, mean_class_accuracy: 0.6760 2021-04-26 17:09:59,363 - mmaction - INFO - Epoch [56][20/470] lr: 1.250e-04, eta: 3:17:44, time: 3.892, data_time: 3.464, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9828, loss_cls: 0.3693, loss: 0.3693, grad_norm: 7.6708 2021-04-26 17:10:07,354 - mmaction - INFO - Epoch [56][40/470] lr: 1.250e-04, eta: 3:17:28, time: 0.400, data_time: 0.006, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2857, loss: 0.2857, grad_norm: 6.9683 2021-04-26 17:10:15,264 - mmaction - INFO - Epoch [56][60/470] lr: 1.250e-04, eta: 3:17:12, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.3201, loss: 0.3201, grad_norm: 7.9340 2021-04-26 17:10:23,267 - mmaction - INFO - Epoch [56][80/470] lr: 1.250e-04, eta: 3:16:56, time: 0.400, data_time: 0.004, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.3153, loss: 0.3153, grad_norm: 7.3646 2021-04-26 17:10:31,206 - mmaction - INFO - Epoch [56][100/470] lr: 1.250e-04, eta: 3:16:40, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9891, loss_cls: 0.3762, loss: 0.3762, grad_norm: 8.1368 2021-04-26 17:10:39,225 - mmaction - INFO - Epoch [56][120/470] lr: 1.250e-04, eta: 3:16:23, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3357, loss: 0.3357, grad_norm: 8.0321 2021-04-26 17:10:47,197 - mmaction - INFO - Epoch [56][140/470] lr: 1.250e-04, eta: 3:16:07, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3319, loss: 0.3319, grad_norm: 7.7104 2021-04-26 17:10:55,158 - mmaction - INFO - Epoch [56][160/470] lr: 1.250e-04, eta: 3:15:51, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9922, loss_cls: 0.3394, loss: 0.3394, grad_norm: 7.6825 2021-04-26 17:11:03,175 - mmaction - INFO - Epoch [56][180/470] lr: 1.250e-04, eta: 3:15:35, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3556, loss: 0.3556, grad_norm: 7.7973 2021-04-26 17:11:11,161 - mmaction - INFO - Epoch [56][200/470] lr: 1.250e-04, eta: 3:15:19, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9859, loss_cls: 0.3471, loss: 0.3471, grad_norm: 8.1956 2021-04-26 17:11:19,169 - mmaction - INFO - Epoch [56][220/470] lr: 1.250e-04, eta: 3:15:03, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3057, loss: 0.3057, grad_norm: 7.2579 2021-04-26 17:11:27,221 - mmaction - INFO - Epoch [56][240/470] lr: 1.250e-04, eta: 3:14:47, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3572, loss: 0.3572, grad_norm: 8.1851 2021-04-26 17:11:35,206 - mmaction - INFO - Epoch [56][260/470] lr: 1.250e-04, eta: 3:14:31, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.3567, loss: 0.3567, grad_norm: 7.8039 2021-04-26 17:11:43,228 - mmaction - INFO - Epoch [56][280/470] lr: 1.250e-04, eta: 3:14:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.3743, loss: 0.3743, grad_norm: 8.7208 2021-04-26 17:11:51,213 - mmaction - INFO - Epoch [56][300/470] lr: 1.250e-04, eta: 3:13:59, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9938, loss_cls: 0.3652, loss: 0.3652, grad_norm: 8.1802 2021-04-26 17:11:59,254 - mmaction - INFO - Epoch [56][320/470] lr: 1.250e-04, eta: 3:13:44, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3170, loss: 0.3170, grad_norm: 7.4705 2021-04-26 17:12:07,218 - mmaction - INFO - Epoch [56][340/470] lr: 1.250e-04, eta: 3:13:28, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9875, loss_cls: 0.3530, loss: 0.3530, grad_norm: 8.0577 2021-04-26 17:12:15,179 - mmaction - INFO - Epoch [56][360/470] lr: 1.250e-04, eta: 3:13:12, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9859, loss_cls: 0.2925, loss: 0.2925, grad_norm: 6.8481 2021-04-26 17:12:23,208 - mmaction - INFO - Epoch [56][380/470] lr: 1.250e-04, eta: 3:12:56, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3339, loss: 0.3339, grad_norm: 7.8939 2021-04-26 17:12:31,200 - mmaction - INFO - Epoch [56][400/470] lr: 1.250e-04, eta: 3:12:40, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9875, loss_cls: 0.4002, loss: 0.4002, grad_norm: 8.4669 2021-04-26 17:12:39,179 - mmaction - INFO - Epoch [56][420/470] lr: 1.250e-04, eta: 3:12:24, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3153, loss: 0.3153, grad_norm: 7.9226 2021-04-26 17:12:47,211 - mmaction - INFO - Epoch [56][440/470] lr: 1.250e-04, eta: 3:12:09, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9922, loss_cls: 0.3115, loss: 0.3115, grad_norm: 7.6636 2021-04-26 17:12:55,156 - mmaction - INFO - Epoch [56][460/470] lr: 1.250e-04, eta: 3:11:53, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3541, loss: 0.3541, grad_norm: 8.3636 2021-04-26 17:13:01,596 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-04-26 17:14:18,792 - mmaction - INFO - Epoch [57][20/470] lr: 1.250e-04, eta: 3:13:03, time: 3.803, data_time: 3.389, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9922, loss_cls: 0.3434, loss: 0.3434, grad_norm: 7.9354 2021-04-26 17:14:26,787 - mmaction - INFO - Epoch [57][40/470] lr: 1.250e-04, eta: 3:12:47, time: 0.400, data_time: 0.004, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3431, loss: 0.3431, grad_norm: 7.6524 2021-04-26 17:14:34,697 - mmaction - INFO - Epoch [57][60/470] lr: 1.250e-04, eta: 3:12:31, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9891, loss_cls: 0.3315, loss: 0.3315, grad_norm: 7.4018 2021-04-26 17:14:42,727 - mmaction - INFO - Epoch [57][80/470] lr: 1.250e-04, eta: 3:12:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3069, loss: 0.3069, grad_norm: 7.6793 2021-04-26 17:14:50,642 - mmaction - INFO - Epoch [57][100/470] lr: 1.250e-04, eta: 3:11:59, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9859, loss_cls: 0.3355, loss: 0.3355, grad_norm: 7.7443 2021-04-26 17:14:58,671 - mmaction - INFO - Epoch [57][120/470] lr: 1.250e-04, eta: 3:11:43, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3380, loss: 0.3380, grad_norm: 7.9954 2021-04-26 17:15:06,692 - mmaction - INFO - Epoch [57][140/470] lr: 1.250e-04, eta: 3:11:28, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.3269, loss: 0.3269, grad_norm: 7.4450 2021-04-26 17:15:14,698 - mmaction - INFO - Epoch [57][160/470] lr: 1.250e-04, eta: 3:11:12, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2990, loss: 0.2990, grad_norm: 7.1675 2021-04-26 17:15:22,664 - mmaction - INFO - Epoch [57][180/470] lr: 1.250e-04, eta: 3:10:56, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3068, loss: 0.3068, grad_norm: 7.2738 2021-04-26 17:15:30,693 - mmaction - INFO - Epoch [57][200/470] lr: 1.250e-04, eta: 3:10:40, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3406, loss: 0.3406, grad_norm: 7.9792 2021-04-26 17:15:38,657 - mmaction - INFO - Epoch [57][220/470] lr: 1.250e-04, eta: 3:10:25, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9875, loss_cls: 0.3665, loss: 0.3665, grad_norm: 7.6933 2021-04-26 17:15:46,719 - mmaction - INFO - Epoch [57][240/470] lr: 1.250e-04, eta: 3:10:09, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9859, loss_cls: 0.3405, loss: 0.3405, grad_norm: 7.9191 2021-04-26 17:15:54,704 - mmaction - INFO - Epoch [57][260/470] lr: 1.250e-04, eta: 3:09:53, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.3103, loss: 0.3103, grad_norm: 7.0926 2021-04-26 17:16:02,794 - mmaction - INFO - Epoch [57][280/470] lr: 1.250e-04, eta: 3:09:38, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2766, loss: 0.2766, grad_norm: 7.1965 2021-04-26 17:16:10,777 - mmaction - INFO - Epoch [57][300/470] lr: 1.250e-04, eta: 3:09:22, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9875, loss_cls: 0.3565, loss: 0.3565, grad_norm: 8.3857 2021-04-26 17:16:18,870 - mmaction - INFO - Epoch [57][320/470] lr: 1.250e-04, eta: 3:09:07, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.3145, loss: 0.3145, grad_norm: 6.8576 2021-04-26 17:16:26,829 - mmaction - INFO - Epoch [57][340/470] lr: 1.250e-04, eta: 3:08:51, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2976, loss: 0.2976, grad_norm: 7.2245 2021-04-26 17:16:34,868 - mmaction - INFO - Epoch [57][360/470] lr: 1.250e-04, eta: 3:08:36, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.3451, loss: 0.3451, grad_norm: 8.1368 2021-04-26 17:16:42,865 - mmaction - INFO - Epoch [57][380/470] lr: 1.250e-04, eta: 3:08:20, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9953, loss_cls: 0.3539, loss: 0.3539, grad_norm: 8.2672 2021-04-26 17:16:50,861 - mmaction - INFO - Epoch [57][400/470] lr: 1.250e-04, eta: 3:08:05, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.2992, loss: 0.2992, grad_norm: 7.8111 2021-04-26 17:16:58,872 - mmaction - INFO - Epoch [57][420/470] lr: 1.250e-04, eta: 3:07:49, time: 0.402, data_time: 0.002, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.3219, loss: 0.3219, grad_norm: 7.5202 2021-04-26 17:17:06,918 - mmaction - INFO - Epoch [57][440/470] lr: 1.250e-04, eta: 3:07:34, time: 0.402, data_time: 0.000, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9891, loss_cls: 0.2753, loss: 0.2753, grad_norm: 7.0813 2021-04-26 17:17:14,866 - mmaction - INFO - Epoch [57][460/470] lr: 1.250e-04, eta: 3:07:18, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.3656, loss: 0.3656, grad_norm: 8.0969 2021-04-26 17:17:23,668 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-04-26 17:20:02,719 - mmaction - INFO - Epoch [58][20/470] lr: 1.250e-04, eta: 3:10:17, time: 7.907, data_time: 7.382, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9953, loss_cls: 0.3339, loss: 0.3339, grad_norm: 7.6929 2021-04-26 17:20:10,746 - mmaction - INFO - Epoch [58][40/470] lr: 1.250e-04, eta: 3:10:01, time: 0.405, data_time: 0.006, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3274, loss: 0.3274, grad_norm: 7.3803 2021-04-26 17:20:18,680 - mmaction - INFO - Epoch [58][60/470] lr: 1.250e-04, eta: 3:09:46, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3425, loss: 0.3425, grad_norm: 8.2739 2021-04-26 17:20:26,708 - mmaction - INFO - Epoch [58][80/470] lr: 1.250e-04, eta: 3:09:30, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2681, loss: 0.2681, grad_norm: 6.9356 2021-04-26 17:20:34,633 - mmaction - INFO - Epoch [58][100/470] lr: 1.250e-04, eta: 3:09:14, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9938, loss_cls: 0.3086, loss: 0.3086, grad_norm: 7.7473 2021-04-26 17:20:42,643 - mmaction - INFO - Epoch [58][120/470] lr: 1.250e-04, eta: 3:08:58, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3430, loss: 0.3430, grad_norm: 8.0274 2021-04-26 17:20:50,597 - mmaction - INFO - Epoch [58][140/470] lr: 1.250e-04, eta: 3:08:42, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3645, loss: 0.3645, grad_norm: 7.5582 2021-04-26 17:20:58,649 - mmaction - INFO - Epoch [58][160/470] lr: 1.250e-04, eta: 3:08:26, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 0.3177, loss: 0.3177, grad_norm: 7.4315 2021-04-26 17:21:06,603 - mmaction - INFO - Epoch [58][180/470] lr: 1.250e-04, eta: 3:08:11, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3116, loss: 0.3116, grad_norm: 7.3534 2021-04-26 17:21:14,692 - mmaction - INFO - Epoch [58][200/470] lr: 1.250e-04, eta: 3:07:55, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9891, loss_cls: 0.3460, loss: 0.3460, grad_norm: 8.3355 2021-04-26 17:21:22,654 - mmaction - INFO - Epoch [58][220/470] lr: 1.250e-04, eta: 3:07:39, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9844, loss_cls: 0.3181, loss: 0.3181, grad_norm: 7.6116 2021-04-26 17:21:30,749 - mmaction - INFO - Epoch [58][240/470] lr: 1.250e-04, eta: 3:07:24, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9828, loss_cls: 0.4103, loss: 0.4103, grad_norm: 8.2872 2021-04-26 17:21:38,739 - mmaction - INFO - Epoch [58][260/470] lr: 1.250e-04, eta: 3:07:08, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3196, loss: 0.3196, grad_norm: 7.2286 2021-04-26 17:21:46,801 - mmaction - INFO - Epoch [58][280/470] lr: 1.250e-04, eta: 3:06:53, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9875, loss_cls: 0.2932, loss: 0.2932, grad_norm: 6.6692 2021-04-26 17:21:54,789 - mmaction - INFO - Epoch [58][300/470] lr: 1.250e-04, eta: 3:06:37, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 0.3533, loss: 0.3533, grad_norm: 8.2725 2021-04-26 17:22:02,830 - mmaction - INFO - Epoch [58][320/470] lr: 1.250e-04, eta: 3:06:21, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.3699, loss: 0.3699, grad_norm: 8.5193 2021-04-26 17:22:10,824 - mmaction - INFO - Epoch [58][340/470] lr: 1.250e-04, eta: 3:06:06, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3378, loss: 0.3378, grad_norm: 8.1499 2021-04-26 17:22:18,891 - mmaction - INFO - Epoch [58][360/470] lr: 1.250e-04, eta: 3:05:50, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9875, loss_cls: 0.3572, loss: 0.3572, grad_norm: 8.0585 2021-04-26 17:22:26,830 - mmaction - INFO - Epoch [58][380/470] lr: 1.250e-04, eta: 3:05:35, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3705, loss: 0.3705, grad_norm: 7.8802 2021-04-26 17:22:34,868 - mmaction - INFO - Epoch [58][400/470] lr: 1.250e-04, eta: 3:05:19, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.3507, loss: 0.3507, grad_norm: 7.2867 2021-04-26 17:22:42,815 - mmaction - INFO - Epoch [58][420/470] lr: 1.250e-04, eta: 3:05:04, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2609, loss: 0.2609, grad_norm: 7.0114 2021-04-26 17:22:50,864 - mmaction - INFO - Epoch [58][440/470] lr: 1.250e-04, eta: 3:04:48, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3410, loss: 0.3410, grad_norm: 7.7370 2021-04-26 17:22:58,922 - mmaction - INFO - Epoch [58][460/470] lr: 1.250e-04, eta: 3:04:33, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9922, loss_cls: 0.3477, loss: 0.3477, grad_norm: 8.1045 2021-04-26 17:23:10,850 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-04-26 17:24:53,768 - mmaction - INFO - Epoch [59][20/470] lr: 1.250e-04, eta: 3:06:07, time: 5.075, data_time: 4.616, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3077, loss: 0.3077, grad_norm: 7.8334 2021-04-26 17:25:01,818 - mmaction - INFO - Epoch [59][40/470] lr: 1.250e-04, eta: 3:05:52, time: 0.405, data_time: 0.006, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3258, loss: 0.3258, grad_norm: 7.9266 2021-04-26 17:25:09,733 - mmaction - INFO - Epoch [59][60/470] lr: 1.250e-04, eta: 3:05:36, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9922, loss_cls: 0.3612, loss: 0.3612, grad_norm: 8.6269 2021-04-26 17:25:17,739 - mmaction - INFO - Epoch [59][80/470] lr: 1.250e-04, eta: 3:05:20, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9891, loss_cls: 0.2949, loss: 0.2949, grad_norm: 7.2429 2021-04-26 17:25:25,674 - mmaction - INFO - Epoch [59][100/470] lr: 1.250e-04, eta: 3:05:04, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3344, loss: 0.3344, grad_norm: 7.2912 2021-04-26 17:25:33,705 - mmaction - INFO - Epoch [59][120/470] lr: 1.250e-04, eta: 3:04:49, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3021, loss: 0.3021, grad_norm: 7.1603 2021-04-26 17:25:41,647 - mmaction - INFO - Epoch [59][140/470] lr: 1.250e-04, eta: 3:04:33, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9859, loss_cls: 0.3413, loss: 0.3413, grad_norm: 7.8838 2021-04-26 17:25:49,671 - mmaction - INFO - Epoch [59][160/470] lr: 1.250e-04, eta: 3:04:18, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9906, loss_cls: 0.3049, loss: 0.3049, grad_norm: 6.6667 2021-04-26 17:25:57,608 - mmaction - INFO - Epoch [59][180/470] lr: 1.250e-04, eta: 3:04:02, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3230, loss: 0.3230, grad_norm: 7.7597 2021-04-26 17:26:05,637 - mmaction - INFO - Epoch [59][200/470] lr: 1.250e-04, eta: 3:03:47, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9906, loss_cls: 0.3610, loss: 0.3610, grad_norm: 8.5561 2021-04-26 17:26:13,595 - mmaction - INFO - Epoch [59][220/470] lr: 1.250e-04, eta: 3:03:31, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9875, loss_cls: 0.3481, loss: 0.3481, grad_norm: 7.9903 2021-04-26 17:26:21,640 - mmaction - INFO - Epoch [59][240/470] lr: 1.250e-04, eta: 3:03:16, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2995, loss: 0.2995, grad_norm: 7.4433 2021-04-26 17:26:29,578 - mmaction - INFO - Epoch [59][260/470] lr: 1.250e-04, eta: 3:03:00, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.3286, loss: 0.3286, grad_norm: 7.8710 2021-04-26 17:26:37,638 - mmaction - INFO - Epoch [59][280/470] lr: 1.250e-04, eta: 3:02:45, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3448, loss: 0.3448, grad_norm: 7.7485 2021-04-26 17:26:45,584 - mmaction - INFO - Epoch [59][300/470] lr: 1.250e-04, eta: 3:02:29, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3541, loss: 0.3541, grad_norm: 8.1588 2021-04-26 17:26:53,604 - mmaction - INFO - Epoch [59][320/470] lr: 1.250e-04, eta: 3:02:14, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9891, loss_cls: 0.3476, loss: 0.3476, grad_norm: 7.7816 2021-04-26 17:27:01,539 - mmaction - INFO - Epoch [59][340/470] lr: 1.250e-04, eta: 3:01:59, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3570, loss: 0.3570, grad_norm: 8.3205 2021-04-26 17:27:09,558 - mmaction - INFO - Epoch [59][360/470] lr: 1.250e-04, eta: 3:01:43, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3361, loss: 0.3361, grad_norm: 7.7920 2021-04-26 17:27:17,531 - mmaction - INFO - Epoch [59][380/470] lr: 1.250e-04, eta: 3:01:28, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.3254, loss: 0.3254, grad_norm: 7.7383 2021-04-26 17:27:25,559 - mmaction - INFO - Epoch [59][400/470] lr: 1.250e-04, eta: 3:01:13, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.3185, loss: 0.3185, grad_norm: 7.6671 2021-04-26 17:27:33,518 - mmaction - INFO - Epoch [59][420/470] lr: 1.250e-04, eta: 3:00:57, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2968, loss: 0.2968, grad_norm: 7.2603 2021-04-26 17:27:41,531 - mmaction - INFO - Epoch [59][440/470] lr: 1.250e-04, eta: 3:00:42, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3306, loss: 0.3306, grad_norm: 8.0709 2021-04-26 17:27:49,472 - mmaction - INFO - Epoch [59][460/470] lr: 1.250e-04, eta: 3:00:27, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2888, loss: 0.2888, grad_norm: 6.8768 2021-04-26 17:27:57,017 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-04-26 17:29:24,703 - mmaction - INFO - Epoch [60][20/470] lr: 1.250e-04, eta: 3:01:37, time: 4.354, data_time: 3.910, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.3171, loss: 0.3171, grad_norm: 7.7033 2021-04-26 17:29:32,668 - mmaction - INFO - Epoch [60][40/470] lr: 1.250e-04, eta: 3:01:21, time: 0.399, data_time: 0.002, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.3199, loss: 0.3199, grad_norm: 7.8222 2021-04-26 17:29:40,572 - mmaction - INFO - Epoch [60][60/470] lr: 1.250e-04, eta: 3:01:06, time: 0.395, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3468, loss: 0.3468, grad_norm: 7.6028 2021-04-26 17:29:48,633 - mmaction - INFO - Epoch [60][80/470] lr: 1.250e-04, eta: 3:00:51, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2856, loss: 0.2856, grad_norm: 7.1724 2021-04-26 17:29:56,588 - mmaction - INFO - Epoch [60][100/470] lr: 1.250e-04, eta: 3:00:35, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3081, loss: 0.3081, grad_norm: 7.3633 2021-04-26 17:30:04,597 - mmaction - INFO - Epoch [60][120/470] lr: 1.250e-04, eta: 3:00:20, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.3369, loss: 0.3369, grad_norm: 7.7269 2021-04-26 17:30:12,567 - mmaction - INFO - Epoch [60][140/470] lr: 1.250e-04, eta: 3:00:04, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2791, loss: 0.2791, grad_norm: 7.1822 2021-04-26 17:30:20,595 - mmaction - INFO - Epoch [60][160/470] lr: 1.250e-04, eta: 2:59:49, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9953, loss_cls: 0.2891, loss: 0.2891, grad_norm: 7.3789 2021-04-26 17:30:28,549 - mmaction - INFO - Epoch [60][180/470] lr: 1.250e-04, eta: 2:59:34, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.2539, loss: 0.2539, grad_norm: 6.8652 2021-04-26 17:30:36,586 - mmaction - INFO - Epoch [60][200/470] lr: 1.250e-04, eta: 2:59:18, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9922, loss_cls: 0.3210, loss: 0.3210, grad_norm: 7.8000 2021-04-26 17:30:44,542 - mmaction - INFO - Epoch [60][220/470] lr: 1.250e-04, eta: 2:59:03, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9859, loss_cls: 0.3312, loss: 0.3312, grad_norm: 7.4231 2021-04-26 17:30:52,598 - mmaction - INFO - Epoch [60][240/470] lr: 1.250e-04, eta: 2:58:48, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9797, loss_cls: 0.3591, loss: 0.3591, grad_norm: 7.8303 2021-04-26 17:31:00,563 - mmaction - INFO - Epoch [60][260/470] lr: 1.250e-04, eta: 2:58:33, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9969, loss_cls: 0.2856, loss: 0.2856, grad_norm: 7.0697 2021-04-26 17:31:08,600 - mmaction - INFO - Epoch [60][280/470] lr: 1.250e-04, eta: 2:58:18, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3559, loss: 0.3559, grad_norm: 8.5916 2021-04-26 17:31:16,559 - mmaction - INFO - Epoch [60][300/470] lr: 1.250e-04, eta: 2:58:02, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3664, loss: 0.3664, grad_norm: 8.2350 2021-04-26 17:31:24,576 - mmaction - INFO - Epoch [60][320/470] lr: 1.250e-04, eta: 2:57:47, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9859, loss_cls: 0.3530, loss: 0.3530, grad_norm: 8.4865 2021-04-26 17:31:32,535 - mmaction - INFO - Epoch [60][340/470] lr: 1.250e-04, eta: 2:57:32, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9938, loss_cls: 0.3334, loss: 0.3334, grad_norm: 7.8272 2021-04-26 17:31:40,574 - mmaction - INFO - Epoch [60][360/470] lr: 1.250e-04, eta: 2:57:17, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9828, loss_cls: 0.3668, loss: 0.3668, grad_norm: 8.4174 2021-04-26 17:31:48,519 - mmaction - INFO - Epoch [60][380/470] lr: 1.250e-04, eta: 2:57:02, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9875, loss_cls: 0.3647, loss: 0.3647, grad_norm: 8.4116 2021-04-26 17:31:56,560 - mmaction - INFO - Epoch [60][400/470] lr: 1.250e-04, eta: 2:56:47, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.3215, loss: 0.3215, grad_norm: 8.0187 2021-04-26 17:32:04,528 - mmaction - INFO - Epoch [60][420/470] lr: 1.250e-04, eta: 2:56:32, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9875, loss_cls: 0.3420, loss: 0.3420, grad_norm: 8.2767 2021-04-26 17:32:12,569 - mmaction - INFO - Epoch [60][440/470] lr: 1.250e-04, eta: 2:56:17, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3170, loss: 0.3170, grad_norm: 7.6339 2021-04-26 17:32:20,524 - mmaction - INFO - Epoch [60][460/470] lr: 1.250e-04, eta: 2:56:01, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9938, loss_cls: 0.3141, loss: 0.3141, grad_norm: 7.9012 2021-04-26 17:32:30,408 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-04-26 17:34:40,504 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:34:40,590 - mmaction - INFO - top1_acc 0.7645 top5_acc 0.9746 2021-04-26 17:34:40,590 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:34:40,625 - mmaction - INFO - mean_acc 0.6708 2021-04-26 17:34:40,626 - mmaction - INFO - Epoch(val) [60][470] top1_acc: 0.7645, top5_acc: 0.9746, mean_class_accuracy: 0.6708 2021-04-26 17:36:22,135 - mmaction - INFO - Epoch [61][20/470] lr: 1.250e-04, eta: 2:57:24, time: 5.071, data_time: 4.626, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3413, loss: 0.3413, grad_norm: 8.1323 2021-04-26 17:36:30,140 - mmaction - INFO - Epoch [61][40/470] lr: 1.250e-04, eta: 2:57:09, time: 0.404, data_time: 0.008, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2717, loss: 0.2717, grad_norm: 6.9134 2021-04-26 17:36:38,040 - mmaction - INFO - Epoch [61][60/470] lr: 1.250e-04, eta: 2:56:53, time: 0.395, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.3159, loss: 0.3159, grad_norm: 7.5253 2021-04-26 17:36:46,039 - mmaction - INFO - Epoch [61][80/470] lr: 1.250e-04, eta: 2:56:38, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.2873, loss: 0.2873, grad_norm: 7.2455 2021-04-26 17:36:53,958 - mmaction - INFO - Epoch [61][100/470] lr: 1.250e-04, eta: 2:56:23, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.2482, loss: 0.2482, grad_norm: 7.2088 2021-04-26 17:37:01,983 - mmaction - INFO - Epoch [61][120/470] lr: 1.250e-04, eta: 2:56:08, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.3170, loss: 0.3170, grad_norm: 7.6894 2021-04-26 17:37:09,936 - mmaction - INFO - Epoch [61][140/470] lr: 1.250e-04, eta: 2:55:53, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.3340, loss: 0.3340, grad_norm: 7.5381 2021-04-26 17:37:17,941 - mmaction - INFO - Epoch [61][160/470] lr: 1.250e-04, eta: 2:55:37, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9922, loss_cls: 0.3453, loss: 0.3453, grad_norm: 7.8742 2021-04-26 17:37:25,877 - mmaction - INFO - Epoch [61][180/470] lr: 1.250e-04, eta: 2:55:22, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.2609, loss: 0.2609, grad_norm: 7.0470 2021-04-26 17:37:33,930 - mmaction - INFO - Epoch [61][200/470] lr: 1.250e-04, eta: 2:55:07, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9891, loss_cls: 0.3090, loss: 0.3090, grad_norm: 6.7766 2021-04-26 17:37:41,868 - mmaction - INFO - Epoch [61][220/470] lr: 1.250e-04, eta: 2:54:52, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2899, loss: 0.2899, grad_norm: 7.0831 2021-04-26 17:37:49,896 - mmaction - INFO - Epoch [61][240/470] lr: 1.250e-04, eta: 2:54:37, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8797, top5_acc: 0.9906, loss_cls: 0.3743, loss: 0.3743, grad_norm: 8.5388 2021-04-26 17:37:57,905 - mmaction - INFO - Epoch [61][260/470] lr: 1.250e-04, eta: 2:54:22, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3248, loss: 0.3248, grad_norm: 7.5395 2021-04-26 17:38:05,939 - mmaction - INFO - Epoch [61][280/470] lr: 1.250e-04, eta: 2:54:07, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9859, loss_cls: 0.3765, loss: 0.3765, grad_norm: 8.8999 2021-04-26 17:38:13,901 - mmaction - INFO - Epoch [61][300/470] lr: 1.250e-04, eta: 2:53:52, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3489, loss: 0.3489, grad_norm: 7.8903 2021-04-26 17:38:21,934 - mmaction - INFO - Epoch [61][320/470] lr: 1.250e-04, eta: 2:53:37, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9844, loss_cls: 0.3464, loss: 0.3464, grad_norm: 7.9105 2021-04-26 17:38:29,892 - mmaction - INFO - Epoch [61][340/470] lr: 1.250e-04, eta: 2:53:22, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.3100, loss: 0.3100, grad_norm: 8.1167 2021-04-26 17:38:37,925 - mmaction - INFO - Epoch [61][360/470] lr: 1.250e-04, eta: 2:53:07, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9859, loss_cls: 0.3414, loss: 0.3414, grad_norm: 7.7941 2021-04-26 17:38:45,871 - mmaction - INFO - Epoch [61][380/470] lr: 1.250e-04, eta: 2:52:52, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9859, loss_cls: 0.3377, loss: 0.3377, grad_norm: 7.7097 2021-04-26 17:38:53,898 - mmaction - INFO - Epoch [61][400/470] lr: 1.250e-04, eta: 2:52:37, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.3072, loss: 0.3072, grad_norm: 6.9455 2021-04-26 17:39:01,853 - mmaction - INFO - Epoch [61][420/470] lr: 1.250e-04, eta: 2:52:22, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.4111, loss: 0.4111, grad_norm: 8.6881 2021-04-26 17:39:09,882 - mmaction - INFO - Epoch [61][440/470] lr: 1.250e-04, eta: 2:52:07, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3074, loss: 0.3074, grad_norm: 7.7359 2021-04-26 17:39:17,819 - mmaction - INFO - Epoch [61][460/470] lr: 1.250e-04, eta: 2:51:52, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2790, loss: 0.2790, grad_norm: 7.5019 2021-04-26 17:39:24,447 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-04-26 17:41:03,101 - mmaction - INFO - Epoch [62][20/470] lr: 1.250e-04, eta: 2:53:05, time: 4.872, data_time: 4.461, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9844, loss_cls: 0.3452, loss: 0.3452, grad_norm: 7.7648 2021-04-26 17:41:11,103 - mmaction - INFO - Epoch [62][40/470] lr: 1.250e-04, eta: 2:52:50, time: 0.400, data_time: 0.005, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9953, loss_cls: 0.3282, loss: 0.3282, grad_norm: 8.1716 2021-04-26 17:41:19,060 - mmaction - INFO - Epoch [62][60/470] lr: 1.250e-04, eta: 2:52:35, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.3211, loss: 0.3211, grad_norm: 7.2366 2021-04-26 17:41:27,080 - mmaction - INFO - Epoch [62][80/470] lr: 1.250e-04, eta: 2:52:20, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2811, loss: 0.2811, grad_norm: 7.2298 2021-04-26 17:41:34,989 - mmaction - INFO - Epoch [62][100/470] lr: 1.250e-04, eta: 2:52:05, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3359, loss: 0.3359, grad_norm: 8.0673 2021-04-26 17:41:42,988 - mmaction - INFO - Epoch [62][120/470] lr: 1.250e-04, eta: 2:51:50, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3500, loss: 0.3500, grad_norm: 8.6302 2021-04-26 17:41:51,015 - mmaction - INFO - Epoch [62][140/470] lr: 1.250e-04, eta: 2:51:35, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9812, loss_cls: 0.3100, loss: 0.3100, grad_norm: 7.2779 2021-04-26 17:41:58,972 - mmaction - INFO - Epoch [62][160/470] lr: 1.250e-04, eta: 2:51:20, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3388, loss: 0.3388, grad_norm: 7.8727 2021-04-26 17:42:06,991 - mmaction - INFO - Epoch [62][180/470] lr: 1.250e-04, eta: 2:51:05, time: 0.402, data_time: 0.002, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3274, loss: 0.3274, grad_norm: 7.7545 2021-04-26 17:42:14,992 - mmaction - INFO - Epoch [62][200/470] lr: 1.250e-04, eta: 2:50:50, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2828, loss: 0.2828, grad_norm: 7.1123 2021-04-26 17:42:22,993 - mmaction - INFO - Epoch [62][220/470] lr: 1.250e-04, eta: 2:50:35, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3197, loss: 0.3197, grad_norm: 7.5362 2021-04-26 17:42:31,014 - mmaction - INFO - Epoch [62][240/470] lr: 1.250e-04, eta: 2:50:20, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3474, loss: 0.3474, grad_norm: 8.2481 2021-04-26 17:42:38,962 - mmaction - INFO - Epoch [62][260/470] lr: 1.250e-04, eta: 2:50:05, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.2761, loss: 0.2761, grad_norm: 7.1569 2021-04-26 17:42:47,059 - mmaction - INFO - Epoch [62][280/470] lr: 1.250e-04, eta: 2:49:51, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3010, loss: 0.3010, grad_norm: 7.8905 2021-04-26 17:42:55,055 - mmaction - INFO - Epoch [62][300/470] lr: 1.250e-04, eta: 2:49:36, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.3153, loss: 0.3153, grad_norm: 7.3275 2021-04-26 17:43:03,114 - mmaction - INFO - Epoch [62][320/470] lr: 1.250e-04, eta: 2:49:21, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2936, loss: 0.2936, grad_norm: 7.3003 2021-04-26 17:43:11,092 - mmaction - INFO - Epoch [62][340/470] lr: 1.250e-04, eta: 2:49:06, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3531, loss: 0.3531, grad_norm: 8.8271 2021-04-26 17:43:19,126 - mmaction - INFO - Epoch [62][360/470] lr: 1.250e-04, eta: 2:48:51, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3339, loss: 0.3339, grad_norm: 7.7864 2021-04-26 17:43:27,105 - mmaction - INFO - Epoch [62][380/470] lr: 1.250e-04, eta: 2:48:37, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3086, loss: 0.3086, grad_norm: 7.6686 2021-04-26 17:43:35,130 - mmaction - INFO - Epoch [62][400/470] lr: 1.250e-04, eta: 2:48:22, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9938, loss_cls: 0.3109, loss: 0.3109, grad_norm: 7.4984 2021-04-26 17:43:43,093 - mmaction - INFO - Epoch [62][420/470] lr: 1.250e-04, eta: 2:48:07, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.3216, loss: 0.3216, grad_norm: 7.7058 2021-04-26 17:43:51,137 - mmaction - INFO - Epoch [62][440/470] lr: 1.250e-04, eta: 2:47:52, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9859, loss_cls: 0.3556, loss: 0.3556, grad_norm: 8.5533 2021-04-26 17:43:59,123 - mmaction - INFO - Epoch [62][460/470] lr: 1.250e-04, eta: 2:47:38, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2899, loss: 0.2899, grad_norm: 7.0241 2021-04-26 17:44:04,673 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-04-26 17:45:26,618 - mmaction - INFO - Epoch [63][20/470] lr: 1.250e-04, eta: 2:48:29, time: 4.068, data_time: 3.537, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9859, loss_cls: 0.3735, loss: 0.3735, grad_norm: 8.2714 2021-04-26 17:45:34,633 - mmaction - INFO - Epoch [63][40/470] lr: 1.250e-04, eta: 2:48:14, time: 0.401, data_time: 0.005, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.3001, loss: 0.3001, grad_norm: 7.8734 2021-04-26 17:45:42,585 - mmaction - INFO - Epoch [63][60/470] lr: 1.250e-04, eta: 2:47:59, time: 0.395, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3368, loss: 0.3368, grad_norm: 7.5084 2021-04-26 17:45:50,559 - mmaction - INFO - Epoch [63][80/470] lr: 1.250e-04, eta: 2:47:44, time: 0.401, data_time: 0.004, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3457, loss: 0.3457, grad_norm: 8.0044 2021-04-26 17:45:58,568 - mmaction - INFO - Epoch [63][100/470] lr: 1.250e-04, eta: 2:47:29, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2790, loss: 0.2790, grad_norm: 7.1690 2021-04-26 17:46:06,541 - mmaction - INFO - Epoch [63][120/470] lr: 1.250e-04, eta: 2:47:15, time: 0.401, data_time: 0.004, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3477, loss: 0.3477, grad_norm: 8.4207 2021-04-26 17:46:14,526 - mmaction - INFO - Epoch [63][140/470] lr: 1.250e-04, eta: 2:47:00, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.3190, loss: 0.3190, grad_norm: 7.8972 2021-04-26 17:46:22,536 - mmaction - INFO - Epoch [63][160/470] lr: 1.250e-04, eta: 2:46:45, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9859, loss_cls: 0.3744, loss: 0.3744, grad_norm: 8.3608 2021-04-26 17:46:30,526 - mmaction - INFO - Epoch [63][180/470] lr: 1.250e-04, eta: 2:46:30, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9938, loss_cls: 0.2872, loss: 0.2872, grad_norm: 7.3993 2021-04-26 17:46:38,614 - mmaction - INFO - Epoch [63][200/470] lr: 1.250e-04, eta: 2:46:16, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 0.3168, loss: 0.3168, grad_norm: 7.2956 2021-04-26 17:46:46,571 - mmaction - INFO - Epoch [63][220/470] lr: 1.250e-04, eta: 2:46:01, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3672, loss: 0.3672, grad_norm: 8.5180 2021-04-26 17:46:54,636 - mmaction - INFO - Epoch [63][240/470] lr: 1.250e-04, eta: 2:45:46, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9875, loss_cls: 0.3016, loss: 0.3016, grad_norm: 7.5715 2021-04-26 17:47:02,582 - mmaction - INFO - Epoch [63][260/470] lr: 1.250e-04, eta: 2:45:32, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.3010, loss: 0.3010, grad_norm: 7.6206 2021-04-26 17:47:10,649 - mmaction - INFO - Epoch [63][280/470] lr: 1.250e-04, eta: 2:45:17, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.3223, loss: 0.3223, grad_norm: 7.8444 2021-04-26 17:47:18,623 - mmaction - INFO - Epoch [63][300/470] lr: 1.250e-04, eta: 2:45:03, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.2993, loss: 0.2993, grad_norm: 7.5328 2021-04-26 17:47:26,665 - mmaction - INFO - Epoch [63][320/470] lr: 1.250e-04, eta: 2:44:48, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2795, loss: 0.2795, grad_norm: 7.1961 2021-04-26 17:47:34,623 - mmaction - INFO - Epoch [63][340/470] lr: 1.250e-04, eta: 2:44:33, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3304, loss: 0.3304, grad_norm: 8.0648 2021-04-26 17:47:42,681 - mmaction - INFO - Epoch [63][360/470] lr: 1.250e-04, eta: 2:44:19, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3279, loss: 0.3279, grad_norm: 8.3322 2021-04-26 17:47:50,638 - mmaction - INFO - Epoch [63][380/470] lr: 1.250e-04, eta: 2:44:04, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9859, loss_cls: 0.3286, loss: 0.3286, grad_norm: 7.6899 2021-04-26 17:47:58,810 - mmaction - INFO - Epoch [63][400/470] lr: 1.250e-04, eta: 2:43:50, time: 0.409, data_time: 0.009, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9953, loss_cls: 0.3286, loss: 0.3286, grad_norm: 8.4808 2021-04-26 17:48:06,817 - mmaction - INFO - Epoch [63][420/470] lr: 1.250e-04, eta: 2:43:35, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3068, loss: 0.3068, grad_norm: 7.4877 2021-04-26 17:48:14,872 - mmaction - INFO - Epoch [63][440/470] lr: 1.250e-04, eta: 2:43:21, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2816, loss: 0.2816, grad_norm: 7.3604 2021-04-26 17:48:22,857 - mmaction - INFO - Epoch [63][460/470] lr: 1.250e-04, eta: 2:43:06, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3036, loss: 0.3036, grad_norm: 7.6255 2021-04-26 17:48:29,666 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-04-26 17:50:39,241 - mmaction - INFO - Epoch [64][20/470] lr: 1.250e-04, eta: 2:44:41, time: 6.454, data_time: 6.043, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3161, loss: 0.3161, grad_norm: 7.5989 2021-04-26 17:50:47,233 - mmaction - INFO - Epoch [64][40/470] lr: 1.250e-04, eta: 2:44:27, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3235, loss: 0.3235, grad_norm: 7.7261 2021-04-26 17:50:55,151 - mmaction - INFO - Epoch [64][60/470] lr: 1.250e-04, eta: 2:44:12, time: 0.397, data_time: 0.002, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9797, loss_cls: 0.4102, loss: 0.4102, grad_norm: 8.9595 2021-04-26 17:51:03,123 - mmaction - INFO - Epoch [64][80/470] lr: 1.250e-04, eta: 2:43:57, time: 0.399, data_time: 0.002, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3468, loss: 0.3468, grad_norm: 8.0646 2021-04-26 17:51:11,069 - mmaction - INFO - Epoch [64][100/470] lr: 1.250e-04, eta: 2:43:42, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9969, loss_cls: 0.2718, loss: 0.2718, grad_norm: 7.0478 2021-04-26 17:51:19,093 - mmaction - INFO - Epoch [64][120/470] lr: 1.250e-04, eta: 2:43:28, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.3142, loss: 0.3142, grad_norm: 7.8295 2021-04-26 17:51:27,032 - mmaction - INFO - Epoch [64][140/470] lr: 1.250e-04, eta: 2:43:13, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3346, loss: 0.3346, grad_norm: 7.6328 2021-04-26 17:51:35,068 - mmaction - INFO - Epoch [64][160/470] lr: 1.250e-04, eta: 2:42:58, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.3056, loss: 0.3056, grad_norm: 7.2913 2021-04-26 17:51:43,023 - mmaction - INFO - Epoch [64][180/470] lr: 1.250e-04, eta: 2:42:44, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2909, loss: 0.2909, grad_norm: 7.3697 2021-04-26 17:51:51,040 - mmaction - INFO - Epoch [64][200/470] lr: 1.250e-04, eta: 2:42:29, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3087, loss: 0.3087, grad_norm: 7.7528 2021-04-26 17:51:58,994 - mmaction - INFO - Epoch [64][220/470] lr: 1.250e-04, eta: 2:42:14, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3235, loss: 0.3235, grad_norm: 8.1783 2021-04-26 17:52:07,026 - mmaction - INFO - Epoch [64][240/470] lr: 1.250e-04, eta: 2:42:00, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3114, loss: 0.3114, grad_norm: 7.8095 2021-04-26 17:52:14,971 - mmaction - INFO - Epoch [64][260/470] lr: 1.250e-04, eta: 2:41:45, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3247, loss: 0.3247, grad_norm: 7.9903 2021-04-26 17:52:22,979 - mmaction - INFO - Epoch [64][280/470] lr: 1.250e-04, eta: 2:41:31, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.3035, loss: 0.3035, grad_norm: 7.6774 2021-04-26 17:52:30,951 - mmaction - INFO - Epoch [64][300/470] lr: 1.250e-04, eta: 2:41:16, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9938, loss_cls: 0.3392, loss: 0.3392, grad_norm: 8.1362 2021-04-26 17:52:38,980 - mmaction - INFO - Epoch [64][320/470] lr: 1.250e-04, eta: 2:41:02, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.2994, loss: 0.2994, grad_norm: 7.6666 2021-04-26 17:52:46,952 - mmaction - INFO - Epoch [64][340/470] lr: 1.250e-04, eta: 2:40:47, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3405, loss: 0.3405, grad_norm: 7.8064 2021-04-26 17:52:54,969 - mmaction - INFO - Epoch [64][360/470] lr: 1.250e-04, eta: 2:40:33, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3162, loss: 0.3162, grad_norm: 7.5449 2021-04-26 17:53:02,913 - mmaction - INFO - Epoch [64][380/470] lr: 1.250e-04, eta: 2:40:18, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2999, loss: 0.2999, grad_norm: 7.6232 2021-04-26 17:53:10,944 - mmaction - INFO - Epoch [64][400/470] lr: 1.250e-04, eta: 2:40:04, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2627, loss: 0.2627, grad_norm: 6.7517 2021-04-26 17:53:18,907 - mmaction - INFO - Epoch [64][420/470] lr: 1.250e-04, eta: 2:39:49, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9891, loss_cls: 0.3520, loss: 0.3520, grad_norm: 7.7586 2021-04-26 17:53:26,945 - mmaction - INFO - Epoch [64][440/470] lr: 1.250e-04, eta: 2:39:35, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3454, loss: 0.3454, grad_norm: 8.2159 2021-04-26 17:53:34,880 - mmaction - INFO - Epoch [64][460/470] lr: 1.250e-04, eta: 2:39:20, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2811, loss: 0.2811, grad_norm: 7.3503 2021-04-26 17:53:41,704 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-04-26 17:55:09,702 - mmaction - INFO - Epoch [65][20/470] lr: 1.250e-04, eta: 2:40:09, time: 4.344, data_time: 3.919, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9875, loss_cls: 0.3040, loss: 0.3040, grad_norm: 7.3918 2021-04-26 17:55:17,739 - mmaction - INFO - Epoch [65][40/470] lr: 1.250e-04, eta: 2:39:55, time: 0.404, data_time: 0.005, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3352, loss: 0.3352, grad_norm: 8.2738 2021-04-26 17:55:25,666 - mmaction - INFO - Epoch [65][60/470] lr: 1.250e-04, eta: 2:39:40, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.2895, loss: 0.2895, grad_norm: 7.7748 2021-04-26 17:55:33,657 - mmaction - INFO - Epoch [65][80/470] lr: 1.250e-04, eta: 2:39:26, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9891, loss_cls: 0.3131, loss: 0.3131, grad_norm: 7.4195 2021-04-26 17:55:41,552 - mmaction - INFO - Epoch [65][100/470] lr: 1.250e-04, eta: 2:39:11, time: 0.395, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9844, loss_cls: 0.3497, loss: 0.3497, grad_norm: 8.3355 2021-04-26 17:55:49,572 - mmaction - INFO - Epoch [65][120/470] lr: 1.250e-04, eta: 2:38:57, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3160, loss: 0.3160, grad_norm: 7.9443 2021-04-26 17:55:57,519 - mmaction - INFO - Epoch [65][140/470] lr: 1.250e-04, eta: 2:38:42, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9812, loss_cls: 0.3008, loss: 0.3008, grad_norm: 7.5025 2021-04-26 17:56:05,596 - mmaction - INFO - Epoch [65][160/470] lr: 1.250e-04, eta: 2:38:28, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3333, loss: 0.3333, grad_norm: 8.0145 2021-04-26 17:56:13,545 - mmaction - INFO - Epoch [65][180/470] lr: 1.250e-04, eta: 2:38:13, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9953, loss_cls: 0.2901, loss: 0.2901, grad_norm: 7.2908 2021-04-26 17:56:21,572 - mmaction - INFO - Epoch [65][200/470] lr: 1.250e-04, eta: 2:37:59, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 1.0000, loss_cls: 0.2732, loss: 0.2732, grad_norm: 7.5933 2021-04-26 17:56:29,525 - mmaction - INFO - Epoch [65][220/470] lr: 1.250e-04, eta: 2:37:44, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.3208, loss: 0.3208, grad_norm: 7.7849 2021-04-26 17:56:37,543 - mmaction - INFO - Epoch [65][240/470] lr: 1.250e-04, eta: 2:37:30, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2857, loss: 0.2857, grad_norm: 7.6829 2021-04-26 17:56:45,541 - mmaction - INFO - Epoch [65][260/470] lr: 1.250e-04, eta: 2:37:16, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.3071, loss: 0.3071, grad_norm: 7.4490 2021-04-26 17:56:53,523 - mmaction - INFO - Epoch [65][280/470] lr: 1.250e-04, eta: 2:37:01, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3117, loss: 0.3117, grad_norm: 7.6173 2021-04-26 17:57:01,463 - mmaction - INFO - Epoch [65][300/470] lr: 1.250e-04, eta: 2:36:47, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3040, loss: 0.3040, grad_norm: 7.8318 2021-04-26 17:57:09,490 - mmaction - INFO - Epoch [65][320/470] lr: 1.250e-04, eta: 2:36:32, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9875, loss_cls: 0.2903, loss: 0.2903, grad_norm: 7.3165 2021-04-26 17:57:17,452 - mmaction - INFO - Epoch [65][340/470] lr: 1.250e-04, eta: 2:36:18, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9859, loss_cls: 0.3986, loss: 0.3986, grad_norm: 8.6787 2021-04-26 17:57:25,489 - mmaction - INFO - Epoch [65][360/470] lr: 1.250e-04, eta: 2:36:04, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3375, loss: 0.3375, grad_norm: 8.1508 2021-04-26 17:57:33,450 - mmaction - INFO - Epoch [65][380/470] lr: 1.250e-04, eta: 2:35:49, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9828, loss_cls: 0.3068, loss: 0.3068, grad_norm: 7.6741 2021-04-26 17:57:41,494 - mmaction - INFO - Epoch [65][400/470] lr: 1.250e-04, eta: 2:35:35, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9844, loss_cls: 0.3305, loss: 0.3305, grad_norm: 7.4743 2021-04-26 17:57:49,500 - mmaction - INFO - Epoch [65][420/470] lr: 1.250e-04, eta: 2:35:21, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.3416, loss: 0.3416, grad_norm: 8.4030 2021-04-26 17:57:57,563 - mmaction - INFO - Epoch [65][440/470] lr: 1.250e-04, eta: 2:35:07, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9875, loss_cls: 0.3302, loss: 0.3302, grad_norm: 7.7348 2021-04-26 17:58:05,502 - mmaction - INFO - Epoch [65][460/470] lr: 1.250e-04, eta: 2:34:52, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.3160, loss: 0.3160, grad_norm: 7.4468 2021-04-26 17:58:15,240 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-04-26 18:00:39,593 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:00:39,680 - mmaction - INFO - top1_acc 0.7614 top5_acc 0.9711 2021-04-26 18:00:39,680 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:00:39,686 - mmaction - INFO - mean_acc 0.6635 2021-04-26 18:00:39,687 - mmaction - INFO - Epoch(val) [65][470] top1_acc: 0.7614, top5_acc: 0.9711, mean_class_accuracy: 0.6635 2021-04-26 18:02:03,182 - mmaction - INFO - Epoch [66][20/470] lr: 1.250e-04, eta: 2:35:35, time: 4.170, data_time: 3.599, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2993, loss: 0.2993, grad_norm: 7.9814 2021-04-26 18:02:11,161 - mmaction - INFO - Epoch [66][40/470] lr: 1.250e-04, eta: 2:35:21, time: 0.403, data_time: 0.008, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3254, loss: 0.3254, grad_norm: 8.1685 2021-04-26 18:02:19,094 - mmaction - INFO - Epoch [66][60/470] lr: 1.250e-04, eta: 2:35:06, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9938, loss_cls: 0.3528, loss: 0.3528, grad_norm: 8.0680 2021-04-26 18:02:27,097 - mmaction - INFO - Epoch [66][80/470] lr: 1.250e-04, eta: 2:34:52, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9891, loss_cls: 0.3977, loss: 0.3977, grad_norm: 8.4278 2021-04-26 18:02:35,005 - mmaction - INFO - Epoch [66][100/470] lr: 1.250e-04, eta: 2:34:37, time: 0.395, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9984, loss_cls: 0.2478, loss: 0.2478, grad_norm: 7.1449 2021-04-26 18:02:43,020 - mmaction - INFO - Epoch [66][120/470] lr: 1.250e-04, eta: 2:34:23, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.2863, loss: 0.2863, grad_norm: 7.4127 2021-04-26 18:02:50,955 - mmaction - INFO - Epoch [66][140/470] lr: 1.250e-04, eta: 2:34:09, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.2934, loss: 0.2934, grad_norm: 7.4853 2021-04-26 18:02:58,974 - mmaction - INFO - Epoch [66][160/470] lr: 1.250e-04, eta: 2:33:55, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3296, loss: 0.3296, grad_norm: 7.9977 2021-04-26 18:03:06,896 - mmaction - INFO - Epoch [66][180/470] lr: 1.250e-04, eta: 2:33:40, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.2984, loss: 0.2984, grad_norm: 7.2508 2021-04-26 18:03:14,895 - mmaction - INFO - Epoch [66][200/470] lr: 1.250e-04, eta: 2:33:26, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2658, loss: 0.2658, grad_norm: 6.8536 2021-04-26 18:03:22,828 - mmaction - INFO - Epoch [66][220/470] lr: 1.250e-04, eta: 2:33:12, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9906, loss_cls: 0.3554, loss: 0.3554, grad_norm: 8.6899 2021-04-26 18:03:30,873 - mmaction - INFO - Epoch [66][240/470] lr: 1.250e-04, eta: 2:32:57, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.3601, loss: 0.3601, grad_norm: 8.5299 2021-04-26 18:03:38,825 - mmaction - INFO - Epoch [66][260/470] lr: 1.250e-04, eta: 2:32:43, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3348, loss: 0.3348, grad_norm: 8.3851 2021-04-26 18:03:46,857 - mmaction - INFO - Epoch [66][280/470] lr: 1.250e-04, eta: 2:32:29, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.3675, loss: 0.3675, grad_norm: 8.4184 2021-04-26 18:03:54,798 - mmaction - INFO - Epoch [66][300/470] lr: 1.250e-04, eta: 2:32:15, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3210, loss: 0.3210, grad_norm: 8.4180 2021-04-26 18:04:02,862 - mmaction - INFO - Epoch [66][320/470] lr: 1.250e-04, eta: 2:32:01, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.3123, loss: 0.3123, grad_norm: 8.0511 2021-04-26 18:04:10,784 - mmaction - INFO - Epoch [66][340/470] lr: 1.250e-04, eta: 2:31:46, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 0.2814, loss: 0.2814, grad_norm: 7.5835 2021-04-26 18:04:18,817 - mmaction - INFO - Epoch [66][360/470] lr: 1.250e-04, eta: 2:31:32, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.3580, loss: 0.3580, grad_norm: 8.6558 2021-04-26 18:04:26,764 - mmaction - INFO - Epoch [66][380/470] lr: 1.250e-04, eta: 2:31:18, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9828, loss_cls: 0.2963, loss: 0.2963, grad_norm: 7.0933 2021-04-26 18:04:34,790 - mmaction - INFO - Epoch [66][400/470] lr: 1.250e-04, eta: 2:31:04, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.3033, loss: 0.3033, grad_norm: 7.8888 2021-04-26 18:04:42,780 - mmaction - INFO - Epoch [66][420/470] lr: 1.250e-04, eta: 2:30:50, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3201, loss: 0.3201, grad_norm: 7.9128 2021-04-26 18:04:50,862 - mmaction - INFO - Epoch [66][440/470] lr: 1.250e-04, eta: 2:30:36, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3465, loss: 0.3465, grad_norm: 7.9345 2021-04-26 18:04:58,884 - mmaction - INFO - Epoch [66][460/470] lr: 1.250e-04, eta: 2:30:22, time: 0.403, data_time: 0.004, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2697, loss: 0.2697, grad_norm: 6.8294 2021-04-26 18:05:07,507 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-04-26 18:07:57,485 - mmaction - INFO - Epoch [67][20/470] lr: 1.250e-04, eta: 2:32:14, time: 8.473, data_time: 8.010, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2939, loss: 0.2939, grad_norm: 7.9331 2021-04-26 18:08:05,516 - mmaction - INFO - Epoch [67][40/470] lr: 1.250e-04, eta: 2:32:00, time: 0.401, data_time: 0.004, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9984, loss_cls: 0.2803, loss: 0.2803, grad_norm: 7.6683 2021-04-26 18:08:13,425 - mmaction - INFO - Epoch [67][60/470] lr: 1.250e-04, eta: 2:31:45, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3119, loss: 0.3119, grad_norm: 8.4462 2021-04-26 18:08:21,473 - mmaction - INFO - Epoch [67][80/470] lr: 1.250e-04, eta: 2:31:31, time: 0.402, data_time: 0.006, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.3971, loss: 0.3971, grad_norm: 8.8731 2021-04-26 18:08:29,409 - mmaction - INFO - Epoch [67][100/470] lr: 1.250e-04, eta: 2:31:17, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2885, loss: 0.2885, grad_norm: 7.5904 2021-04-26 18:08:37,431 - mmaction - INFO - Epoch [67][120/470] lr: 1.250e-04, eta: 2:31:02, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3304, loss: 0.3304, grad_norm: 8.0459 2021-04-26 18:08:45,398 - mmaction - INFO - Epoch [67][140/470] lr: 1.250e-04, eta: 2:30:48, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2879, loss: 0.2879, grad_norm: 7.1982 2021-04-26 18:08:53,420 - mmaction - INFO - Epoch [67][160/470] lr: 1.250e-04, eta: 2:30:34, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9938, loss_cls: 