2021-04-26 01:28:23,784 - 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 01:28:23,784 - mmaction - INFO - Distributed training: True 2021-04-26 01:28:23,784 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/models/tsm_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), 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=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /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/tsm/tsm_r50_video_1x1x16_50e_diving_rgb.py _base_ = [ '../../_base_/models/tsm_r50.py', '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict(backbone=dict(num_segments=16), cls_head=dict(num_classes=48, num_segments=16)) # 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='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), 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='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=16, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] 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=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], ) # optimizer optimizer = dict( lr=0.005, # this lr is used for 8 gpus ) # runtime settings checkpoint_config = dict(interval=1) work_dir = './work_dirs/tsm_r50_video_2d_1x1x16_50e_diving_rgb/' 2021-04-26 01:28:30,651 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-04-26 01:28:31,820 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-220, work_dir: /mnt/lustre/linjintao/try/mmaction2_trt/work_dirs/tsm_r50_video_2d_1x1x16_50e_diving_rgb 2021-04-26 01:28:31,821 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-04-26 01:30:16,368 - mmaction - INFO - Epoch [1][20/470] lr: 5.000e-03, eta: 1 day, 10:03:43, time: 5.222, data_time: 4.122, memory: 7064, top1_acc: 0.0391, top5_acc: 0.2141, loss_cls: 4.2293, loss: 4.2293, grad_norm: 6.2412 2021-04-26 01:30:27,296 - mmaction - INFO - Epoch [1][40/470] lr: 5.000e-03, eta: 18:48:41, time: 0.551, data_time: 0.006, memory: 7064, top1_acc: 0.0516, top5_acc: 0.2672, loss_cls: 4.3723, loss: 4.3723, grad_norm: 6.8084 2021-04-26 01:30:38,261 - mmaction - INFO - Epoch [1][60/470] lr: 5.000e-03, eta: 13:43:04, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.0969, top5_acc: 0.3141, loss_cls: 3.8109, loss: 3.8109, grad_norm: 5.2203 2021-04-26 01:30:49,184 - mmaction - INFO - Epoch [1][80/470] lr: 5.000e-03, eta: 11:10:10, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.1531, top5_acc: 0.4188, loss_cls: 3.3245, loss: 3.3245, grad_norm: 4.9566 2021-04-26 01:31:00,152 - mmaction - INFO - Epoch [1][100/470] lr: 5.000e-03, eta: 9:38:23, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.1453, top5_acc: 0.4719, loss_cls: 3.1790, loss: 3.1790, grad_norm: 5.3998 2021-04-26 01:31:11,152 - mmaction - INFO - Epoch [1][120/470] lr: 5.000e-03, eta: 8:37:20, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.1484, top5_acc: 0.4891, loss_cls: 3.1805, loss: 3.1805, grad_norm: 5.5993 2021-04-26 01:31:22,125 - mmaction - INFO - Epoch [1][140/470] lr: 5.000e-03, eta: 7:53:35, time: 0.549, data_time: 0.001, memory: 7064, top1_acc: 0.2016, top5_acc: 0.5359, loss_cls: 2.9979, loss: 2.9979, grad_norm: 5.4801 2021-04-26 01:31:33,141 - mmaction - INFO - Epoch [1][160/470] lr: 5.000e-03, eta: 7:20:45, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.1875, top5_acc: 0.5203, loss_cls: 2.9999, loss: 2.9999, grad_norm: 5.9384 2021-04-26 01:31:44,157 - mmaction - INFO - Epoch [1][180/470] lr: 5.000e-03, eta: 6:55:17, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.2359, top5_acc: 0.5781, loss_cls: 2.8137, loss: 2.8137, grad_norm: 5.9564 2021-04-26 01:31:55,164 - mmaction - INFO - Epoch [1][200/470] lr: 5.000e-03, eta: 6:34:46, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.2453, top5_acc: 0.5625, loss_cls: 2.8500, loss: 2.8500, grad_norm: 6.0304 2021-04-26 01:32:06,162 - mmaction - INFO - Epoch [1][220/470] lr: 5.000e-03, eta: 6:17:59, time: 0.550, data_time: 0.001, memory: 7064, top1_acc: 0.2437, top5_acc: 0.6219, loss_cls: 2.7010, loss: 2.7010, grad_norm: 6.1838 2021-04-26 01:32:17,212 - mmaction - INFO - Epoch [1][240/470] lr: 5.000e-03, eta: 6:04:00, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.2719, top5_acc: 0.6031, loss_cls: 2.6877, loss: 2.6877, grad_norm: 6.2051 2021-04-26 01:32:28,227 - mmaction - INFO - Epoch [1][260/470] lr: 5.000e-03, eta: 5:52:10, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.2906, top5_acc: 0.6656, loss_cls: 2.5383, loss: 2.5383, grad_norm: 6.3100 2021-04-26 01:32:39,240 - mmaction - INFO - Epoch [1][280/470] lr: 5.000e-03, eta: 5:41:56, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.2812, top5_acc: 0.6641, loss_cls: 2.5971, loss: 2.5971, grad_norm: 6.8822 2021-04-26 01:32:50,277 - mmaction - INFO - Epoch [1][300/470] lr: 5.000e-03, eta: 5:33:06, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.2922, top5_acc: 0.6687, loss_cls: 2.5224, loss: 2.5224, grad_norm: 6.6566 2021-04-26 01:33:01,362 - mmaction - INFO - Epoch [1][320/470] lr: 5.000e-03, eta: 5:25:23, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.3031, top5_acc: 0.6641, loss_cls: 2.5534, loss: 2.5534, grad_norm: 6.5624 2021-04-26 01:33:12,387 - mmaction - INFO - Epoch [1][340/470] lr: 5.000e-03, eta: 5:18:30, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.2859, top5_acc: 0.6750, loss_cls: 2.4865, loss: 2.4865, grad_norm: 7.0022 2021-04-26 01:33:23,483 - mmaction - INFO - Epoch [1][360/470] lr: 5.000e-03, eta: 5:12:25, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.3141, top5_acc: 0.7516, loss_cls: 2.3422, loss: 2.3422, grad_norm: 7.1994 2021-04-26 01:33:34,501 - mmaction - INFO - Epoch [1][380/470] lr: 5.000e-03, eta: 5:06:55, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.3187, top5_acc: 0.7172, loss_cls: 2.4582, loss: 2.4582, grad_norm: 7.3927 2021-04-26 01:33:45,644 - mmaction - INFO - Epoch [1][400/470] lr: 5.000e-03, eta: 5:02:02, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.3375, top5_acc: 0.6984, loss_cls: 2.3712, loss: 2.3712, grad_norm: 7.0474 2021-04-26 01:33:56,710 - mmaction - INFO - Epoch [1][420/470] lr: 5.000e-03, eta: 4:57:32, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.3406, top5_acc: 0.7375, loss_cls: 2.2912, loss: 2.2912, grad_norm: 6.7125 2021-04-26 01:34:07,815 - mmaction - INFO - Epoch [1][440/470] lr: 5.000e-03, eta: 4:53:27, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.3609, top5_acc: 0.7344, loss_cls: 2.2983, loss: 2.2983, grad_norm: 7.1341 2021-04-26 01:34:18,882 - mmaction - INFO - Epoch [1][460/470] lr: 5.000e-03, eta: 4:49:42, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.3391, top5_acc: 0.7562, loss_cls: 2.1746, loss: 2.1746, grad_norm: 6.9403 2021-04-26 01:34:29,847 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-26 01:35:45,323 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:35:45,331 - mmaction - INFO - top1_acc 0.3756 top5_acc 0.7426 2021-04-26 01:35:45,332 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:35:45,366 - mmaction - INFO - mean_acc 0.2128 2021-04-26 01:35:46,234 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-04-26 01:35:46,234 - mmaction - INFO - Best top1_acc is 0.3756 at 1 epoch. 2021-04-26 01:35:46,235 - mmaction - INFO - Epoch(val) [1][470] top1_acc: 0.3756, top5_acc: 0.7426, mean_class_accuracy: 0.2128 2021-04-26 01:36:58,972 - mmaction - INFO - Epoch [2][20/470] lr: 5.000e-03, eta: 5:28:31, time: 3.635, data_time: 3.047, memory: 7064, top1_acc: 0.4094, top5_acc: 0.7703, loss_cls: 2.0415, loss: 2.0415, grad_norm: 6.8350 2021-04-26 01:37:09,921 - mmaction - INFO - Epoch [2][40/470] lr: 5.000e-03, eta: 5:23:36, time: 0.549, data_time: 0.004, memory: 7064, top1_acc: 0.3781, top5_acc: 0.7719, loss_cls: 2.1488, loss: 2.1488, grad_norm: 7.1826 2021-04-26 01:37:20,913 - mmaction - INFO - Epoch [2][60/470] lr: 5.000e-03, eta: 5:19:03, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.3969, top5_acc: 0.7891, loss_cls: 2.0461, loss: 2.0461, grad_norm: 7.3948 2021-04-26 01:37:31,889 - mmaction - INFO - Epoch [2][80/470] lr: 5.000e-03, eta: 5:14:49, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.3953, top5_acc: 0.7672, loss_cls: 2.0752, loss: 2.0752, grad_norm: 7.6496 2021-04-26 01:37:42,894 - mmaction - INFO - Epoch [2][100/470] lr: 5.000e-03, eta: 5:10:53, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.4203, top5_acc: 0.8031, loss_cls: 2.0082, loss: 2.0082, grad_norm: 7.5131 2021-04-26 01:37:53,888 - mmaction - INFO - Epoch [2][120/470] lr: 5.000e-03, eta: 5:07:12, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.3719, top5_acc: 0.7812, loss_cls: 2.1149, loss: 2.1149, grad_norm: 7.9353 2021-04-26 01:38:04,906 - mmaction - INFO - Epoch [2][140/470] lr: 5.000e-03, eta: 5:03:45, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.4172, top5_acc: 0.8141, loss_cls: 1.9917, loss: 1.9917, grad_norm: 7.1877 2021-04-26 01:38:15,918 - mmaction - INFO - Epoch [2][160/470] lr: 5.000e-03, eta: 5:00:31, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.4391, top5_acc: 0.8031, loss_cls: 1.9049, loss: 1.9049, grad_norm: 7.4588 2021-04-26 01:38:26,946 - mmaction - INFO - Epoch [2][180/470] lr: 5.000e-03, eta: 4:57:29, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.4391, top5_acc: 0.8203, loss_cls: 1.8637, loss: 1.8637, grad_norm: 7.7837 2021-04-26 01:38:37,977 - mmaction - INFO - Epoch [2][200/470] lr: 5.000e-03, eta: 4:54:37, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.4672, top5_acc: 0.8219, loss_cls: 1.8360, loss: 1.8360, grad_norm: 7.4955 2021-04-26 01:38:49,033 - mmaction - INFO - Epoch [2][220/470] lr: 5.000e-03, eta: 4:51:54, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.4313, top5_acc: 0.8187, loss_cls: 1.9263, loss: 1.9263, grad_norm: 7.9435 2021-04-26 01:39:00,101 - mmaction - INFO - Epoch [2][240/470] lr: 5.000e-03, eta: 4:49:22, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.4469, top5_acc: 0.8031, loss_cls: 1.8962, loss: 1.8962, grad_norm: 7.3899 2021-04-26 01:39:11,170 - mmaction - INFO - Epoch [2][260/470] lr: 5.000e-03, eta: 4:46:56, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.4891, top5_acc: 0.8422, loss_cls: 1.7255, loss: 1.7255, grad_norm: 7.5286 2021-04-26 01:39:22,242 - mmaction - INFO - Epoch [2][280/470] lr: 5.000e-03, eta: 4:44:39, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.4781, top5_acc: 0.8406, loss_cls: 1.7759, loss: 1.7759, grad_norm: 8.3940 2021-04-26 01:39:33,345 - mmaction - INFO - Epoch [2][300/470] lr: 5.000e-03, eta: 4:42:28, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.4703, top5_acc: 0.8156, loss_cls: 1.8521, loss: 1.8521, grad_norm: 7.8786 2021-04-26 01:39:44,438 - mmaction - INFO - Epoch [2][320/470] lr: 5.000e-03, eta: 4:40:23, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.4797, top5_acc: 0.8172, loss_cls: 1.8095, loss: 1.8095, grad_norm: 7.7512 2021-04-26 01:39:55,554 - mmaction - INFO - Epoch [2][340/470] lr: 5.000e-03, eta: 4:38:24, time: 0.555, data_time: 0.003, memory: 7064, top1_acc: 0.5016, top5_acc: 0.8313, loss_cls: 1.7267, loss: 1.7267, grad_norm: 7.7210 2021-04-26 01:40:06,600 - mmaction - INFO - Epoch [2][360/470] lr: 5.000e-03, eta: 4:36:30, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.5094, top5_acc: 0.8703, loss_cls: 1.6732, loss: 1.6732, grad_norm: 8.0210 2021-04-26 01:40:17,812 - mmaction - INFO - Epoch [2][380/470] lr: 5.000e-03, eta: 4:34:43, time: 0.560, data_time: 0.003, memory: 7064, top1_acc: 0.4719, top5_acc: 0.8391, loss_cls: 1.7409, loss: 1.7409, grad_norm: 7.7267 2021-04-26 01:40:28,987 - mmaction - INFO - Epoch [2][400/470] lr: 5.000e-03, eta: 4:33:01, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.4984, top5_acc: 0.8406, loss_cls: 1.7155, loss: 1.7155, grad_norm: 7.4875 2021-04-26 01:40:40,107 - mmaction - INFO - Epoch [2][420/470] lr: 5.000e-03, eta: 4:31:21, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.4672, top5_acc: 0.8344, loss_cls: 1.7821, loss: 1.7821, grad_norm: 8.2266 2021-04-26 01:40:51,188 - mmaction - INFO - Epoch [2][440/470] lr: 5.000e-03, eta: 4:29:45, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.4922, top5_acc: 0.8359, loss_cls: 1.7124, loss: 1.7124, grad_norm: 7.6683 2021-04-26 01:41:02,279 - mmaction - INFO - Epoch [2][460/470] lr: 5.000e-03, eta: 4:28:11, time: 0.553, data_time: 0.003, memory: 7064, top1_acc: 0.5391, top5_acc: 0.8656, loss_cls: 1.5573, loss: 1.5573, grad_norm: 7.3039 2021-04-26 01:41:12,061 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-26 01:42:36,583 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:42:36,591 - mmaction - INFO - top1_acc 0.4431 top5_acc 0.8188 2021-04-26 01:42:36,591 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:42:36,593 - mmaction - INFO - mean_acc 0.2928 2021-04-26 01:42:37,761 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-04-26 01:42:37,761 - mmaction - INFO - Best top1_acc is 0.4431 at 2 epoch. 