0.3388, loss: 0.3388, grad_norm: 8.0900 2021-04-26 18:09:01,365 - mmaction - INFO - Epoch [67][180/470] lr: 1.250e-04, eta: 2:30:20, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3118, loss: 0.3118, grad_norm: 7.6893 2021-04-26 18:09:09,381 - mmaction - INFO - Epoch [67][200/470] lr: 1.250e-04, eta: 2:30:05, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9844, loss_cls: 0.3449, loss: 0.3449, grad_norm: 7.6868 2021-04-26 18:09:17,319 - mmaction - INFO - Epoch [67][220/470] lr: 1.250e-04, eta: 2:29:51, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2822, loss: 0.2822, grad_norm: 7.4662 2021-04-26 18:09:25,344 - mmaction - INFO - Epoch [67][240/470] lr: 1.250e-04, eta: 2:29:37, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2852, loss: 0.2852, grad_norm: 7.1494 2021-04-26 18:09:33,285 - mmaction - INFO - Epoch [67][260/470] lr: 1.250e-04, eta: 2:29:23, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.3165, loss: 0.3165, grad_norm: 7.6490 2021-04-26 18:09:41,299 - mmaction - INFO - Epoch [67][280/470] lr: 1.250e-04, eta: 2:29:08, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9859, loss_cls: 0.3584, loss: 0.3584, grad_norm: 7.8976 2021-04-26 18:09:49,250 - mmaction - INFO - Epoch [67][300/470] lr: 1.250e-04, eta: 2:28:54, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9859, loss_cls: 0.3400, loss: 0.3400, grad_norm: 7.7743 2021-04-26 18:09:57,272 - mmaction - INFO - Epoch [67][320/470] lr: 1.250e-04, eta: 2:28:40, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.2945, loss: 0.2945, grad_norm: 7.4235 2021-04-26 18:10:05,267 - mmaction - INFO - Epoch [67][340/470] lr: 1.250e-04, eta: 2:28:26, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9906, loss_cls: 0.2723, loss: 0.2723, grad_norm: 7.6289 2021-04-26 18:10:13,329 - mmaction - INFO - Epoch [67][360/470] lr: 1.250e-04, eta: 2:28:12, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 1.0000, loss_cls: 0.2932, loss: 0.2932, grad_norm: 7.8556 2021-04-26 18:10:21,321 - mmaction - INFO - Epoch [67][380/470] lr: 1.250e-04, eta: 2:27:58, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9828, loss_cls: 0.3808, loss: 0.3808, grad_norm: 8.5175 2021-04-26 18:10:29,384 - mmaction - INFO - Epoch [67][400/470] lr: 1.250e-04, eta: 2:27:43, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9859, loss_cls: 0.3233, loss: 0.3233, grad_norm: 7.4394 2021-04-26 18:10:37,348 - mmaction - INFO - Epoch [67][420/470] lr: 1.250e-04, eta: 2:27:29, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2875, loss: 0.2875, grad_norm: 7.6643 2021-04-26 18:10:45,422 - mmaction - INFO - Epoch [67][440/470] lr: 1.250e-04, eta: 2:27:15, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.3180, loss: 0.3180, grad_norm: 7.5348 2021-04-26 18:10:53,383 - mmaction - INFO - Epoch [67][460/470] lr: 1.250e-04, eta: 2:27:01, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9984, loss_cls: 0.2797, loss: 0.2797, grad_norm: 7.6207 2021-04-26 18:11:03,467 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-04-26 18:12:30,359 - mmaction - INFO - Epoch [68][20/470] lr: 1.250e-04, eta: 2:27:39, time: 4.289, data_time: 3.751, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.3006, loss: 0.3006, grad_norm: 7.4377 2021-04-26 18:12:38,330 - mmaction - INFO - Epoch [68][40/470] lr: 1.250e-04, eta: 2:27:25, time: 0.402, data_time: 0.007, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3442, loss: 0.3442, grad_norm: 8.1572 2021-04-26 18:12:46,256 - mmaction - INFO - Epoch [68][60/470] lr: 1.250e-04, eta: 2:27:11, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3482, loss: 0.3482, grad_norm: 8.7012 2021-04-26 18:12:54,255 - mmaction - INFO - Epoch [68][80/470] lr: 1.250e-04, eta: 2:26:57, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3122, loss: 0.3122, grad_norm: 8.2563 2021-04-26 18:13:02,208 - mmaction - INFO - Epoch [68][100/470] lr: 1.250e-04, eta: 2:26:43, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9875, loss_cls: 0.3209, loss: 0.3209, grad_norm: 7.7849 2021-04-26 18:13:10,222 - mmaction - INFO - Epoch [68][120/470] lr: 1.250e-04, eta: 2:26:28, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9891, loss_cls: 0.3099, loss: 0.3099, grad_norm: 7.5880 2021-04-26 18:13:18,186 - mmaction - INFO - Epoch [68][140/470] lr: 1.250e-04, eta: 2:26:14, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.3393, loss: 0.3393, grad_norm: 8.2779 2021-04-26 18:13:26,194 - mmaction - INFO - Epoch [68][160/470] lr: 1.250e-04, eta: 2:26:00, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9953, loss_cls: 0.3173, loss: 0.3173, grad_norm: 8.4595 2021-04-26 18:13:34,131 - mmaction - INFO - Epoch [68][180/470] lr: 1.250e-04, eta: 2:25:46, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9953, loss_cls: 0.3182, loss: 0.3182, grad_norm: 8.0183 2021-04-26 18:13:42,168 - mmaction - INFO - Epoch [68][200/470] lr: 1.250e-04, eta: 2:25:32, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2723, loss: 0.2723, grad_norm: 7.2902 2021-04-26 18:13:50,200 - mmaction - INFO - Epoch [68][220/470] lr: 1.250e-04, eta: 2:25:18, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3090, loss: 0.3090, grad_norm: 7.5040 2021-04-26 18:13:58,230 - mmaction - INFO - Epoch [68][240/470] lr: 1.250e-04, eta: 2:25:04, time: 0.402, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2956, loss: 0.2956, grad_norm: 7.6480 2021-04-26 18:14:06,236 - mmaction - INFO - Epoch [68][260/470] lr: 1.250e-04, eta: 2:24:50, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.2591, loss: 0.2591, grad_norm: 6.6213 2021-04-26 18:14:14,268 - mmaction - INFO - Epoch [68][280/470] lr: 1.250e-04, eta: 2:24:36, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9922, loss_cls: 0.3246, loss: 0.3246, grad_norm: 8.4600 2021-04-26 18:14:22,215 - mmaction - INFO - Epoch [68][300/470] lr: 1.250e-04, eta: 2:24:22, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3161, loss: 0.3161, grad_norm: 7.3687 2021-04-26 18:14:30,240 - mmaction - INFO - Epoch [68][320/470] lr: 1.250e-04, eta: 2:24:08, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9953, loss_cls: 0.2944, loss: 0.2944, grad_norm: 7.5036 2021-04-26 18:14:38,200 - mmaction - INFO - Epoch [68][340/470] lr: 1.250e-04, eta: 2:23:54, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9859, loss_cls: 0.3196, loss: 0.3196, grad_norm: 7.7678 2021-04-26 18:14:46,289 - mmaction - INFO - Epoch [68][360/470] lr: 1.250e-04, eta: 2:23:40, time: 0.405, data_time: 0.004, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9922, loss_cls: 0.3784, loss: 0.3784, grad_norm: 9.4246 2021-04-26 18:14:54,244 - mmaction - INFO - Epoch [68][380/470] lr: 1.250e-04, eta: 2:23:26, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9859, loss_cls: 0.3405, loss: 0.3405, grad_norm: 8.0953 2021-04-26 18:15:02,310 - mmaction - INFO - Epoch [68][400/470] lr: 1.250e-04, eta: 2:23:12, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3266, loss: 0.3266, grad_norm: 8.0709 2021-04-26 18:15:10,258 - mmaction - INFO - Epoch [68][420/470] lr: 1.250e-04, eta: 2:22:58, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3292, loss: 0.3292, grad_norm: 8.6255 2021-04-26 18:15:18,304 - mmaction - INFO - Epoch [68][440/470] lr: 1.250e-04, eta: 2:22:44, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2728, loss: 0.2728, grad_norm: 7.2793 2021-04-26 18:15:26,279 - mmaction - INFO - Epoch [68][460/470] lr: 1.250e-04, eta: 2:22:30, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.3075, loss: 0.3075, grad_norm: 7.6220 2021-04-26 18:15:35,201 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-04-26 18:17:24,654 - mmaction - INFO - Epoch [69][20/470] lr: 1.250e-04, eta: 2:23:23, time: 5.448, data_time: 4.939, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.2953, loss: 0.2953, grad_norm: 7.7918 2021-04-26 18:17:32,632 - mmaction - INFO - Epoch [69][40/470] lr: 1.250e-04, eta: 2:23:09, time: 0.401, data_time: 0.004, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.3052, loss: 0.3052, grad_norm: 7.6515 2021-04-26 18:17:40,649 - mmaction - INFO - Epoch [69][60/470] lr: 1.250e-04, eta: 2:22:55, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9812, loss_cls: 0.2930, loss: 0.2930, grad_norm: 7.5133 2021-04-26 18:17:48,625 - mmaction - INFO - Epoch [69][80/470] lr: 1.250e-04, eta: 2:22:41, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9828, loss_cls: 0.3509, loss: 0.3509, grad_norm: 8.4873 2021-04-26 18:17:56,539 - mmaction - INFO - Epoch [69][100/470] lr: 1.250e-04, eta: 2:22:26, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9922, loss_cls: 0.3239, loss: 0.3239, grad_norm: 8.3354 2021-04-26 18:18:04,570 - mmaction - INFO - Epoch [69][120/470] lr: 1.250e-04, eta: 2:22:12, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.2787, loss: 0.2787, grad_norm: 7.5358 2021-04-26 18:18:12,517 - mmaction - INFO - Epoch [69][140/470] lr: 1.250e-04, eta: 2:21:58, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2953, loss: 0.2953, grad_norm: 7.2805 2021-04-26 18:18:20,596 - mmaction - INFO - Epoch [69][160/470] lr: 1.250e-04, eta: 2:21:44, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2777, loss: 0.2777, grad_norm: 7.2143 2021-04-26 18:18:28,552 - mmaction - INFO - Epoch [69][180/470] lr: 1.250e-04, eta: 2:21:30, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9891, loss_cls: 0.3175, loss: 0.3175, grad_norm: 7.5808 2021-04-26 18:18:36,599 - mmaction - INFO - Epoch [69][200/470] lr: 1.250e-04, eta: 2:21:16, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9859, loss_cls: 0.3413, loss: 0.3413, grad_norm: 8.0086 2021-04-26 18:18:44,542 - mmaction - INFO - Epoch [69][220/470] lr: 1.250e-04, eta: 2:21:02, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.3303, loss: 0.3303, grad_norm: 8.0136 2021-04-26 18:18:52,555 - mmaction - INFO - Epoch [69][240/470] lr: 1.250e-04, eta: 2:20:49, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2886, loss: 0.2886, grad_norm: 7.3197 2021-04-26 18:19:00,549 - mmaction - INFO - Epoch [69][260/470] lr: 1.250e-04, eta: 2:20:35, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9859, loss_cls: 0.3561, loss: 0.3561, grad_norm: 8.8610 2021-04-26 18:19:08,598 - mmaction - INFO - Epoch [69][280/470] lr: 1.250e-04, eta: 2:20:21, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.3079, loss: 0.3079, grad_norm: 8.0141 2021-04-26 18:19:16,571 - mmaction - INFO - Epoch [69][300/470] lr: 1.250e-04, eta: 2:20:07, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.3078, loss: 0.3078, grad_norm: 8.1270 2021-04-26 18:19:24,613 - mmaction - INFO - Epoch [69][320/470] lr: 1.250e-04, eta: 2:19:53, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2755, loss: 0.2755, grad_norm: 6.8645 2021-04-26 18:19:32,572 - mmaction - INFO - Epoch [69][340/470] lr: 1.250e-04, eta: 2:19:39, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2934, loss: 0.2934, grad_norm: 7.5654 2021-04-26 18:19:40,625 - mmaction - INFO - Epoch [69][360/470] lr: 1.250e-04, eta: 2:19:25, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2778, loss: 0.2778, grad_norm: 7.3213 2021-04-26 18:19:48,589 - mmaction - INFO - Epoch [69][380/470] lr: 1.250e-04, eta: 2:19:11, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.3643, loss: 0.3643, grad_norm: 8.5042 2021-04-26 18:19:56,620 - mmaction - INFO - Epoch [69][400/470] lr: 1.250e-04, eta: 2:18:57, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3097, loss: 0.3097, grad_norm: 7.8572 2021-04-26 18:20:04,757 - mmaction - INFO - Epoch [69][420/470] lr: 1.250e-04, eta: 2:18:44, time: 0.407, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.3061, loss: 0.3061, grad_norm: 7.3164 2021-04-26 18:20:12,794 - mmaction - INFO - Epoch [69][440/470] lr: 1.250e-04, eta: 2:18:30, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.2829, loss: 0.2829, grad_norm: 7.5386 2021-04-26 18:20:20,748 - mmaction - INFO - Epoch [69][460/470] lr: 1.250e-04, eta: 2:18:16, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3052, loss: 0.3052, grad_norm: 7.8247 2021-04-26 18:20:35,615 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-04-26 18:24:21,222 - mmaction - INFO - Epoch [70][20/470] lr: 1.250e-04, eta: 2:20:28, time: 11.221, data_time: 10.543, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9875, loss_cls: 0.3226, loss: 0.3226, grad_norm: 8.2310 2021-04-26 18:24:29,199 - mmaction - INFO - Epoch [70][40/470] lr: 1.250e-04, eta: 2:20:14, time: 0.407, data_time: 0.010, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9891, loss_cls: 0.3280, loss: 0.3280, grad_norm: 8.4404 2021-04-26 18:24:37,097 - mmaction - INFO - Epoch [70][60/470] lr: 1.250e-04, eta: 2:20:00, time: 0.395, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9875, loss_cls: 0.3150, loss: 0.3150, grad_norm: 7.2228 2021-04-26 18:24:45,082 - mmaction - INFO - Epoch [70][80/470] lr: 1.250e-04, eta: 2:19:46, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.3117, loss: 0.3117, grad_norm: 7.5686 2021-04-26 18:24:53,019 - mmaction - INFO - Epoch [70][100/470] lr: 1.250e-04, eta: 2:19:31, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3266, loss: 0.3266, grad_norm: 8.7031 2021-04-26 18:25:01,028 - mmaction - INFO - Epoch [70][120/470] lr: 1.250e-04, eta: 2:19:17, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3118, loss: 0.3118, grad_norm: 7.5979 2021-04-26 18:25:08,968 - mmaction - INFO - Epoch [70][140/470] lr: 1.250e-04, eta: 2:19:03, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9828, loss_cls: 0.3442, loss: 0.3442, grad_norm: 7.7862 2021-04-26 18:25:16,971 - mmaction - INFO - Epoch [70][160/470] lr: 1.250e-04, eta: 2:18:49, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9875, loss_cls: 0.2992, loss: 0.2992, grad_norm: 7.8228 2021-04-26 18:25:24,929 - mmaction - INFO - Epoch [70][180/470] lr: 1.250e-04, eta: 2:18:35, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9844, loss_cls: 0.3294, loss: 0.3294, grad_norm: 7.9252 2021-04-26 18:25:32,947 - mmaction - INFO - Epoch [70][200/470] lr: 1.250e-04, eta: 2:18:21, time: 0.401, data_time: 0.004, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9875, loss_cls: 0.3162, loss: 0.3162, grad_norm: 7.7308 2021-04-26 18:25:40,889 - mmaction - INFO - Epoch [70][220/470] lr: 1.250e-04, eta: 2:18:07, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3182, loss: 0.3182, grad_norm: 7.7953 2021-04-26 18:25:48,894 - mmaction - INFO - Epoch [70][240/470] lr: 1.250e-04, eta: 2:17:53, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9781, loss_cls: 0.3702, loss: 0.3702, grad_norm: 8.4970 2021-04-26 18:25:56,839 - mmaction - INFO - Epoch [70][260/470] lr: 1.250e-04, eta: 2:17:39, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9891, loss_cls: 0.2800, loss: 0.2800, grad_norm: 7.4814 2021-04-26 18:26:04,915 - mmaction - INFO - Epoch [70][280/470] lr: 1.250e-04, eta: 2:17:25, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.3368, loss: 0.3368, grad_norm: 7.9707 2021-04-26 18:26:12,862 - mmaction - INFO - Epoch [70][300/470] lr: 1.250e-04, eta: 2:17:11, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9969, loss_cls: 0.3307, loss: 0.3307, grad_norm: 8.1056 2021-04-26 18:26:20,939 - mmaction - INFO - Epoch [70][320/470] lr: 1.250e-04, eta: 2:16:57, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.3150, loss: 0.3150, grad_norm: 7.7795 2021-04-26 18:26:28,929 - mmaction - INFO - Epoch [70][340/470] lr: 1.250e-04, eta: 2:16:43, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3003, loss: 0.3003, grad_norm: 7.7742 2021-04-26 18:26:37,006 - mmaction - INFO - Epoch [70][360/470] lr: 1.250e-04, eta: 2:16:29, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.2967, loss: 0.2967, grad_norm: 7.9678 2021-04-26 18:26:44,980 - mmaction - INFO - Epoch [70][380/470] lr: 1.250e-04, eta: 2:16:15, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2927, loss: 0.2927, grad_norm: 7.2408 2021-04-26 18:26:52,989 - mmaction - INFO - Epoch [70][400/470] lr: 1.250e-04, eta: 2:16:01, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9922, loss_cls: 0.3225, loss: 0.3225, grad_norm: 7.8288 2021-04-26 18:27:00,946 - mmaction - INFO - Epoch [70][420/470] lr: 1.250e-04, eta: 2:15:47, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2527, loss: 0.2527, grad_norm: 8.1987 2021-04-26 18:27:09,007 - mmaction - INFO - Epoch [70][440/470] lr: 1.250e-04, eta: 2:15:33, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9844, loss_cls: 0.2786, loss: 0.2786, grad_norm: 6.8603 2021-04-26 18:27:17,016 - mmaction - INFO - Epoch [70][460/470] lr: 1.250e-04, eta: 2:15:19, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3456, loss: 0.3456, grad_norm: 8.4859 2021-04-26 18:27:31,088 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-04-26 18:30:25,182 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:30:25,320 - mmaction - INFO - top1_acc 0.7635 top5_acc 0.9751 2021-04-26 18:30:25,320 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:30:25,349 - mmaction - INFO - mean_acc 0.6566 2021-04-26 18:30:25,349 - mmaction - INFO - Epoch(val) [70][470] top1_acc: 0.7635, top5_acc: 0.9751, mean_class_accuracy: 0.6566 2021-04-26 18:32:02,045 - mmaction - INFO - Epoch [71][20/470] lr: 1.250e-04, eta: 2:15:56, time: 4.834, data_time: 4.373, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9875, loss_cls: 0.3246, loss: 0.3246, grad_norm: 8.2478 2021-04-26 18:32:10,053 - mmaction - INFO - Epoch [71][40/470] lr: 1.250e-04, eta: 2:15:42, time: 0.400, data_time: 0.004, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2813, loss: 0.2813, grad_norm: 7.4734 2021-04-26 18:32:17,968 - mmaction - INFO - Epoch [71][60/470] lr: 1.250e-04, eta: 2:15:28, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.2957, loss: 0.2957, grad_norm: 7.7992 2021-04-26 18:32:25,961 - mmaction - INFO - Epoch [71][80/470] lr: 1.250e-04, eta: 2:15:14, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.3445, loss: 0.3445, grad_norm: 8.9378 2021-04-26 18:32:33,880 - mmaction - INFO - Epoch [71][100/470] lr: 1.250e-04, eta: 2:15:00, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9938, loss_cls: 0.2959, loss: 0.2959, grad_norm: 7.6405 2021-04-26 18:32:41,895 - mmaction - INFO - Epoch [71][120/470] lr: 1.250e-04, eta: 2:14:46, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.3100, loss: 0.3100, grad_norm: 7.6954 2021-04-26 18:32:49,829 - mmaction - INFO - Epoch [71][140/470] lr: 1.250e-04, eta: 2:14:32, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3045, loss: 0.3045, grad_norm: 7.5009 2021-04-26 18:32:57,839 - mmaction - INFO - Epoch [71][160/470] lr: 1.250e-04, eta: 2:14:18, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3045, loss: 0.3045, grad_norm: 7.9052 2021-04-26 18:33:05,787 - mmaction - INFO - Epoch [71][180/470] lr: 1.250e-04, eta: 2:14:04, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9969, loss_cls: 0.2776, loss: 0.2776, grad_norm: 7.6340 2021-04-26 18:33:13,856 - mmaction - INFO - Epoch [71][200/470] lr: 1.250e-04, eta: 2:13:50, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3051, loss: 0.3051, grad_norm: 8.1150 2021-04-26 18:33:21,859 - mmaction - INFO - Epoch [71][220/470] lr: 1.250e-04, eta: 2:13:36, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.3368, loss: 0.3368, grad_norm: 7.8992 2021-04-26 18:33:29,894 - mmaction - INFO - Epoch [71][240/470] lr: 1.250e-04, eta: 2:13:22, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3170, loss: 0.3170, grad_norm: 8.2686 2021-04-26 18:33:37,850 - mmaction - INFO - Epoch [71][260/470] lr: 1.250e-04, eta: 2:13:08, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.2975, loss: 0.2975, grad_norm: 7.7907 2021-04-26 18:33:45,873 - mmaction - INFO - Epoch [71][280/470] lr: 1.250e-04, eta: 2:12:55, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9891, loss_cls: 0.3023, loss: 0.3023, grad_norm: 7.8243 2021-04-26 18:33:53,846 - mmaction - INFO - Epoch [71][300/470] lr: 1.250e-04, eta: 2:12:41, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3205, loss: 0.3205, grad_norm: 8.2289 2021-04-26 18:34:01,882 - mmaction - INFO - Epoch [71][320/470] lr: 1.250e-04, eta: 2:12:27, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2880, loss: 0.2880, grad_norm: 7.5494 2021-04-26 18:34:09,835 - mmaction - INFO - Epoch [71][340/470] lr: 1.250e-04, eta: 2:12:13, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.3104, loss: 0.3104, grad_norm: 7.8839 2021-04-26 18:34:17,868 - mmaction - INFO - Epoch [71][360/470] lr: 1.250e-04, eta: 2:11:59, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3125, loss: 0.3125, grad_norm: 8.1463 2021-04-26 18:34:25,805 - mmaction - INFO - Epoch [71][380/470] lr: 1.250e-04, eta: 2:11:45, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9875, loss_cls: 0.2839, loss: 0.2839, grad_norm: 6.9463 2021-04-26 18:34:33,916 - mmaction - INFO - Epoch [71][400/470] lr: 1.250e-04, eta: 2:11:31, time: 0.406, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9922, loss_cls: 0.3275, loss: 0.3275, grad_norm: 8.0573 2021-04-26 18:34:41,882 - mmaction - INFO - Epoch [71][420/470] lr: 1.250e-04, eta: 2:11:18, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3033, loss: 0.3033, grad_norm: 8.1789 2021-04-26 18:34:49,912 - mmaction - INFO - Epoch [71][440/470] lr: 1.250e-04, eta: 2:11:04, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9922, loss_cls: 0.2766, loss: 0.2766, grad_norm: 7.3396 2021-04-26 18:34:57,879 - mmaction - INFO - Epoch [71][460/470] lr: 1.250e-04, eta: 2:10:50, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.3239, loss: 0.3239, grad_norm: 8.0023 2021-04-26 18:35:12,479 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-04-26 18:38:28,777 - mmaction - INFO - Epoch [72][20/470] lr: 1.250e-04, eta: 2:12:27, time: 9.776, data_time: 9.145, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3288, loss: 0.3288, grad_norm: 8.0103 2021-04-26 18:38:37,185 - mmaction - INFO - Epoch [72][40/470] lr: 1.250e-04, eta: 2:12:14, time: 0.427, data_time: 0.032, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.3004, loss: 0.3004, grad_norm: 7.9675 2021-04-26 18:38:45,142 - mmaction - INFO - Epoch [72][60/470] lr: 1.250e-04, eta: 2:12:00, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9953, loss_cls: 0.2669, loss: 0.2669, grad_norm: 7.6339 2021-04-26 18:38:53,168 - mmaction - INFO - Epoch [72][80/470] lr: 1.250e-04, eta: 2:11:46, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8859, top5_acc: 0.9875, loss_cls: 0.3606, loss: 0.3606, grad_norm: 8.7686 2021-04-26 18:39:01,118 - mmaction - INFO - Epoch [72][100/470] lr: 1.250e-04, eta: 2:11:32, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.3000, loss: 0.3000, grad_norm: 7.3476 2021-04-26 18:39:09,139 - mmaction - INFO - Epoch [72][120/470] lr: 1.250e-04, eta: 2:11:18, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2556, loss: 0.2556, grad_norm: 7.0437 2021-04-26 18:39:17,091 - mmaction - INFO - Epoch [72][140/470] lr: 1.250e-04, eta: 2:11:04, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3429, loss: 0.3429, grad_norm: 8.0616 2021-04-26 18:39:25,132 - mmaction - INFO - Epoch [72][160/470] lr: 1.250e-04, eta: 2:10:50, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9969, loss_cls: 0.2793, loss: 0.2793, grad_norm: 7.4688 2021-04-26 18:39:33,093 - mmaction - INFO - Epoch [72][180/470] lr: 1.250e-04, eta: 2:10:36, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3052, loss: 0.3052, grad_norm: 7.0614 2021-04-26 18:39:41,117 - mmaction - INFO - Epoch [72][200/470] lr: 1.250e-04, eta: 2:10:22, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9969, loss_cls: 0.2837, loss: 0.2837, grad_norm: 7.7734 2021-04-26 18:39:49,059 - mmaction - INFO - Epoch [72][220/470] lr: 1.250e-04, eta: 2:10:08, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3111, loss: 0.3111, grad_norm: 8.4009 2021-04-26 18:39:57,098 - mmaction - INFO - Epoch [72][240/470] lr: 1.250e-04, eta: 2:09:54, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.3139, loss: 0.3139, grad_norm: 8.0200 2021-04-26 18:40:05,117 - mmaction - INFO - Epoch [72][260/470] lr: 1.250e-04, eta: 2:09:40, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.3014, loss: 0.3014, grad_norm: 7.6677 2021-04-26 18:40:13,230 - mmaction - INFO - Epoch [72][280/470] lr: 1.250e-04, eta: 2:09:26, time: 0.405, data_time: 0.007, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.3142, loss: 0.3142, grad_norm: 8.4947 2021-04-26 18:40:21,196 - mmaction - INFO - Epoch [72][300/470] lr: 1.250e-04, eta: 2:09:12, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3309, loss: 0.3309, grad_norm: 8.3109 2021-04-26 18:40:29,249 - mmaction - INFO - Epoch [72][320/470] lr: 1.250e-04, eta: 2:08:58, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.3117, loss: 0.3117, grad_norm: 8.1152 2021-04-26 18:40:37,234 - mmaction - INFO - Epoch [72][340/470] lr: 1.250e-04, eta: 2:08:45, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9953, loss_cls: 0.3336, loss: 0.3336, grad_norm: 7.4768 2021-04-26 18:40:45,261 - mmaction - INFO - Epoch [72][360/470] lr: 1.250e-04, eta: 2:08:31, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2967, loss: 0.2967, grad_norm: 8.2413 2021-04-26 18:40:53,239 - mmaction - INFO - Epoch [72][380/470] lr: 1.250e-04, eta: 2:08:17, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2855, loss: 0.2855, grad_norm: 7.4955 2021-04-26 18:41:01,293 - mmaction - INFO - Epoch [72][400/470] lr: 1.250e-04, eta: 2:08:03, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.2761, loss: 0.2761, grad_norm: 7.2753 2021-04-26 18:41:09,268 - mmaction - INFO - Epoch [72][420/470] lr: 1.250e-04, eta: 2:07:49, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9984, loss_cls: 0.2499, loss: 0.2499, grad_norm: 7.1526 2021-04-26 18:41:17,334 - mmaction - INFO - Epoch [72][440/470] lr: 1.250e-04, eta: 2:07:35, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.2835, loss: 0.2835, grad_norm: 7.3942 2021-04-26 18:41:25,309 - mmaction - INFO - Epoch [72][460/470] lr: 1.250e-04, eta: 2:07:22, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.2995, loss: 0.2995, grad_norm: 7.6292 2021-04-26 18:41:40,173 