2021-04-26 01:42:37,762 - mmaction - INFO - Epoch(val) [2][470] top1_acc: 0.4431, top5_acc: 0.8188, mean_class_accuracy: 0.2928 2021-04-26 01:43:51,488 - mmaction - INFO - Epoch [3][20/470] lr: 5.000e-03, eta: 4:48:18, time: 3.686, data_time: 3.074, memory: 7064, top1_acc: 0.5406, top5_acc: 0.8625, loss_cls: 1.5753, loss: 1.5753, grad_norm: 7.1008 2021-04-26 01:44:02,390 - mmaction - INFO - Epoch [3][40/470] lr: 5.000e-03, eta: 4:46:21, time: 0.545, data_time: 0.001, memory: 7064, top1_acc: 0.5297, top5_acc: 0.8719, loss_cls: 1.5178, loss: 1.5178, grad_norm: 7.2311 2021-04-26 01:44:13,345 - mmaction - INFO - Epoch [3][60/470] lr: 5.000e-03, eta: 4:44:28, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.5594, top5_acc: 0.8859, loss_cls: 1.4685, loss: 1.4685, grad_norm: 7.2489 2021-04-26 01:44:24,326 - mmaction - INFO - Epoch [3][80/470] lr: 5.000e-03, eta: 4:42:41, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.5547, top5_acc: 0.8672, loss_cls: 1.5307, loss: 1.5307, grad_norm: 7.5241 2021-04-26 01:44:35,344 - mmaction - INFO - Epoch [3][100/470] lr: 5.000e-03, eta: 4:40:58, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.5219, top5_acc: 0.8594, loss_cls: 1.5815, loss: 1.5815, grad_norm: 7.8229 2021-04-26 01:44:46,336 - mmaction - INFO - Epoch [3][120/470] lr: 5.000e-03, eta: 4:39:18, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.5813, top5_acc: 0.8750, loss_cls: 1.4489, loss: 1.4489, grad_norm: 7.0507 2021-04-26 01:44:57,356 - mmaction - INFO - Epoch [3][140/470] lr: 5.000e-03, eta: 4:37:42, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.5672, top5_acc: 0.8906, loss_cls: 1.4326, loss: 1.4326, grad_norm: 7.5097 2021-04-26 01:45:09,255 - mmaction - INFO - Epoch [3][160/470] lr: 5.000e-03, eta: 4:36:27, time: 0.596, data_time: 0.047, memory: 7064, top1_acc: 0.5734, top5_acc: 0.8938, loss_cls: 1.4333, loss: 1.4333, grad_norm: 7.2466 2021-04-26 01:45:20,277 - mmaction - INFO - Epoch [3][180/470] lr: 5.000e-03, eta: 4:34:56, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.5734, top5_acc: 0.8891, loss_cls: 1.4592, loss: 1.4592, grad_norm: 7.4061 2021-04-26 01:45:31,314 - mmaction - INFO - Epoch [3][200/470] lr: 5.000e-03, eta: 4:33:29, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.5625, top5_acc: 0.8688, loss_cls: 1.4913, loss: 1.4913, grad_norm: 8.2846 2021-04-26 01:45:42,339 - mmaction - INFO - Epoch [3][220/470] lr: 5.000e-03, eta: 4:32:03, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.5453, top5_acc: 0.8609, loss_cls: 1.5584, loss: 1.5584, grad_norm: 8.4917 2021-04-26 01:45:53,386 - mmaction - INFO - Epoch [3][240/470] lr: 5.000e-03, eta: 4:30:42, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.5813, top5_acc: 0.9125, loss_cls: 1.3673, loss: 1.3673, grad_norm: 7.2045 2021-04-26 01:46:04,447 - mmaction - INFO - Epoch [3][260/470] lr: 5.000e-03, eta: 4:29:22, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.5594, top5_acc: 0.9047, loss_cls: 1.3783, loss: 1.3783, grad_norm: 8.0130 2021-04-26 01:46:15,490 - mmaction - INFO - Epoch [3][280/470] lr: 5.000e-03, eta: 4:28:05, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.5625, top5_acc: 0.8781, loss_cls: 1.4850, loss: 1.4850, grad_norm: 7.8836 2021-04-26 01:46:26,552 - mmaction - INFO - Epoch [3][300/470] lr: 5.000e-03, eta: 4:26:49, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.5563, top5_acc: 0.8766, loss_cls: 1.4985, loss: 1.4985, grad_norm: 8.0140 2021-04-26 01:46:37,608 - mmaction - INFO - Epoch [3][320/470] lr: 5.000e-03, eta: 4:25:36, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.5875, top5_acc: 0.8875, loss_cls: 1.4197, loss: 1.4197, grad_norm: 7.8771 2021-04-26 01:46:48,683 - mmaction - INFO - Epoch [3][340/470] lr: 5.000e-03, eta: 4:24:25, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.5578, top5_acc: 0.8641, loss_cls: 1.4994, loss: 1.4994, grad_norm: 8.1279 2021-04-26 01:46:59,829 - mmaction - INFO - Epoch [3][360/470] lr: 5.000e-03, eta: 4:23:18, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.5938, top5_acc: 0.8891, loss_cls: 1.4010, loss: 1.4010, grad_norm: 7.5132 2021-04-26 01:47:10,909 - mmaction - INFO - Epoch [3][380/470] lr: 5.000e-03, eta: 4:22:10, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.5875, top5_acc: 0.9141, loss_cls: 1.3223, loss: 1.3223, grad_norm: 6.8753 2021-04-26 01:47:21,983 - mmaction - INFO - Epoch [3][400/470] lr: 5.000e-03, eta: 4:21:05, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.6203, top5_acc: 0.8969, loss_cls: 1.2730, loss: 1.2730, grad_norm: 7.0466 2021-04-26 01:47:33,073 - mmaction - INFO - Epoch [3][420/470] lr: 5.000e-03, eta: 4:20:01, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.6359, top5_acc: 0.9203, loss_cls: 1.2777, loss: 1.2777, grad_norm: 7.4284 2021-04-26 01:47:44,141 - mmaction - INFO - Epoch [3][440/470] lr: 5.000e-03, eta: 4:18:58, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.6172, top5_acc: 0.9047, loss_cls: 1.3239, loss: 1.3239, grad_norm: 7.6299 2021-04-26 01:47:55,328 - mmaction - INFO - Epoch [3][460/470] lr: 5.000e-03, eta: 4:17:59, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6125, top5_acc: 0.8875, loss_cls: 1.2948, loss: 1.2948, grad_norm: 7.8989 2021-04-26 01:48:02,219 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-26 01:49:16,024 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:49:16,033 - mmaction - INFO - top1_acc 0.4888 top5_acc 0.8873 2021-04-26 01:49:16,033 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:49:16,035 - mmaction - INFO - mean_acc 0.3659 2021-04-26 01:49:17,247 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-04-26 01:49:17,247 - mmaction - INFO - Best top1_acc is 0.4888 at 3 epoch. 2021-04-26 01:49:17,248 - mmaction - INFO - Epoch(val) [3][470] top1_acc: 0.4888, top5_acc: 0.8873, mean_class_accuracy: 0.3659 2021-04-26 01:50:27,026 - mmaction - INFO - Epoch [4][20/470] lr: 5.000e-03, eta: 4:30:10, time: 3.488, data_time: 2.940, memory: 7064, top1_acc: 0.6344, top5_acc: 0.9094, loss_cls: 1.2297, loss: 1.2297, grad_norm: 7.3832 2021-04-26 01:50:38,025 - mmaction - INFO - Epoch [4][40/470] lr: 5.000e-03, eta: 4:28:59, time: 0.548, data_time: 0.004, memory: 7064, top1_acc: 0.6531, top5_acc: 0.9172, loss_cls: 1.2100, loss: 1.2100, grad_norm: 7.8774 2021-04-26 01:50:48,977 - mmaction - INFO - Epoch [4][60/470] lr: 5.000e-03, eta: 4:27:50, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.6375, top5_acc: 0.9156, loss_cls: 1.2180, loss: 1.2180, grad_norm: 7.7515 2021-04-26 01:50:59,959 - mmaction - INFO - Epoch [4][80/470] lr: 5.000e-03, eta: 4:26:42, time: 0.548, data_time: 0.003, memory: 7064, top1_acc: 0.6250, top5_acc: 0.9078, loss_cls: 1.2719, loss: 1.2719, grad_norm: 7.7746 2021-04-26 01:51:10,945 - mmaction - INFO - Epoch [4][100/470] lr: 5.000e-03, eta: 4:25:35, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.6469, top5_acc: 0.9156, loss_cls: 1.2357, loss: 1.2357, grad_norm: 7.5848 2021-04-26 01:51:21,969 - mmaction - INFO - Epoch [4][120/470] lr: 5.000e-03, eta: 4:24:31, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.6156, top5_acc: 0.9313, loss_cls: 1.1791, loss: 1.1791, grad_norm: 7.5355 2021-04-26 01:51:32,991 - mmaction - INFO - Epoch [4][140/470] lr: 5.000e-03, eta: 4:23:28, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.6125, top5_acc: 0.9219, loss_cls: 1.2471, loss: 1.2471, grad_norm: 8.0271 2021-04-26 01:51:44,010 - mmaction - INFO - Epoch [4][160/470] lr: 5.000e-03, eta: 4:22:26, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.6375, top5_acc: 0.9062, loss_cls: 1.2234, loss: 1.2234, grad_norm: 7.5710 2021-04-26 01:51:55,015 - mmaction - INFO - Epoch [4][180/470] lr: 5.000e-03, eta: 4:21:26, time: 0.551, data_time: 0.001, memory: 7064, top1_acc: 0.6797, top5_acc: 0.9250, loss_cls: 1.1037, loss: 1.1037, grad_norm: 6.6190 2021-04-26 01:52:06,075 - mmaction - INFO - Epoch [4][200/470] lr: 5.000e-03, eta: 4:20:27, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.6641, top5_acc: 0.9391, loss_cls: 1.1286, loss: 1.1286, grad_norm: 7.7510 2021-04-26 01:52:17,156 - mmaction - INFO - Epoch [4][220/470] lr: 5.000e-03, eta: 4:19:30, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.6594, top5_acc: 0.9187, loss_cls: 1.1557, loss: 1.1557, grad_norm: 7.0791 2021-04-26 01:52:28,204 - mmaction - INFO - Epoch [4][240/470] lr: 5.000e-03, eta: 4:18:33, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.6703, top5_acc: 0.9297, loss_cls: 1.1226, loss: 1.1226, grad_norm: 7.2665 2021-04-26 01:52:39,256 - mmaction - INFO - Epoch [4][260/470] lr: 5.000e-03, eta: 4:17:38, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.6422, top5_acc: 0.9187, loss_cls: 1.2201, loss: 1.2201, grad_norm: 7.8714 2021-04-26 01:52:50,349 - mmaction - INFO - Epoch [4][280/470] lr: 5.000e-03, eta: 4:16:44, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.6438, top5_acc: 0.9047, loss_cls: 1.1921, loss: 1.1921, grad_norm: 7.9211 2021-04-26 01:53:01,436 - mmaction - INFO - Epoch [4][300/470] lr: 5.000e-03, eta: 4:15:52, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.6562, top5_acc: 0.9297, loss_cls: 1.0780, loss: 1.0780, grad_norm: 7.1805 2021-04-26 01:53:12,509 - mmaction - INFO - Epoch [4][320/470] lr: 5.000e-03, eta: 4:14:59, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.6344, top5_acc: 0.9125, loss_cls: 1.2202, loss: 1.2202, grad_norm: 7.5643 2021-04-26 01:53:23,620 - mmaction - INFO - Epoch [4][340/470] lr: 5.000e-03, eta: 4:14:09, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.6797, top5_acc: 0.9234, loss_cls: 1.0848, loss: 1.0848, grad_norm: 7.1775 2021-04-26 01:53:34,722 - mmaction - INFO - Epoch [4][360/470] lr: 5.000e-03, eta: 4:13:19, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.6516, top5_acc: 0.9266, loss_cls: 1.0823, loss: 1.0823, grad_norm: 7.1006 2021-04-26 01:53:45,826 - mmaction - INFO - Epoch [4][380/470] lr: 5.000e-03, eta: 4:12:30, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.6766, top5_acc: 0.9359, loss_cls: 1.0605, loss: 1.0605, grad_norm: 6.9816 2021-04-26 01:53:56,958 - mmaction - INFO - Epoch [4][400/470] lr: 5.000e-03, eta: 4:11:42, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.7031, top5_acc: 0.9484, loss_cls: 0.9729, loss: 0.9729, grad_norm: 7.1270 2021-04-26 01:54:08,063 - mmaction - INFO - Epoch [4][420/470] lr: 5.000e-03, eta: 4:10:55, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.6813, top5_acc: 0.9391, loss_cls: 1.0416, loss: 1.0416, grad_norm: 7.3509 2021-04-26 01:54:19,120 - mmaction - INFO - Epoch [4][440/470] lr: 5.000e-03, eta: 4:10:08, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7156, top5_acc: 0.9531, loss_cls: 0.9128, loss: 0.9128, grad_norm: 6.8975 2021-04-26 01:54:30,232 - mmaction - INFO - Epoch [4][460/470] lr: 5.000e-03, eta: 4:09:22, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.6766, top5_acc: 0.9078, loss_cls: 1.0935, loss: 1.0935, grad_norm: 7.3714 2021-04-26 01:54:36,450 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-26 01:55:46,865 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:55:47,225 - mmaction - INFO - top1_acc 0.5365 top5_acc 0.9041 2021-04-26 01:55:47,226 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:55:47,267 - mmaction - INFO - mean_acc 0.3887 2021-04-26 01:55:48,166 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-04-26 01:55:48,166 - mmaction - INFO - Best top1_acc is 0.5365 at 4 epoch. 2021-04-26 01:55:48,168 - mmaction - INFO - Epoch(val) [4][470] top1_acc: 0.5365, top5_acc: 0.9041, mean_class_accuracy: 0.3887 2021-04-26 01:57:00,147 - mmaction - INFO - Epoch [5][20/470] lr: 5.000e-03, eta: 4:18:43, time: 3.597, data_time: 3.022, memory: 7064, top1_acc: 0.7172, top5_acc: 0.9359, loss_cls: 0.9920, loss: 0.9920, grad_norm: 7.1338 2021-04-26 01:57:11,141 - mmaction - INFO - Epoch [5][40/470] lr: 5.000e-03, eta: 4:17:51, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.6734, top5_acc: 0.9266, loss_cls: 1.0948, loss: 1.0948, grad_norm: 7.6526 2021-04-26 01:57:22,113 - mmaction - INFO - Epoch [5][60/470] lr: 5.000e-03, eta: 4:16:59, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7125, top5_acc: 0.9531, loss_cls: 0.9794, loss: 0.9794, grad_norm: 7.1334 2021-04-26 01:57:33,099 - mmaction - INFO - Epoch [5][80/470] lr: 5.000e-03, eta: 4:16:08, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.6922, top5_acc: 0.9344, loss_cls: 1.0067, loss: 1.0067, grad_norm: 7.1881 2021-04-26 01:57:44,060 - mmaction - INFO - Epoch [5][100/470] lr: 5.000e-03, eta: 4:15:18, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9297, loss_cls: 0.9983, loss: 0.9983, grad_norm: 7.3865 2021-04-26 01:57:55,053 - mmaction - INFO - Epoch [5][120/470] lr: 5.000e-03, eta: 4:14:29, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.6703, top5_acc: 0.9250, loss_cls: 1.0744, loss: 1.0744, grad_norm: 7.1982 2021-04-26 01:58:06,030 - mmaction - INFO - Epoch [5][140/470] lr: 5.000e-03, eta: 4:13:40, time: 0.549, data_time: 0.001, memory: 7064, top1_acc: 0.6969, top5_acc: 0.9484, loss_cls: 0.9969, loss: 0.9969, grad_norm: 6.8179 2021-04-26 01:58:17,065 - mmaction - INFO - Epoch [5][160/470] lr: 5.000e-03, eta: 4:12:53, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.6969, top5_acc: 0.9406, loss_cls: 0.9771, loss: 0.9771, grad_norm: 7.4762 2021-04-26 01:58:28,057 - mmaction - INFO - Epoch [5][180/470] lr: 5.000e-03, eta: 4:12:06, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.6844, top5_acc: 0.9422, loss_cls: 1.0409, loss: 1.0409, grad_norm: 7.4571 2021-04-26 01:58:39,122 - mmaction - INFO - Epoch [5][200/470] lr: 5.000e-03, eta: 4:11:21, time: 0.553, data_time: 0.003, memory: 7064, top1_acc: 0.6609, top5_acc: 0.9234, loss_cls: 1.1436, loss: 1.1436, grad_norm: 7.9277 2021-04-26 01:58:50,136 - mmaction - INFO - Epoch [5][220/470] lr: 5.000e-03, eta: 4:10:36, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.6844, top5_acc: 0.9266, loss_cls: 1.0714, loss: 1.0714, grad_norm: 7.2511 2021-04-26 01:59:01,263 - mmaction - INFO - Epoch [5][240/470] lr: 5.000e-03, eta: 4:09:52, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7109, top5_acc: 0.9547, loss_cls: 0.9983, loss: 0.9983, grad_norm: 6.9215 2021-04-26 01:59:12,307 - mmaction - INFO - Epoch [5][260/470] lr: 5.000e-03, eta: 4:09:08, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.7109, top5_acc: 0.9266, loss_cls: 0.9996, loss: 0.9996, grad_norm: 6.7321 2021-04-26 01:59:23,431 - mmaction - INFO - Epoch [5][280/470] lr: 5.000e-03, eta: 4:08:26, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7000, top5_acc: 0.9234, loss_cls: 0.9901, loss: 0.9901, grad_norm: 7.1921 2021-04-26 01:59:34,463 - mmaction - INFO - Epoch [5][300/470] lr: 5.000e-03, eta: 4:07:43, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 0.9570, loss: 0.9570, grad_norm: 6.5770 2021-04-26 01:59:45,532 - mmaction - INFO - Epoch [5][320/470] lr: 5.000e-03, eta: 4:07:01, time: 0.553, data_time: 0.003, memory: 7064, top1_acc: 0.6906, top5_acc: 0.9453, loss_cls: 1.0321, loss: 1.0321, grad_norm: 6.4714 2021-04-26 01:59:56,654 - mmaction - INFO - Epoch [5][340/470] lr: 5.000e-03, eta: 4:06:21, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.6906, top5_acc: 0.9453, loss_cls: 0.9815, loss: 0.9815, grad_norm: 7.2238 2021-04-26 02:00:07,790 - mmaction - INFO - Epoch [5][360/470] lr: 5.000e-03, eta: 4:05:40, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.7063, top5_acc: 0.9453, loss_cls: 0.9641, loss: 0.9641, grad_norm: 6.9272 2021-04-26 02:00:18,934 - mmaction - INFO - Epoch [5][380/470] lr: 5.000e-03, eta: 4:05:01, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9484, loss_cls: 0.8420, loss: 0.8420, grad_norm: 6.1707 2021-04-26 02:00:30,098 - mmaction - INFO - Epoch [5][400/470] lr: 5.000e-03, eta: 4:04:22, time: 0.557, data_time: 0.003, memory: 7064, top1_acc: 0.7125, top5_acc: 0.9563, loss_cls: 0.9232, loss: 0.9232, grad_norm: 7.1251 2021-04-26 02:00:41,155 - mmaction - INFO - Epoch [5][420/470] lr: 5.000e-03, eta: 4:03:43, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7172, top5_acc: 0.9437, loss_cls: 0.9561, loss: 0.9561, grad_norm: 7.1922 2021-04-26 02:00:52,407 - mmaction - INFO - Epoch [5][440/470] lr: 5.000e-03, eta: 4:03:06, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9359, loss_cls: 0.9458, loss: 0.9458, grad_norm: 7.2434 2021-04-26 02:01:03,482 - mmaction - INFO - Epoch [5][460/470] lr: 5.000e-03, eta: 4:02:28, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 0.9583, loss: 0.9583, grad_norm: 7.7519 2021-04-26 02:01:10,169 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-26 02:02:22,783 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:02:22,792 - mmaction - INFO - top1_acc 0.5782 top5_acc 0.9294 2021-04-26 02:02:22,792 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:02:22,794 - mmaction - INFO - mean_acc 0.5018 2021-04-26 02:02:23,084 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-04-26 02:02:23,084 - mmaction - INFO - Best top1_acc is 0.5782 at 5 epoch. 2021-04-26 02:02:23,085 - mmaction - INFO - Epoch(val) [5][470] top1_acc: 0.5782, top5_acc: 0.9294, mean_class_accuracy: 0.5018 2021-04-26 02:03:36,061 - mmaction - INFO - Epoch [6][20/470] lr: 5.000e-03, eta: 4:09:54, time: 3.647, data_time: 3.085, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9656, loss_cls: 0.8116, loss: 0.8116, grad_norm: 6.6287 2021-04-26 02:03:47,010 - mmaction - INFO - Epoch [6][40/470] lr: 5.000e-03, eta: 4:09:11, time: 0.549, data_time: 0.004, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9563, loss_cls: 0.9142, loss: 0.9142, grad_norm: 7.1154 2021-04-26 02:03:57,994 - mmaction - INFO - Epoch [6][60/470] lr: 5.000e-03, eta: 4:08:29, time: 0.548, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9469, loss_cls: 0.9004, loss: 0.9004, grad_norm: 6.9418 2021-04-26 02:04:08,953 - mmaction - INFO - Epoch [6][80/470] lr: 5.000e-03, eta: 4:07:47, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 0.9116, loss: 0.9116, grad_norm: 7.0119 2021-04-26 02:04:19,937 - mmaction - INFO - Epoch [6][100/470] lr: 5.000e-03, eta: 4:07:06, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.7125, top5_acc: 0.9469, loss_cls: 0.9224, loss: 0.9224, grad_norm: 6.9025 2021-04-26 02:04:30,928 - mmaction - INFO - Epoch [6][120/470] lr: 5.000e-03, eta: 4:06:26, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9484, loss_cls: 0.9050, loss: 0.9050, grad_norm: 6.8707 2021-04-26 02:04:41,950 - mmaction - INFO - Epoch [6][140/470] lr: 5.000e-03, eta: 4:05:46, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9594, loss_cls: 0.8508, loss: 0.8508, grad_norm: 6.8301 2021-04-26 02:04:52,962 - mmaction - INFO - Epoch [6][160/470] lr: 5.000e-03, eta: 4:05:07, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9719, loss_cls: 0.7860, loss: 0.7860, grad_norm: 6.7123 2021-04-26 02:05:04,021 - mmaction - INFO - Epoch [6][180/470] lr: 5.000e-03, eta: 4:04:28, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7234, top5_acc: 0.9422, loss_cls: 0.9119, loss: 0.9119, grad_norm: 7.3031 2021-04-26 02:05:15,050 - mmaction - INFO - Epoch [6][200/470] lr: 5.000e-03, eta: 4:03:50, time: 0.552, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9609, loss_cls: 0.8595, loss: 0.8595, grad_norm: 7.1049 2021-04-26 02:05:26,084 - mmaction - INFO - Epoch [6][220/470] lr: 5.000e-03, eta: 4:03:12, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 0.8913, loss: 0.8913, grad_norm: 7.6534 2021-04-26 02:05:37,106 - mmaction - INFO - Epoch [6][240/470] lr: 5.000e-03, eta: 4:02:35, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7063, top5_acc: 0.9422, loss_cls: 0.9855, loss: 0.9855, grad_norm: 8.0074 2021-04-26 02:05:48,181 - mmaction - INFO - Epoch [6][260/470] lr: 5.000e-03, eta: 4:01:58, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7297, top5_acc: 0.9437, loss_cls: 0.9289, loss: 0.9289, grad_norm: 7.2849 2021-04-26 02:05:59,253 - mmaction - INFO - Epoch [6][280/470] lr: 5.000e-03, eta: 4:01:21, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9453, loss_cls: 0.8285, loss: 0.8285, grad_norm: 6.9020 2021-04-26 02:06:10,408 - mmaction - INFO - Epoch [6][300/470] lr: 5.000e-03, eta: 4:00:46, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9469, loss_cls: 0.8441, loss: 0.8441, grad_norm: 6.8527 2021-04-26 02:06:21,503 - mmaction - INFO - Epoch [6][320/470] lr: 5.000e-03, eta: 4:00:11, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7234, top5_acc: 0.9328, loss_cls: 0.9470, loss: 0.9470, grad_norm: 7.2260 2021-04-26 02:06:32,635 - mmaction - INFO - Epoch [6][340/470] lr: 5.000e-03, eta: 3:59:36, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7156, top5_acc: 0.9531, loss_cls: 0.9155, loss: 0.9155, grad_norm: 7.2011 2021-04-26 02:06:43,700 - mmaction - INFO - Epoch [6][360/470] lr: 5.000e-03, eta: 3:59:01, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9422, loss_cls: 0.8290, loss: 0.8290, grad_norm: 6.6782 2021-04-26 02:06:54,779 - mmaction - INFO - Epoch [6][380/470] lr: 5.000e-03, eta: 3:58:27, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.6875, top5_acc: 0.9531, loss_cls: 0.9116, loss: 0.9116, grad_norm: 6.9225 2021-04-26 02:07:05,855 - mmaction - INFO - Epoch [6][400/470] lr: 5.000e-03, eta: 3:57:52, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9516, loss_cls: 0.7949, loss: 0.7949, grad_norm: 6.5633 2021-04-26 02:07:17,006 - mmaction - INFO - Epoch [6][420/470] lr: 5.000e-03, eta: 3:57:19, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9297, loss_cls: 0.8821, loss: 0.8821, grad_norm: 7.0277 2021-04-26 02:07:28,108 - mmaction - INFO - Epoch [6][440/470] lr: 5.000e-03, eta: 3:56:46, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7203, top5_acc: 0.9375, loss_cls: 0.9426, loss: 0.9426, grad_norm: 7.0986 2021-04-26 02:07:39,178 - mmaction - INFO - Epoch [6][460/470] lr: 5.000e-03, eta: 3:56:13, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9547, loss_cls: 0.8133, loss: 0.8133, grad_norm: 6.5307 2021-04-26 02:07:47,413 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-26 02:09:07,494 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:09:07,526 - mmaction - INFO - top1_acc 0.6437 top5_acc 0.9406 2021-04-26 02:09:07,526 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:09:07,528 - mmaction - INFO - mean_acc 0.5090 2021-04-26 02:09:07,807 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-04-26 02:09:07,807 - mmaction - INFO - Best top1_acc is 0.6437 at 6 epoch. 2021-04-26 02:09:07,808 - mmaction - INFO - Epoch(val) [6][470] top1_acc: 0.6437, top5_acc: 0.9406, mean_class_accuracy: 0.5090 2021-04-26 02:10:19,181 - mmaction - INFO - Epoch [7][20/470] lr: 5.000e-03, eta: 4:02:02, time: 3.568, data_time: 3.010, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 0.8654, loss: 0.8654, grad_norm: 6.6696 2021-04-26 02:10:30,199 - mmaction - INFO - Epoch [7][40/470] lr: 5.000e-03, eta: 4:01:26, time: 0.550, data_time: 0.004, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 0.7310, loss: 0.7310, grad_norm: 6.2797 2021-04-26 02:10:41,164 - mmaction - INFO - Epoch [7][60/470] lr: 5.000e-03, eta: 4:00:50, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9625, loss_cls: 0.7635, loss: 0.7635, grad_norm: 6.2000 2021-04-26 02:10:52,189 - mmaction - INFO - Epoch [7][80/470] lr: 5.000e-03, eta: 4:00:14, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9594, loss_cls: 0.8323, loss: 0.8323, grad_norm: 7.1975 2021-04-26 02:11:03,183 - mmaction - INFO - Epoch [7][100/470] lr: 5.000e-03, eta: 3:59:39, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7312, top5_acc: 0.9547, loss_cls: 0.9001, loss: 0.9001, grad_norm: 7.9587 2021-04-26 02:11:14,214 - mmaction - INFO - Epoch [7][120/470] lr: 5.000e-03, eta: 3:59:05, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9656, loss_cls: 0.8595, loss: 0.8595, grad_norm: 6.8850 2021-04-26 02:11:25,204 - mmaction - INFO - Epoch [7][140/470] lr: 5.000e-03, eta: 3:58:30, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 0.7554, loss: 0.7554, grad_norm: 5.9440 2021-04-26 02:11:36,222 - mmaction - INFO - Epoch [7][160/470] lr: 5.000e-03, eta: 3:57:56, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9563, loss_cls: 0.7960, loss: 0.7960, grad_norm: 6.4266 2021-04-26 02:11:47,244 - mmaction - INFO - Epoch [7][180/470] lr: 5.000e-03, eta: 3:57:23, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 0.7314, loss: 0.7314, grad_norm: 6.4361 2021-04-26 02:11:58,291 - mmaction - INFO - Epoch [7][200/470] lr: 5.000e-03, eta: 3:56:49, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9516, loss_cls: 0.8169, loss: 0.8169, grad_norm: 6.7561 2021-04-26 02:12:09,359 - mmaction - INFO - Epoch [7][220/470] lr: 5.000e-03, eta: 3:56:17, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9578, loss_cls: 0.7911, loss: 0.7911, grad_norm: 6.6283 2021-04-26 02:12:20,497 - mmaction - INFO - Epoch [7][240/470] lr: 5.000e-03, eta: 3:55:44, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9703, loss_cls: 0.7370, loss: 0.7370, grad_norm: 6.8100 2021-04-26 02:12:31,570 - mmaction - INFO - Epoch [7][260/470] lr: 5.000e-03, eta: 3:55:12, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7953, top5_acc: 0.9656, loss_cls: 0.6846, loss: 0.6846, grad_norm: 7.0406 2021-04-26 02:12:42,679 - mmaction - INFO - Epoch [7][280/470] lr: 5.000e-03, eta: 3:54:40, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9469, loss_cls: 0.7426, loss: 0.7426, grad_norm: 6.9895 2021-04-26 02:12:53,729 - mmaction - INFO - Epoch [7][300/470] lr: 5.000e-03, eta: 3:54:09, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 0.8163, loss: 0.8163, grad_norm: 7.1557 2021-04-26 02:13:04,824 - mmaction - INFO - Epoch [7][320/470] lr: 5.000e-03, eta: 3:53:37, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9641, loss_cls: 0.7391, loss: 0.7391, grad_norm: 6.8659 2021-04-26 02:13:15,886 - mmaction - INFO - Epoch [7][340/470] lr: 5.000e-03, eta: 3:53:06, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9531, loss_cls: 0.8103, loss: 0.8103, grad_norm: 6.6454 2021-04-26 02:13:27,058 - mmaction - INFO - Epoch [7][360/470] lr: 5.000e-03, eta: 3:52:36, time: 0.558, data_time: 0.003, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9563, loss_cls: 0.6897, loss: 0.6897, grad_norm: 6.5816 2021-04-26 02:13:38,112 - mmaction - INFO - Epoch [7][380/470] lr: 5.000e-03, eta: 3:52:05, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9672, loss_cls: 0.7381, loss: 0.7381, grad_norm: 6.2760 2021-04-26 02:13:49,273 - mmaction - INFO - Epoch [7][400/470] lr: 5.000e-03, eta: 3:51:35, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 0.7815, loss: 0.7815, grad_norm: 6.7762 2021-04-26 02:14:00,385 - mmaction - INFO - Epoch [7][420/470] lr: 5.000e-03, eta: 3:51:06, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9656, loss_cls: 0.7240, loss: 0.7240, grad_norm: 6.7606 2021-04-26 02:14:11,572 - mmaction - INFO - Epoch [7][440/470] lr: 5.000e-03, eta: 3:50:36, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7266, top5_acc: 0.9578, loss_cls: 0.8402, loss: 0.8402, grad_norm: 6.9925 2021-04-26 02:14:22,638 - mmaction - INFO - Epoch [7][460/470] lr: 5.000e-03, eta: 3:50:07, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9484, loss_cls: 0.8211, loss: 0.8211, grad_norm: 6.7006 2021-04-26 02:14:28,889 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-26 02:15:41,467 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:15:41,476 - mmaction - INFO - top1_acc 0.6543 top5_acc 0.9457 2021-04-26 02:15:41,476 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:15:41,478 - mmaction - INFO - mean_acc 0.5123 2021-04-26 02:15:43,129 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-04-26 02:15:43,129 - mmaction - INFO - Best top1_acc is 0.6543 at 7 epoch. 