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-04-26 18:44:32,418 - mmaction - INFO - Epoch [73][20/470] lr: 1.250e-04, eta: 2:08:38, time: 8.588, data_time: 8.133, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2716, loss: 0.2716, grad_norm: 7.4438 2021-04-26 18:44:40,394 - mmaction - INFO - Epoch [73][40/470] lr: 1.250e-04, eta: 2:08:24, time: 0.399, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 1.0000, loss_cls: 0.3123, loss: 0.3123, grad_norm: 8.1936 2021-04-26 18:44:48,299 - mmaction - INFO - Epoch [73][60/470] lr: 1.250e-04, eta: 2:08:10, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3417, loss: 0.3417, grad_norm: 8.3006 2021-04-26 18:44:56,323 - mmaction - INFO - Epoch [73][80/470] lr: 1.250e-04, eta: 2:07:56, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3092, loss: 0.3092, grad_norm: 7.8366 2021-04-26 18:45:04,303 - mmaction - INFO - Epoch [73][100/470] lr: 1.250e-04, eta: 2:07:42, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2879, loss: 0.2879, grad_norm: 7.5411 2021-04-26 18:45:12,292 - mmaction - INFO - Epoch [73][120/470] lr: 1.250e-04, eta: 2:07:28, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2799, loss: 0.2799, grad_norm: 7.4247 2021-04-26 18:45:20,278 - mmaction - INFO - Epoch [73][140/470] lr: 1.250e-04, eta: 2:07:14, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2620, loss: 0.2620, grad_norm: 6.9053 2021-04-26 18:45:28,283 - mmaction - INFO - Epoch [73][160/470] lr: 1.250e-04, eta: 2:07:00, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9859, loss_cls: 0.3213, loss: 0.3213, grad_norm: 7.6991 2021-04-26 18:45:36,255 - mmaction - INFO - Epoch [73][180/470] lr: 1.250e-04, eta: 2:06:46, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3216, loss: 0.3216, grad_norm: 8.0616 2021-04-26 18:45:44,295 - mmaction - INFO - Epoch [73][200/470] lr: 1.250e-04, eta: 2:06:32, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3436, loss: 0.3436, grad_norm: 8.1003 2021-04-26 18:45:52,232 - mmaction - INFO - Epoch [73][220/470] lr: 1.250e-04, eta: 2:06:18, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3414, loss: 0.3414, grad_norm: 8.2789 2021-04-26 18:46:00,284 - mmaction - INFO - Epoch [73][240/470] lr: 1.250e-04, eta: 2:06:04, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9875, loss_cls: 0.3007, loss: 0.3007, grad_norm: 7.5088 2021-04-26 18:46:08,237 - mmaction - INFO - Epoch [73][260/470] lr: 1.250e-04, eta: 2:05:50, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2985, loss: 0.2985, grad_norm: 7.7039 2021-04-26 18:46:16,463 - mmaction - INFO - Epoch [73][280/470] lr: 1.250e-04, eta: 2:05:37, time: 0.411, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9844, loss_cls: 0.3139, loss: 0.3139, grad_norm: 7.9987 2021-04-26 18:46:24,416 - mmaction - INFO - Epoch [73][300/470] lr: 1.250e-04, eta: 2:05:23, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.3197, loss: 0.3197, grad_norm: 8.2797 2021-04-26 18:46:32,414 - mmaction - INFO - Epoch [73][320/470] lr: 1.250e-04, eta: 2:05:09, time: 0.400, data_time: 0.002, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.3194, loss: 0.3194, grad_norm: 8.3016 2021-04-26 18:46:40,388 - mmaction - INFO - Epoch [73][340/470] lr: 1.250e-04, eta: 2:04:55, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3049, loss: 0.3049, grad_norm: 8.1100 2021-04-26 18:46:48,479 - mmaction - INFO - Epoch [73][360/470] lr: 1.250e-04, eta: 2:04:41, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3200, loss: 0.3200, grad_norm: 8.3399 2021-04-26 18:46:56,458 - mmaction - INFO - Epoch [73][380/470] lr: 1.250e-04, eta: 2:04:27, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3282, loss: 0.3282, grad_norm: 8.3014 2021-04-26 18:47:04,596 - mmaction - INFO - Epoch [73][400/470] lr: 1.250e-04, eta: 2:04:13, time: 0.407, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3196, loss: 0.3196, grad_norm: 7.6862 2021-04-26 18:47:12,566 - mmaction - INFO - Epoch [73][420/470] lr: 1.250e-04, eta: 2:04:00, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9953, loss_cls: 0.3089, loss: 0.3089, grad_norm: 8.1546 2021-04-26 18:47:20,614 - mmaction - INFO - Epoch [73][440/470] lr: 1.250e-04, eta: 2:03:46, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9875, loss_cls: 0.3127, loss: 0.3127, grad_norm: 7.3827 2021-04-26 18:47:28,576 - mmaction - INFO - Epoch [73][460/470] lr: 1.250e-04, eta: 2:03:32, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.2716, loss: 0.2716, grad_norm: 7.2101 2021-04-26 18:47:43,814 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-04-26 18:51:15,166 - mmaction - INFO - Epoch [74][20/470] lr: 1.250e-04, eta: 2:05:05, time: 10.540, data_time: 9.912, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.3251, loss: 0.3251, grad_norm: 7.8983 2021-04-26 18:51:23,130 - mmaction - INFO - Epoch [74][40/470] lr: 1.250e-04, eta: 2:04:51, time: 0.405, data_time: 0.010, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9969, loss_cls: 0.2877, loss: 0.2877, grad_norm: 7.7638 2021-04-26 18:51:31,046 - mmaction - INFO - Epoch [74][60/470] lr: 1.250e-04, eta: 2:04:37, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.2905, loss: 0.2905, grad_norm: 8.1767 2021-04-26 18:51:39,039 - mmaction - INFO - Epoch [74][80/470] lr: 1.250e-04, eta: 2:04:23, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3151, loss: 0.3151, grad_norm: 8.2254 2021-04-26 18:51:46,965 - mmaction - INFO - Epoch [74][100/470] lr: 1.250e-04, eta: 2:04:09, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9891, loss_cls: 0.2971, loss: 0.2971, grad_norm: 7.8755 2021-04-26 18:51:55,002 - mmaction - INFO - Epoch [74][120/470] lr: 1.250e-04, eta: 2:03:55, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.2993, loss: 0.2993, grad_norm: 8.0622 2021-04-26 18:52:02,936 - mmaction - INFO - Epoch [74][140/470] lr: 1.250e-04, eta: 2:03:41, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2898, loss: 0.2898, grad_norm: 7.7933 2021-04-26 18:52:10,954 - mmaction - INFO - Epoch [74][160/470] lr: 1.250e-04, eta: 2:03:27, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.3231, loss: 0.3231, grad_norm: 8.3594 2021-04-26 18:52:18,902 - mmaction - INFO - Epoch [74][180/470] lr: 1.250e-04, eta: 2:03:13, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2787, loss: 0.2787, grad_norm: 8.2882 2021-04-26 18:52:26,929 - mmaction - INFO - Epoch [74][200/470] lr: 1.250e-04, eta: 2:02:59, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2988, loss: 0.2988, grad_norm: 7.9525 2021-04-26 18:52:34,895 - mmaction - INFO - Epoch [74][220/470] lr: 1.250e-04, eta: 2:02:45, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 0.3265, loss: 0.3265, grad_norm: 7.8433 2021-04-26 18:52:42,935 - mmaction - INFO - Epoch [74][240/470] lr: 1.250e-04, eta: 2:02:31, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3031, loss: 0.3031, grad_norm: 8.1194 2021-04-26 18:52:50,888 - mmaction - INFO - Epoch [74][260/470] lr: 1.250e-04, eta: 2:02:17, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2532, loss: 0.2532, grad_norm: 7.4797 2021-04-26 18:52:58,910 - mmaction - INFO - Epoch [74][280/470] lr: 1.250e-04, eta: 2:02:03, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2648, loss: 0.2648, grad_norm: 7.0294 2021-04-26 18:53:06,857 - mmaction - INFO - Epoch [74][300/470] lr: 1.250e-04, eta: 2:01:50, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.3077, loss: 0.3077, grad_norm: 7.7400 2021-04-26 18:53:14,910 - mmaction - INFO - Epoch [74][320/470] lr: 1.250e-04, eta: 2:01:36, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3313, loss: 0.3313, grad_norm: 8.1635 2021-04-26 18:53:22,856 - mmaction - INFO - Epoch [74][340/470] lr: 1.250e-04, eta: 2:01:22, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.3003, loss: 0.3003, grad_norm: 8.0321 2021-04-26 18:53:30,897 - mmaction - INFO - Epoch [74][360/470] lr: 1.250e-04, eta: 2:01:08, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.2997, loss: 0.2997, grad_norm: 8.0003 2021-04-26 18:53:38,876 - mmaction - INFO - Epoch [74][380/470] lr: 1.250e-04, eta: 2:00:54, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.3049, loss: 0.3049, grad_norm: 7.7680 2021-04-26 18:53:46,920 - mmaction - INFO - Epoch [74][400/470] lr: 1.250e-04, eta: 2:00:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2685, loss: 0.2685, grad_norm: 7.2104 2021-04-26 18:53:54,877 - mmaction - INFO - Epoch [74][420/470] lr: 1.250e-04, eta: 2:00:26, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9844, loss_cls: 0.3404, loss: 0.3404, grad_norm: 7.2488 2021-04-26 18:54:02,918 - mmaction - INFO - Epoch [74][440/470] lr: 1.250e-04, eta: 2:00:13, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9984, loss_cls: 0.2703, loss: 0.2703, grad_norm: 7.5173 2021-04-26 18:54:10,882 - mmaction - INFO - Epoch [74][460/470] lr: 1.250e-04, eta: 1:59:59, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3078, loss: 0.3078, grad_norm: 7.9840 2021-04-26 18:54:21,662 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-04-26 18:57:52,761 - mmaction - INFO - Epoch [75][20/470] lr: 1.250e-04, eta: 2:01:25, time: 10.499, data_time: 9.931, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3278, loss: 0.3278, grad_norm: 7.4143 2021-04-26 18:58:00,779 - mmaction - INFO - Epoch [75][40/470] lr: 1.250e-04, eta: 2:01:11, time: 0.405, data_time: 0.007, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.3041, loss: 0.3041, grad_norm: 8.2003 2021-04-26 18:58:08,708 - mmaction - INFO - Epoch [75][60/470] lr: 1.250e-04, eta: 2:00:57, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2816, loss: 0.2816, grad_norm: 7.8170 2021-04-26 18:58:16,735 - mmaction - INFO - Epoch [75][80/470] lr: 1.250e-04, eta: 2:00:43, time: 0.401, data_time: 0.004, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3257, loss: 0.3257, grad_norm: 8.7496 2021-04-26 18:58:24,681 - mmaction - INFO - Epoch [75][100/470] lr: 1.250e-04, eta: 2:00:29, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.3019, loss: 0.3019, grad_norm: 7.6209 2021-04-26 18:58:32,717 - mmaction - INFO - Epoch [75][120/470] lr: 1.250e-04, eta: 2:00:15, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.2716, loss: 0.2716, grad_norm: 7.0506 2021-04-26 18:58:40,660 - mmaction - INFO - Epoch [75][140/470] lr: 1.250e-04, eta: 2:00:01, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2786, loss: 0.2786, grad_norm: 7.9626 2021-04-26 18:58:48,717 - mmaction - INFO - Epoch [75][160/470] lr: 1.250e-04, eta: 1:59:47, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3189, loss: 0.3189, grad_norm: 7.7188 2021-04-26 18:58:56,647 - mmaction - INFO - Epoch [75][180/470] lr: 1.250e-04, eta: 1:59:33, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3072, loss: 0.3072, grad_norm: 8.1496 2021-04-26 18:59:04,677 - mmaction - INFO - Epoch [75][200/470] lr: 1.250e-04, eta: 1:59:19, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9812, loss_cls: 0.3201, loss: 0.3201, grad_norm: 8.1780 2021-04-26 18:59:12,688 - mmaction - INFO - Epoch [75][220/470] lr: 1.250e-04, eta: 1:59:05, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2720, loss: 0.2720, grad_norm: 7.2818 2021-04-26 18:59:20,718 - mmaction - INFO - Epoch [75][240/470] lr: 1.250e-04, eta: 1:58:51, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2731, loss: 0.2731, grad_norm: 7.1822 2021-04-26 18:59:28,690 - mmaction - INFO - Epoch [75][260/470] lr: 1.250e-04, eta: 1:58:37, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.3868, loss: 0.3868, grad_norm: 8.9469 2021-04-26 18:59:36,727 - mmaction - INFO - Epoch [75][280/470] lr: 1.250e-04, eta: 1:58:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2964, loss: 0.2964, grad_norm: 7.4233 2021-04-26 18:59:44,716 - mmaction - INFO - Epoch [75][300/470] lr: 1.250e-04, eta: 1:58:09, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9812, loss_cls: 0.3788, loss: 0.3788, grad_norm: 8.9368 2021-04-26 18:59:52,782 - mmaction - INFO - Epoch [75][320/470] lr: 1.250e-04, eta: 1:57:55, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3504, loss: 0.3504, grad_norm: 8.5809 2021-04-26 19:00:00,738 - mmaction - INFO - Epoch [75][340/470] lr: 1.250e-04, eta: 1:57:41, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.8875, top5_acc: 0.9891, loss_cls: 0.3603, loss: 0.3603, grad_norm: 8.6628 2021-04-26 19:00:08,797 - mmaction - INFO - Epoch [75][360/470] lr: 1.250e-04, eta: 1:57:27, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9859, loss_cls: 0.2811, loss: 0.2811, grad_norm: 7.3421 2021-04-26 19:00:16,758 - mmaction - INFO - Epoch [75][380/470] lr: 1.250e-04, eta: 1:57:13, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3093, loss: 0.3093, grad_norm: 7.9966 2021-04-26 19:00:24,784 - mmaction - INFO - Epoch [75][400/470] lr: 1.250e-04, eta: 1:56:59, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3070, loss: 0.3070, grad_norm: 7.8667 2021-04-26 19:00:32,759 - mmaction - INFO - Epoch [75][420/470] lr: 1.250e-04, eta: 1:56:46, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.2616, loss: 0.2616, grad_norm: 7.2800 2021-04-26 19:00:40,818 - mmaction - INFO - Epoch [75][440/470] lr: 1.250e-04, eta: 1:56:32, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.3648, loss: 0.3648, grad_norm: 8.6251 2021-04-26 19:00:48,776 - mmaction - INFO - Epoch [75][460/470] lr: 1.250e-04, eta: 1:56:18, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.2832, loss: 0.2832, grad_norm: 7.5051 2021-04-26 19:01:06,148 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-04-26 19:04:20,016 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 19:04:20,163 - mmaction - INFO - top1_acc 0.7635 top5_acc 0.9701 2021-04-26 19:04:20,163 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 19:04:20,198 - mmaction - INFO - mean_acc 0.6699 2021-04-26 19:04:20,198 - mmaction - INFO - Epoch(val) [75][470] top1_acc: 0.7635, top5_acc: 0.9701, mean_class_accuracy: 0.6699 2021-04-26 19:06:02,388 - mmaction - INFO - Epoch [76][20/470] lr: 1.250e-04, eta: 1:56:43, time: 5.107, data_time: 4.626, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9922, loss_cls: 0.3156, loss: 0.3156, grad_norm: 8.0543 2021-04-26 19:06:10,384 - mmaction - INFO - Epoch [76][40/470] lr: 1.250e-04, eta: 1:56:29, time: 0.402, data_time: 0.006, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.3232, loss: 0.3232, grad_norm: 8.8486 2021-04-26 19:06:18,304 - mmaction - INFO - Epoch [76][60/470] lr: 1.250e-04, eta: 1:56:15, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9875, loss_cls: 0.3094, loss: 0.3094, grad_norm: 8.4243 2021-04-26 19:06:26,353 - mmaction - INFO - Epoch [76][80/470] lr: 1.250e-04, eta: 1:56:01, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3572, loss: 0.3572, grad_norm: 8.7497 2021-04-26 19:06:34,305 - mmaction - INFO - Epoch [76][100/470] lr: 1.250e-04, eta: 1:55:47, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9859, loss_cls: 0.3699, loss: 0.3699, grad_norm: 8.8679 2021-04-26 19:06:42,348 - mmaction - INFO - Epoch [76][120/470] lr: 1.250e-04, eta: 1:55:33, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.3293, loss: 0.3293, grad_norm: 8.4065 2021-04-26 19:06:50,319 - mmaction - INFO - Epoch [76][140/470] lr: 1.250e-04, eta: 1:55:20, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9953, loss_cls: 0.3387, loss: 0.3387, grad_norm: 8.0596 2021-04-26 19:06:58,361 - mmaction - INFO - Epoch [76][160/470] lr: 1.250e-04, eta: 1:55:06, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9969, loss_cls: 0.3009, loss: 0.3009, grad_norm: 7.7064 2021-04-26 19:07:06,320 - mmaction - INFO - Epoch [76][180/470] lr: 1.250e-04, eta: 1:54:52, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3003, loss: 0.3003, grad_norm: 8.0349 2021-04-26 19:07:14,382 - mmaction - INFO - Epoch [76][200/470] lr: 1.250e-04, eta: 1:54:38, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.3148, loss: 0.3148, grad_norm: 8.5041 2021-04-26 19:07:22,358 - mmaction - INFO - Epoch [76][220/470] lr: 1.250e-04, eta: 1:54:24, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.3448, loss: 0.3448, grad_norm: 8.5471 2021-04-26 19:07:30,444 - mmaction - INFO - Epoch [76][240/470] lr: 1.250e-04, eta: 1:54:10, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.3343, loss: 0.3343, grad_norm: 8.0773 2021-04-26 19:07:38,396 - mmaction - INFO - Epoch [76][260/470] lr: 1.250e-04, eta: 1:53:56, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2624, loss: 0.2624, grad_norm: 6.7264 2021-04-26 19:07:46,435 - mmaction - INFO - Epoch [76][280/470] lr: 1.250e-04, eta: 1:53:43, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9969, loss_cls: 0.2847, loss: 0.2847, grad_norm: 7.5733 2021-04-26 19:07:54,408 - mmaction - INFO - Epoch [76][300/470] lr: 1.250e-04, eta: 1:53:29, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9953, loss_cls: 0.2968, loss: 0.2968, grad_norm: 8.5856 2021-04-26 19:08:02,479 - mmaction - INFO - Epoch [76][320/470] lr: 1.250e-04, eta: 1:53:15, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9969, loss_cls: 0.2789, loss: 0.2789, grad_norm: 7.3513 2021-04-26 19:08:10,439 - mmaction - INFO - Epoch [76][340/470] lr: 1.250e-04, eta: 1:53:01, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9938, loss_cls: 0.3028, loss: 0.3028, grad_norm: 8.0826 2021-04-26 19:08:18,478 - mmaction - INFO - Epoch [76][360/470] lr: 1.250e-04, eta: 1:52:47, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9953, loss_cls: 0.2435, loss: 0.2435, grad_norm: 7.0918 2021-04-26 19:08:26,435 - mmaction - INFO - Epoch [76][380/470] lr: 1.250e-04, eta: 1:52:34, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3326, loss: 0.3326, grad_norm: 8.4860 2021-04-26 19:08:34,487 - mmaction - INFO - Epoch [76][400/470] lr: 1.250e-04, eta: 1:52:20, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3269, loss: 0.3269, grad_norm: 8.2851 2021-04-26 19:08:42,467 - mmaction - INFO - Epoch [76][420/470] lr: 1.250e-04, eta: 1:52:06, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9844, loss_cls: 0.3318, loss: 0.3318, grad_norm: 8.2155 2021-04-26 19:08:50,484 - mmaction - INFO - Epoch [76][440/470] lr: 1.250e-04, eta: 1:51:52, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.2538, loss: 0.2538, grad_norm: 6.7567 2021-04-26 19:08:58,437 - mmaction - INFO - Epoch [76][460/470] lr: 1.250e-04, eta: 1:51:39, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2837, loss: 0.2837, grad_norm: 7.5670 2021-04-26 19:09:09,813 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-04-26 19:12:58,619 - mmaction - INFO - Epoch [77][20/470] lr: 1.250e-04, eta: 1:53:02, time: 11.418, data_time: 10.804, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2737, loss: 0.2737, grad_norm: 7.0937 2021-04-26 19:13:06,591 - mmaction - INFO - Epoch [77][40/470] lr: 1.250e-04, eta: 1:52:48, time: 0.400, data_time: 0.005, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9812, loss_cls: 0.3484, loss: 0.3484, grad_norm: 8.5732 2021-04-26 19:13:14,519 - mmaction - INFO - Epoch [77][60/470] lr: 1.250e-04, eta: 1:52:34, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.3042, loss: 0.3042, grad_norm: 8.4508 2021-04-26 19:13:22,574 - mmaction - INFO - Epoch [77][80/470] lr: 1.250e-04, eta: 1:52:20, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2696, loss: 0.2696, grad_norm: 7.9179 2021-04-26 19:13:30,514 - mmaction - INFO - Epoch [77][100/470] lr: 1.250e-04, eta: 1:52:06, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.3229, loss: 0.3229, grad_norm: 8.3042 2021-04-26 19:13:38,518 - mmaction - INFO - Epoch [77][120/470] lr: 1.250e-04, eta: 1:51:52, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2732, loss: 0.2732, grad_norm: 7.8400 2021-04-26 19:13:46,466 - mmaction - INFO - Epoch [77][140/470] lr: 1.250e-04, eta: 1:51:38, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3335, loss: 0.3335, grad_norm: 8.1874 2021-04-26 19:13:54,493 - mmaction - INFO - Epoch [77][160/470] lr: 1.250e-04, eta: 1:51:24, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3370, loss: 0.3370, grad_norm: 8.5685 2021-04-26 19:14:02,456 - mmaction - INFO - Epoch [77][180/470] lr: 1.250e-04, eta: 1:51:10, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9875, loss_cls: 0.3030, loss: 0.3030, grad_norm: 8.0594 2021-04-26 19:14:10,490 - mmaction - INFO - Epoch [77][200/470] lr: 1.250e-04, eta: 1:50:56, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9875, loss_cls: 0.3322, loss: 0.3322, grad_norm: 8.1536 2021-04-26 19:14:18,449 - mmaction - INFO - Epoch [77][220/470] lr: 1.250e-04, eta: 1:50:42, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2704, loss: 0.2704, grad_norm: 7.2161 2021-04-26 19:14:26,467 - mmaction - INFO - Epoch [77][240/470] lr: 1.250e-04, eta: 1:50:28, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9922, loss_cls: 0.3053, loss: 0.3053, grad_norm: 8.1259 2021-04-26 19:14:34,412 - mmaction - INFO - Epoch [77][260/470] lr: 1.250e-04, eta: 1:50:15, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2776, loss: 0.2776, grad_norm: 8.2130 2021-04-26 19:14:42,452 - mmaction - INFO - Epoch [77][280/470] lr: 1.250e-04, eta: 1:50:01, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3239, loss: 0.3239, grad_norm: 8.4841 2021-04-26 19:14:50,397 - mmaction - INFO - Epoch [77][300/470] lr: 1.250e-04, eta: 1:49:47, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9984, loss_cls: 0.3143, loss: 0.3143, grad_norm: 8.2590 2021-04-26 19:14:58,460 - mmaction - INFO - Epoch [77][320/470] lr: 1.250e-04, eta: 1:49:33, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9844, loss_cls: 0.3092, loss: 0.3092, grad_norm: 7.7199 2021-04-26 19:15:06,462 - mmaction - INFO - Epoch [77][340/470] lr: 1.250e-04, eta: 1:49:19, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 0.3281, loss: 0.3281, grad_norm: 8.4836 2021-04-26 19:15:14,463 - mmaction - INFO - Epoch [77][360/470] lr: 1.250e-04, eta: 1:49:05, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2844, loss: 0.2844, grad_norm: 7.3299 2021-04-26 19:15:22,488 - mmaction - INFO - Epoch [77][380/470] lr: 1.250e-04, eta: 1:48:52, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3081, loss: 0.3081, grad_norm: 7.8453 2021-04-26 19:15:30,488 - mmaction - INFO - Epoch [77][400/470] lr: 1.250e-04, eta: 1:48:38, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2683, loss: 0.2683, grad_norm: 7.5027 2021-04-26 19:15:38,466 - mmaction - INFO - Epoch [77][420/470] lr: 1.250e-04, eta: 1:48:24, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.2833, loss: 0.2833, grad_norm: 7.8130 2021-04-26 19:15:46,511 - mmaction - INFO - Epoch [77][440/470] lr: 1.250e-04, eta: 1:48:10, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3304, loss: 0.3304, grad_norm: 8.3637 2021-04-26 19:15:54,473 - mmaction - INFO - Epoch [77][460/470] lr: 1.250e-04, eta: 1:47:56, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9859, loss_cls: 0.2911, loss: 0.2911, grad_norm: 8.1893 2021-04-26 19:16:11,365 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-04-26 19:19:28,303 - mmaction - INFO - Epoch [78][20/470] lr: 1.250e-04, eta: 1:48:59, time: 9.822, data_time: 9.315, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2667, loss: 0.2667, grad_norm: 7.4798 2021-04-26 19:19:36,349 - mmaction - INFO - Epoch [78][40/470] lr: 1.250e-04, eta: 1:48:45, time: 0.404, data_time: 0.007, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.2753, loss: 0.2753, grad_norm: 7.5130 2021-04-26 19:19:44,284 - mmaction - INFO - Epoch [78][60/470] lr: 1.250e-04, eta: 1:48:31, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9812, loss_cls: 0.3533, loss: 0.3533, grad_norm: 8.5402 2021-04-26 19:19:52,291 - mmaction - INFO - Epoch [78][80/470] lr: 1.250e-04, eta: 1:48:17, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3196, loss: 0.3196, grad_norm: 8.0377 2021-04-26 19:20:00,217 - mmaction - INFO - Epoch [78][100/470] lr: 1.250e-04, eta: 1:48:03, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3116, loss: 0.3116, grad_norm: 8.5387 2021-04-26 19:20:08,251 - mmaction - INFO - Epoch [78][120/470] lr: 1.250e-04, eta: 1:47:49, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.2998, loss: 0.2998, grad_norm: 8.0913 2021-04-26 19:20:16,190 - mmaction - INFO - Epoch [78][140/470] lr: 1.250e-04, eta: 1:47:35, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9984, loss_cls: 0.2617, loss: 0.2617, grad_norm: 7.4406 2021-04-26 19:20:24,237 - mmaction - INFO - Epoch [78][160/470] lr: 1.250e-04, eta: 1:47:21, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9859, loss_cls: 0.3077, loss: 0.3077, grad_norm: 8.4459 2021-04-26 19:20:32,214 - mmaction - INFO - Epoch [78][180/470] lr: 1.250e-04, eta: 1:47:07, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3541, loss: 0.3541, grad_norm: 8.3461 2021-04-26 19:20:40,240 - mmaction - INFO - Epoch [78][200/470] lr: 1.250e-04, eta: 1:46:53, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9906, loss_cls: 0.2824, loss: 0.2824, grad_norm: 7.3269 2021-04-26 19:20:48,211 - mmaction - INFO - Epoch [78][220/470] lr: 1.250e-04, eta: 1:46:39, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3334, loss: 0.3334, grad_norm: 8.7950 2021-04-26 19:20:56,271 - mmaction - INFO - Epoch [78][240/470] lr: 1.250e-04, eta: 1:46:26, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9891, loss_cls: 0.3518, loss: 0.3518, grad_norm: 8.8069 2021-04-26 19:21:04,233 - mmaction - INFO - Epoch [78][260/470] lr: 1.250e-04, eta: 1:46:12, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2584, loss: 0.2584, grad_norm: 7.5733 2021-04-26 19:21:12,281 - mmaction - INFO - Epoch [78][280/470] lr: 1.250e-04, eta: 1:45:58, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.2856, loss: 0.2856, grad_norm: 7.8419 2021-04-26 19:21:20,239 - mmaction - INFO - Epoch [78][300/470] lr: 1.250e-04, eta: 1:45:44, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3312, loss: 0.3312, grad_norm: 8.9873 2021-04-26 19:21:28,262 - mmaction - INFO - Epoch [78][320/470] lr: 1.250e-04, eta: 1:45:30, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3221, loss: 0.3221, grad_norm: 8.3254 2021-04-26 19:21:36,245 - mmaction - INFO - Epoch [78][340/470] lr: 1.250e-04, eta: 1:45:16, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.3668, loss: 0.3668, grad_norm: 8.6213 2021-04-26 19:21:44,276 - mmaction - INFO - Epoch [78][360/470] lr: 1.250e-04, eta: 1:45:03, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.2983, loss: 0.2983, grad_norm: 8.2071 2021-04-26 19:21:52,226 - mmaction - INFO - Epoch [78][380/470] lr: 1.250e-04, eta: 1:44:49, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.3142, loss: 0.3142, grad_norm: 8.3570 2021-04-26 19:22:00,266 - mmaction - INFO - Epoch [78][400/470] lr: 1.250e-04, eta: 1:44:35, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2677, loss: 0.2677, grad_norm: 7.2994 2021-04-26 19:22:08,214 - mmaction - INFO - Epoch [78][420/470] lr: 1.250e-04, eta: 1:44:21, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 0.3767, loss: 0.3767, grad_norm: 9.1660 2021-04-26 19:22:16,287 - mmaction - INFO - Epoch [78][440/470] lr: 1.250e-04, eta: 1:44:07, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9922, loss_cls: 0.3212, loss: 0.3212, grad_norm: 8.4305 2021-04-26 19:22:24,263 - mmaction - INFO - Epoch [78][460/470] lr: 1.250e-04, eta: 1:43:54, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3295, loss: 0.3295, grad_norm: 8.3754 2021-04-26 19:22:42,308 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-04-26 19:26:46,705 - mmaction - INFO - Epoch [79][20/470] lr: 1.250e-04, eta: 1:45:11, time: 12.193, data_time: 11.555, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3034, loss: 0.3034, grad_norm: 8.1411 2021-04-26 19:26:54,698 - mmaction - INFO - Epoch [79][40/470] lr: 1.250e-04, eta: 1:44:57, time: 0.406, data_time: 0.008, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2811, loss: 0.2811, grad_norm: 7.7582 2021-04-26 19:27:02,629 - mmaction - INFO - Epoch [79][60/470] lr: 1.250e-04, eta: 1:44:43, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2656, loss: 0.2656, grad_norm: 7.5083 2021-04-26 19:27:10,649 - mmaction - INFO - Epoch [79][80/470] lr: 1.250e-04, eta: 1:44:29, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3059, loss: 0.3059, grad_norm: 8.6221 2021-04-26 19:27:18,588 - mmaction - INFO - Epoch [79][100/470] lr: 1.250e-04, eta: 1:44:15, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.2925, loss: 0.2925, grad_norm: 7.9525 2021-04-26 19:27:26,599 - mmaction - INFO - Epoch [79][120/470] lr: 1.250e-04, eta: 1:44:01, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2880, loss: 0.2880, grad_norm: 7.9391 2021-04-26 19:27:34,548 - mmaction - INFO - Epoch [79][140/470] lr: 1.250e-04, eta: 1:43:47, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.3097, loss: 0.3097, grad_norm: 8.3511 2021-04-26 19:27:42,589 - mmaction - INFO - Epoch [79][160/470] lr: 1.250e-04, eta: 1:43:33, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.3311, loss: 0.3311, grad_norm: 8.3526 2021-04-26 19:27:50,544 - mmaction - INFO - Epoch [79][180/470] lr: 1.250e-04, eta: 1:43:19, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9953, loss_cls: 0.3197, loss: 0.3197, grad_norm: 8.3292 2021-04-26 19:27:58,566 - mmaction - INFO - Epoch [79][200/470] lr: 1.250e-04, eta: 1:43:05, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9875, loss_cls: 0.3300, loss: 0.3300, grad_norm: 8.4465 2021-04-26 19:28:06,527 - mmaction - INFO - Epoch [79][220/470] lr: 1.250e-04, eta: 1:42:51, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2855, loss: 0.2855, grad_norm: 7.7082 2021-04-26 19:28:14,552 - mmaction - INFO - Epoch [79][240/470] lr: 1.250e-04, eta: 1:42:37, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.2867, loss: 0.2867, grad_norm: 7.2580 2021-04-26 19:28:22,496 - mmaction - INFO - Epoch [79][260/470] lr: 1.250e-04, eta: 1:42:23, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9797, loss_cls: 0.3452, loss: 0.3452, grad_norm: 8.4056 2021-04-26 19:28:30,573 - mmaction - INFO - Epoch [79][280/470] lr: 1.250e-04, eta: 1:42:09, time: 0.404, data_time: 0.004, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9797, loss_cls: 0.3454, loss: 0.3454, grad_norm: 8.1039 2021-04-26 19:28:38,545 - mmaction - INFO - Epoch [79][300/470] lr: 1.250e-04, eta: 1:41:56, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.2771, loss: 0.2771, grad_norm: 7.3458 2021-04-26 19:28:46,587 - mmaction - INFO - Epoch [79][320/470] lr: 1.250e-04, eta: 1:41:42, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9859, loss_cls: 0.3143, loss: 0.3143, grad_norm: 8.2050 2021-04-26 19:28:54,581 - mmaction - INFO - Epoch [79][340/470] lr: 1.250e-04, eta: 1:41:28, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3003, loss: 0.3003, grad_norm: 8.0477 2021-04-26 19:29:02,647 - mmaction - INFO - Epoch [79][360/470] lr: 1.250e-04, eta: 1:41:14, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2497, loss: 0.2497, grad_norm: 7.2133 2021-04-26 19:29:10,611 - mmaction - INFO - Epoch [79][380/470] lr: 1.250e-04, eta: 1:41:00, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.2862, loss: 0.2862, grad_norm: 8.0161 2021-04-26 19:29:18,641 - mmaction - INFO - Epoch [79][400/470] lr: 1.250e-04, eta: 1:40:46, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9984, loss_cls: 0.2529, loss: 0.2529, grad_norm: 7.7677 2021-04-26 19:29:26,612 - mmaction - INFO - Epoch [79][420/470] lr: 1.250e-04, eta: 1:40:32, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2998, loss: 0.2998, grad_norm: 7.9676 2021-04-26 19:29:34,676 - mmaction - INFO - Epoch [79][440/470] lr: 1.250e-04, eta: 1:40:19, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2436, loss: 0.2436, grad_norm: 7.2728 2021-04-26 19:29:42,691 - mmaction - INFO - Epoch [79][460/470] lr: 1.250e-04, eta: 1:40:05, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.3103, loss: 0.3103, grad_norm: 8.7149 2021-04-26 19:29:58,396 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-04-26 19:34:10,930 - mmaction - INFO - Epoch [80][20/470] lr: 1.250e-04, eta: 1:41:19, time: 12.551, data_time: 11.925, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2545, loss: 0.2545, grad_norm: 6.9853 2021-04-26 19:34:18,976 - mmaction - INFO - Epoch [80][40/470] lr: 1.250e-04, eta: 1:41:05, time: 0.406, data_time: 0.006, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3546, loss: 0.3546, grad_norm: 8.2899 2021-04-26 19:34:26,931 - mmaction - INFO - Epoch [80][60/470] lr: 1.250e-04, eta: 1:40:51, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3353, loss: 0.3353, grad_norm: 8.6279 2021-04-26 19:34:34,925 - mmaction - INFO - Epoch [80][80/470] lr: 1.250e-04, eta: 1:40:37, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9875, loss_cls: 0.3349, loss: 0.3349, grad_norm: 7.9472 2021-04-26 19:34:42,903 - mmaction - INFO - Epoch [80][100/470] lr: 1.250e-04, eta: 1:40:22, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2499, loss: 0.2499, grad_norm: 6.8309 2021-04-26 19:34:50,937 - mmaction - INFO - Epoch [80][120/470] lr: 1.250e-04, eta: 1:40:08, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9953, loss_cls: 0.3531, loss: 0.3531, grad_norm: 9.0322 2021-04-26 19:34:58,897 - mmaction - INFO - Epoch [80][140/470] lr: 1.250e-04, eta: 1:39:54, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2947, loss: 0.2947, grad_norm: 8.0703 2021-04-26 19:35:06,946 - mmaction - INFO - Epoch [80][160/470] lr: 1.250e-04, eta: 1:39:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.3168, loss: 0.3168, grad_norm: 8.4318 2021-04-26 19:35:14,975 - mmaction - INFO - Epoch [80][180/470] lr: 1.250e-04, eta: 1:39:26, time: 0.402, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2938, loss: 0.2938, grad_norm: 7.7082 2021-04-26 19:35:23,007 - mmaction - INFO - Epoch [80][200/470] lr: 1.250e-04, eta: 1:39:13, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9984, loss_cls: 0.2651, loss: 0.2651, grad_norm: 7.7423 2021-04-26 19:35:30,948 - mmaction - INFO - Epoch [80][220/470] lr: 1.250e-04, eta: 1:38:59, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2713, loss: 0.2713, grad_norm: 7.9245 2021-04-26 19:35:38,999 - mmaction - INFO - Epoch [80][240/470] lr: 1.250e-04, eta: 1:38:45, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9984, loss_cls: 0.2646, loss: 0.2646, grad_norm: 7.1353 2021-04-26 19:35:46,962 - mmaction - INFO - Epoch [80][260/470] lr: 1.250e-04, eta: 1:38:31, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2955, loss: 0.2955, grad_norm: 7.9035 2021-04-26 19:35:55,006 - mmaction - INFO - Epoch [80][280/470] lr: 1.250e-04, eta: 1:38:17, time: 0.402, data_time: 0.002, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2812, loss: 0.2812, grad_norm: 8.1533 2021-04-26 19:36:02,987 - mmaction - INFO - Epoch [80][300/470] lr: 1.250e-04, eta: 1:38:03, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8750, top5_acc: 0.9969, loss_cls: 0.3899, loss: 0.3899, grad_norm: 9.5657 2021-04-26 19:36:11,043 - mmaction - INFO - Epoch [80][320/470] lr: 1.250e-04, eta: 1:37:49, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9859, loss_cls: 0.3573, loss: 0.3573, grad_norm: 8.9708 2021-04-26 19:36:19,003 - mmaction - INFO - Epoch [80][340/470] lr: 1.250e-04, eta: 1:37:35, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 0.3051, loss: 0.3051, grad_norm: 7.9118 2021-04-26 19:36:27,064 - mmaction - INFO - Epoch [80][360/470] lr: 1.250e-04, eta: 1:37:21, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3038, loss: 0.3038, grad_norm: 8.2702 2021-04-26 19:36:35,004 - mmaction - INFO - Epoch [80][380/470] lr: 1.250e-04, eta: 1:37:07, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9875, loss_cls: 0.2965, loss: 0.2965, grad_norm: 8.1017 2021-04-26 19:36:43,041 - mmaction - INFO - Epoch [80][400/470] lr: 1.250e-04, eta: 1:36:53, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2683, loss: 0.2683, grad_norm: 7.6705 2021-04-26 19:36:51,035 - mmaction - INFO - Epoch [80][420/470] lr: 1.250e-04, eta: 1:36:39, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9844, loss_cls: 0.3208, loss: 0.3208, grad_norm: 8.4956 2021-04-26 19:36:59,100 - mmaction - INFO - Epoch [80][440/470] lr: 1.250e-04, eta: 1:36:26, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9938, loss_cls: 0.2633, loss: 0.2633, grad_norm: 7.7084 2021-04-26 19:37:07,066 - mmaction - INFO - Epoch [80][460/470] lr: 1.250e-04, eta: 1:36:12, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9938, loss_cls: 0.3047, loss: 0.3047, grad_norm: 8.0189 2021-04-26 19:37:26,814 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-04-26 19:41:22,135 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 19:41:22,275 - mmaction - INFO - top1_acc 0.7579 top5_acc 0.9690 2021-04-26 19:41:22,275 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 19:41:22,292 - mmaction - INFO - mean_acc 0.6569 2021-04-26 19:41:22,293 - mmaction - INFO - Epoch(val) [80][470] top1_acc: 0.7579, top5_acc: 0.9690, mean_class_accuracy: 0.6569 2021-04-26 19:43:06,544 - mmaction - INFO - Epoch [81][20/470] lr: 1.250e-05, eta: 1:36:25, time: 5.207, data_time: 4.565, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9953, loss_cls: 0.2909, loss: 0.2909, grad_norm: 7.8239 2021-04-26 19:43:14,537 - mmaction - INFO - Epoch [81][40/470] lr: 1.250e-05, eta: 1:36:11, time: 0.405, data_time: 0.008, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2712, loss: 0.2712, grad_norm: 7.7473 2021-04-26 19:43:22,477 - mmaction - INFO - Epoch [81][60/470] lr: 1.250e-05, eta: 1:35:57, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.2932, loss: 0.2932, grad_norm: 8.4076 2021-04-26 19:43:30,485 - mmaction - INFO - Epoch [81][80/470] lr: 1.250e-05, eta: 1:35:43, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2580, loss: 0.2580, grad_norm: 7.3998 2021-04-26 19:43:38,425 - mmaction - INFO - Epoch [81][100/470] lr: 1.250e-05, eta: 1:35:29, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2738, loss: 0.2738, grad_norm: 7.4247 2021-04-26 19:43:46,450 - mmaction - INFO - Epoch [81][120/470] lr: 1.250e-05, eta: 1:35:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9844, loss_cls: 0.3220, loss: 0.3220, grad_norm: 8.0886 2021-04-26 19:43:54,419 - mmaction - INFO - Epoch [81][140/470] lr: 1.250e-05, eta: 1:35:01, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.2993, loss: 0.2993, grad_norm: 8.2959 2021-04-26 19:44:02,471 - mmaction - INFO - Epoch [81][160/470] lr: 1.250e-05, eta: 1:34:48, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2782, loss: 0.2782, grad_norm: 7.9562 2021-04-26 19:44:10,420 - mmaction - INFO - Epoch [81][180/470] lr: 1.250e-05, eta: 1:34:34, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3221, loss: 0.3221, grad_norm: 8.8884 2021-04-26 19:44:18,473 - mmaction - INFO - Epoch [81][200/470] lr: 1.250e-05, eta: 1:34:20, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2935, loss: 0.2935, grad_norm: 7.5397 2021-04-26 19:44:26,433 - mmaction - INFO - Epoch [81][220/470] lr: 1.250e-05, eta: 1:34:06, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2849, loss: 0.2849, grad_norm: 7.4432 2021-04-26 19:44:34,494 - mmaction - INFO - Epoch [81][240/470] lr: 1.250e-05, eta: 1:33:52, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2809, loss: 0.2809, grad_norm: 7.0257 2021-04-26 19:44:42,464 - mmaction - INFO - Epoch [81][260/470] lr: 1.250e-05, eta: 1:33:38, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3366, loss: 0.3366, grad_norm: 8.4317 2021-04-26 19:44:50,528 - mmaction - INFO - Epoch [81][280/470] lr: 1.250e-05, eta: 1:33:25, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3118, loss: 0.3118, grad_norm: 7.6874 2021-04-26 19:44:58,514 - mmaction - INFO - Epoch [81][300/470] lr: 1.250e-05, eta: 1:33:11, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3262, loss: 0.3262, grad_norm: 7.9950 2021-04-26 19:45:06,568 - mmaction - INFO - Epoch [81][320/470] lr: 1.250e-05, eta: 1:32:57, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.3088, loss: 0.3088, grad_norm: 8.3395 2021-04-26 19:45:14,512 - mmaction - INFO - Epoch [81][340/470] lr: 1.250e-05, eta: 1:32:43, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.3066, loss: 0.3066, grad_norm: 8.1623 2021-04-26 19:45:22,560 - mmaction - INFO - Epoch [81][360/470] lr: 1.250e-05, eta: 1:32:29, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9875, loss_cls: 0.2952, loss: 0.2952, grad_norm: 7.7042 2021-04-26 19:45:30,571 - mmaction - INFO - Epoch [81][380/470] lr: 1.250e-05, eta: 1:32:16, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.2931, loss: 0.2931, grad_norm: 7.4179 2021-04-26 19:45:38,615 - mmaction - INFO - Epoch [81][400/470] lr: 1.250e-05, eta: 1:32:02, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9953, loss_cls: 0.2784, loss: 0.2784, grad_norm: 7.6502 2021-04-26 19:45:46,595 - mmaction - INFO - Epoch [81][420/470] lr: 1.250e-05, eta: 1:31:48, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2900, loss: 0.2900, grad_norm: 7.6190 2021-04-26 19:45:54,693 - mmaction - INFO - Epoch [81][440/470] lr: 1.250e-05, eta: 1:31:34, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2781, loss: 0.2781, grad_norm: 7.7346 2021-04-26 19:46:02,653 - mmaction - INFO - Epoch [81][460/470] lr: 1.250e-05, eta: 1:31:21, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2934, loss: 0.2934, grad_norm: 8.0455 2021-04-26 19:46:18,337 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-04-26 19:50:12,803 - mmaction - INFO - Epoch [82][20/470] lr: 1.250e-05, eta: 1:32:16, time: 11.666, data_time: 11.012, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2709, loss: 0.2709, grad_norm: 7.5010 2021-04-26 19:50:20,783 - mmaction - INFO - Epoch [82][40/470] lr: 1.250e-05, eta: 1:32:02, time: 0.405, data_time: 0.009, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3195, loss: 0.3195, grad_norm: 7.7903 2021-04-26 19:50:28,714 - mmaction - INFO - Epoch [82][60/470] lr: 1.250e-05, eta: 1:31:48, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9500, top5_acc: 0.9906, loss_cls: 0.2240, loss: 0.2240, grad_norm: 6.7667 2021-04-26 19:50:36,757 - mmaction - INFO - Epoch [82][80/470] lr: 1.250e-05, eta: 1:31:34, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3338, loss: 0.3338, grad_norm: 8.5021 2021-04-26 19:50:44,793 - mmaction - INFO - Epoch [82][100/470] lr: 1.250e-05, eta: 1:31:21, time: 0.402, data_time: 0.001, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9953, loss_cls: 0.2694, loss: 0.2694, grad_norm: 7.3209 2021-04-26 19:50:52,850 - mmaction - INFO - Epoch [82][120/470] lr: 1.250e-05, eta: 1:31:07, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9984, loss_cls: 0.3197, loss: 0.3197, grad_norm: 8.6259 2021-04-26 19:51:00,796 - mmaction - INFO - Epoch [82][140/470] lr: 1.250e-05, eta: 1:30:53, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9453, top5_acc: 0.9969, loss_cls: 0.2501, loss: 0.2501, grad_norm: 6.6837 2021-04-26 19:51:08,859 - mmaction - INFO - Epoch [82][160/470] lr: 1.250e-05, eta: 1:30:39, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2506, loss: 0.2506, grad_norm: 7.2371 2021-04-26 19:51:16,804 - mmaction - INFO - Epoch [82][180/470] lr: 1.250e-05, eta: 1:30:25, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2920, loss: 0.2920, grad_norm: 7.9742 2021-04-26 19:51:24,840 - mmaction - INFO - Epoch [82][200/470] lr: 1.250e-05, eta: 1:30:11, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9859, loss_cls: 0.2962, loss: 0.2962, grad_norm: 7.5823 2021-04-26 19:51:32,800 - mmaction - INFO - Epoch [82][220/470] lr: 1.250e-05, eta: 1:29:57, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3070, loss: 0.3070, grad_norm: 8.2543 2021-04-26 19:51:40,839 - mmaction - INFO - Epoch [82][240/470] lr: 1.250e-05, eta: 1:29:43, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.2646, loss: 0.2646, grad_norm: 7.3616 2021-04-26 19:51:48,840 - mmaction - INFO - Epoch [82][260/470] lr: 1.250e-05, eta: 1:29:30, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9859, loss_cls: 0.3343, loss: 0.3343, grad_norm: 8.3462 2021-04-26 19:51:56,910 - mmaction - INFO - Epoch [82][280/470] lr: 1.250e-05, eta: 1:29:16, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.2884, loss: 0.2884, grad_norm: 7.7494 2021-04-26 19:52:04,883 - mmaction - INFO - Epoch [82][300/470] lr: 1.250e-05, eta: 1:29:02, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9891, loss_cls: 0.2527, loss: 0.2527, grad_norm: 6.8205 2021-04-26 19:52:12,921 - mmaction - INFO - Epoch [82][320/470] lr: 1.250e-05, eta: 1:28:48, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.2832, loss: 0.2832, grad_norm: 7.3641 2021-04-26 19:52:20,879 - mmaction - INFO - Epoch [82][340/470] lr: 1.250e-05, eta: 1:28:34, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.2427, loss: 0.2427, grad_norm: 7.3107 2021-04-26 19:52:28,913 - mmaction - INFO - Epoch [82][360/470] lr: 1.250e-05, eta: 1:28:20, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2825, loss: 0.2825, grad_norm: 7.7989 2021-04-26 19:52:36,858 - mmaction - INFO - Epoch [82][380/470] lr: 1.250e-05, eta: 1:28:07, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.2834, loss: 0.2834, grad_norm: 7.6511 2021-04-26 19:52:44,908 - mmaction - INFO - Epoch [82][400/470] lr: 1.250e-05, eta: 1:27:53, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9859, loss_cls: 0.3129, loss: 0.3129, grad_norm: 8.1860 2021-04-26 19:52:52,865 - mmaction - INFO - Epoch [82][420/470] lr: 1.250e-05, eta: 1:27:39, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.3599, loss: 0.3599, grad_norm: 8.5890 2021-04-26 19:53:00,892 - mmaction - INFO - Epoch [82][440/470] lr: 1.250e-05, eta: 1:27:25, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9891, loss_cls: 0.3257, loss: 0.3257, grad_norm: 8.2876 2021-04-26 19:53:08,888 - mmaction - INFO - Epoch [82][460/470] lr: 1.250e-05, eta: 1:27:12, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2831, loss: 0.2831, grad_norm: 7.6591 2021-04-26 19:53:25,873 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-04-26 19:57:10,278 - mmaction - INFO - Epoch [83][20/470] lr: 1.250e-05, eta: 1:27:59, time: 11.146, data_time: 10.626, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9859, loss_cls: 0.3065, loss: 0.3065, grad_norm: 7.8728 2021-04-26 19:57:18,271 - mmaction - INFO - Epoch [83][40/470] lr: 1.250e-05, eta: 1:27:45, time: 0.405, data_time: 0.007, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.2646, loss: 0.2646, grad_norm: 7.6300 2021-04-26 19:57:26,207 - mmaction - INFO - Epoch [83][60/470] lr: 1.250e-05, eta: 1:27:31, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9859, loss_cls: 0.3051, loss: 0.3051, grad_norm: 7.8859 2021-04-26 19:57:34,237 - mmaction - INFO - Epoch [83][80/470] lr: 1.250e-05, eta: 1:27:17, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.2733, loss: 0.2733, grad_norm: 7.4943 2021-04-26 19:57:42,185 - mmaction - INFO - Epoch [83][100/470] lr: 1.250e-05, eta: 1:27:03, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 0.3178, loss: 0.3178, grad_norm: 7.4527 2021-04-26 19:57:50,218 - mmaction - INFO - Epoch [83][120/470] lr: 1.250e-05, eta: 1:26:49, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.3198, loss: 0.3198, grad_norm: 7.8409 2021-04-26 19:57:58,201 - mmaction - INFO - Epoch [83][140/470] lr: 1.250e-05, eta: 1:26:35, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2795, loss: 0.2795, grad_norm: 7.6625 2021-04-26 19:58:06,300 - mmaction - INFO - Epoch [83][160/470] lr: 1.250e-05, eta: 1:26:21, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3142, loss: 0.3142, grad_norm: 8.4442 2021-04-26 19:58:14,334 - mmaction - INFO - Epoch [83][180/470] lr: 1.250e-05, eta: 1:26:07, time: 0.402, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9953, loss_cls: 0.3050, loss: 0.3050, grad_norm: 8.2642 2021-04-26 19:58:22,407 - mmaction - INFO - Epoch [83][200/470] lr: 1.250e-05, eta: 1:25:53, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3166, loss: 0.3166, grad_norm: 8.2435 2021-04-26 19:58:30,398 - mmaction - INFO - Epoch [83][220/470] lr: 1.250e-05, eta: 1:25:39, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.3372, loss: 0.3372, grad_norm: 8.7063 2021-04-26 19:58:38,466 - mmaction - INFO - Epoch [83][240/470] lr: 1.250e-05, eta: 1:25:26, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.3001, loss: 0.3001, grad_norm: 7.7241 2021-04-26 19:58:46,441 - mmaction - INFO - Epoch [83][260/470] lr: 1.250e-05, eta: 1:25:12, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.2649, loss: 0.2649, grad_norm: 7.1293 2021-04-26 19:58:54,481 - mmaction - INFO - Epoch [83][280/470] lr: 1.250e-05, eta: 1:24:58, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3094, loss: 0.3094, grad_norm: 7.9070 2021-04-26 19:59:02,472 - mmaction - INFO - Epoch [83][300/470] lr: 1.250e-05, eta: 1:24:44, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3221, loss: 0.3221, grad_norm: 9.5194 2021-04-26 19:59:10,519 - mmaction - INFO - Epoch [83][320/470] lr: 1.250e-05, eta: 1:24:30, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8984, top5_acc: 0.9859, loss_cls: 0.2920, loss: 0.2920, grad_norm: 7.8133 2021-04-26 19:59:18,512 - mmaction - INFO - Epoch [83][340/470] lr: 1.250e-05, eta: 1:24:16, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3129, loss: 0.3129, grad_norm: 8.3784 2021-04-26 19:59:26,564 - mmaction - INFO - Epoch [83][360/470] lr: 1.250e-05, eta: 1:24:03, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9797, loss_cls: 0.3471, loss: 0.3471, grad_norm: 8.3785 2021-04-26 19:59:34,581 - mmaction - INFO - Epoch [83][380/470] lr: 1.250e-05, eta: 1:23:49, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.2941, loss: 0.2941, grad_norm: 7.3152 2021-04-26 19:59:42,669 - mmaction - INFO - Epoch [83][400/470] lr: 1.250e-05, eta: 1:23:35, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3113, loss: 0.3113, grad_norm: 8.2939 2021-04-26 19:59:50,683 - mmaction - INFO - Epoch [83][420/470] lr: 1.250e-05, eta: 1:23:21, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9859, loss_cls: 0.3118, loss: 0.3118, grad_norm: 8.9433 2021-04-26 19:59:58,792 - mmaction - INFO - Epoch [83][440/470] lr: 1.250e-05, eta: 1:23:08, time: 0.405, data_time: 0.006, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3021, loss: 0.3021, grad_norm: 8.0417 2021-04-26 20:00:06,856 - mmaction - INFO - Epoch [83][460/470] lr: 1.250e-05, eta: 1:22:54, time: 0.403, data_time: 0.000, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9953, loss_cls: 0.2482, loss: 0.2482, grad_norm: 7.1974 2021-04-26 20:00:23,217 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-04-26 20:03:52,983 - mmaction - INFO - Epoch [84][20/470] lr: 1.250e-05, eta: 1:23:32, time: 10.458, data_time: 9.885, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2836, loss: 0.2836, grad_norm: 7.4107 2021-04-26 20:04:00,949 - mmaction - INFO - Epoch [84][40/470] lr: 1.250e-05, eta: 1:23:18, time: 0.406, data_time: 0.009, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2483, loss: 0.2483, grad_norm: 7.1445 2021-04-26 20:04:08,847 - mmaction - INFO - Epoch [84][60/470] lr: 1.250e-05, eta: 1:23:04, time: 0.395, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2992, loss: 0.2992, grad_norm: 8.6176 2021-04-26 20:04:16,871 - mmaction - INFO - Epoch [84][80/470] lr: 1.250e-05, eta: 1:22:50, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 0.2842, loss: 0.2842, grad_norm: 7.6078 2021-04-26 20:04:24,834 - mmaction - INFO - Epoch [84][100/470] lr: 1.250e-05, eta: 1:22:36, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.3066, loss: 0.3066, grad_norm: 8.4237 2021-04-26 20:04:32,861 - mmaction - INFO - Epoch [84][120/470] lr: 1.250e-05, eta: 1:22:22, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3410, loss: 0.3410, grad_norm: 8.2766 2021-04-26 20:04:40,830 - mmaction - INFO - Epoch [84][140/470] lr: 1.250e-05, eta: 1:22:08, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.3336, loss: 0.3336, grad_norm: 8.6918 2021-04-26 20:04:48,889 - mmaction - INFO - Epoch [84][160/470] lr: 1.250e-05, eta: 1:21:55, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2881, loss: 0.2881, grad_norm: 8.1710 2021-04-26 20:04:56,869 - mmaction - INFO - Epoch [84][180/470] lr: 1.250e-05, eta: 