2021-04-26 02:15:43,130 - mmaction - INFO - Epoch(val) [7][470] top1_acc: 0.6543, top5_acc: 0.9457, mean_class_accuracy: 0.5123 2021-04-26 02:16:58,220 - mmaction - INFO - Epoch [8][20/470] lr: 5.000e-03, eta: 3:55:19, time: 3.754, data_time: 3.192, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9547, loss_cls: 0.8182, loss: 0.8182, grad_norm: 6.8980 2021-04-26 02:17:09,178 - mmaction - INFO - Epoch [8][40/470] lr: 5.000e-03, eta: 3:54:47, time: 0.547, data_time: 0.003, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9609, loss_cls: 0.7119, loss: 0.7119, grad_norm: 6.4278 2021-04-26 02:17:20,123 - mmaction - INFO - Epoch [8][60/470] lr: 5.000e-03, eta: 3:54:15, time: 0.549, data_time: 0.004, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 0.7878, loss: 0.7878, grad_norm: 7.2773 2021-04-26 02:17:31,133 - mmaction - INFO - Epoch [8][80/470] lr: 5.000e-03, eta: 3:53:43, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9609, loss_cls: 0.7856, loss: 0.7856, grad_norm: 6.6759 2021-04-26 02:17:42,107 - mmaction - INFO - Epoch [8][100/470] lr: 5.000e-03, eta: 3:53:12, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 0.6367, loss: 0.6367, grad_norm: 6.5722 2021-04-26 02:17:53,129 - mmaction - INFO - Epoch [8][120/470] lr: 5.000e-03, eta: 3:52:41, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9656, loss_cls: 0.6695, loss: 0.6695, grad_norm: 6.1271 2021-04-26 02:18:04,119 - mmaction - INFO - Epoch [8][140/470] lr: 5.000e-03, eta: 3:52:10, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9594, loss_cls: 0.6699, loss: 0.6699, grad_norm: 5.8312 2021-04-26 02:18:15,161 - mmaction - INFO - Epoch [8][160/470] lr: 5.000e-03, eta: 3:51:39, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9703, loss_cls: 0.6713, loss: 0.6713, grad_norm: 6.4479 2021-04-26 02:18:26,141 - mmaction - INFO - Epoch [8][180/470] lr: 5.000e-03, eta: 3:51:09, time: 0.549, data_time: 0.000, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9641, loss_cls: 0.7091, loss: 0.7091, grad_norm: 6.7424 2021-04-26 02:18:37,178 - mmaction - INFO - Epoch [8][200/470] lr: 5.000e-03, eta: 3:50:39, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9516, loss_cls: 0.7636, loss: 0.7636, grad_norm: 6.7773 2021-04-26 02:18:48,246 - mmaction - INFO - Epoch [8][220/470] lr: 5.000e-03, eta: 3:50:09, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 0.7389, loss: 0.7389, grad_norm: 6.0341 2021-04-26 02:18:59,320 - mmaction - INFO - Epoch [8][240/470] lr: 5.000e-03, eta: 3:49:40, time: 0.553, data_time: 0.003, memory: 7064, top1_acc: 0.7984, top5_acc: 0.9688, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.8651 2021-04-26 02:19:10,374 - mmaction - INFO - Epoch [8][260/470] lr: 5.000e-03, eta: 3:49:11, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 0.6943, loss: 0.6943, grad_norm: 6.5781 2021-04-26 02:19:21,456 - mmaction - INFO - Epoch [8][280/470] lr: 5.000e-03, eta: 3:48:42, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9672, loss_cls: 0.7488, loss: 0.7488, grad_norm: 6.7297 2021-04-26 02:19:32,497 - mmaction - INFO - Epoch [8][300/470] lr: 5.000e-03, eta: 3:48:13, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9766, loss_cls: 0.5959, loss: 0.5959, grad_norm: 6.3987 2021-04-26 02:19:43,639 - mmaction - INFO - Epoch [8][320/470] lr: 5.000e-03, eta: 3:47:45, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9578, loss_cls: 0.7179, loss: 0.7179, grad_norm: 6.5725 2021-04-26 02:19:54,692 - mmaction - INFO - Epoch [8][340/470] lr: 5.000e-03, eta: 3:47:16, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9656, loss_cls: 0.6364, loss: 0.6364, grad_norm: 5.7846 2021-04-26 02:20:05,815 - mmaction - INFO - Epoch [8][360/470] lr: 5.000e-03, eta: 3:46:48, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8078, top5_acc: 0.9766, loss_cls: 0.6157, loss: 0.6157, grad_norm: 5.7261 2021-04-26 02:20:16,885 - mmaction - INFO - Epoch [8][380/470] lr: 5.000e-03, eta: 3:46:20, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9672, loss_cls: 0.6559, loss: 0.6559, grad_norm: 7.2099 2021-04-26 02:20:27,979 - mmaction - INFO - Epoch [8][400/470] lr: 5.000e-03, eta: 3:45:53, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9703, loss_cls: 0.6487, loss: 0.6487, grad_norm: 6.2919 2021-04-26 02:20:39,072 - mmaction - INFO - Epoch [8][420/470] lr: 5.000e-03, eta: 3:45:25, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9812, loss_cls: 0.6336, loss: 0.6336, grad_norm: 6.1362 2021-04-26 02:20:50,256 - mmaction - INFO - Epoch [8][440/470] lr: 5.000e-03, eta: 3:44:58, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9703, loss_cls: 0.6513, loss: 0.6513, grad_norm: 6.6556 2021-04-26 02:21:01,380 - mmaction - INFO - Epoch [8][460/470] lr: 5.000e-03, eta: 3:44:31, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 0.7051, loss: 0.7051, grad_norm: 6.8177 2021-04-26 02:21:08,347 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-26 02:22:20,040 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:22:20,049 - mmaction - INFO - top1_acc 0.5909 top5_acc 0.9127 2021-04-26 02:22:20,049 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:22:20,051 - mmaction - INFO - mean_acc 0.4868 2021-04-26 02:22:20,051 - mmaction - INFO - Epoch(val) [8][470] top1_acc: 0.5909, top5_acc: 0.9127, mean_class_accuracy: 0.4868 2021-04-26 02:23:33,076 - mmaction - INFO - Epoch [9][20/470] lr: 5.000e-03, eta: 3:48:45, time: 3.651, data_time: 3.101, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.6208, loss: 0.6208, grad_norm: 6.0921 2021-04-26 02:23:44,060 - mmaction - INFO - Epoch [9][40/470] lr: 5.000e-03, eta: 3:48:16, time: 0.548, data_time: 0.003, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9641, loss_cls: 0.7049, loss: 0.7049, grad_norm: 7.1091 2021-04-26 02:23:55,000 - mmaction - INFO - Epoch [9][60/470] lr: 5.000e-03, eta: 3:47:47, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 0.6859, loss: 0.6859, grad_norm: 6.6847 2021-04-26 02:24:05,989 - mmaction - INFO - Epoch [9][80/470] lr: 5.000e-03, eta: 3:47:18, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7984, top5_acc: 0.9656, loss_cls: 0.6679, loss: 0.6679, grad_norm: 7.1232 2021-04-26 02:24:16,968 - mmaction - INFO - Epoch [9][100/470] lr: 5.000e-03, eta: 3:46:49, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9734, loss_cls: 0.5885, loss: 0.5885, grad_norm: 5.8110 2021-04-26 02:24:27,965 - mmaction - INFO - Epoch [9][120/470] lr: 5.000e-03, eta: 3:46:21, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7859, top5_acc: 0.9688, loss_cls: 0.7399, loss: 0.7399, grad_norm: 7.3093 2021-04-26 02:24:38,968 - mmaction - INFO - Epoch [9][140/470] lr: 5.000e-03, eta: 3:45:53, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7953, top5_acc: 0.9547, loss_cls: 0.7126, loss: 0.7126, grad_norm: 6.7678 2021-04-26 02:24:50,017 - mmaction - INFO - Epoch [9][160/470] lr: 5.000e-03, eta: 3:45:25, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9641, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.9323 2021-04-26 02:25:01,031 - mmaction - INFO - Epoch [9][180/470] lr: 5.000e-03, eta: 3:44:58, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9797, loss_cls: 0.6502, loss: 0.6502, grad_norm: 6.1380 2021-04-26 02:25:12,114 - mmaction - INFO - Epoch [9][200/470] lr: 5.000e-03, eta: 3:44:30, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9609, loss_cls: 0.6399, loss: 0.6399, grad_norm: 6.1281 2021-04-26 02:25:23,181 - mmaction - INFO - Epoch [9][220/470] lr: 5.000e-03, eta: 3:44:03, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8063, top5_acc: 0.9672, loss_cls: 0.6724, loss: 0.6724, grad_norm: 5.9786 2021-04-26 02:25:34,250 - mmaction - INFO - Epoch [9][240/470] lr: 5.000e-03, eta: 3:43:36, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9594, loss_cls: 0.6693, loss: 0.6693, grad_norm: 5.8735 2021-04-26 02:25:45,236 - mmaction - INFO - Epoch [9][260/470] lr: 5.000e-03, eta: 3:43:09, time: 0.550, data_time: 0.001, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 0.6775, loss: 0.6775, grad_norm: 6.0152 2021-04-26 02:25:56,259 - mmaction - INFO - Epoch [9][280/470] lr: 5.000e-03, eta: 3:42:42, time: 0.551, data_time: 0.001, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9734, loss_cls: 0.6055, loss: 0.6055, grad_norm: 5.9541 2021-04-26 02:26:07,395 - mmaction - INFO - Epoch [9][300/470] lr: 5.000e-03, eta: 3:42:16, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9781, loss_cls: 0.5424, loss: 0.5424, grad_norm: 5.7262 2021-04-26 02:26:18,537 - mmaction - INFO - Epoch [9][320/470] lr: 5.000e-03, eta: 3:41:50, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9547, loss_cls: 0.7517, loss: 0.7517, grad_norm: 6.7595 2021-04-26 02:26:29,615 - mmaction - INFO - Epoch [9][340/470] lr: 5.000e-03, eta: 3:41:24, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9750, loss_cls: 0.6119, loss: 0.6119, grad_norm: 6.0591 2021-04-26 02:26:40,725 - mmaction - INFO - Epoch [9][360/470] lr: 5.000e-03, eta: 3:40:58, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9766, loss_cls: 0.6251, loss: 0.6251, grad_norm: 6.2234 2021-04-26 02:26:51,843 - mmaction - INFO - Epoch [9][380/470] lr: 5.000e-03, eta: 3:40:32, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9750, loss_cls: 0.5589, loss: 0.5589, grad_norm: 6.2054 2021-04-26 02:27:02,990 - mmaction - INFO - Epoch [9][400/470] lr: 5.000e-03, eta: 3:40:07, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9688, loss_cls: 0.6688, loss: 0.6688, grad_norm: 6.5377 2021-04-26 02:27:14,061 - mmaction - INFO - Epoch [9][420/470] lr: 5.000e-03, eta: 3:39:41, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9625, loss_cls: 0.7463, loss: 0.7463, grad_norm: 7.0502 2021-04-26 02:27:25,164 - mmaction - INFO - Epoch [9][440/470] lr: 5.000e-03, eta: 3:39:16, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9578, loss_cls: 0.7189, loss: 0.7189, grad_norm: 7.1561 2021-04-26 02:27:36,258 - mmaction - INFO - Epoch [9][460/470] lr: 5.000e-03, eta: 3:38:51, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9719, loss_cls: 0.6222, loss: 0.6222, grad_norm: 6.1214 2021-04-26 02:27:42,888 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-26 02:29:06,716 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:29:06,725 - mmaction - INFO - top1_acc 0.6609 top5_acc 0.9299 2021-04-26 02:29:06,725 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:29:06,727 - mmaction - INFO - mean_acc 0.5738 2021-04-26 02:29:07,066 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-04-26 02:29:07,066 - mmaction - INFO - Best top1_acc is 0.6609 at 9 epoch. 2021-04-26 02:29:07,067 - mmaction - INFO - Epoch(val) [9][470] top1_acc: 0.6609, top5_acc: 0.9299, mean_class_accuracy: 0.5738 2021-04-26 02:30:18,459 - mmaction - INFO - Epoch [10][20/470] lr: 5.000e-03, eta: 3:42:21, time: 3.569, data_time: 2.982, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.6154, loss: 0.6154, grad_norm: 5.6121 2021-04-26 02:30:29,487 - mmaction - INFO - Epoch [10][40/470] lr: 5.000e-03, eta: 3:41:54, time: 0.552, data_time: 0.004, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.5544, loss: 0.5544, grad_norm: 5.4145 2021-04-26 02:30:40,418 - mmaction - INFO - Epoch [10][60/470] lr: 5.000e-03, eta: 3:41:28, time: 0.546, data_time: 0.000, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9797, loss_cls: 0.5535, loss: 0.5535, grad_norm: 5.8594 2021-04-26 02:30:51,415 - mmaction - INFO - Epoch [10][80/470] lr: 5.000e-03, eta: 3:41:01, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9766, loss_cls: 0.6442, loss: 0.6442, grad_norm: 6.9871 2021-04-26 02:31:02,410 - mmaction - INFO - Epoch [10][100/470] lr: 5.000e-03, eta: 3:40:35, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9734, loss_cls: 0.6448, loss: 0.6448, grad_norm: 5.8645 2021-04-26 02:31:13,416 - mmaction - INFO - Epoch [10][120/470] lr: 5.000e-03, eta: 3:40:09, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9688, loss_cls: 0.5788, loss: 0.5788, grad_norm: 6.2912 2021-04-26 02:31:24,426 - mmaction - INFO - Epoch [10][140/470] lr: 5.000e-03, eta: 3:39:43, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7969, top5_acc: 0.9781, loss_cls: 0.6558, loss: 0.6558, grad_norm: 6.2633 2021-04-26 02:31:35,457 - mmaction - INFO - Epoch [10][160/470] lr: 5.000e-03, eta: 3:39:17, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9797, loss_cls: 0.5530, loss: 0.5530, grad_norm: 5.7361 2021-04-26 02:31:46,468 - mmaction - INFO - Epoch [10][180/470] lr: 5.000e-03, eta: 3:38:51, time: 0.551, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.6210, loss: 0.6210, grad_norm: 5.9879 2021-04-26 02:31:57,522 - mmaction - INFO - Epoch [10][200/470] lr: 5.000e-03, eta: 3:38:26, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9734, loss_cls: 0.5956, loss: 0.5956, grad_norm: 6.4336 2021-04-26 02:32:08,541 - mmaction - INFO - Epoch [10][220/470] lr: 5.000e-03, eta: 3:38:00, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9766, loss_cls: 0.5457, loss: 0.5457, grad_norm: 5.8023 2021-04-26 02:32:19,559 - mmaction - INFO - Epoch [10][240/470] lr: 5.000e-03, eta: 3:37:35, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.6625, loss: 0.6625, grad_norm: 6.4785 2021-04-26 02:32:30,623 - mmaction - INFO - Epoch [10][260/470] lr: 5.000e-03, eta: 3:37:10, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8078, top5_acc: 0.9672, loss_cls: 0.6580, loss: 0.6580, grad_norm: 6.9938 2021-04-26 02:32:41,625 - mmaction - INFO - Epoch [10][280/470] lr: 5.000e-03, eta: 3:36:45, time: 0.550, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9594, loss_cls: 0.6561, loss: 0.6561, grad_norm: 6.2491 2021-04-26 02:32:52,714 - mmaction - INFO - Epoch [10][300/470] lr: 5.000e-03, eta: 3:36:20, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9750, loss_cls: 0.5532, loss: 0.5532, grad_norm: 5.6164 2021-04-26 02:33:03,839 - mmaction - INFO - Epoch [10][320/470] lr: 5.000e-03, eta: 3:35:56, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9656, loss_cls: 0.6233, loss: 0.6233, grad_norm: 6.4215 2021-04-26 02:33:14,889 - mmaction - INFO - Epoch [10][340/470] lr: 5.000e-03, eta: 3:35:31, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 0.6681, loss: 0.6681, grad_norm: 6.6904 2021-04-26 02:33:25,926 - mmaction - INFO - Epoch [10][360/470] lr: 5.000e-03, eta: 3:35:07, time: 0.552, data_time: 0.001, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 0.6656, loss: 0.6656, grad_norm: 6.1792 2021-04-26 02:33:37,085 - mmaction - INFO - Epoch [10][380/470] lr: 5.000e-03, eta: 3:34:43, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9609, loss_cls: 0.7138, loss: 0.7138, grad_norm: 6.5246 2021-04-26 02:33:48,172 - mmaction - INFO - Epoch [10][400/470] lr: 5.000e-03, eta: 3:34:19, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9703, loss_cls: 0.6100, loss: 0.6100, grad_norm: 5.9466 2021-04-26 02:33:59,309 - mmaction - INFO - Epoch [10][420/470] lr: 5.000e-03, eta: 3:33:55, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7953, top5_acc: 0.9578, loss_cls: 0.7041, loss: 0.7041, grad_norm: 6.7761 2021-04-26 02:34:10,399 - mmaction - INFO - Epoch [10][440/470] lr: 5.000e-03, eta: 3:33:31, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9641, loss_cls: 0.6016, loss: 0.6016, grad_norm: 6.1794 2021-04-26 02:34:21,496 - mmaction - INFO - Epoch [10][460/470] lr: 5.000e-03, eta: 3:33:08, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.5948, loss: 0.5948, grad_norm: 5.6567 2021-04-26 02:34:28,991 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-26 02:35:57,219 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:35:57,228 - mmaction - INFO - top1_acc 0.7249 top5_acc 0.9690 2021-04-26 02:35:57,228 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:35:57,230 - mmaction - INFO - mean_acc 0.6685 2021-04-26 02:35:58,267 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-04-26 02:35:58,267 - mmaction - INFO - Best top1_acc is 0.7249 at 10 epoch. 2021-04-26 02:35:58,268 - mmaction - INFO - Epoch(val) [10][470] top1_acc: 0.7249, top5_acc: 0.9690, mean_class_accuracy: 0.6685 2021-04-26 02:37:14,402 - mmaction - INFO - Epoch [11][20/470] lr: 5.000e-03, eta: 3:36:29, time: 3.804, data_time: 3.179, memory: 7064, top1_acc: 0.7969, top5_acc: 0.9672, loss_cls: 0.6574, loss: 0.6574, grad_norm: 6.4554 2021-04-26 02:37:25,371 - mmaction - INFO - Epoch [11][40/470] lr: 5.000e-03, eta: 3:36:04, time: 0.549, data_time: 0.006, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9641, loss_cls: 0.6202, loss: 0.6202, grad_norm: 5.6388 2021-04-26 02:37:36,321 - mmaction - INFO - Epoch [11][60/470] lr: 5.000e-03, eta: 3:35:39, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.5582, loss: 0.5582, grad_norm: 5.8980 2021-04-26 02:37:47,310 - mmaction - INFO - Epoch [11][80/470] lr: 5.000e-03, eta: 3:35:14, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9797, loss_cls: 0.5829, loss: 0.5829, grad_norm: 6.1875 2021-04-26 02:37:58,399 - mmaction - INFO - Epoch [11][100/470] lr: 5.000e-03, eta: 3:34:50, time: 0.555, data_time: 0.009, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9750, loss_cls: 0.5360, loss: 0.5360, grad_norm: 6.1630 2021-04-26 02:38:09,393 - mmaction - INFO - Epoch [11][120/470] lr: 5.000e-03, eta: 3:34:25, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9844, loss_cls: 0.5627, loss: 0.5627, grad_norm: 6.4419 2021-04-26 02:38:20,396 - mmaction - INFO - Epoch [11][140/470] lr: 5.000e-03, eta: 3:34:00, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9688, loss_cls: 0.6160, loss: 0.6160, grad_norm: 6.2358 2021-04-26 02:38:31,414 - mmaction - INFO - Epoch [11][160/470] lr: 5.000e-03, eta: 3:33:36, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.6016, loss: 0.6016, grad_norm: 6.0967 2021-04-26 02:38:42,470 - mmaction - INFO - Epoch [11][180/470] lr: 5.000e-03, eta: 3:33:12, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9703, loss_cls: 0.5721, loss: 0.5721, grad_norm: 5.8336 2021-04-26 02:38:53,492 - mmaction - INFO - Epoch [11][200/470] lr: 5.000e-03, eta: 3:32:48, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9656, loss_cls: 0.6071, loss: 0.6071, grad_norm: 5.8405 2021-04-26 02:39:04,497 - mmaction - INFO - Epoch [11][220/470] lr: 5.000e-03, eta: 3:32:24, time: 0.550, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.5416, loss: 0.5416, grad_norm: 5.6076 2021-04-26 02:39:15,545 - mmaction - INFO - Epoch [11][240/470] lr: 5.000e-03, eta: 3:32:00, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9766, loss_cls: 0.5477, loss: 0.5477, grad_norm: 6.1496 2021-04-26 02:39:26,564 - mmaction - INFO - Epoch [11][260/470] lr: 5.000e-03, eta: 3:31:37, time: 0.551, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.6066, loss: 0.6066, grad_norm: 5.6659 2021-04-26 02:39:37,643 - mmaction - INFO - Epoch [11][280/470] lr: 5.000e-03, eta: 3:31:13, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9875, loss_cls: 0.5698, loss: 0.5698, grad_norm: 5.9470 2021-04-26 02:39:48,750 - mmaction - INFO - Epoch [11][300/470] lr: 5.000e-03, eta: 3:30:50, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9688, loss_cls: 0.5689, loss: 0.5689, grad_norm: 6.4048 2021-04-26 02:39:59,852 - mmaction - INFO - Epoch [11][320/470] lr: 5.000e-03, eta: 3:30:27, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.5527, loss: 0.5527, grad_norm: 5.9120 2021-04-26 02:40:11,001 - mmaction - INFO - Epoch [11][340/470] lr: 5.000e-03, eta: 3:30:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9766, loss_cls: 0.5260, loss: 0.5260, grad_norm: 5.4307 2021-04-26 02:40:22,094 - mmaction - INFO - Epoch [11][360/470] lr: 5.000e-03, eta: 3:29:41, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9703, loss_cls: 0.5890, loss: 0.5890, grad_norm: 5.5640 2021-04-26 02:40:33,195 - mmaction - INFO - Epoch [11][380/470] lr: 5.000e-03, eta: 3:29:18, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.4894, loss: 0.4894, grad_norm: 5.6719 2021-04-26 02:40:44,293 - mmaction - INFO - Epoch [11][400/470] lr: 5.000e-03, eta: 3:28:55, time: 0.555, data_time: 0.003, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9781, loss_cls: 0.5268, loss: 0.5268, grad_norm: 5.8246 2021-04-26 02:40:55,388 - mmaction - INFO - Epoch [11][420/470] lr: 5.000e-03, eta: 3:28:33, time: 0.555, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9672, loss_cls: 0.5990, loss: 0.5990, grad_norm: 6.3056 2021-04-26 02:41:06,519 - mmaction - INFO - Epoch [11][440/470] lr: 5.000e-03, eta: 3:28:10, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9656, loss_cls: 0.5984, loss: 0.5984, grad_norm: 5.6552 2021-04-26 02:41:17,618 - mmaction - INFO - Epoch [11][460/470] lr: 5.000e-03, eta: 3:27:48, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9828, loss_cls: 0.5317, loss: 0.5317, grad_norm: 5.8936 2021-04-26 02:41:26,159 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-26 02:43:13,515 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:43:13,524 - mmaction - INFO - top1_acc 0.7442 top5_acc 0.9604 2021-04-26 02:43:13,525 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:43:13,526 - mmaction - INFO - mean_acc 0.6631 2021-04-26 02:43:14,695 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-04-26 02:43:14,696 - mmaction - INFO - Best top1_acc is 0.7442 at 11 epoch. 2021-04-26 02:43:14,697 - mmaction - INFO - Epoch(val) [11][470] top1_acc: 0.7442, top5_acc: 0.9604, mean_class_accuracy: 0.6631 2021-04-26 02:44:31,129 - mmaction - INFO - Epoch [12][20/470] lr: 5.000e-03, eta: 3:30:45, time: 3.821, data_time: 3.248, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9797, loss_cls: 0.5115, loss: 0.5115, grad_norm: 6.0332 2021-04-26 02:44:42,043 - mmaction - INFO - Epoch [12][40/470] lr: 5.000e-03, eta: 3:30:21, time: 0.546, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9812, loss_cls: 0.5865, loss: 0.5865, grad_norm: 6.3741 2021-04-26 02:44:52,987 - mmaction - INFO - Epoch [12][60/470] lr: 5.000e-03, eta: 3:29:57, time: 0.546, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9812, loss_cls: 0.5538, loss: 0.5538, grad_norm: 6.3734 2021-04-26 02:45:03,960 - mmaction - INFO - Epoch [12][80/470] lr: 5.000e-03, eta: 3:29:33, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9750, loss_cls: 0.5208, loss: 0.5208, grad_norm: 5.6197 2021-04-26 02:45:14,962 - mmaction - INFO - Epoch [12][100/470] lr: 5.000e-03, eta: 3:29:10, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9672, loss_cls: 0.5884, loss: 0.5884, grad_norm: 6.2755 2021-04-26 02:45:25,976 - mmaction - INFO - Epoch [12][120/470] lr: 5.000e-03, eta: 3:28:47, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9781, loss_cls: 0.4920, loss: 0.4920, grad_norm: 5.1392 2021-04-26 02:45:36,990 - mmaction - INFO - Epoch [12][140/470] lr: 5.000e-03, eta: 3:28:24, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9719, loss_cls: 0.5681, loss: 0.5681, grad_norm: 6.3335 2021-04-26 02:45:48,014 - mmaction - INFO - Epoch [12][160/470] lr: 5.000e-03, eta: 3:28:01, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9828, loss_cls: 0.5921, loss: 0.5921, grad_norm: 5.8888 2021-04-26 02:45:59,075 - mmaction - INFO - Epoch [12][180/470] lr: 5.000e-03, eta: 3:27:38, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9766, loss_cls: 0.5821, loss: 0.5821, grad_norm: 6.4086 2021-04-26 02:46:10,085 - mmaction - INFO - Epoch [12][200/470] lr: 5.000e-03, eta: 3:27:15, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9594, loss_cls: 0.6339, loss: 0.6339, grad_norm: 6.5784 2021-04-26 02:46:21,123 - mmaction - INFO - Epoch [12][220/470] lr: 5.000e-03, eta: 3:26:52, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9781, loss_cls: 0.5282, loss: 0.5282, grad_norm: 5.9693 2021-04-26 02:46:32,138 - mmaction - INFO - Epoch [12][240/470] lr: 5.000e-03, eta: 3:26:29, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.5150, loss: 0.5150, grad_norm: 5.4952 2021-04-26 02:46:43,246 - mmaction - INFO - Epoch [12][260/470] lr: 5.000e-03, eta: 3:26:07, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9734, loss_cls: 0.5952, loss: 0.5952, grad_norm: 6.0443 2021-04-26 02:46:54,284 - mmaction - INFO - Epoch [12][280/470] lr: 5.000e-03, eta: 3:25:45, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9828, loss_cls: 0.5199, loss: 0.5199, grad_norm: 5.7390 2021-04-26 02:47:05,409 - mmaction - INFO - Epoch [12][300/470] lr: 5.000e-03, eta: 3:25:23, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9797, loss_cls: 0.4819, loss: 0.4819, grad_norm: 5.6517 2021-04-26 02:47:16,414 - mmaction - INFO - Epoch [12][320/470] lr: 5.000e-03, eta: 3:25:00, time: 0.550, data_time: 0.000, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9719, loss_cls: 0.5183, loss: 0.5183, grad_norm: 5.5686 2021-04-26 02:47:27,528 - mmaction - INFO - Epoch [12][340/470] lr: 5.000e-03, eta: 3:24:38, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9719, loss_cls: 0.5045, loss: 0.5045, grad_norm: 5.7930 2021-04-26 02:47:38,550 - mmaction - INFO - Epoch [12][360/470] lr: 5.000e-03, eta: 3:24:16, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 0.3964, loss: 0.3964, grad_norm: 5.4160 2021-04-26 02:47:49,640 - mmaction - INFO - Epoch [12][380/470] lr: 5.000e-03, eta: 3:23:54, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 0.4902, loss: 0.4902, grad_norm: 5.9940 2021-04-26 02:48:00,694 - mmaction - INFO - Epoch [12][400/470] lr: 5.000e-03, eta: 3:23:32, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9797, loss_cls: 0.5322, loss: 0.5322, grad_norm: 5.6805 2021-04-26 02:48:11,796 - mmaction - INFO - Epoch [12][420/470] lr: 5.000e-03, eta: 3:23:10, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9672, loss_cls: 0.5542, loss: 0.5542, grad_norm: 5.5296 2021-04-26 02:48:22,947 - mmaction - INFO - Epoch [12][440/470] lr: 5.000e-03, eta: 3:22:49, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8703, top5_acc: 0.9859, loss_cls: 0.4413, loss: 0.4413, grad_norm: 5.1669 2021-04-26 02:48:34,035 - mmaction - INFO - Epoch [12][460/470] lr: 5.000e-03, eta: 3:22:27, time: 0.553, data_time: 0.003, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9703, loss_cls: 0.5625, loss: 0.5625, grad_norm: 5.7734 2021-04-26 02:48:40,987 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-26 02:49:53,751 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:49:53,760 - mmaction - INFO - top1_acc 0.6802 top5_acc 0.9589 2021-04-26 02:49:53,760 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:49:53,762 - mmaction - INFO - mean_acc 0.6010 2021-04-26 02:49:53,763 - mmaction - INFO - Epoch(val) [12][470] top1_acc: 0.6802, top5_acc: 0.9589, mean_class_accuracy: 0.6010 2021-04-26 02:51:07,305 - mmaction - INFO - Epoch [13][20/470] lr: 5.000e-03, eta: 3:24:54, time: 3.677, data_time: 3.098, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.5951, loss: 0.5951, grad_norm: 5.7566 2021-04-26 02:51:18,267 - mmaction - INFO - Epoch [13][40/470] lr: 5.000e-03, eta: 3:24:32, time: 0.548, data_time: 0.004, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9672, loss_cls: 0.5440, loss: 0.5440, grad_norm: 6.5256 2021-04-26 02:51:29,170 - mmaction - INFO - Epoch [13][60/470] lr: 5.000e-03, eta: 3:24:09, time: 0.545, data_time: 0.000, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9766, loss_cls: 0.4377, loss: 0.4377, grad_norm: 5.2346 2021-04-26 02:51:40,130 - mmaction - INFO - Epoch [13][80/470] lr: 5.000e-03, eta: 3:23:47, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9672, loss_cls: 0.5160, loss: 0.5160, grad_norm: 5.4038 2021-04-26 02:51:51,104 - mmaction - INFO - Epoch [13][100/470] lr: 5.000e-03, eta: 3:23:24, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9812, loss_cls: 0.4766, loss: 0.4766, grad_norm: 5.6792 2021-04-26 02:52:02,089 - mmaction - INFO - Epoch [13][120/470] lr: 5.000e-03, eta: 3:23:02, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9859, loss_cls: 0.4848, loss: 0.4848, grad_norm: 6.2991 2021-04-26 02:52:13,080 - mmaction - INFO - Epoch [13][140/470] lr: 5.000e-03, eta: 3:22:40, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9859, loss_cls: 0.4898, loss: 0.4898, grad_norm: 7.2372 2021-04-26 02:52:24,079 - mmaction - INFO - Epoch [13][160/470] lr: 5.000e-03, eta: 3:22:18, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.6127, loss: 0.6127, grad_norm: 6.5637 2021-04-26 02:52:35,101 - mmaction - INFO - Epoch [13][180/470] lr: 5.000e-03, eta: 3:21:56, time: 0.552, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.5452, loss: 0.5452, grad_norm: 5.9488 2021-04-26 02:52:46,105 - mmaction - INFO - Epoch [13][200/470] lr: 5.000e-03, eta: 3:21:34, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9781, loss_cls: 0.5004, loss: 0.5004, grad_norm: 5.8550 2021-04-26 02:52:57,104 - mmaction - INFO - Epoch [13][220/470] lr: 5.000e-03, eta: 3:21:12, time: 0.550, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9625, loss_cls: 0.5649, loss: 0.5649, grad_norm: 6.0443 2021-04-26 02:53:08,197 - mmaction - INFO - Epoch [13][240/470] lr: 5.000e-03, eta: 3:20:51, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9719, loss_cls: 0.5346, loss: 0.5346, grad_norm: 6.0002 2021-04-26 02:53:19,247 - mmaction - INFO - Epoch [13][260/470] lr: 5.000e-03, eta: 3:20:29, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.5778, loss: 0.5778, grad_norm: 6.2745 2021-04-26 02:53:30,328 - mmaction - INFO - Epoch [13][280/470] lr: 5.000e-03, eta: 3:20:08, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.4740, loss: 0.4740, grad_norm: 5.1670 2021-04-26 02:53:41,364 - mmaction - INFO - Epoch [13][300/470] lr: 5.000e-03, eta: 3:19:46, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9703, loss_cls: 0.5522, loss: 0.5522, grad_norm: 5.8885 2021-04-26 02:53:52,517 - mmaction - INFO - Epoch [13][320/470] lr: 5.000e-03, eta: 3:19:25, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9719, loss_cls: 0.5102, loss: 0.5102, grad_norm: 5.8738 2021-04-26 02:54:03,570 - mmaction - INFO - Epoch [13][340/470] lr: 5.000e-03, eta: 3:19:04, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9766, loss_cls: 0.5194, loss: 0.5194, grad_norm: 5.5678 2021-04-26 02:54:14,668 - mmaction - INFO - Epoch [13][360/470] lr: 5.000e-03, eta: 3:18:43, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9781, loss_cls: 0.5244, loss: 0.5244, grad_norm: 5.4675 2021-04-26 02:54:25,718 - mmaction - INFO - Epoch [13][380/470] lr: 5.000e-03, eta: 3:18:22, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9703, loss_cls: 0.5842, loss: 0.5842, grad_norm: 6.7294 2021-04-26 02:54:36,854 - mmaction - INFO - Epoch [13][400/470] lr: 5.000e-03, eta: 3:18:01, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9688, loss_cls: 0.5533, loss: 0.5533, grad_norm: 6.3702 2021-04-26 02:54:47,969 - mmaction - INFO - Epoch [13][420/470] lr: 5.000e-03, eta: 3:17:40, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9688, loss_cls: 0.5576, loss: 0.5576, grad_norm: 6.1390 2021-04-26 02:54:59,067 - mmaction - INFO - Epoch [13][440/470] lr: 5.000e-03, eta: 3:17:20, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.5021, loss: 0.5021, grad_norm: 5.4818 2021-04-26 02:55:10,147 - mmaction - INFO - Epoch [13][460/470] lr: 5.000e-03, eta: 3:16:59, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 0.5055, loss: 0.5055, grad_norm: 5.7166 2021-04-26 02:55:17,111 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-26 02:56:29,864 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:56:29,872 - mmaction - INFO - top1_acc 0.6934 top5_acc 0.9482 2021-04-26 02:56:29,872 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:56:29,874 - mmaction - INFO - mean_acc 0.6426 2021-04-26 02:56:29,875 - mmaction - INFO - Epoch(val) [13][470] top1_acc: 0.6934, top5_acc: 0.9482, mean_class_accuracy: 0.6426 2021-04-26 02:57:45,601 - mmaction - INFO - Epoch [14][20/470] lr: 5.000e-03, eta: 3:19:15, time: 3.786, data_time: 3.220, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.5328, loss: 0.5328, grad_norm: 5.8056 2021-04-26 02:57:56,557 - mmaction - INFO - Epoch [14][40/470] lr: 5.000e-03, eta: 3:18:54, time: 0.547, data_time: 0.004, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9875, loss_cls: 0.4709, loss: 0.4709, grad_norm: 5.9577 2021-04-26 02:58:07,498 - mmaction - INFO - Epoch [14][60/470] lr: 5.000e-03, eta: 3:18:32, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9797, loss_cls: 0.4693, loss: 0.4693, grad_norm: 5.4569 2021-04-26 02:58:18,469 - mmaction - INFO - Epoch [14][80/470] lr: 5.000e-03, eta: 3:18:10, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9844, loss_cls: 0.4576, loss: 0.4576, grad_norm: 5.8316 2021-04-26 02:58:29,425 - mmaction - INFO - Epoch [14][100/470] lr: 5.000e-03, eta: 3:17:49, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9844, loss_cls: 0.5382, loss: 0.5382, grad_norm: 6.0982 2021-04-26 02:58:40,507 - mmaction - INFO - Epoch [14][120/470] lr: 5.000e-03, eta: 3:17:28, time: 0.553, data_time: 0.007, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9781, loss_cls: 0.4992, loss: 0.4992, grad_norm: 5.8557 2021-04-26 02:58:51,506 - mmaction - INFO - Epoch [14][140/470] lr: 5.000e-03, eta: 3:17:07, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9734, loss_cls: 0.5433, loss: 0.5433, grad_norm: 6.0326 2021-04-26 02:59:02,520 - mmaction - INFO - Epoch [14][160/470] lr: 5.000e-03, eta: 3:16:45, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9812, loss_cls: 0.5484, loss: 0.5484, grad_norm: 6.2572 2021-04-26 02:59:13,575 - mmaction - INFO - Epoch [14][180/470] lr: 5.000e-03, eta: 3:16:25, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9719, loss_cls: 0.5014, loss: 0.5014, grad_norm: 5.1544 2021-04-26 02:59:24,589 - mmaction - INFO - Epoch [14][200/470] lr: 5.000e-03, eta: 3:16:04, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9797, loss_cls: 0.4891, loss: 0.4891, grad_norm: 5.3735 2021-04-26 02:59:35,630 - mmaction - INFO - Epoch [14][220/470] lr: 5.000e-03, eta: 3:15:43, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9859, loss_cls: 0.4406, loss: 0.4406, grad_norm: 5.1339 2021-04-26 02:59:46,668 - mmaction - INFO - Epoch [14][240/470] lr: 5.000e-03, eta: 3:15:22, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.4119, loss: 0.4119, grad_norm: 5.1828 2021-04-26 02:59:57,763 - mmaction - INFO - Epoch [14][260/470] lr: 5.000e-03, eta: 3:15:01, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.4364, loss: 0.4364, grad_norm: 5.8092 2021-04-26 03:00:08,818 - mmaction - INFO - Epoch [14][280/470] lr: 5.000e-03, eta: 3:14:41, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 0.5155, loss: 0.5155, grad_norm: 5.9314 2021-04-26 03:00:19,871 - mmaction - INFO - Epoch [14][300/470] lr: 5.000e-03, eta: 3:14:20, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9734, loss_cls: 0.5090, loss: 0.5090, grad_norm: 5.6656 2021-04-26 03:00:30,948 - mmaction - INFO - Epoch [14][320/470] lr: 5.000e-03, eta: 3:14:00, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9797, loss_cls: 0.4661, loss: 0.4661, grad_norm: 5.4599 2021-04-26 03:00:42,090 - mmaction - INFO - Epoch [14][340/470] lr: 5.000e-03, eta: 3:13:39, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9828, loss_cls: 0.4821, loss: 0.4821, grad_norm: 5.5428 2021-04-26 03:00:53,165 - mmaction - INFO - Epoch [14][360/470] lr: 5.000e-03, eta: 3:13:19, time: 0.553, data_time: 0.003, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9766, loss_cls: 0.5025, loss: 0.5025, grad_norm: 5.9241 2021-04-26 03:01:04,305 - mmaction - INFO - Epoch [14][380/470] lr: 5.000e-03, eta: 3:12:59, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 0.4951, loss: 0.4951, grad_norm: 6.0893 2021-04-26 03:01:15,395 - mmaction - INFO - Epoch [14][400/470] lr: 5.000e-03, eta: 3:12:39, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.5333, loss: 0.5333, grad_norm: 6.6728 2021-04-26 03:01:26,482 - mmaction - INFO - Epoch [14][420/470] lr: 5.000e-03, eta: 3:12:19, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9781, loss_cls: 0.5262, loss: 0.5262, grad_norm: 5.6135 2021-04-26 03:01:37,667 - mmaction - INFO - Epoch [14][440/470] lr: 5.000e-03, eta: 3:11:59, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9734, loss_cls: 0.5748, loss: 0.5748, grad_norm: 5.9048 2021-04-26 03:01:48,742 - mmaction - INFO - Epoch [14][460/470] lr: 5.000e-03, eta: 3:11:39, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9766, loss_cls: 0.5198, loss: 0.5198, grad_norm: 5.1461 2021-04-26 03:01:56,039 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-26 03:04:05,361 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:04:05,370 - mmaction - INFO - top1_acc 0.7173 top5_acc 0.9482 2021-04-26 03:04:05,370 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:04:05,372 - mmaction - INFO - mean_acc 0.6471 2021-04-26 03:04:05,373 - mmaction - INFO - Epoch(val) [14][470] top1_acc: 0.7173, top5_acc: 0.9482, mean_class_accuracy: 0.6471 2021-04-26 03:05:39,439 - mmaction - INFO - Epoch [15][20/470] lr: 5.000e-03, eta: 3:14:27, time: 4.700, data_time: 4.057, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9891, loss_cls: 0.4957, loss: 0.4957, grad_norm: 5.4416 2021-04-26 03:05:50,403 - mmaction - INFO - Epoch [15][40/470] lr: 5.000e-03, eta: 3:14:06, time: 0.550, data_time: 0.006, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9828, loss_cls: 0.4564, loss: 0.4564, grad_norm: 5.9516 2021-04-26 03:06:01,341 - mmaction - INFO - Epoch [15][60/470] lr: 5.000e-03, eta: 3:13:45, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.8766, top5_acc: 0.9812, loss_cls: 0.4067, loss: 0.4067, grad_norm: 5.4264 2021-04-26 03:06:12,312 - mmaction - INFO - Epoch [15][80/470] lr: 5.000e-03, eta: 3:13:24, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 0.4906, loss: 0.4906, grad_norm: 5.8944 2021-04-26 03:06:23,270 - mmaction - INFO - Epoch [15][100/470] lr: 5.000e-03, eta: 3:13:03, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9719, loss_cls: 0.5122, loss: 0.5122, grad_norm: 5.6575 2021-04-26 03:06:34,264 - mmaction - INFO - Epoch [15][120/470] lr: 5.000e-03, eta: 3:12:42, time: 0.549, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9750, loss_cls: 0.4973, loss: 0.4973, grad_norm: 5.4590 2021-04-26 03:06:45,248 - mmaction - INFO - Epoch [15][140/470] lr: 5.000e-03, eta: 3:12:21, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9750, loss_cls: 0.4872, loss: 0.4872, grad_norm: 5.6544 2021-04-26 03:06:56,261 - mmaction - INFO - Epoch [15][160/470] lr: 5.000e-03, eta: 3:12:01, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9797, loss_cls: 0.4624, loss: 0.4624, grad_norm: 5.5435 2021-04-26 03:07:07,267 - mmaction - INFO - Epoch [15][180/470] lr: 5.000e-03, eta: 3:11:40, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8781, top5_acc: 0.9703, loss_cls: 0.4683, loss: 0.4683, grad_norm: 5.1359 2021-04-26 03:07:18,218 - mmaction - INFO - Epoch [15][200/470] lr: 5.000e-03, eta: 3:11:20, time: 0.548, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9688, loss_cls: 0.4898, loss: 0.4898, grad_norm: 5.2782 2021-04-26 03:07:29,230 - mmaction - INFO - Epoch [15][220/470] lr: 5.000e-03, eta: 3:10:59, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8766, top5_acc: 0.9844, loss_cls: 0.4057, loss: 0.4057, grad_norm: 4.4278 2021-04-26 03:07:40,255 - mmaction - INFO - Epoch [15][240/470] lr: 5.000e-03, eta: 3:10:39, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9766, loss_cls: 0.5258, loss: 0.5258, grad_norm: 5.7732 2021-04-26 03:07:51,292 - mmaction - INFO - Epoch [15][260/470] lr: 5.000e-03, eta: 3:10:19, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9797, loss_cls: 0.4792, loss: 0.4792, grad_norm: 5.1953 2021-04-26 03:08:02,351 - mmaction - INFO - Epoch [15][280/470] lr: 5.000e-03, eta: 3:09:59, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9828, loss_cls: 0.4263, loss: 0.4263, grad_norm: 5.3089 2021-04-26 03:08:13,411 - mmaction - INFO - Epoch [15][300/470] lr: 5.000e-03, eta: 3:09:39, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8781, top5_acc: 0.9797, loss_cls: 0.4314, loss: 0.4314, grad_norm: 5.5281 2021-04-26 03:08:24,462 - mmaction - INFO - Epoch [15][320/470] lr: 5.000e-03, eta: 3:09:19, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9766, loss_cls: 0.4778, loss: 0.4778, grad_norm: 5.7846 2021-04-26 03:08:35,660 - mmaction - INFO - Epoch [15][340/470] lr: 5.000e-03, eta: 3:08:59, time: 0.560, data_time: 0.003, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.5474, loss: 0.5474, grad_norm: 6.1760 2021-04-26 03:08:46,666 - mmaction - INFO - Epoch [15][360/470] lr: 5.000e-03, eta: 3:08:39, time: 0.551, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9703, loss_cls: 0.5223, loss: 0.5223, grad_norm: 5.8009 2021-04-26 03:08:57,772 - mmaction - INFO - Epoch [15][380/470] lr: 5.000e-03, eta: 3:08:19, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8766, top5_acc: 0.9781, loss_cls: 0.4758, loss: 0.4758, grad_norm: 4.9723 2021-04-26 03:09:08,840 - mmaction - INFO - Epoch [15][400/470] lr: 5.000e-03, eta: 3:07:59, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9812, loss_cls: 0.5311, loss: 0.5311, grad_norm: 5.7887 2021-04-26 03:09:19,887 - mmaction - INFO - Epoch [15][420/470] lr: 5.000e-03, eta: 3:07:39, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9797, loss_cls: 0.4717, loss: 0.4717, grad_norm: 5.9600 2021-04-26 03:09:30,942 - mmaction - INFO - Epoch [15][440/470] lr: 5.000e-03, eta: 3:07:20, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9797, loss_cls: 0.4837, loss: 0.4837, grad_norm: 5.1985 2021-04-26 03:09:41,998 - mmaction - INFO - Epoch [15][460/470] lr: 5.000e-03, eta: 3:07:00, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8797, top5_acc: 0.9797, loss_cls: 0.4717, loss: 0.4717, grad_norm: 5.8000 2021-04-26 03:09:50,166 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-26 03:11:04,376 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:11:04,384 - mmaction - INFO - top1_acc 0.7274 top5_acc 0.9594 2021-04-26 03:11:04,385 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:11:04,386 - mmaction - INFO - mean_acc 0.6630 2021-04-26 03:11:04,387 - mmaction - INFO - Epoch(val) [15][470] top1_acc: 0.7274, top5_acc: 0.9594, mean_class_accuracy: 0.6630 2021-04-26 03:12:16,375 - mmaction - INFO - Epoch [16][20/470] lr: 5.000e-03, eta: 3:08:39, time: 3.599, data_time: 3.034, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9734, loss_cls: 0.5343, loss: 0.5343, grad_norm: 6.7095 2021-04-26 03:12:27,309 - mmaction - INFO - Epoch [16][40/470] lr: 5.000e-03, eta: 3:08:19, time: 0.546, data_time: 0.003, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9781, loss_cls: 0.4818, loss: 0.4818, grad_norm: 5.3927 2021-04-26 03:12:38,215 - mmaction - INFO - Epoch [16][60/470] lr: 5.000e-03, eta: 3:07:59, time: 0.546, data_time: 0.001, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9750, loss_cls: 