1:21:41, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3188, loss: 0.3188, grad_norm: 7.7401 2021-04-26 20:05:04,974 - mmaction - INFO - Epoch [84][200/470] lr: 1.250e-05, eta: 1:21:27, time: 0.404, data_time: 0.004, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9922, loss_cls: 0.3239, loss: 0.3239, grad_norm: 8.2717 2021-04-26 20:05:12,928 - mmaction - INFO - Epoch [84][220/470] lr: 1.250e-05, eta: 1:21:13, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9891, loss_cls: 0.2839, loss: 0.2839, grad_norm: 8.0995 2021-04-26 20:05:20,982 - mmaction - INFO - Epoch [84][240/470] lr: 1.250e-05, eta: 1:20:59, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9969, loss_cls: 0.2186, loss: 0.2186, grad_norm: 6.7024 2021-04-26 20:05:28,992 - mmaction - INFO - Epoch [84][260/470] lr: 1.250e-05, eta: 1:20:45, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9875, loss_cls: 0.2783, loss: 0.2783, grad_norm: 7.6260 2021-04-26 20:05:37,076 - mmaction - INFO - Epoch [84][280/470] lr: 1.250e-05, eta: 1:20:31, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2433, loss: 0.2433, grad_norm: 7.4604 2021-04-26 20:05:45,050 - mmaction - INFO - Epoch [84][300/470] lr: 1.250e-05, eta: 1:20:18, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2439, loss: 0.2439, grad_norm: 7.2606 2021-04-26 20:05:53,094 - mmaction - INFO - Epoch [84][320/470] lr: 1.250e-05, eta: 1:20:04, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3133, loss: 0.3133, grad_norm: 7.9316 2021-04-26 20:06:01,114 - mmaction - INFO - Epoch [84][340/470] lr: 1.250e-05, eta: 1:19:50, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.2742, loss: 0.2742, grad_norm: 8.0207 2021-04-26 20:06:09,165 - mmaction - INFO - Epoch [84][360/470] lr: 1.250e-05, eta: 1:19:36, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.3208, loss: 0.3208, grad_norm: 7.9605 2021-04-26 20:06:17,227 - mmaction - INFO - Epoch [84][380/470] lr: 1.250e-05, eta: 1:19:22, time: 0.403, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9969, loss_cls: 0.3005, loss: 0.3005, grad_norm: 8.4751 2021-04-26 20:06:25,327 - mmaction - INFO - Epoch [84][400/470] lr: 1.250e-05, eta: 1:19:09, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9938, loss_cls: 0.2759, loss: 0.2759, grad_norm: 7.4900 2021-04-26 20:06:33,305 - mmaction - INFO - Epoch [84][420/470] lr: 1.250e-05, eta: 1:18:55, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9844, loss_cls: 0.3379, loss: 0.3379, grad_norm: 8.5115 2021-04-26 20:06:41,376 - mmaction - INFO - Epoch [84][440/470] lr: 1.250e-05, eta: 1:18:41, time: 0.403, data_time: 0.002, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2548, loss: 0.2548, grad_norm: 6.9737 2021-04-26 20:06:49,379 - mmaction - INFO - Epoch [84][460/470] lr: 1.250e-05, eta: 1:18:27, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.3012, loss: 0.3012, grad_norm: 8.3687 2021-04-26 20:07:06,748 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-04-26 20:10:17,270 - mmaction - INFO - Epoch [85][20/470] lr: 1.250e-05, eta: 1:18:56, time: 9.470, data_time: 8.976, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9969, loss_cls: 0.2544, loss: 0.2544, grad_norm: 7.7504 2021-04-26 20:10:25,274 - mmaction - INFO - Epoch [85][40/470] lr: 1.250e-05, eta: 1:18:42, time: 0.405, data_time: 0.008, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2632, loss: 0.2632, grad_norm: 7.9925 2021-04-26 20:10:33,208 - mmaction - INFO - Epoch [85][60/470] lr: 1.250e-05, eta: 1:18:28, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2790, loss: 0.2790, grad_norm: 8.0220 2021-04-26 20:10:41,237 - mmaction - INFO - Epoch [85][80/470] lr: 1.250e-05, eta: 1:18:14, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.2861, loss: 0.2861, grad_norm: 7.7466 2021-04-26 20:10:49,204 - mmaction - INFO - Epoch [85][100/470] lr: 1.250e-05, eta: 1:18:00, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2897, loss: 0.2897, grad_norm: 7.3461 2021-04-26 20:10:57,268 - mmaction - INFO - Epoch [85][120/470] lr: 1.250e-05, eta: 1:17:46, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9953, loss_cls: 0.2975, loss: 0.2975, grad_norm: 7.6109 2021-04-26 20:11:05,280 - mmaction - INFO - Epoch [85][140/470] lr: 1.250e-05, eta: 1:17:32, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9844, loss_cls: 0.2934, loss: 0.2934, grad_norm: 8.1528 2021-04-26 20:11:13,356 - mmaction - INFO - Epoch [85][160/470] lr: 1.250e-05, eta: 1:17:19, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9875, loss_cls: 0.2804, loss: 0.2804, grad_norm: 7.6603 2021-04-26 20:11:21,342 - mmaction - INFO - Epoch [85][180/470] lr: 1.250e-05, eta: 1:17:05, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2820, loss: 0.2820, grad_norm: 6.9954 2021-04-26 20:11:29,435 - mmaction - INFO - Epoch [85][200/470] lr: 1.250e-05, eta: 1:16:51, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3122, loss: 0.3122, grad_norm: 7.4565 2021-04-26 20:11:37,397 - mmaction - INFO - Epoch [85][220/470] lr: 1.250e-05, eta: 1:16:37, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.3063, loss: 0.3063, grad_norm: 7.9895 2021-04-26 20:11:45,454 - mmaction - INFO - Epoch [85][240/470] lr: 1.250e-05, eta: 1:16:23, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3009, loss: 0.3009, grad_norm: 7.7715 2021-04-26 20:11:53,438 - mmaction - INFO - Epoch [85][260/470] lr: 1.250e-05, eta: 1:16:09, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2613, loss: 0.2613, grad_norm: 7.8608 2021-04-26 20:12:01,498 - mmaction - INFO - Epoch [85][280/470] lr: 1.250e-05, eta: 1:15:56, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3251, loss: 0.3251, grad_norm: 8.6422 2021-04-26 20:12:09,520 - mmaction - INFO - Epoch [85][300/470] lr: 1.250e-05, eta: 1:15:42, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9875, loss_cls: 0.2710, loss: 0.2710, grad_norm: 8.1282 2021-04-26 20:12:17,600 - mmaction - INFO - Epoch [85][320/470] lr: 1.250e-05, eta: 1:15:28, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3464, loss: 0.3464, grad_norm: 8.8988 2021-04-26 20:12:25,625 - mmaction - INFO - Epoch [85][340/470] lr: 1.250e-05, eta: 1:15:14, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2594, loss: 0.2594, grad_norm: 7.0741 2021-04-26 20:12:33,721 - mmaction - INFO - Epoch [85][360/470] lr: 1.250e-05, eta: 1:15:01, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9922, loss_cls: 0.2360, loss: 0.2360, grad_norm: 6.5805 2021-04-26 20:12:41,732 - mmaction - INFO - Epoch [85][380/470] lr: 1.250e-05, eta: 1:14:47, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.2805, loss: 0.2805, grad_norm: 7.4150 2021-04-26 20:12:49,816 - mmaction - INFO - Epoch [85][400/470] lr: 1.250e-05, eta: 1:14:33, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9969, loss_cls: 0.2662, loss: 0.2662, grad_norm: 7.6655 2021-04-26 20:12:57,898 - mmaction - INFO - Epoch [85][420/470] lr: 1.250e-05, eta: 1:14:19, time: 0.404, data_time: 0.005, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3126, loss: 0.3126, grad_norm: 8.4794 2021-04-26 20:13:05,945 - mmaction - INFO - Epoch [85][440/470] lr: 1.250e-05, eta: 1:14:06, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.2549, loss: 0.2549, grad_norm: 7.6762 2021-04-26 20:13:13,911 - mmaction - INFO - Epoch [85][460/470] lr: 1.250e-05, eta: 1:13:52, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 1.0000, loss_cls: 0.2847, loss: 0.2847, grad_norm: 7.5772 2021-04-26 20:13:26,070 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-04-26 20:17:09,710 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 20:17:09,870 - mmaction - INFO - top1_acc 0.7675 top5_acc 0.9695 2021-04-26 20:17:09,870 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 20:17:09,913 - mmaction - INFO - mean_acc 0.6733 2021-04-26 20:17:12,049 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. 2021-04-26 20:17:12,049 - mmaction - INFO - Best top1_acc is 0.7675 at 85 epoch. 2021-04-26 20:17:12,051 - mmaction - INFO - Epoch(val) [85][470] top1_acc: 0.7675, top5_acc: 0.9695, mean_class_accuracy: 0.6733 2021-04-26 20:18:43,021 - mmaction - INFO - Epoch [86][20/470] lr: 1.250e-05, eta: 1:13:51, time: 4.543, data_time: 3.944, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2653, loss: 0.2653, grad_norm: 7.6616 2021-04-26 20:18:51,051 - mmaction - INFO - Epoch [86][40/470] lr: 1.250e-05, eta: 1:13:38, time: 0.406, data_time: 0.008, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.2870, loss: 0.2870, grad_norm: 7.5583 2021-04-26 20:18:58,974 - mmaction - INFO - Epoch [86][60/470] lr: 1.250e-05, eta: 1:13:24, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2708, loss: 0.2708, grad_norm: 7.3778 2021-04-26 20:19:07,024 - mmaction - INFO - Epoch [86][80/470] lr: 1.250e-05, eta: 1:13:10, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2676, loss: 0.2676, grad_norm: 8.0566 2021-04-26 20:19:14,977 - mmaction - INFO - Epoch [86][100/470] lr: 1.250e-05, eta: 1:12:56, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3371, loss: 0.3371, grad_norm: 8.7308 2021-04-26 20:19:23,000 - mmaction - INFO - Epoch [86][120/470] lr: 1.250e-05, eta: 1:12:43, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9859, loss_cls: 0.3143, loss: 0.3143, grad_norm: 8.6047 2021-04-26 20:19:30,979 - mmaction - INFO - Epoch [86][140/470] lr: 1.250e-05, eta: 1:12:29, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2593, loss: 0.2593, grad_norm: 7.4491 2021-04-26 20:19:39,035 - mmaction - INFO - Epoch [86][160/470] lr: 1.250e-05, eta: 1:12:15, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.2969, loss: 0.2969, grad_norm: 8.4836 2021-04-26 20:19:47,031 - mmaction - INFO - Epoch [86][180/470] lr: 1.250e-05, eta: 1:12:01, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9859, loss_cls: 0.3137, loss: 0.3137, grad_norm: 8.4461 2021-04-26 20:19:55,072 - mmaction - INFO - Epoch [86][200/470] lr: 1.250e-05, eta: 1:11:48, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2695, loss: 0.2695, grad_norm: 7.3375 2021-04-26 20:20:03,298 - mmaction - INFO - Epoch [86][220/470] lr: 1.250e-05, eta: 1:11:34, time: 0.411, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3116, loss: 0.3116, grad_norm: 8.5487 2021-04-26 20:20:11,390 - mmaction - INFO - Epoch [86][240/470] lr: 1.250e-05, eta: 1:11:20, time: 0.405, data_time: 0.004, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 0.2684, loss: 0.2684, grad_norm: 7.2394 2021-04-26 20:20:19,350 - mmaction - INFO - Epoch [86][260/470] lr: 1.250e-05, eta: 1:11:07, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2885, loss: 0.2885, grad_norm: 7.7508 2021-04-26 20:20:27,381 - mmaction - INFO - Epoch [86][280/470] lr: 1.250e-05, eta: 1:10:53, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9891, loss_cls: 0.3029, loss: 0.3029, grad_norm: 8.4533 2021-04-26 20:20:35,363 - mmaction - INFO - Epoch [86][300/470] lr: 1.250e-05, eta: 1:10:39, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2775, loss: 0.2775, grad_norm: 7.7353 2021-04-26 20:20:43,429 - mmaction - INFO - Epoch [86][320/470] lr: 1.250e-05, eta: 1:10:26, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.3170, loss: 0.3170, grad_norm: 8.0772 2021-04-26 20:20:51,396 - mmaction - INFO - Epoch [86][340/470] lr: 1.250e-05, eta: 1:10:12, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.2773, loss: 0.2773, grad_norm: 7.0491 2021-04-26 20:20:59,447 - mmaction - INFO - Epoch [86][360/470] lr: 1.250e-05, eta: 1:09:59, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9875, loss_cls: 0.3359, loss: 0.3359, grad_norm: 9.1394 2021-04-26 20:21:07,470 - mmaction - INFO - Epoch [86][380/470] lr: 1.250e-05, eta: 1:09:45, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.2914, loss: 0.2914, grad_norm: 8.0725 2021-04-26 20:21:15,502 - mmaction - INFO - Epoch [86][400/470] lr: 1.250e-05, eta: 1:09:31, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.2550, loss: 0.2550, grad_norm: 6.7957 2021-04-26 20:21:23,491 - mmaction - INFO - Epoch [86][420/470] lr: 1.250e-05, eta: 1:09:18, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2788, loss: 0.2788, grad_norm: 7.2938 2021-04-26 20:21:31,571 - mmaction - INFO - Epoch [86][440/470] lr: 1.250e-05, eta: 1:09:04, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.2798, loss: 0.2798, grad_norm: 7.6412 2021-04-26 20:21:39,626 - mmaction - INFO - Epoch [86][460/470] lr: 1.250e-05, eta: 1:08:50, time: 0.403, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2913, loss: 0.2913, grad_norm: 8.1399 2021-04-26 20:21:55,359 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-04-26 20:25:16,118 - mmaction - INFO - Epoch [87][20/470] lr: 1.250e-05, eta: 1:09:14, time: 9.986, data_time: 9.432, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2936, loss: 0.2936, grad_norm: 8.0070 2021-04-26 20:25:24,186 - mmaction - INFO - Epoch [87][40/470] lr: 1.250e-05, eta: 1:09:00, time: 0.407, data_time: 0.009, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3018, loss: 0.3018, grad_norm: 8.8509 2021-04-26 20:25:32,115 - mmaction - INFO - Epoch [87][60/470] lr: 1.250e-05, eta: 1:08:46, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9797, loss_cls: 0.3138, loss: 0.3138, grad_norm: 8.1935 2021-04-26 20:25:40,161 - mmaction - INFO - Epoch [87][80/470] lr: 1.250e-05, eta: 1:08:33, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2541, loss: 0.2541, grad_norm: 7.6914 2021-04-26 20:25:48,134 - mmaction - INFO - Epoch [87][100/470] lr: 1.250e-05, eta: 1:08:19, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2807, loss: 0.2807, grad_norm: 7.8982 2021-04-26 20:25:56,173 - mmaction - INFO - Epoch [87][120/470] lr: 1.250e-05, eta: 1:08:05, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9859, loss_cls: 0.3196, loss: 0.3196, grad_norm: 8.0429 2021-04-26 20:26:04,168 - mmaction - INFO - Epoch [87][140/470] lr: 1.250e-05, eta: 1:07:51, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3176, loss: 0.3176, grad_norm: 7.9821 2021-04-26 20:26:12,270 - mmaction - INFO - Epoch [87][160/470] lr: 1.250e-05, eta: 1:07:38, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2658, loss: 0.2658, grad_norm: 7.4596 2021-04-26 20:26:20,243 - mmaction - INFO - Epoch [87][180/470] lr: 1.250e-05, eta: 1:07:24, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.2482, loss: 0.2482, grad_norm: 7.5846 2021-04-26 20:26:28,293 - mmaction - INFO - Epoch [87][200/470] lr: 1.250e-05, eta: 1:07:10, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2966, loss: 0.2966, grad_norm: 7.8217 2021-04-26 20:26:36,265 - mmaction - INFO - Epoch [87][220/470] lr: 1.250e-05, eta: 1:06:57, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.8922, top5_acc: 0.9938, loss_cls: 0.3403, loss: 0.3403, grad_norm: 8.2822 2021-04-26 20:26:44,332 - mmaction - INFO - Epoch [87][240/470] lr: 1.250e-05, eta: 1:06:43, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2628, loss: 0.2628, grad_norm: 6.9610 2021-04-26 20:26:52,309 - mmaction - INFO - Epoch [87][260/470] lr: 1.250e-05, eta: 1:06:29, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9875, loss_cls: 0.2768, loss: 0.2768, grad_norm: 7.5567 2021-04-26 20:27:00,339 - mmaction - INFO - Epoch [87][280/470] lr: 1.250e-05, eta: 1:06:16, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3224, loss: 0.3224, grad_norm: 8.2498 2021-04-26 20:27:08,297 - mmaction - INFO - Epoch [87][300/470] lr: 1.250e-05, eta: 1:06:02, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.2413, loss: 0.2413, grad_norm: 7.2534 2021-04-26 20:27:16,346 - mmaction - INFO - Epoch [87][320/470] lr: 1.250e-05, eta: 1:05:48, time: 0.403, data_time: 0.004, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9969, loss_cls: 0.2870, loss: 0.2870, grad_norm: 7.5614 2021-04-26 20:27:24,268 - mmaction - INFO - Epoch [87][340/470] lr: 1.250e-05, eta: 1:05:35, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9891, loss_cls: 0.2900, loss: 0.2900, grad_norm: 7.5503 2021-04-26 20:27:32,291 - mmaction - INFO - Epoch [87][360/470] lr: 1.250e-05, eta: 1:05:21, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2503, loss: 0.2503, grad_norm: 6.6179 2021-04-26 20:27:40,291 - mmaction - INFO - Epoch [87][380/470] lr: 1.250e-05, eta: 1:05:08, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2951, loss: 0.2951, grad_norm: 8.2743 2021-04-26 20:27:48,326 - mmaction - INFO - Epoch [87][400/470] lr: 1.250e-05, eta: 1:04:54, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2841, loss: 0.2841, grad_norm: 7.5033 2021-04-26 20:27:56,328 - mmaction - INFO - Epoch [87][420/470] lr: 1.250e-05, eta: 1:04:40, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9969, loss_cls: 0.2705, loss: 0.2705, grad_norm: 7.6745 2021-04-26 20:28:04,392 - mmaction - INFO - Epoch [87][440/470] lr: 1.250e-05, eta: 1:04:27, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9812, loss_cls: 0.3377, loss: 0.3377, grad_norm: 8.5325 2021-04-26 20:28:12,371 - mmaction - INFO - Epoch [87][460/470] lr: 1.250e-05, eta: 1:04:13, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.3085, loss: 0.3085, grad_norm: 8.1706 2021-04-26 20:28:24,218 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-04-26 20:30:43,946 - mmaction - INFO - Epoch [88][20/470] lr: 1.250e-05, eta: 1:04:20, time: 6.945, data_time: 6.533, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.2957, loss: 0.2957, grad_norm: 8.6399 2021-04-26 20:30:51,928 - mmaction - INFO - Epoch [88][40/470] lr: 1.250e-05, eta: 1:04:06, time: 0.400, data_time: 0.004, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2988, loss: 0.2988, grad_norm: 8.7216 2021-04-26 20:30:59,955 - mmaction - INFO - Epoch [88][60/470] lr: 1.250e-05, eta: 1:03:53, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.3842, loss: 0.3842, grad_norm: 9.0247 2021-04-26 20:31:07,973 - mmaction - INFO - Epoch [88][80/470] lr: 1.250e-05, eta: 1:03:39, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.3145, loss: 0.3145, grad_norm: 7.8052 2021-04-26 20:31:15,940 - mmaction - INFO - Epoch [88][100/470] lr: 1.250e-05, eta: 1:03:25, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9984, loss_cls: 0.2634, loss: 0.2634, grad_norm: 7.6665 2021-04-26 20:31:24,012 - mmaction - INFO - Epoch [88][120/470] lr: 1.250e-05, eta: 1:03:12, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9984, loss_cls: 0.2332, loss: 0.2332, grad_norm: 7.1603 2021-04-26 20:31:31,991 - mmaction - INFO - Epoch [88][140/470] lr: 1.250e-05, eta: 1:02:58, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.2807, loss: 0.2807, grad_norm: 8.3022 2021-04-26 20:31:40,061 - mmaction - INFO - Epoch [88][160/470] lr: 1.250e-05, eta: 1:02:44, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2495, loss: 0.2495, grad_norm: 7.4202 2021-04-26 20:31:48,061 - mmaction - INFO - Epoch [88][180/470] lr: 1.250e-05, eta: 1:02:31, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9875, loss_cls: 0.2769, loss: 0.2769, grad_norm: 7.6684 2021-04-26 20:31:56,146 - mmaction - INFO - Epoch [88][200/470] lr: 1.250e-05, eta: 1:02:17, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3035, loss: 0.3035, grad_norm: 8.3774 2021-04-26 20:32:04,215 - mmaction - INFO - Epoch [88][220/470] lr: 1.250e-05, eta: 1:02:04, time: 0.403, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9781, loss_cls: 0.3497, loss: 0.3497, grad_norm: 8.5000 2021-04-26 20:32:12,289 - mmaction - INFO - Epoch [88][240/470] lr: 1.250e-05, eta: 1:01:50, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.2779, loss: 0.2779, grad_norm: 7.7091 2021-04-26 20:32:20,265 - mmaction - INFO - Epoch [88][260/470] lr: 1.250e-05, eta: 1:01:36, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3258, loss: 0.3258, grad_norm: 8.0469 2021-04-26 20:32:28,323 - mmaction - INFO - Epoch [88][280/470] lr: 1.250e-05, eta: 1:01:23, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2659, loss: 0.2659, grad_norm: 7.6094 2021-04-26 20:32:36,335 - mmaction - INFO - Epoch [88][300/470] lr: 1.250e-05, eta: 1:01:09, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2773, loss: 0.2773, grad_norm: 7.5557 2021-04-26 20:32:44,478 - mmaction - INFO - Epoch [88][320/470] lr: 1.250e-05, eta: 1:00:56, time: 0.407, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2618, loss: 0.2618, grad_norm: 7.8115 2021-04-26 20:32:52,458 - mmaction - INFO - Epoch [88][340/470] lr: 1.250e-05, eta: 1:00:42, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2756, loss: 0.2756, grad_norm: 7.6990 2021-04-26 20:33:00,531 - mmaction - INFO - Epoch [88][360/470] lr: 1.250e-05, eta: 1:00:29, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.2978, loss: 0.2978, grad_norm: 8.0446 2021-04-26 20:33:08,514 - mmaction - INFO - Epoch [88][380/470] lr: 1.250e-05, eta: 1:00:15, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3093, loss: 0.3093, grad_norm: 8.8745 2021-04-26 20:33:16,595 - mmaction - INFO - Epoch [88][400/470] lr: 1.250e-05, eta: 1:00:02, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2741, loss: 0.2741, grad_norm: 7.8078 2021-04-26 20:33:24,562 - mmaction - INFO - Epoch [88][420/470] lr: 1.250e-05, eta: 0:59:48, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.2571, loss: 0.2571, grad_norm: 6.8140 2021-04-26 20:33:32,605 - mmaction - INFO - Epoch [88][440/470] lr: 1.250e-05, eta: 0:59:35, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2809, loss: 0.2809, grad_norm: 7.9882 2021-04-26 20:33:40,623 - mmaction - INFO - Epoch [88][460/470] lr: 1.250e-05, eta: 0:59:21, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9969, loss_cls: 0.2764, loss: 0.2764, grad_norm: 7.7010 2021-04-26 20:33:49,388 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-04-26 20:38:04,948 - mmaction - INFO - Epoch [89][20/470] lr: 1.250e-05, eta: 0:59:48, time: 12.700, data_time: 12.116, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.2875, loss: 0.2875, grad_norm: 7.8575 2021-04-26 20:38:12,947 - mmaction - INFO - Epoch [89][40/470] lr: 1.250e-05, eta: 0:59:34, time: 0.411, data_time: 0.014, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9844, loss_cls: 0.2916, loss: 0.2916, grad_norm: 7.8549 2021-04-26 20:38:20,926 - mmaction - INFO - Epoch [89][60/470] lr: 1.250e-05, eta: 0:59:20, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2674, loss: 0.2674, grad_norm: 7.7583 2021-04-26 20:38:28,946 - mmaction - INFO - Epoch [89][80/470] lr: 1.250e-05, eta: 0:59:07, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9891, loss_cls: 0.2813, loss: 0.2813, grad_norm: 7.2291 2021-04-26 20:38:36,906 - mmaction - INFO - Epoch [89][100/470] lr: 1.250e-05, eta: 0:58:53, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9969, loss_cls: 0.3445, loss: 0.3445, grad_norm: 8.3607 2021-04-26 20:38:44,943 - mmaction - INFO - Epoch [89][120/470] lr: 1.250e-05, eta: 0:58:39, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.3362, loss: 0.3362, grad_norm: 8.3914 2021-04-26 20:38:52,893 - mmaction - INFO - Epoch [89][140/470] lr: 1.250e-05, eta: 0:58:26, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2541, loss: 0.2541, grad_norm: 7.2946 2021-04-26 20:39:00,934 - mmaction - INFO - Epoch [89][160/470] lr: 1.250e-05, eta: 0:58:12, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2655, loss: 0.2655, grad_norm: 7.2333 2021-04-26 20:39:08,908 - mmaction - INFO - Epoch [89][180/470] lr: 1.250e-05, eta: 0:57:58, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2627, loss: 0.2627, grad_norm: 7.9884 2021-04-26 20:39:16,953 - mmaction - INFO - Epoch [89][200/470] lr: 1.250e-05, eta: 0:57:45, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2833, loss: 0.2833, grad_norm: 7.7616 2021-04-26 20:39:24,966 - mmaction - INFO - Epoch [89][220/470] lr: 1.250e-05, eta: 0:57:31, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2895, loss: 0.2895, grad_norm: 8.2794 2021-04-26 20:39:33,069 - mmaction - INFO - Epoch [89][240/470] lr: 1.250e-05, eta: 0:57:17, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9875, loss_cls: 0.2672, loss: 0.2672, grad_norm: 7.5255 2021-04-26 20:39:41,039 - mmaction - INFO - Epoch [89][260/470] lr: 1.250e-05, eta: 0:57:04, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2415, loss: 0.2415, grad_norm: 6.9231 2021-04-26 20:39:49,094 - mmaction - INFO - Epoch [89][280/470] lr: 1.250e-05, eta: 0:56:50, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2675, loss: 0.2675, grad_norm: 7.8925 2021-04-26 20:39:57,063 - mmaction - INFO - Epoch [89][300/470] lr: 1.250e-05, eta: 0:56:37, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9953, loss_cls: 0.2687, loss: 0.2687, grad_norm: 7.9357 2021-04-26 20:40:05,198 - mmaction - INFO - Epoch [89][320/470] lr: 1.250e-05, eta: 0:56:23, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9969, loss_cls: 0.2727, loss: 0.2727, grad_norm: 7.8367 2021-04-26 20:40:13,210 - mmaction - INFO - Epoch [89][340/470] lr: 1.250e-05, eta: 0:56:10, time: 0.405, data_time: 0.005, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 0.2527, loss: 0.2527, grad_norm: 7.1870 2021-04-26 20:40:21,247 - mmaction - INFO - Epoch [89][360/470] lr: 1.250e-05, eta: 0:55:56, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9875, loss_cls: 0.2683, loss: 0.2683, grad_norm: 6.9158 2021-04-26 20:40:29,234 - mmaction - INFO - Epoch [89][380/470] lr: 1.250e-05, eta: 0:55:42, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9891, loss_cls: 0.3105, loss: 0.3105, grad_norm: 7.9339 2021-04-26 20:40:37,356 - mmaction - INFO - Epoch [89][400/470] lr: 1.250e-05, eta: 0:55:29, time: 0.406, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9844, loss_cls: 0.3002, loss: 0.3002, grad_norm: 7.6240 2021-04-26 20:40:45,352 - mmaction - INFO - Epoch [89][420/470] lr: 1.250e-05, eta: 0:55:15, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.3378, loss: 0.3378, grad_norm: 8.6449 2021-04-26 20:40:53,402 - mmaction - INFO - Epoch [89][440/470] lr: 1.250e-05, eta: 0:55:02, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9922, loss_cls: 0.3145, loss: 0.3145, grad_norm: 8.4220 2021-04-26 20:41:01,442 - mmaction - INFO - Epoch [89][460/470] lr: 1.250e-05, eta: 0:54:48, time: 0.402, data_time: 0.000, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3458, loss: 