0.4549, loss: 0.4549, grad_norm: 5.6450 2021-04-26 03:12:49,208 - mmaction - INFO - Epoch [16][80/470] lr: 5.000e-03, eta: 3:07:38, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9734, loss_cls: 0.5202, loss: 0.5202, grad_norm: 5.7976 2021-04-26 03:13:00,197 - mmaction - INFO - Epoch [16][100/470] lr: 5.000e-03, eta: 3:07:18, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.4797, loss: 0.4797, grad_norm: 5.4550 2021-04-26 03:13:11,198 - mmaction - INFO - Epoch [16][120/470] lr: 5.000e-03, eta: 3:06:58, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9734, loss_cls: 0.4352, loss: 0.4352, grad_norm: 5.4749 2021-04-26 03:13:22,190 - mmaction - INFO - Epoch [16][140/470] lr: 5.000e-03, eta: 3:06:38, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9797, loss_cls: 0.5171, loss: 0.5171, grad_norm: 6.3441 2021-04-26 03:13:33,202 - mmaction - INFO - Epoch [16][160/470] lr: 5.000e-03, eta: 3:06:18, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9844, loss_cls: 0.4637, loss: 0.4637, grad_norm: 5.2810 2021-04-26 03:13:44,197 - mmaction - INFO - Epoch [16][180/470] lr: 5.000e-03, eta: 3:05:59, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.4202, loss: 0.4202, grad_norm: 5.6151 2021-04-26 03:13:55,244 - mmaction - INFO - Epoch [16][200/470] lr: 5.000e-03, eta: 3:05:39, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9766, loss_cls: 0.5093, loss: 0.5093, grad_norm: 5.9819 2021-04-26 03:14:06,282 - mmaction - INFO - Epoch [16][220/470] lr: 5.000e-03, eta: 3:05:19, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9766, loss_cls: 0.4927, loss: 0.4927, grad_norm: 6.1739 2021-04-26 03:14:17,312 - mmaction - INFO - Epoch [16][240/470] lr: 5.000e-03, eta: 3:05:00, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 0.4740, loss: 0.4740, grad_norm: 6.3721 2021-04-26 03:14:28,413 - mmaction - INFO - Epoch [16][260/470] lr: 5.000e-03, eta: 3:04:40, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9859, loss_cls: 0.5226, loss: 0.5226, grad_norm: 5.8137 2021-04-26 03:14:39,494 - mmaction - INFO - Epoch [16][280/470] lr: 5.000e-03, eta: 3:04:21, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.5583, loss: 0.5583, grad_norm: 5.7874 2021-04-26 03:14:50,536 - mmaction - INFO - Epoch [16][300/470] lr: 5.000e-03, eta: 3:04:01, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9734, loss_cls: 0.5578, loss: 0.5578, grad_norm: 5.8244 2021-04-26 03:15:01,664 - mmaction - INFO - Epoch [16][320/470] lr: 5.000e-03, eta: 3:03:42, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9828, loss_cls: 0.4243, loss: 0.4243, grad_norm: 5.4768 2021-04-26 03:15:12,732 - mmaction - INFO - Epoch [16][340/470] lr: 5.000e-03, eta: 3:03:23, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9859, loss_cls: 0.4171, loss: 0.4171, grad_norm: 5.8562 2021-04-26 03:15:23,820 - mmaction - INFO - Epoch [16][360/470] lr: 5.000e-03, eta: 3:03:03, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9906, loss_cls: 0.4195, loss: 0.4195, grad_norm: 5.4512 2021-04-26 03:15:34,894 - mmaction - INFO - Epoch [16][380/470] lr: 5.000e-03, eta: 3:02:44, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9859, loss_cls: 0.5175, loss: 0.5175, grad_norm: 6.2421 2021-04-26 03:15:45,995 - mmaction - INFO - Epoch [16][400/470] lr: 5.000e-03, eta: 3:02:25, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9672, loss_cls: 0.5607, loss: 0.5607, grad_norm: 6.4913 2021-04-26 03:15:57,087 - mmaction - INFO - Epoch [16][420/470] lr: 5.000e-03, eta: 3:02:06, time: 0.555, data_time: 0.001, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9922, loss_cls: 0.4396, loss: 0.4396, grad_norm: 5.7624 2021-04-26 03:16:08,227 - mmaction - INFO - Epoch [16][440/470] lr: 5.000e-03, eta: 3:01:47, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9875, loss_cls: 0.4794, loss: 0.4794, grad_norm: 5.5240 2021-04-26 03:16:19,291 - mmaction - INFO - Epoch [16][460/470] lr: 5.000e-03, eta: 3:01:28, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9844, loss_cls: 0.4238, loss: 0.4238, grad_norm: 5.3860 2021-04-26 03:16:25,750 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-26 03:17:39,352 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:17:39,360 - mmaction - INFO - top1_acc 0.7000 top5_acc 0.9508 2021-04-26 03:17:39,360 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:17:39,362 - mmaction - INFO - mean_acc 0.6361 2021-04-26 03:17:39,362 - mmaction - INFO - Epoch(val) [16][470] top1_acc: 0.7000, top5_acc: 0.9508, mean_class_accuracy: 0.6361 2021-04-26 03:18:52,701 - mmaction - INFO - Epoch [17][20/470] lr: 5.000e-03, eta: 3:02:59, time: 3.664, data_time: 3.076, memory: 7064, top1_acc: 0.8703, top5_acc: 0.9750, loss_cls: 0.4458, loss: 0.4458, grad_norm: 5.7504 2021-04-26 03:19:03,599 - mmaction - INFO - Epoch [17][40/470] lr: 5.000e-03, eta: 3:02:40, time: 0.547, data_time: 0.004, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 0.4410, loss: 0.4410, grad_norm: 5.3634 2021-04-26 03:19:14,532 - mmaction - INFO - Epoch [17][60/470] lr: 5.000e-03, eta: 3:02:20, time: 0.546, data_time: 0.003, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 0.4812, loss: 0.4812, grad_norm: 5.6324 2021-04-26 03:19:25,461 - mmaction - INFO - Epoch [17][80/470] lr: 5.000e-03, eta: 3:02:00, time: 0.547, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9656, loss_cls: 0.5598, loss: 0.5598, grad_norm: 6.2460 2021-04-26 03:19:36,439 - mmaction - INFO - Epoch [17][100/470] lr: 5.000e-03, eta: 3:01:41, time: 0.548, data_time: 0.003, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9766, loss_cls: 0.4343, loss: 0.4343, grad_norm: 5.3851 2021-04-26 03:19:47,400 - mmaction - INFO - Epoch [17][120/470] lr: 5.000e-03, eta: 3:01:21, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.3781, loss: 0.3781, grad_norm: 5.2611 2021-04-26 03:19:58,398 - mmaction - INFO - Epoch [17][140/470] lr: 5.000e-03, eta: 3:01:02, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9797, loss_cls: 0.4569, loss: 0.4569, grad_norm: 5.8593 2021-04-26 03:20:09,405 - mmaction - INFO - Epoch [17][160/470] lr: 5.000e-03, eta: 3:00:43, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9734, loss_cls: 0.4884, loss: 0.4884, grad_norm: 5.9057 2021-04-26 03:20:20,420 - mmaction - INFO - Epoch [17][180/470] lr: 5.000e-03, eta: 3:00:23, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9859, loss_cls: 0.4437, loss: 0.4437, grad_norm: 5.4222 2021-04-26 03:20:32,005 - mmaction - INFO - Epoch [17][200/470] lr: 5.000e-03, eta: 3:00:05, time: 0.580, data_time: 0.033, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9703, loss_cls: 0.5264, loss: 0.5264, grad_norm: 5.8084 2021-04-26 03:20:43,073 - mmaction - INFO - Epoch [17][220/470] lr: 5.000e-03, eta: 2:59:46, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9938, loss_cls: 0.4217, loss: 0.4217, grad_norm: 5.1488 2021-04-26 03:20:54,120 - mmaction - INFO - Epoch [17][240/470] lr: 5.000e-03, eta: 2:59:27, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9859, loss_cls: 0.4400, loss: 0.4400, grad_norm: 5.5109 2021-04-26 03:21:05,193 - mmaction - INFO - Epoch [17][260/470] lr: 5.000e-03, eta: 2:59:08, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.4627, loss: 0.4627, grad_norm: 5.3522 2021-04-26 03:21:16,197 - mmaction - INFO - Epoch [17][280/470] lr: 5.000e-03, eta: 2:58:49, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.3906, loss: 0.3906, grad_norm: 5.1340 2021-04-26 03:21:27,351 - mmaction - INFO - Epoch [17][300/470] lr: 5.000e-03, eta: 2:58:31, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9812, loss_cls: 0.4458, loss: 0.4458, grad_norm: 5.5991 2021-04-26 03:21:38,397 - mmaction - INFO - Epoch [17][320/470] lr: 5.000e-03, eta: 2:58:12, time: 0.553, data_time: 0.001, memory: 7064, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.3843, loss: 0.3843, grad_norm: 4.8861 2021-04-26 03:21:49,470 - mmaction - INFO - Epoch [17][340/470] lr: 5.000e-03, eta: 2:57:53, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9750, loss_cls: 0.5093, loss: 0.5093, grad_norm: 6.3962 2021-04-26 03:22:00,540 - mmaction - INFO - Epoch [17][360/470] lr: 5.000e-03, eta: 2:57:34, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9734, loss_cls: 0.5137, loss: 0.5137, grad_norm: 6.2117 2021-04-26 03:22:11,619 - mmaction - INFO - Epoch [17][380/470] lr: 5.000e-03, eta: 2:57:15, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9719, loss_cls: 0.4742, loss: 0.4742, grad_norm: 5.1017 2021-04-26 03:22:22,711 - mmaction - INFO - Epoch [17][400/470] lr: 5.000e-03, eta: 2:56:57, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8938, top5_acc: 0.9828, loss_cls: 0.4078, loss: 0.4078, grad_norm: 4.7973 2021-04-26 03:22:33,870 - mmaction - INFO - Epoch [17][420/470] lr: 5.000e-03, eta: 2:56:38, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8938, top5_acc: 0.9812, loss_cls: 0.3766, loss: 0.3766, grad_norm: 4.8867 2021-04-26 03:22:44,953 - mmaction - INFO - Epoch [17][440/470] lr: 5.000e-03, eta: 2:56:20, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.3648, loss: 0.3648, grad_norm: 4.9950 2021-04-26 03:22:56,093 - mmaction - INFO - Epoch [17][460/470] lr: 5.000e-03, eta: 2:56:01, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9859, loss_cls: 0.4182, loss: 0.4182, grad_norm: 5.7980 2021-04-26 03:23:03,017 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-26 03:24:14,295 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:24:14,304 - mmaction - INFO - top1_acc 0.7777 top5_acc 0.9675 2021-04-26 03:24:14,304 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:24:14,305 - mmaction - INFO - mean_acc 0.7215 2021-04-26 03:24:14,590 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2021-04-26 03:24:14,590 - mmaction - INFO - Best top1_acc is 0.7777 at 17 epoch. 2021-04-26 03:24:14,591 - mmaction - INFO - Epoch(val) [17][470] top1_acc: 0.7777, top5_acc: 0.9675, mean_class_accuracy: 0.7215 2021-04-26 03:25:29,092 - mmaction - INFO - Epoch [18][20/470] lr: 5.000e-03, eta: 2:57:25, time: 3.724, data_time: 3.154, memory: 7064, top1_acc: 0.8969, top5_acc: 0.9766, loss_cls: 0.3801, loss: 0.3801, grad_norm: 4.9185 2021-04-26 03:25:40,076 - mmaction - INFO - Epoch [18][40/470] lr: 5.000e-03, eta: 2:57:06, time: 0.548, data_time: 0.004, memory: 7064, top1_acc: 0.8953, top5_acc: 0.9828, loss_cls: 0.3695, loss: 0.3695, grad_norm: 4.8913 2021-04-26 03:25:50,999 - mmaction - INFO - Epoch [18][60/470] lr: 5.000e-03, eta: 2:56:47, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9891, loss_cls: 0.4020, loss: 0.4020, grad_norm: 6.1683 2021-04-26 03:26:01,952 - mmaction - INFO - Epoch [18][80/470] lr: 5.000e-03, eta: 2:56:28, time: 0.547, data_time: 0.002, memory: 7064, top1_acc: 0.8938, top5_acc: 0.9922, loss_cls: 0.3517, loss: 0.3517, grad_norm: 5.2664 2021-04-26 03:26:12,910 - mmaction - INFO - Epoch [18][100/470] lr: 5.000e-03, eta: 2:56:09, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9797, loss_cls: 0.4532, loss: 0.4532, grad_norm: 5.3265 2021-04-26 03:26:23,910 - mmaction - INFO - Epoch [18][120/470] lr: 5.000e-03, eta: 2:55:50, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9922, loss_cls: 0.4095, loss: 0.4095, grad_norm: 5.2724 2021-04-26 03:26:34,891 - mmaction - INFO - Epoch [18][140/470] lr: 5.000e-03, eta: 2:55:31, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8781, top5_acc: 0.9781, loss_cls: 0.4345, loss: 0.4345, grad_norm: 5.9085 2021-04-26 03:26:45,913 - mmaction - INFO - Epoch [18][160/470] lr: 5.000e-03, eta: 2:55:13, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9812, loss_cls: 0.4757, loss: 0.4757, grad_norm: 5.8044 2021-04-26 03:26:56,905 - mmaction - INFO - Epoch [18][180/470] lr: 5.000e-03, eta: 2:54:54, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9812, loss_cls: 0.4721, loss: 0.4721, grad_norm: 5.5764 2021-04-26 03:27:07,918 - mmaction - INFO - Epoch [18][200/470] lr: 5.000e-03, eta: 2:54:35, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9828, loss_cls: 0.4491, loss: 0.4491, grad_norm: 5.7996 2021-04-26 03:27:18,917 - mmaction - INFO - Epoch [18][220/470] lr: 5.000e-03, eta: 2:54:17, time: 0.551, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9859, loss_cls: 0.4052, loss: 0.4052, grad_norm: 5.6144 2021-04-26 03:27:30,067 - mmaction - INFO - Epoch [18][240/470] lr: 5.000e-03, eta: 2:53:58, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.4898, loss: 0.4898, grad_norm: 5.9472 2021-04-26 03:27:41,079 - mmaction - INFO - Epoch [18][260/470] lr: 5.000e-03, eta: 2:53:40, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.4542, loss: 0.4542, grad_norm: 5.2223 2021-04-26 03:27:52,120 - mmaction - INFO - Epoch [18][280/470] lr: 5.000e-03, eta: 2:53:21, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9859, loss_cls: 0.4887, loss: 0.4887, grad_norm: 5.4827 2021-04-26 03:28:03,136 - mmaction - INFO - Epoch [18][300/470] lr: 5.000e-03, eta: 2:53:03, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8766, top5_acc: 0.9859, loss_cls: 0.4210, loss: 0.4210, grad_norm: 5.4228 2021-04-26 03:28:14,273 - mmaction - INFO - Epoch [18][320/470] lr: 5.000e-03, eta: 2:52:44, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.4402, loss: 0.4402, grad_norm: 5.1096 2021-04-26 03:28:25,299 - mmaction - INFO - Epoch [18][340/470] lr: 5.000e-03, eta: 2:52:26, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.4139, loss: 0.4139, grad_norm: 4.8500 2021-04-26 03:28:36,433 - mmaction - INFO - Epoch [18][360/470] lr: 5.000e-03, eta: 2:52:08, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9766, loss_cls: 0.4359, loss: 0.4359, grad_norm: 5.5509 2021-04-26 03:28:47,551 - mmaction - INFO - Epoch [18][380/470] lr: 5.000e-03, eta: 2:51:50, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.3945, loss: 0.3945, grad_norm: 4.7070 2021-04-26 03:28:58,658 - mmaction - INFO - Epoch [18][400/470] lr: 5.000e-03, eta: 