0.3458, grad_norm: 8.3483 2021-04-26 20:41:18,779 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-04-26 20:44:57,361 - mmaction - INFO - Epoch [90][20/470] lr: 1.250e-05, eta: 0:55:04, time: 10.874, data_time: 10.294, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2579, loss: 0.2579, grad_norm: 7.6437 2021-04-26 20:45:05,375 - mmaction - INFO - Epoch [90][40/470] lr: 1.250e-05, eta: 0:54:50, time: 0.409, data_time: 0.010, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.3261, loss: 0.3261, grad_norm: 8.8488 2021-04-26 20:45:13,363 - mmaction - INFO - Epoch [90][60/470] lr: 1.250e-05, eta: 0:54:36, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9875, loss_cls: 0.3188, loss: 0.3188, grad_norm: 7.6609 2021-04-26 20:45:21,535 - mmaction - INFO - Epoch [90][80/470] lr: 1.250e-05, eta: 0:54:23, time: 0.409, data_time: 0.010, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9984, loss_cls: 0.2304, loss: 0.2304, grad_norm: 6.6626 2021-04-26 20:45:29,545 - mmaction - INFO - Epoch [90][100/470] lr: 1.250e-05, eta: 0:54:09, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2716, loss: 0.2716, grad_norm: 7.4248 2021-04-26 20:45:37,577 - mmaction - INFO - Epoch [90][120/470] lr: 1.250e-05, eta: 0:53:56, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.3051, loss: 0.3051, grad_norm: 8.5356 2021-04-26 20:45:45,570 - mmaction - INFO - Epoch [90][140/470] lr: 1.250e-05, eta: 0:53:42, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9891, loss_cls: 0.2682, loss: 0.2682, grad_norm: 7.6919 2021-04-26 20:45:53,680 - mmaction - INFO - Epoch [90][160/470] lr: 1.250e-05, eta: 0:53:28, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.2957, loss: 0.2957, grad_norm: 7.8677 2021-04-26 20:46:01,685 - mmaction - INFO - Epoch [90][180/470] lr: 1.250e-05, eta: 0:53:15, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9922, loss_cls: 0.2772, loss: 0.2772, grad_norm: 7.3608 2021-04-26 20:46:09,770 - mmaction - INFO - Epoch [90][200/470] lr: 1.250e-05, eta: 0:53:01, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2930, loss: 0.2930, grad_norm: 7.7683 2021-04-26 20:46:17,759 - mmaction - INFO - Epoch [90][220/470] lr: 1.250e-05, eta: 0:52:48, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2521, loss: 0.2521, grad_norm: 7.5177 2021-04-26 20:46:25,866 - mmaction - INFO - Epoch [90][240/470] lr: 1.250e-05, eta: 0:52:34, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9453, top5_acc: 0.9938, loss_cls: 0.2310, loss: 0.2310, grad_norm: 6.3732 2021-04-26 20:46:33,860 - mmaction - INFO - Epoch [90][260/470] lr: 1.250e-05, eta: 0:52:20, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.2865, loss: 0.2865, grad_norm: 7.8931 2021-04-26 20:46:41,937 - mmaction - INFO - Epoch [90][280/470] lr: 1.250e-05, eta: 0:52:07, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.3171, loss: 0.3171, grad_norm: 8.3203 2021-04-26 20:46:49,922 - mmaction - INFO - Epoch [90][300/470] lr: 1.250e-05, eta: 0:51:53, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3196, loss: 0.3196, grad_norm: 8.0320 2021-04-26 20:46:57,959 - mmaction - INFO - Epoch [90][320/470] lr: 1.250e-05, eta: 0:51:40, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2714, loss: 0.2714, grad_norm: 7.3093 2021-04-26 20:47:05,957 - mmaction - INFO - Epoch [90][340/470] lr: 1.250e-05, eta: 0:51:26, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9969, loss_cls: 0.2917, loss: 0.2917, grad_norm: 7.8957 2021-04-26 20:47:13,990 - mmaction - INFO - Epoch [90][360/470] lr: 1.250e-05, eta: 0:51:13, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3125, loss: 0.3125, grad_norm: 7.9241 2021-04-26 20:47:21,955 - mmaction - INFO - Epoch [90][380/470] lr: 1.250e-05, eta: 0:50:59, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9859, loss_cls: 0.2834, loss: 0.2834, grad_norm: 7.7048 2021-04-26 20:47:30,035 - mmaction - INFO - Epoch [90][400/470] lr: 1.250e-05, eta: 0:50:46, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2916, loss: 0.2916, grad_norm: 8.0957 2021-04-26 20:47:38,033 - mmaction - INFO - Epoch [90][420/470] lr: 1.250e-05, eta: 0:50:32, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2986, loss: 0.2986, grad_norm: 7.7133 2021-04-26 20:47:46,108 - mmaction - INFO - Epoch [90][440/470] lr: 1.250e-05, eta: 0:50:18, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2573, loss: 0.2573, grad_norm: 6.9124 2021-04-26 20:47:54,114 - mmaction - INFO - Epoch [90][460/470] lr: 1.250e-05, eta: 0:50:05, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9859, loss_cls: 0.3240, loss: 0.3240, grad_norm: 8.1126 2021-04-26 20:48:09,651 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-04-26 20:51:56,977 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 20:51:57,164 - mmaction - INFO - top1_acc 0.7533 top5_acc 0.9685 2021-04-26 20:51:57,164 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 20:51:57,194 - mmaction - INFO - mean_acc 0.6592 2021-04-26 20:51:57,194 - mmaction - INFO - Epoch(val) [90][470] top1_acc: 0.7533, top5_acc: 0.9685, mean_class_accuracy: 0.6592 2021-04-26 20:55:02,799 - mmaction - INFO - Epoch [91][20/470] lr: 1.250e-05, eta: 0:50:12, time: 9.276, data_time: 8.620, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3443, loss: 0.3443, grad_norm: 8.8969 2021-04-26 20:55:10,838 - mmaction - INFO - Epoch [91][40/470] lr: 1.250e-05, eta: 0:49:58, time: 0.406, data_time: 0.006, memory: 5705, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 0.3556, loss: 0.3556, grad_norm: 8.9961 2021-04-26 20:55:18,793 - mmaction - INFO - Epoch [91][60/470] lr: 1.250e-05, eta: 0:49:44, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2454, loss: 0.2454, grad_norm: 7.7495 2021-04-26 20:55:26,847 - mmaction - INFO - Epoch [91][80/470] lr: 1.250e-05, eta: 0:49:31, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.2726, loss: 0.2726, grad_norm: 7.1578 2021-04-26 20:55:34,812 - mmaction - INFO - Epoch [91][100/470] lr: 1.250e-05, eta: 0:49:17, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3057, loss: 0.3057, grad_norm: 7.7443 2021-04-26 20:55:42,849 - mmaction - INFO - Epoch [91][120/470] lr: 1.250e-05, eta: 0:49:04, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2634, loss: 0.2634, grad_norm: 7.6539 2021-04-26 20:55:50,806 - mmaction - INFO - Epoch [91][140/470] lr: 1.250e-05, eta: 0:48:50, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.3138, loss: 0.3138, grad_norm: 7.8815 2021-04-26 20:55:58,969 - mmaction - INFO - Epoch [91][160/470] lr: 1.250e-05, eta: 0:48:37, time: 0.408, data_time: 0.009, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9891, loss_cls: 0.3022, loss: 0.3022, grad_norm: 7.6362 2021-04-26 20:56:06,939 - mmaction - INFO - Epoch [91][180/470] lr: 1.250e-05, eta: 0:48:23, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.3043, loss: 0.3043, grad_norm: 7.9376 2021-04-26 20:56:14,965 - mmaction - INFO - Epoch [91][200/470] lr: 1.250e-05, eta: 0:48:09, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.2965, loss: 0.2965, grad_norm: 7.9071 2021-04-26 20:56:22,955 - mmaction - INFO - Epoch [91][220/470] lr: 1.250e-05, eta: 0:47:56, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9984, loss_cls: 0.2602, loss: 0.2602, grad_norm: 7.5237 2021-04-26 20:56:30,970 - mmaction - INFO - Epoch [91][240/470] lr: 1.250e-05, eta: 0:47:42, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2783, loss: 0.2783, grad_norm: 7.3119 2021-04-26 20:56:38,964 - mmaction - INFO - Epoch [91][260/470] lr: 1.250e-05, eta: 0:47:29, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2506, loss: 0.2506, grad_norm: 7.4535 2021-04-26 20:56:46,993 - mmaction - INFO - Epoch [91][280/470] lr: 1.250e-05, eta: 0:47:15, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.2808, loss: 0.2808, grad_norm: 7.7265 2021-04-26 20:56:54,990 - mmaction - INFO - Epoch [91][300/470] lr: 1.250e-05, eta: 0:47:02, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2676, loss: 0.2676, grad_norm: 7.8203 2021-04-26 20:57:03,036 - mmaction - INFO - Epoch [91][320/470] lr: 1.250e-05, eta: 0:46:48, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3091, loss: 0.3091, grad_norm: 8.1852 2021-04-26 20:57:11,096 - mmaction - INFO - Epoch [91][340/470] lr: 1.250e-05, eta: 0:46:35, time: 0.403, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2766, loss: 0.2766, grad_norm: 7.1742 2021-04-26 20:57:19,198 - mmaction - INFO - Epoch [91][360/470] lr: 1.250e-05, eta: 0:46:21, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2608, loss: 0.2608, grad_norm: 7.4124 2021-04-26 20:57:27,220 - mmaction - INFO - Epoch [91][380/470] lr: 1.250e-05, eta: 0:46:08, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2856, loss: 0.2856, grad_norm: 7.9045 2021-04-26 20:57:35,272 - mmaction - INFO - Epoch [91][400/470] lr: 1.250e-05, eta: 0:45:54, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2841, loss: 0.2841, grad_norm: 7.8860 2021-04-26 20:57:43,293 - mmaction - INFO - Epoch [91][420/470] lr: 1.250e-05, eta: 0:45:41, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2620, loss: 0.2620, grad_norm: 7.7049 2021-04-26 20:57:51,381 - mmaction - INFO - Epoch [91][440/470] lr: 1.250e-05, eta: 0:45:27, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9953, loss_cls: 0.2420, loss: 0.2420, grad_norm: 7.3600 2021-04-26 20:57:59,370 - mmaction - INFO - Epoch [91][460/470] lr: 1.250e-05, eta: 0:45:14, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9484, top5_acc: 0.9938, loss_cls: 0.2430, loss: 0.2430, grad_norm: 7.0879 2021-04-26 20:58:17,673 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-04-26 21:02:23,488 - mmaction - INFO - Epoch [92][20/470] lr: 1.250e-05, eta: 0:45:26, time: 12.229, data_time: 11.559, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3006, loss: 0.3006, grad_norm: 8.3338 2021-04-26 21:02:31,533 - mmaction - INFO - Epoch [92][40/470] lr: 1.250e-05, eta: 0:45:12, time: 0.405, data_time: 0.006, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3183, loss: 0.3183, grad_norm: 7.5673 2021-04-26 21:02:39,483 - mmaction - INFO - Epoch [92][60/470] lr: 1.250e-05, eta: 0:44:58, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3078, loss: 0.3078, grad_norm: 8.0264 2021-04-26 21:02:47,506 - mmaction - INFO - Epoch [92][80/470] lr: 1.250e-05, eta: 0:44:45, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2697, loss: 0.2697, grad_norm: 7.4493 2021-04-26 21:02:55,471 - mmaction - INFO - Epoch [92][100/470] lr: 1.250e-05, eta: 0:44:31, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9969, loss_cls: 0.2311, loss: 0.2311, grad_norm: 6.9235 2021-04-26 21:03:03,549 - mmaction - INFO - Epoch [92][120/470] lr: 1.250e-05, eta: 0:44:17, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.2921, loss: 0.2921, grad_norm: 7.4634 2021-04-26 21:03:11,489 - mmaction - INFO - Epoch [92][140/470] lr: 1.250e-05, eta: 0:44:04, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9859, loss_cls: 0.3103, loss: 0.3103, grad_norm: 8.4623 2021-04-26 21:03:19,564 - mmaction - INFO - Epoch [92][160/470] lr: 1.250e-05, eta: 0:43:50, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.2566, loss: 0.2566, grad_norm: 7.6987 2021-04-26 21:03:27,529 - mmaction - INFO - Epoch [92][180/470] lr: 1.250e-05, eta: 0:43:37, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 0.3012, loss: 0.3012, grad_norm: 8.4334 2021-04-26 21:03:35,609 - mmaction - INFO - Epoch [92][200/470] lr: 1.250e-05, eta: 0:43:23, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2767, loss: 0.2767, grad_norm: 7.9029 2021-04-26 21:03:43,583 - mmaction - INFO - Epoch [92][220/470] lr: 1.250e-05, eta: 0:43:10, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.3145, loss: 0.3145, grad_norm: 8.1926 2021-04-26 21:03:51,637 - mmaction - INFO - Epoch [92][240/470] lr: 1.250e-05, eta: 0:42:56, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.2932, loss: 0.2932, grad_norm: 7.9498 2021-04-26 21:03:59,635 - mmaction - INFO - Epoch [92][260/470] lr: 1.250e-05, eta: 0:42:43, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2479, loss: 0.2479, grad_norm: 7.9155 2021-04-26 21:04:07,753 - mmaction - INFO - Epoch [92][280/470] lr: 1.250e-05, eta: 0:42:29, time: 0.406, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3094, loss: 0.3094, grad_norm: 8.1799 2021-04-26 21:04:15,738 - mmaction - INFO - Epoch [92][300/470] lr: 1.250e-05, eta: 0:42:15, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9984, loss_cls: 0.2578, loss: 0.2578, grad_norm: 7.0536 2021-04-26 21:04:23,802 - mmaction - INFO - Epoch [92][320/470] lr: 1.250e-05, eta: 0:42:02, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2364, loss: 0.2364, grad_norm: 6.6922 2021-04-26 21:04:31,777 - mmaction - INFO - Epoch [92][340/470] lr: 1.250e-05, eta: 0:41:48, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2697, loss: 0.2697, grad_norm: 8.1357 2021-04-26 21:04:39,822 - mmaction - INFO - Epoch [92][360/470] lr: 1.250e-05, eta: 0:41:35, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3040, loss: 0.3040, grad_norm: 8.6858 2021-04-26 21:04:47,797 - mmaction - INFO - Epoch [92][380/470] lr: 1.250e-05, eta: 0:41:21, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3289, loss: 0.3289, grad_norm: 8.1363 2021-04-26 21:04:55,886 - mmaction - INFO - Epoch [92][400/470] lr: 1.250e-05, eta: 0:41:08, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2906, loss: 0.2906, grad_norm: 7.2672 2021-04-26 21:05:04,190 - mmaction - INFO - Epoch [92][420/470] lr: 1.250e-05, eta: 0:40:54, time: 0.415, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9875, loss_cls: 0.3355, loss: 0.3355, grad_norm: 8.4721 2021-04-26 21:05:12,269 - mmaction - INFO - Epoch [92][440/470] lr: 1.250e-05, eta: 0:40:41, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9938, loss_cls: 0.3123, loss: 0.3123, grad_norm: 9.3943 2021-04-26 21:05:20,303 - mmaction - INFO - Epoch [92][460/470] lr: 1.250e-05, eta: 0:40:28, time: 0.402, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2734, loss: 0.2734, grad_norm: 7.5991 2021-04-26 21:05:42,979 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-04-26 21:09:59,679 - mmaction - INFO - Epoch [93][20/470] lr: 1.250e-05, eta: 0:40:37, time: 12.793, data_time: 12.104, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9891, loss_cls: 0.2842, loss: 0.2842, grad_norm: 7.7064 2021-04-26 21:10:07,676 - mmaction - INFO - Epoch [93][40/470] lr: 1.250e-05, eta: 0:40:23, time: 0.406, data_time: 0.010, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.3201, loss: 0.3201, grad_norm: 8.1486 2021-04-26 21:10:15,613 - mmaction - INFO - Epoch [93][60/470] lr: 1.250e-05, eta: 0:40:09, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3244, loss: 0.3244, grad_norm: 8.5040 2021-04-26 21:10:23,771 - mmaction - INFO - Epoch [93][80/470] lr: 1.250e-05, eta: 0:39:56, time: 0.408, data_time: 0.008, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.2952, loss: 0.2952, grad_norm: 7.9331 2021-04-26 21:10:31,726 - mmaction - INFO - Epoch [93][100/470] lr: 1.250e-05, eta: 0:39:42, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9891, loss_cls: 0.2805, loss: 0.2805, grad_norm: 7.9444 2021-04-26 21:10:39,775 - mmaction - INFO - Epoch [93][120/470] lr: 1.250e-05, eta: 0:39:29, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2951, loss: 0.2951, grad_norm: 7.8401 2021-04-26 21:10:47,731 - mmaction - INFO - Epoch [93][140/470] lr: 1.250e-05, eta: 0:39:15, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9406, top5_acc: 0.9875, loss_cls: 0.2515, loss: 0.2515, grad_norm: 7.3587 2021-04-26 21:10:55,794 - mmaction - INFO - Epoch [93][160/470] lr: 1.250e-05, eta: 0:39:01, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2982, loss: 0.2982, grad_norm: 8.0338 2021-04-26 21:11:03,818 - mmaction - INFO - Epoch [93][180/470] lr: 1.250e-05, eta: 0:38:48, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.3062, loss: 0.3062, grad_norm: 7.8526 2021-04-26 21:11:11,883 - mmaction - INFO - Epoch [93][200/470] lr: 1.250e-05, eta: 0:38:34, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9875, loss_cls: 0.2632, loss: 0.2632, grad_norm: 7.3575 2021-04-26 21:11:19,895 - mmaction - INFO - Epoch [93][220/470] lr: 1.250e-05, eta: 0:38:21, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2766, loss: 0.2766, grad_norm: 7.6248 2021-04-26 21:11:27,946 - mmaction - INFO - Epoch [93][240/470] lr: 1.250e-05, eta: 0:38:07, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9891, loss_cls: 0.2848, loss: 0.2848, grad_norm: 7.9536 2021-04-26 21:11:35,893 - mmaction - INFO - Epoch [93][260/470] lr: 1.250e-05, eta: 0:37:54, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9859, loss_cls: 0.3012, loss: 0.3012, grad_norm: 8.0317 2021-04-26 21:11:43,949 - mmaction - INFO - Epoch [93][280/470] lr: 1.250e-05, eta: 0:37:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.2997, loss: 0.2997, grad_norm: 7.6782 2021-04-26 21:11:51,918 - mmaction - INFO - Epoch [93][300/470] lr: 1.250e-05, eta: 0:37:26, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3068, loss: 0.3068, grad_norm: 8.3547 2021-04-26 21:12:00,004 - mmaction - INFO - Epoch [93][320/470] lr: 1.250e-05, eta: 0:37:13, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9875, loss_cls: 0.2696, loss: 0.2696, grad_norm: 7.6907 2021-04-26 21:12:07,974 - mmaction - INFO - Epoch [93][340/470] lr: 1.250e-05, eta: 0:36:59, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3262, loss: 0.3262, grad_norm: 8.3859 2021-04-26 21:12:16,029 - mmaction - INFO - Epoch [93][360/470] lr: 1.250e-05, eta: 0:36:46, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2692, loss: 0.2692, grad_norm: 7.5796 2021-04-26 21:12:24,042 - mmaction - INFO - Epoch [93][380/470] lr: 1.250e-05, eta: 0:36:32, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.2642, loss: 0.2642, grad_norm: 7.5932 2021-04-26 21:12:32,106 - mmaction - INFO - Epoch [93][400/470] lr: 1.250e-05, eta: 0:36:19, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9969, loss_cls: 0.2733, loss: 0.2733, grad_norm: 7.6991 2021-04-26 21:12:40,109 - mmaction - INFO - Epoch [93][420/470] lr: 1.250e-05, eta: 0:36:05, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.2979, loss: 0.2979, grad_norm: 8.3397 2021-04-26 21:12:48,139 - mmaction - INFO - Epoch [93][440/470] lr: 1.250e-05, eta: 0:35:52, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9844, loss_cls: 0.3414, loss: 0.3414, grad_norm: 8.3542 2021-04-26 21:12:56,171 - mmaction - INFO - Epoch [93][460/470] lr: 1.250e-05, eta: 0:35:38, time: 0.401, data_time: 0.002, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9969, loss_cls: 0.2538, loss: 0.2538, grad_norm: 7.4143 2021-04-26 21:13:15,001 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-04-26 21:16:51,415 - mmaction - INFO - Epoch [94][20/470] lr: 1.250e-05, eta: 0:35:39, time: 10.744, data_time: 10.205, memory: 5705, top1_acc: 0.9281, top5_acc: 1.0000, loss_cls: 0.2404, loss: 0.2404, grad_norm: 7.4364 2021-04-26 21:16:59,455 - mmaction - INFO - Epoch [94][40/470] lr: 1.250e-05, eta: 0:35:26, time: 0.405, data_time: 0.007, memory: 5705, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2383, loss: 0.2383, grad_norm: 7.0355 2021-04-26 21:17:07,406 - mmaction - INFO - Epoch [94][60/470] lr: 1.250e-05, eta: 0:35:12, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.2926, loss: 0.2926, grad_norm: 7.7470 2021-04-26 21:17:15,431 - mmaction - INFO - Epoch [94][80/470] lr: 1.250e-05, eta: 0:34:58, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2885, loss: 0.2885, grad_norm: 8.2016 2021-04-26 21:17:23,431 - mmaction - INFO - Epoch [94][100/470] lr: 1.250e-05, eta: 0:34:45, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9844, loss_cls: 0.3250, loss: 0.3250, grad_norm: 8.5252 2021-04-26 21:17:31,467 - mmaction - INFO - Epoch [94][120/470] lr: 1.250e-05, eta: 0:34:31, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.2734, loss: 0.2734, grad_norm: 7.3256 2021-04-26 21:17:39,444 - mmaction - INFO - Epoch [94][140/470] lr: 1.250e-05, eta: 0:34:18, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2870, loss: 0.2870, grad_norm: 8.2901 2021-04-26 21:17:47,533 - mmaction - INFO - Epoch [94][160/470] lr: 1.250e-05, eta: 0:34:04, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9844, loss_cls: 0.2871, loss: 0.2871, grad_norm: 7.6719 2021-04-26 21:17:55,551 - mmaction - INFO - Epoch [94][180/470] lr: 1.250e-05, eta: 0:33:51, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.3106, loss: 0.3106, grad_norm: 8.5222 2021-04-26 21:18:03,650 - mmaction - INFO - Epoch [94][200/470] lr: 1.250e-05, eta: 0:33:37, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.3115, loss: 0.3115, grad_norm: 8.0072 2021-04-26 21:18:11,602 - mmaction - INFO - Epoch [94][220/470] lr: 1.250e-05, eta: 0:33:23, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2739, loss: 0.2739, grad_norm: 8.3456 2021-04-26 21:18:19,661 - mmaction - INFO - Epoch [94][240/470] lr: 1.250e-05, eta: 0:33:10, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.2516, loss: 0.2516, grad_norm: 7.2431 2021-04-26 21:18:27,593 - mmaction - INFO - Epoch [94][260/470] lr: 1.250e-05, eta: 0:32:56, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2804, loss: 0.2804, grad_norm: 7.7033 2021-04-26 21:18:35,652 - mmaction - INFO - Epoch [94][280/470] lr: 1.250e-05, eta: 0:32:43, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3418, loss: 0.3418, grad_norm: 8.5240 2021-04-26 21:18:43,629 - mmaction - INFO - Epoch [94][300/470] lr: 1.250e-05, eta: 0:32:29, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2836, loss: 0.2836, grad_norm: 7.9454 2021-04-26 21:18:51,701 - mmaction - INFO - Epoch [94][320/470] lr: 1.250e-05, eta: 0:32:16, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.3128, loss: 0.3128, grad_norm: 8.3768 2021-04-26 21:18:59,698 - mmaction - INFO - Epoch [94][340/470] lr: 1.250e-05, eta: 0:32:02, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.2346, loss: 0.2346, grad_norm: 7.0398 2021-04-26 21:19:07,778 - mmaction - INFO - Epoch [94][360/470] lr: 1.250e-05, eta: 0:31:49, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3676, loss: 0.3676, grad_norm: 8.8938 2021-04-26 21:19:15,755 - mmaction - INFO - Epoch [94][380/470] lr: 1.250e-05, eta: 0:31:35, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9859, loss_cls: 0.3205, loss: 0.3205, grad_norm: 8.2151 2021-04-26 21:19:23,854 - mmaction - INFO - Epoch [94][400/470] lr: 1.250e-05, eta: 0:31:22, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2475, loss: 0.2475, grad_norm: 7.0562 2021-04-26 21:19:31,898 - mmaction - INFO - Epoch [94][420/470] lr: 1.250e-05, eta: 0:31:08, time: 0.402, data_time: 0.002, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2954, loss: 0.2954, grad_norm: 8.0248 2021-04-26 21:19:39,945 - mmaction - INFO - Epoch [94][440/470] lr: 1.250e-05, eta: 0:30:55, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3406, loss: 0.3406, grad_norm: 8.4499 2021-04-26 21:19:47,927 - mmaction - INFO - Epoch [94][460/470] lr: 1.250e-05, eta: 0:30:41, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2610, loss: 0.2610, grad_norm: 7.4640 2021-04-26 21:20:00,945 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-04-26 21:23:41,463 - mmaction - INFO - Epoch [95][20/470] lr: 1.250e-05, eta: 0:30:39, time: 10.969, data_time: 10.432, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3212, loss: 0.3212, grad_norm: 7.7127 2021-04-26 21:23:49,476 - mmaction - INFO - Epoch [95][40/470] lr: 1.250e-05, eta: 0:30:26, time: 0.406, data_time: 0.010, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3037, loss: 0.3037, grad_norm: 8.2296 2021-04-26 21:23:57,400 - mmaction - INFO - Epoch [95][60/470] lr: 1.250e-05, eta: 0:30:12, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.2764, loss: 0.2764, grad_norm: 8.1188 2021-04-26 21:24:05,411 - mmaction - INFO - Epoch [95][80/470] lr: 1.250e-05, eta: 0:29:59, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.2415, loss: 0.2415, grad_norm: 7.1390 2021-04-26 21:24:13,356 - mmaction - INFO - Epoch [95][100/470] lr: 1.250e-05, eta: 0:29:45, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2655, loss: 0.2655, grad_norm: 6.9406 2021-04-26 21:24:21,403 - mmaction - INFO - Epoch [95][120/470] lr: 1.250e-05, eta: 0:29:32, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2655, loss: 0.2655, grad_norm: 8.1320 2021-04-26 21:24:29,357 - mmaction - INFO - Epoch [95][140/470] lr: 1.250e-05, eta: 0:29:18, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9906, loss_cls: 0.2891, loss: 0.2891, grad_norm: 8.0442 2021-04-26 21:24:37,412 - mmaction - INFO - Epoch [95][160/470] lr: 1.250e-05, eta: 0:29:04, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2720, loss: 0.2720, grad_norm: 7.7599 2021-04-26 21:24:45,459 - mmaction - INFO - Epoch [95][180/470] lr: 1.250e-05, eta: 0:28:51, time: 0.402, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2794, loss: 0.2794, grad_norm: 7.7950 2021-04-26 21:24:53,504 - mmaction - INFO - Epoch [95][200/470] lr: 1.250e-05, eta: 0:28:37, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9984, loss_cls: 0.2988, loss: 0.2988, grad_norm: 7.9766 2021-04-26 21:25:01,492 - mmaction - INFO - Epoch [95][220/470] lr: 1.250e-05, eta: 0:28:24, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9953, loss_cls: 0.2611, loss: 0.2611, grad_norm: 7.1268 2021-04-26 21:25:09,572 - mmaction - INFO - Epoch [95][240/470] lr: 1.250e-05, eta: 0:28:10, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.2978, loss: 0.2978, grad_norm: 7.9743 2021-04-26 21:25:17,549 - mmaction - INFO - Epoch [95][260/470] lr: 1.250e-05, eta: 0:27:57, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3524, loss: 0.3524, grad_norm: 8.6342 2021-04-26 21:25:25,593 - mmaction - INFO - Epoch [95][280/470] lr: 1.250e-05, eta: 0:27:43, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 1.0000, loss_cls: 0.2550, loss: 0.2550, grad_norm: 7.4153 2021-04-26 21:25:33,586 - mmaction - INFO - Epoch [95][300/470] lr: 1.250e-05, eta: 0:27:30, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9984, loss_cls: 0.2818, loss: 0.2818, grad_norm: 7.9425 2021-04-26 21:25:41,708 - mmaction - INFO - Epoch [95][320/470] lr: 1.250e-05, eta: 0:27:16, time: 0.406, data_time: 0.003, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9984, loss_cls: 0.2237, loss: 0.2237, grad_norm: 6.6389 2021-04-26 21:25:49,679 - mmaction - INFO - Epoch [95][340/470] lr: 1.250e-05, eta: 0:27:03, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3307, loss: 0.3307, grad_norm: 8.2238 2021-04-26 21:25:57,744 - mmaction - INFO - Epoch [95][360/470] lr: 1.250e-05, eta: 0:26:49, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2598, loss: 0.2598, grad_norm: 7.7227 2021-04-26 21:26:05,789 - mmaction - INFO - Epoch [95][380/470] lr: 1.250e-05, eta: 0:26:36, time: 0.403, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9891, loss_cls: 0.2897, loss: 0.2897, grad_norm: 7.6013 2021-04-26 21:26:13,824 - mmaction - INFO - Epoch [95][400/470] lr: 1.250e-05, eta: 0:26:22, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9906, loss_cls: 0.3051, loss: 0.3051, grad_norm: 7.9779 2021-04-26 21:26:21,864 - mmaction - INFO - Epoch [95][420/470] lr: 1.250e-05, eta: 0:26:09, time: 0.402, data_time: 0.001, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9844, loss_cls: 0.3417, loss: 0.3417, grad_norm: 8.3421 2021-04-26 21:26:29,901 - mmaction - INFO - Epoch [95][440/470] lr: 1.250e-05, eta: 0:25:56, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9984, loss_cls: 0.2485, loss: 0.2485, grad_norm: 7.5820 2021-04-26 21:26:37,906 - mmaction - INFO - Epoch [95][460/470] lr: 1.250e-05, eta: 0:25:42, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.2925, loss: 0.2925, grad_norm: 8.4507 2021-04-26 21:26:53,438 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-04-26 21:30:29,007 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 21:30:29,116 - mmaction - INFO - top1_acc 0.7518 top5_acc 0.9690 2021-04-26 21:30:29,116 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 21:30:29,161 - mmaction - INFO - mean_acc 0.6570 2021-04-26 21:30:29,162 - mmaction - INFO - Epoch(val) [95][470] top1_acc: 0.7518, top5_acc: 0.9690, mean_class_accuracy: 0.6570 2021-04-26 21:32:20,124 - mmaction - INFO - Epoch [96][20/470] lr: 1.250e-05, eta: 0:25:29, time: 5.545, data_time: 5.062, memory: 5705, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3488, loss: 0.3488, grad_norm: 8.8851 2021-04-26 21:32:28,141 - mmaction - INFO - Epoch [96][40/470] lr: 1.250e-05, eta: 0:25:16, time: 0.404, data_time: 0.007, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.2891, loss: 0.2891, grad_norm: 8.2841 2021-04-26 21:32:36,075 - mmaction - INFO - Epoch [96][60/470] lr: 1.250e-05, eta: 0:25:02, time: 0.396, data_time: 0.001, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2858, loss: 0.2858, grad_norm: 8.3340 2021-04-26 21:32:44,148 - mmaction - INFO - Epoch [96][80/470] lr: 1.250e-05, eta: 0:24:49, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9844, loss_cls: 0.2790, loss: 0.2790, grad_norm: 7.5117 2021-04-26 21:32:52,104 - mmaction - INFO - Epoch [96][100/470] lr: 1.250e-05, eta: 0:24:35, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.3002, loss: 0.3002, grad_norm: 8.5271 2021-04-26 21:33:00,129 - mmaction - INFO - Epoch [96][120/470] lr: 1.250e-05, eta: 0:24:22, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.3091, loss: 0.3091, grad_norm: 8.0007 2021-04-26 21:33:08,139 - mmaction - INFO - Epoch [96][140/470] lr: 1.250e-05, eta: 0:24:08, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2466, loss: 0.2466, grad_norm: 7.0707 2021-04-26 21:33:16,233 - mmaction - INFO - Epoch [96][160/470] lr: 1.250e-05, eta: 0:23:55, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2575, loss: 0.2575, grad_norm: 7.6301 2021-04-26 21:33:24,219 - mmaction - INFO - Epoch [96][180/470] lr: 1.250e-05, eta: 0:23:41, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9859, loss_cls: 0.3031, loss: 0.3031, grad_norm: 7.4496 2021-04-26 21:33:32,257 - mmaction - INFO - Epoch [96][200/470] lr: 1.250e-05, eta: 0:23:28, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3132, loss: 0.3132, grad_norm: 8.6627 2021-04-26 21:33:40,217 - mmaction - INFO - Epoch [96][220/470] lr: 1.250e-05, eta: 0:23:14, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.2831, loss: 0.2831, grad_norm: 8.4287 2021-04-26 21:33:48,257 - mmaction - INFO - Epoch [96][240/470] lr: 1.250e-05, eta: 0:23:01, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.2721, loss: 0.2721, grad_norm: 7.8127 2021-04-26 21:33:56,221 - mmaction - INFO - Epoch [96][260/470] lr: 1.250e-05, eta: 0:22:48, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2915, loss: 0.2915, grad_norm: 7.1446 2021-04-26 21:34:04,280 - mmaction - INFO - Epoch [96][280/470] lr: 1.250e-05, eta: 0:22:34, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9859, loss_cls: 0.3476, loss: 0.3476, grad_norm: 8.9272 2021-04-26 21:34:12,246 - mmaction - INFO - Epoch [96][300/470] lr: 1.250e-05, eta: 0:22:21, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.3285, loss: 0.3285, grad_norm: 8.2524 2021-04-26 21:34:20,285 - mmaction - INFO - Epoch [96][320/470] lr: 1.250e-05, eta: 0:22:07, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9953, loss_cls: 0.3065, loss: 0.3065, grad_norm: 8.5387 2021-04-26 21:34:28,295 - mmaction - INFO - Epoch [96][340/470] lr: 1.250e-05, eta: 0:21:54, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.3066, loss: 0.3066, grad_norm: 7.6376 2021-04-26 21:34:36,335 - mmaction - INFO - Epoch [96][360/470] lr: 1.250e-05, eta: 0:21:41, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2892, loss: 0.2892, grad_norm: 7.8839 2021-04-26 21:34:44,362 - mmaction - INFO - Epoch [96][380/470] lr: 1.250e-05, eta: 0:21:27, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2362, loss: 0.2362, grad_norm: 6.7764 2021-04-26 21:34:52,423 - mmaction - INFO - Epoch [96][400/470] lr: 1.250e-05, eta: 0:21:14, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2913, loss: 0.2913, grad_norm: 7.7163 2021-04-26 21:35:00,406 - mmaction - INFO - Epoch [96][420/470] lr: 1.250e-05, eta: 0:21:00, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.2297, loss: 0.2297, grad_norm: 6.7819 2021-04-26 21:35:08,511 - mmaction - INFO - Epoch [96][440/470] lr: 1.250e-05, eta: 0:20:47, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2529, loss: 0.2529, grad_norm: 6.6956 2021-04-26 21:35:16,504 - mmaction - INFO - Epoch [96][460/470] lr: 1.250e-05, eta: 0:20:34, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9969, loss_cls: 0.2720, loss: 0.2720, grad_norm: 8.0633 2021-04-26 21:35:32,818 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-04-26 21:40:02,970 - mmaction - INFO - Epoch [97][20/470] lr: 1.250e-05, eta: 0:20:28, time: 13.420, data_time: 12.799, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9969, loss_cls: 0.2441, loss: 0.2441, grad_norm: 7.3202 2021-04-26 21:40:10,966 - mmaction - INFO - Epoch [97][40/470] lr: 1.250e-05, eta: 0:20:15, time: 0.415, data_time: 0.017, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9984, loss_cls: 0.2447, loss: 0.2447, grad_norm: 6.9784 2021-04-26 21:40:18,938 - mmaction - INFO - Epoch [97][60/470] lr: 1.250e-05, eta: 0:20:01, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.2836, loss: 0.2836, grad_norm: 8.3974 2021-04-26 21:40:26,939 - mmaction - INFO - Epoch [97][80/470] lr: 1.250e-05, eta: 0:19:48, time: 0.400, data_time: 0.003, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.3341, loss: 0.3341, grad_norm: 7.6754 2021-04-26 21:40:34,880 - mmaction - INFO - Epoch [97][100/470] lr: 1.250e-05, eta: 0:19:34, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2568, loss: 0.2568, grad_norm: 7.7053 2021-04-26 21:40:42,910 - mmaction - INFO - Epoch [97][120/470] lr: 1.250e-05, eta: 0:19:21, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2495, loss: 0.2495, grad_norm: 7.1188 2021-04-26 21:40:50,883 - mmaction - INFO - Epoch [97][140/470] lr: 1.250e-05, eta: 0:19:07, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 1.0000, loss_cls: 0.2631, loss: 0.2631, grad_norm: 7.7710 2021-04-26 21:40:58,918 - mmaction - INFO - Epoch [97][160/470] lr: 1.250e-05, eta: 0:18:54, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2751, loss: 0.2751, grad_norm: 7.4608 2021-04-26 21:41:06,897 - mmaction - INFO - Epoch [97][180/470] lr: 1.250e-05, eta: 0:18:40, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2991, loss: 0.2991, grad_norm: 7.9575 2021-04-26 21:41:14,955 - mmaction - INFO - Epoch [97][200/470] lr: 1.250e-05, eta: 0:18:27, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.2897, loss: 0.2897, grad_norm: 7.8462 2021-04-26 21:41:22,935 - mmaction - INFO - Epoch [97][220/470] lr: 1.250e-05, eta: 0:18:14, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9984, loss_cls: 0.2524, loss: 0.2524, grad_norm: 7.5653 2021-04-26 21:41:30,975 - mmaction - INFO - Epoch [97][240/470] lr: 1.250e-05, eta: 0:18:00, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9891, loss_cls: 0.3286, loss: 0.3286, grad_norm: 8.8107 2021-04-26 21:41:38,932 - mmaction - INFO - Epoch [97][260/470] lr: 1.250e-05, eta: 0:17:47, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2999, loss: 0.2999, grad_norm: 8.1332 2021-04-26 21:41:47,002 - mmaction - INFO - Epoch [97][280/470] lr: 1.250e-05, eta: 0:17:33, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8891, top5_acc: 0.9953, loss_cls: 0.3580, loss: 0.3580, grad_norm: 8.9494 2021-04-26 21:41:54,978 - mmaction - INFO - Epoch [97][300/470] lr: 1.250e-05, eta: 0:17:20, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2202, loss: 0.2202, grad_norm: 6.9232 2021-04-26 21:42:03,007 - mmaction - INFO - Epoch [97][320/470] lr: 1.250e-05, eta: 0:17:06, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2671, loss: 0.2671, grad_norm: 7.8501 2021-04-26 21:42:10,971 - mmaction - INFO - Epoch [97][340/470] lr: 1.250e-05, eta: 0:16:53, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2506, loss: 0.2506, grad_norm: 7.1472 2021-04-26 21:42:19,021 - mmaction - INFO - Epoch [97][360/470] lr: 1.250e-05, eta: 0:16:40, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.2827, loss: 0.2827, grad_norm: 8.0645 2021-04-26 21:42:26,979 - mmaction - INFO - Epoch [97][380/470] lr: 1.250e-05, eta: 0:16:26, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3341, loss: 0.3341, grad_norm: 8.8575 2021-04-26 21:42:35,060 - mmaction - INFO - Epoch [97][400/470] lr: 1.250e-05, eta: 0:16:13, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9844, loss_cls: 0.3283, loss: 0.3283, grad_norm: 8.6594 2021-04-26 21:42:43,031 - mmaction - INFO - Epoch [97][420/470] lr: 1.250e-05, eta: 0:15:59, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9047, top5_acc: 0.9922, loss_cls: 0.3044, loss: 0.3044, grad_norm: 8.2334 2021-04-26 21:42:51,096 - mmaction - INFO - Epoch [97][440/470] lr: 1.250e-05, eta: 0:15:46, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9938, loss_cls: 0.2679, loss: 0.2679, grad_norm: 7.4313 2021-04-26 21:42:59,117 - mmaction - INFO - Epoch [97][460/470] lr: 1.250e-05, eta: 0:15:33, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2722, loss: 0.2722, grad_norm: 7.2192 2021-04-26 21:43:19,394 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-04-26 21:47:38,668 - mmaction - INFO - Epoch [98][20/470] lr: 1.250e-05, eta: 0:15:23, time: 12.901, data_time: 12.218, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2629, loss: 0.2629, grad_norm: 7.1877 2021-04-26 21:47:46,651 - mmaction - INFO - Epoch [98][40/470] lr: 1.250e-05, eta: 0:15:09, time: 0.405, data_time: 0.009, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.2902, loss: 0.2902, grad_norm: 8.0909 2021-04-26 21:47:54,573 - mmaction - INFO - Epoch [98][60/470] lr: 1.250e-05, eta: 0:14:56, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.3363, loss: 0.3363, grad_norm: 8.6796 2021-04-26 21:48:02,665 - mmaction - INFO - Epoch [98][80/470] lr: 1.250e-05, eta: 0:14:42, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9906, loss_cls: 0.2707, loss: 0.2707, grad_norm: 7.3988 2021-04-26 21:48:10,595 - mmaction - INFO - Epoch [98][100/470] lr: 1.250e-05, eta: 0:14:29, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3017, loss: 0.3017, grad_norm: 8.4622 2021-04-26 21:48:18,607 - mmaction - INFO - Epoch [98][120/470] lr: 1.250e-05, eta: 0:14:15, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.2971, loss: 0.2971, grad_norm: 7.7560 2021-04-26 21:48:26,540 - mmaction - INFO - Epoch [98][140/470] lr: 1.250e-05, eta: 0:14:02, time: 0.396, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3297, loss: 0.3297, grad_norm: 8.9739 2021-04-26 21:48:34,590 - mmaction - INFO - Epoch [98][160/470] lr: 1.250e-05, eta: 0:13:49, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.2859, loss: 0.2859, grad_norm: 7.9094 2021-04-26 21:48:42,581 - mmaction - INFO - Epoch [98][180/470] lr: 1.250e-05, eta: 0:13:35, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9875, loss_cls: 0.2797, loss: 0.2797, grad_norm: 7.2677 2021-04-26 21:48:50,679 - mmaction - INFO - Epoch [98][200/470] lr: 1.250e-05, eta: 0:13:22, time: 0.406, data_time: 0.004, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9875, loss_cls: 0.2877, loss: 0.2877, grad_norm: 7.1268 2021-04-26 21:48:58,676 - mmaction - INFO - Epoch [98][220/470] lr: 1.250e-05, eta: 0:13:08, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2822, loss: 0.2822, grad_norm: 8.0066 2021-04-26 21:49:06,697 - mmaction - INFO - Epoch [98][240/470] lr: 1.250e-05, eta: 0:12:55, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2541, loss: 0.2541, grad_norm: 6.9098 2021-04-26 21:49:14,659 - mmaction - INFO - Epoch [98][260/470] lr: 1.250e-05, eta: 0:12:41, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.3033, loss: 0.3033, grad_norm: 8.1827 2021-04-26 21:49:22,685 - mmaction - INFO - Epoch [98][280/470] lr: 1.250e-05, eta: 0:12:28, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9875, loss_cls: 0.3132, loss: 0.3132, grad_norm: 8.0488 2021-04-26 21:49:30,670 - mmaction - INFO - Epoch [98][300/470] lr: 1.250e-05, eta: 0:12:14, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9891, loss_cls: 0.2736, loss: 0.2736, grad_norm: 7.5330 2021-04-26 21:49:38,708 - mmaction - INFO - Epoch [98][320/470] lr: 1.250e-05, eta: 0:12:01, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2606, loss: 0.2606, grad_norm: 7.9122 2021-04-26 21:49:46,716 - mmaction - INFO - Epoch [98][340/470] lr: 1.250e-05, eta: 0:11:48, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9922, loss_cls: 0.3518, loss: 0.3518, grad_norm: 9.1368 2021-04-26 21:49:54,811 - mmaction - INFO - Epoch [98][360/470] lr: 1.250e-05, eta: 0:11:34, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9922, loss_cls: 0.2561, loss: 0.2561, grad_norm: 7.5777 2021-04-26 21:50:03,023 - mmaction - INFO - Epoch [98][380/470] lr: 1.250e-05, eta: 0:11:21, time: 0.411, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.3042, loss: 0.3042, grad_norm: 8.6478 2021-04-26 21:50:11,086 - mmaction - INFO - Epoch [98][400/470] lr: 1.250e-05, eta: 0:11:07, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2969, loss: 0.2969, grad_norm: 8.0483 2021-04-26 21:50:19,047 - mmaction - INFO - Epoch [98][420/470] lr: 1.250e-05, eta: 0:10:54, time: 0.398, data_time: 0.000, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.3242, loss: 0.3242, grad_norm: 8.3713 2021-04-26 21:50:27,106 - mmaction - INFO - Epoch [98][440/470] lr: 1.250e-05, eta: 0:10:41, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2615, loss: 0.2615, grad_norm: 7.8637 2021-04-26 21:50:35,105 - mmaction - INFO - Epoch [98][460/470] lr: 1.250e-05, eta: 0:10:27, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9922, loss_cls: 0.3199, loss: 0.3199, grad_norm: 8.3525 2021-04-26 21:50:54,619 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-04-26 21:55:08,084 - mmaction - INFO - Epoch [99][20/470] lr: 1.250e-05, eta: 0:10:14, time: 12.615, data_time: 11.973, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.2852, loss: 0.2852, grad_norm: 7.5814 2021-04-26 21:55:16,080 - mmaction - INFO - Epoch [99][40/470] lr: 1.250e-05, eta: 0:10:00, time: 0.408, data_time: 0.010, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.2781, loss: 0.2781, grad_norm: 8.4777 2021-04-26 21:55:24,042 - mmaction - INFO - Epoch [99][60/470] lr: 1.250e-05, eta: 0:09:47, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2767, loss: 0.2767, grad_norm: 7.2233 2021-04-26 21:55:32,075 - mmaction - INFO - Epoch [99][80/470] lr: 1.250e-05, eta: 0:09:33, time: 0.401, data_time: 0.004, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.2862, loss: 0.2862, grad_norm: 7.7726 2021-04-26 21:55:40,070 - mmaction - INFO - Epoch [99][100/470] lr: 1.250e-05, eta: 0:09:20, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9969, loss_cls: 0.2585, loss: 0.2585, grad_norm: 7.7176 2021-04-26 21:55:48,106 - mmaction - INFO - Epoch [99][120/470] lr: 1.250e-05, eta: 0:09:06, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.3080, loss: 0.3080, grad_norm: 8.4905 2021-04-26 21:55:56,066 - mmaction - INFO - Epoch [99][140/470] lr: 1.250e-05, eta: 0:08:53, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.2649, loss: 0.2649, grad_norm: 6.9303 2021-04-26 21:56:04,086 - mmaction - INFO - Epoch [99][160/470] lr: 1.250e-05, eta: 0:08:39, time: 0.401, data_time: 0.003, memory: 5705, top1_acc: 0.9297, top5_acc: 0.9922, loss_cls: 0.2784, loss: 0.2784, grad_norm: 7.9179 2021-04-26 21:56:12,060 - mmaction - INFO - Epoch [99][180/470] lr: 1.250e-05, eta: 0:08:26, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.3064, loss: 0.3064, grad_norm: 7.9740 2021-04-26 21:56:20,120 - mmaction - INFO - Epoch [99][200/470] lr: 1.250e-05, eta: 0:08:13, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.8906, top5_acc: 0.9969, loss_cls: 0.3378, loss: 0.3378, grad_norm: 9.1324 2021-04-26 21:56:28,127 - mmaction - INFO - Epoch [99][220/470] lr: 1.250e-05, eta: 0:07:59, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3009, loss: 0.3009, grad_norm: 8.0416 2021-04-26 21:56:36,237 - mmaction - INFO - Epoch [99][240/470] lr: 1.250e-05, eta: 0:07:46, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9906, loss_cls: 0.3176, loss: 0.3176, grad_norm: 8.2187 2021-04-26 21:56:44,207 - mmaction - INFO - Epoch [99][260/470] lr: 1.250e-05, eta: 0:07:32, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2956, loss: 0.2956, grad_norm: 8.2203 2021-04-26 21:56:52,286 - mmaction - INFO - Epoch [99][280/470] lr: 1.250e-05, eta: 0:07:19, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3028, loss: 0.3028, grad_norm: 7.9081 2021-04-26 21:57:00,251 - mmaction - INFO - Epoch [99][300/470] lr: 1.250e-05, eta: 0:07:05, time: 0.398, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2939, loss: 0.2939, grad_norm: 8.1273 2021-04-26 21:57:08,311 - mmaction - INFO - Epoch [99][320/470] lr: 1.250e-05, eta: 0:06:52, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2597, loss: 0.2597, grad_norm: 7.2855 2021-04-26 21:57:16,318 - mmaction - INFO - Epoch [99][340/470] lr: 1.250e-05, eta: 0:06:39, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9812, loss_cls: 0.3294, loss: 0.3294, grad_norm: 8.4492 2021-04-26 21:57:24,410 - mmaction - INFO - Epoch [99][360/470] lr: 1.250e-05, eta: 0:06:25, time: 0.405, data_time: 0.003, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9891, loss_cls: 0.3188, loss: 0.3188, grad_norm: 7.7885 2021-04-26 21:57:32,394 - mmaction - INFO - Epoch [99][380/470] lr: 1.250e-05, eta: 0:06:12, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9953, loss_cls: 0.2936, loss: 0.2936, grad_norm: 7.5605 2021-04-26 21:57:40,456 - mmaction - INFO - Epoch [99][400/470] lr: 1.250e-05, eta: 0:05:58, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9922, loss_cls: 0.3320, loss: 0.3320, grad_norm: 8.0463 2021-04-26 21:57:48,432 - mmaction - INFO - Epoch [99][420/470] lr: 1.250e-05, eta: 0:05:45, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2756, loss: 0.2756, grad_norm: 7.5420 2021-04-26 21:57:56,462 - mmaction - INFO - Epoch [99][440/470] lr: 1.250e-05, eta: 0:05:32, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9016, top5_acc: 0.9891, loss_cls: 0.3448, loss: 0.3448, grad_norm: 8.3370 2021-04-26 21:58:04,463 - mmaction - INFO - Epoch [99][460/470] lr: 1.250e-05, eta: 0:05:18, time: 0.400, data_time: 0.000, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.2975, loss: 0.2975, grad_norm: 8.2198 2021-04-26 21:58:22,828 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-04-26 22:02:40,559 - mmaction - INFO - Epoch [100][20/470] lr: 1.250e-05, eta: 0:05:02, time: 12.825, data_time: 12.067, memory: 5705, top1_acc: 0.9266, top5_acc: 0.9875, loss_cls: 0.2867, loss: 0.2867, grad_norm: 7.3485 2021-04-26 22:02:48,547 - mmaction - INFO - Epoch [100][40/470] lr: 1.250e-05, eta: 0:04:48, time: 0.407, data_time: 0.009, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.2888, loss: 0.2888, grad_norm: 7.7837 2021-04-26 22:02:56,457 - mmaction - INFO - Epoch [100][60/470] lr: 1.250e-05, eta: 0:04:35, time: 0.395, data_time: 0.001, memory: 5705, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2717, loss: 0.2717, grad_norm: 7.7139 2021-04-26 22:03:04,496 - mmaction - INFO - Epoch [100][80/470] lr: 1.250e-05, eta: 0:04:21, time: 0.402, data_time: 0.004, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3070, loss: 0.3070, grad_norm: 7.6277 2021-04-26 22:03:12,438 - mmaction - INFO - Epoch [100][100/470] lr: 1.250e-05, eta: 0:04:08, time: 0.397, data_time: 0.001, memory: 5705, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.3100, loss: 0.3100, grad_norm: 8.3019 2021-04-26 22:03:20,502 - mmaction - INFO - Epoch [100][120/470] lr: 1.250e-05, eta: 0:03:54, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 0.3405, loss: 0.3405, grad_norm: 8.6224 2021-04-26 22:03:28,481 - mmaction - INFO - Epoch [100][140/470] lr: 1.250e-05, eta: 0:03:41, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9109, top5_acc: 0.9953, loss_cls: 0.2946, loss: 0.2946, grad_norm: 7.7414 2021-04-26 22:03:36,557 - mmaction - INFO - Epoch [100][160/470] lr: 1.250e-05, eta: 0:03:27, time: 0.404, data_time: 0.004, memory: 5705, top1_acc: 0.9359, top5_acc: 0.9922, loss_cls: 0.2420, loss: 0.2420, grad_norm: 7.1869 2021-04-26 22:03:44,529 - mmaction - INFO - Epoch [100][180/470] lr: 1.250e-05, eta: 0:03:14, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2856, loss: 0.2856, grad_norm: 7.8084 2021-04-26 22:03:52,585 - mmaction - INFO - Epoch [100][200/470] lr: 1.250e-05, eta: 0:03:00, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9062, top5_acc: 0.9953, loss_cls: 0.3391, loss: 0.3391, grad_norm: 8.9188 2021-04-26 22:04:00,569 - mmaction - INFO - Epoch [100][220/470] lr: 1.250e-05, eta: 0:02:47, time: 0.399, data_time: 0.000, memory: 5705, top1_acc: 0.9094, top5_acc: 0.9844, loss_cls: 0.3315, loss: 0.3315, grad_norm: 8.8126 2021-04-26 22:04:08,605 - mmaction - INFO - Epoch [100][240/470] lr: 1.250e-05, eta: 0:02:33, time: 0.402, data_time: 0.003, memory: 5705, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2874, loss: 0.2874, grad_norm: 8.0456 2021-04-26 22:04:16,601 - mmaction - INFO - Epoch [100][260/470] lr: 1.250e-05, eta: 0:02:20, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9375, top5_acc: 0.9875, loss_cls: 0.2588, loss: 0.2588, grad_norm: 7.5356 2021-04-26 22:04:24,612 - mmaction - INFO - Epoch [100][280/470] lr: 1.250e-05, eta: 0:02:07, time: 0.400, data_time: 0.001, memory: 5705, top1_acc: 0.9203, top5_acc: 0.9875, loss_cls: 0.2951, loss: 0.2951, grad_norm: 7.1843 2021-04-26 22:04:32,674 - mmaction - INFO - Epoch [100][300/470] lr: 1.250e-05, eta: 0:01:53, time: 0.404, data_time: 0.002, memory: 5705, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.2804, loss: 0.2804, grad_norm: 8.4032 2021-04-26 22:04:40,734 - mmaction - INFO - Epoch [100][320/470] lr: 1.250e-05, eta: 0:01:40, time: 0.403, data_time: 0.000, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9984, loss_cls: 0.2964, loss: 0.2964, grad_norm: 8.6015 2021-04-26 22:04:48,712 - mmaction - INFO - Epoch [100][340/470] lr: 1.250e-05, eta: 0:01:26, time: 0.399, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2950, loss: 0.2950, grad_norm: 8.1198 2021-04-26 22:04:56,776 - mmaction - INFO - Epoch [100][360/470] lr: 1.250e-05, eta: 0:01:13, time: 0.403, data_time: 0.003, memory: 5705, top1_acc: 0.9141, top5_acc: 0.9969, loss_cls: 0.2667, loss: 0.2667, grad_norm: 7.6632 2021-04-26 22:05:04,800 - mmaction - INFO - Epoch [100][380/470] lr: 1.250e-05, eta: 0:01:00, time: 0.401, data_time: 0.000, memory: 5705, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2528, loss: 0.2528, grad_norm: 6.9448 2021-04-26 22:05:12,833 - mmaction - INFO - Epoch [100][400/470] lr: 1.250e-05, eta: 0:00:46, time: 0.401, data_time: 0.002, memory: 5705, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.2589, loss: 0.2589, grad_norm: 7.2910 2021-04-26 22:05:20,881 - mmaction - INFO - Epoch [100][420/470] lr: 1.250e-05, eta: 0:00:33, time: 0.404, data_time: 0.003, memory: 5705, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3165, loss: 0.3165, grad_norm: 8.3239 2021-04-26 22:05:28,912 - mmaction - INFO - Epoch [100][440/470] lr: 1.250e-05, eta: 0:00:20, time: 0.401, data_time: 0.001, memory: 5705, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2568, loss: 0.2568, grad_norm: 7.8623 2021-04-26 22:05:36,864 - mmaction - INFO - Epoch [100][460/470] lr: 1.250e-05, eta: 0:00:06, time: 0.397, data_time: 0.000, memory: 5705, top1_acc: 0.9125, top5_acc: 0.9891, loss_cls: 0.2835, loss: 0.2835, grad_norm: 8.0928 2021-04-26 22:06:03,139 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-04-26 22:10:06,634 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 22:10:06,746 - mmaction - INFO - top1_acc 0.7579 top5_acc 0.9741 2021-04-26 22:10:06,746 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 22:10:06,773 - mmaction - INFO - mean_acc 0.6661 2021-04-26 22:10:06,774 - mmaction - INFO - Epoch(val) [100][470] top1_acc: 0.7579, top5_acc: 0.9741, mean_class_accuracy: 0.6661