2:51:31, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9844, loss_cls: 0.4460, loss: 0.4460, grad_norm: 5.3268 2021-04-26 03:29:09,705 - mmaction - INFO - Epoch [18][420/470] lr: 5.000e-03, eta: 2:51:13, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9766, loss_cls: 0.4445, loss: 0.4445, grad_norm: 5.2310 2021-04-26 03:29:20,863 - mmaction - INFO - Epoch [18][440/470] lr: 5.000e-03, eta: 2:50:55, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.4252, loss: 0.4252, grad_norm: 5.1467 2021-04-26 03:29:31,997 - mmaction - INFO - Epoch [18][460/470] lr: 5.000e-03, eta: 2:50:37, time: 0.558, data_time: 0.004, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9828, loss_cls: 0.4676, loss: 0.4676, grad_norm: 5.7406 2021-04-26 03:29:38,186 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-26 03:30:50,863 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:30:50,872 - mmaction - INFO - top1_acc 0.7365 top5_acc 0.9619 2021-04-26 03:30:50,872 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:30:50,874 - mmaction - INFO - mean_acc 0.6871 2021-04-26 03:30:50,874 - mmaction - INFO - Epoch(val) [18][470] top1_acc: 0.7365, top5_acc: 0.9619, mean_class_accuracy: 0.6871 2021-04-26 03:32:04,958 - mmaction - INFO - Epoch [19][20/470] lr: 5.000e-03, eta: 2:51:52, time: 3.703, data_time: 3.131, memory: 7064, top1_acc: 0.8875, top5_acc: 0.9891, loss_cls: 0.4190, loss: 0.4190, grad_norm: 5.0248 2021-04-26 03:32:15,850 - mmaction - INFO - Epoch [19][40/470] lr: 5.000e-03, eta: 2:51:33, time: 0.545, data_time: 0.002, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9875, loss_cls: 0.4053, loss: 0.4053, grad_norm: 5.2993 2021-04-26 03:32:26,837 - mmaction - INFO - Epoch [19][60/470] lr: 5.000e-03, eta: 2:51:14, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8891, top5_acc: 0.9797, loss_cls: 0.3659, loss: 0.3659, grad_norm: 5.1457 2021-04-26 03:32:37,791 - mmaction - INFO - Epoch [19][80/470] lr: 5.000e-03, eta: 2:50:56, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9875, loss_cls: 0.3902, loss: 0.3902, grad_norm: 5.0787 2021-04-26 03:32:48,794 - mmaction - INFO - Epoch [19][100/470] lr: 5.000e-03, eta: 2:50:37, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 0.4088, loss: 0.4088, grad_norm: 5.3436 2021-04-26 03:32:59,771 - mmaction - INFO - Epoch [19][120/470] lr: 5.000e-03, eta: 2:50:19, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.3639, loss: 0.3639, grad_norm: 5.0026 2021-04-26 03:33:10,793 - mmaction - INFO - Epoch [19][140/470] lr: 5.000e-03, eta: 2:50:01, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8766, top5_acc: 0.9922, loss_cls: 0.4135, loss: 0.4135, grad_norm: 5.1909 2021-04-26 03:33:21,777 - mmaction - INFO - Epoch [19][160/470] lr: 5.000e-03, eta: 2:49:42, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9766, loss_cls: 0.4039, loss: 0.4039, grad_norm: 5.5655 2021-04-26 03:33:32,790 - mmaction - INFO - Epoch [19][180/470] lr: 5.000e-03, eta: 2:49:24, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9797, loss_cls: 0.4740, loss: 0.4740, grad_norm: 5.9627 2021-04-26 03:33:43,794 - mmaction - INFO - Epoch [19][200/470] lr: 5.000e-03, eta: 2:49:06, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 0.4534, loss: 0.4534, grad_norm: 5.6390 2021-04-26 03:33:54,852 - mmaction - INFO - Epoch [19][220/470] lr: 5.000e-03, eta: 2:48:48, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9812, loss_cls: 0.3937, loss: 0.3937, grad_norm: 5.7629 2021-04-26 03:34:05,916 - mmaction - INFO - Epoch [19][240/470] lr: 5.000e-03, eta: 2:48:30, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9797, loss_cls: 0.4517, loss: 0.4517, grad_norm: 5.0404 2021-04-26 03:34:16,952 - mmaction - INFO - Epoch [19][260/470] lr: 5.000e-03, eta: 2:48:11, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9953, loss_cls: 0.3612, loss: 0.3612, grad_norm: 5.4014 2021-04-26 03:34:28,030 - mmaction - INFO - Epoch [19][280/470] lr: 5.000e-03, eta: 2:47:53, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9828, loss_cls: 0.4260, loss: 0.4260, grad_norm: 5.3356 2021-04-26 03:34:39,092 - mmaction - INFO - Epoch [19][300/470] lr: 5.000e-03, eta: 2:47:35, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9781, loss_cls: 0.4282, loss: 0.4282, grad_norm: 5.0661 2021-04-26 03:34:50,151 - mmaction - INFO - Epoch [19][320/470] lr: 5.000e-03, eta: 2:47:17, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8766, top5_acc: 0.9797, loss_cls: 0.4568, loss: 0.4568, grad_norm: 5.2962 2021-04-26 03:35:01,228 - mmaction - INFO - Epoch [19][340/470] lr: 5.000e-03, eta: 2:46:59, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9797, loss_cls: 0.4254, loss: 0.4254, grad_norm: 5.1700 2021-04-26 03:35:12,321 - mmaction - INFO - Epoch [19][360/470] lr: 5.000e-03, eta: 2:46:42, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.3622, loss: 0.3622, grad_norm: 4.9919 2021-04-26 03:35:23,482 - mmaction - INFO - Epoch [19][380/470] lr: 5.000e-03, eta: 2:46:24, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.4577, loss: 0.4577, grad_norm: 5.0740 2021-04-26 03:35:34,565 - mmaction - INFO - Epoch [19][400/470] lr: 5.000e-03, eta: 2:46:06, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8766, top5_acc: 0.9750, loss_cls: 0.4590, loss: 0.4590, grad_norm: 5.6474 2021-04-26 03:35:45,711 - mmaction - INFO - Epoch [19][420/470] lr: 5.000e-03, eta: 2:45:48, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8891, top5_acc: 0.9781, loss_cls: 0.3936, loss: 0.3936, grad_norm: 5.3455 2021-04-26 03:35:56,850 - mmaction - INFO - Epoch [19][440/470] lr: 5.000e-03, eta: 2:45:31, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9781, loss_cls: 0.4145, loss: 0.4145, grad_norm: 5.3280 2021-04-26 03:36:07,931 - mmaction - INFO - Epoch [19][460/470] lr: 5.000e-03, eta: 2:45:13, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9844, loss_cls: 0.3985, loss: 0.3985, grad_norm: 5.0864 2021-04-26 03:36:16,000 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-26 03:37:45,024 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:37:45,033 - mmaction - INFO - top1_acc 0.7371 top5_acc 0.9614 2021-04-26 03:37:45,033 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:37:45,035 - mmaction - INFO - mean_acc 0.6723 2021-04-26 14:50:58,794 - mmaction - INFO - Epoch [20][20/470] lr: 5.000e-03, eta: 1 day, 2:09:06, time: 6.471, data_time: 5.593, memory: 7070, top1_acc: 0.8922, top5_acc: 0.9906, loss_cls: 0.3529, loss: 0.3529, grad_norm: 4.8363 2021-04-26 14:51:09,721 - mmaction - INFO - Epoch [20][40/470] lr: 5.000e-03, eta: 14:09:47, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 0.4456, loss: 0.4456, grad_norm: 5.7311 2021-04-26 14:51:20,657 - mmaction - INFO - Epoch [20][60/470] lr: 5.000e-03, eta: 10:09:45, time: 0.546, data_time: 0.002, memory: 7070, top1_acc: 0.8672, top5_acc: 0.9812, loss_cls: 0.4148, loss: 0.4148, grad_norm: 5.5311 2021-04-26 14:51:31,592 - mmaction - INFO - Epoch [20][80/470] lr: 5.000e-03, eta: 8:09:44, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.3734, loss: 0.3734, grad_norm: 5.1673 2021-04-26 14:51:42,540 - mmaction - INFO - Epoch [20][100/470] lr: 5.000e-03, eta: 6:57:36, time: 0.546, data_time: 0.002, memory: 7070, top1_acc: 0.8688, top5_acc: 0.9828, loss_cls: 0.3901, loss: 0.3901, grad_norm: 5.5391 2021-04-26 14:51:53,485 - mmaction - INFO - Epoch [20][120/470] lr: 5.000e-03, eta: 6:09:31, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.8844, top5_acc: 0.9750, loss_cls: 0.4327, loss: 0.4327, grad_norm: 4.9492 2021-04-26 14:52:04,473 - mmaction - INFO - Epoch [20][140/470] lr: 5.000e-03, eta: 5:35:08, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.8859, top5_acc: 0.9891, loss_cls: 0.3931, loss: 0.3931, grad_norm: 5.8775 2021-04-26 14:52:15,460 - mmaction - INFO - Epoch [20][160/470] lr: 5.000e-03, eta: 5:09:21, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.8781, top5_acc: 0.9734, loss_cls: 0.4387, loss: 0.4387, grad_norm: 5.4441 2021-04-26 14:52:26,450 - mmaction - INFO - Epoch [20][180/470] lr: 5.000e-03, eta: 4:49:13, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.8391, top5_acc: 0.9797, loss_cls: 0.5251, loss: 0.5251, grad_norm: 6.7001 2021-04-26 14:52:37,456 - mmaction - INFO - Epoch [20][200/470] lr: 5.000e-03, eta: 4:33:08, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8547, top5_acc: 0.9797, loss_cls: 0.5079, loss: 0.5079, grad_norm: 5.6745 2021-04-26 14:52:48,435 - mmaction - INFO - Epoch [20][220/470] lr: 5.000e-03, eta: 4:19:53, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.3797, loss: 0.3797, grad_norm: 4.8657 2021-04-26 14:52:59,458 - mmaction - INFO - Epoch [20][240/470] lr: 5.000e-03, eta: 4:08:53, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.8812, top5_acc: 0.9828, loss_cls: 0.4237, loss: 0.4237, grad_norm: 5.3003 2021-04-26 14:53:10,502 - mmaction - INFO - Epoch [20][260/470] lr: 5.000e-03, eta: 3:59:32, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8703, top5_acc: 0.9812, loss_cls: 0.3980, loss: 0.3980, grad_norm: 5.1764 2021-04-26 14:53:21,490 - mmaction - INFO - Epoch [20][280/470] lr: 5.000e-03, eta: 3:51:28, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.4820, loss: 0.4820, grad_norm: 5.3420 2021-04-26 14:53:32,530 - mmaction - INFO - Epoch [20][300/470] lr: 5.000e-03, eta: 3:44:28, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8750, top5_acc: 0.9859, loss_cls: 0.4060, loss: 0.4060, grad_norm: 5.2548 2021-04-26 14:53:43,548 - mmaction - INFO - Epoch [20][320/470] lr: 5.000e-03, eta: 3:38:20, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9891, loss_cls: 0.3264, loss: 0.3264, grad_norm: 4.2724 2021-04-26 14:53:54,606 - mmaction - INFO - Epoch [20][340/470] lr: 5.000e-03, eta: 3:32:55, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3245, loss: 0.3245, grad_norm: 4.5498 2021-04-26 14:54:05,638 - mmaction - INFO - Epoch [20][360/470] lr: 5.000e-03, eta: 3:28:04, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.4283, loss: 0.4283, grad_norm: 5.3845 2021-04-26 14:54:16,688 - mmaction - INFO - Epoch [20][380/470] lr: 5.000e-03, eta: 3:23:42, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.8844, top5_acc: 0.9859, loss_cls: 0.3840, loss: 0.3840, grad_norm: 5.2255 2021-04-26 14:54:27,731 - mmaction - INFO - Epoch [20][400/470] lr: 5.000e-03, eta: 3:19:46, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.3954, loss: 0.3954, grad_norm: 5.3975 2021-04-26 14:54:38,816 - mmaction - INFO - Epoch [20][420/470] lr: 5.000e-03, eta: 3:16:12, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.4551, loss: 0.4551, grad_norm: 6.1363 2021-04-26 14:54:49,908 - mmaction - INFO - Epoch [20][440/470] lr: 5.000e-03, eta: 3:12:58, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.8734, top5_acc: 0.9828, loss_cls: 0.3992, loss: 0.3992, grad_norm: 5.7170 2021-04-26 14:55:00,988 - mmaction - INFO - Epoch [20][460/470] lr: 5.000e-03, eta: 3:09:58, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.8891, top5_acc: 0.9766, loss_cls: 0.4401, loss: 0.4401, grad_norm: 5.2253 2021-04-26 14:55:10,270 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-26 14:56:33,284 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 14:56:33,293 - mmaction - INFO - top1_acc 0.7660 top5_acc 0.9701 2021-04-26 14:56:33,293 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 14:56:33,314 - mmaction - INFO - mean_acc 0.7346 2021-04-26 14:56:34,184 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-04-26 14:56:34,184 - mmaction - INFO - Best top1_acc is 0.7660 at 20 epoch. 2021-04-26 14:56:34,185 - mmaction - INFO - Epoch(val) [20][470] top1_acc: 0.7660, top5_acc: 0.9701, mean_class_accuracy: 0.7346 2021-04-26 14:58:15,111 - mmaction - INFO - Epoch [21][20/470] lr: 5.000e-04, eta: 3:46:16, time: 5.043, data_time: 4.358, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3279, loss: 0.3279, grad_norm: 4.1246 2021-04-26 14:58:26,020 - mmaction - INFO - Epoch [21][40/470] lr: 5.000e-04, eta: 3:42:07, time: 0.548, data_time: 0.004, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2940, loss: 0.2940, grad_norm: 4.3161 2021-04-26 14:58:36,995 - mmaction - INFO - Epoch [21][60/470] lr: 5.000e-04, eta: 3:38:16, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.8953, top5_acc: 0.9859, loss_cls: 0.3466, loss: 0.3466, grad_norm: 4.6946 2021-04-26 14:58:47,893 - mmaction - INFO - Epoch [21][80/470] lr: 5.000e-04, eta: 3:34:40, time: 0.545, data_time: 0.001, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2879, loss: 0.2879, grad_norm: 3.9500 2021-04-26 14:58:58,881 - mmaction - INFO - Epoch [21][100/470] lr: 5.000e-04, eta: 3:31:20, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2673, loss: 0.2673, grad_norm: 4.5365 2021-04-26 14:59:09,855 - mmaction - INFO - Epoch [21][120/470] lr: 5.000e-04, eta: 3:28:13, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9875, loss_cls: 0.2729, loss: 0.2729, grad_norm: 4.5104 2021-04-26 14:59:20,865 - mmaction - INFO - Epoch [21][140/470] lr: 5.000e-04, eta: 3:25:18, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9844, loss_cls: 0.2449, loss: 0.2449, grad_norm: 4.0453 2021-04-26 14:59:31,848 - mmaction - INFO - Epoch [21][160/470] lr: 5.000e-04, eta: 3:22:33, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.2995, loss: 0.2995, grad_norm: 4.5602 2021-04-26 14:59:42,868 - mmaction - INFO - Epoch [21][180/470] lr: 5.000e-04, eta: 3:19:58, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9859, loss_cls: 0.3432, loss: 0.3432, grad_norm: 4.9740 2021-04-26 14:59:53,878 - mmaction - INFO - Epoch [21][200/470] lr: 5.000e-04, eta: 3:17:32, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9719, loss_cls: 0.3854, loss: 0.3854, grad_norm: 4.4543 2021-04-26 15:00:04,916 - mmaction - INFO - Epoch [21][220/470] lr: 5.000e-04, eta: 3:15:13, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9844, loss_cls: 0.2812, loss: 0.2812, grad_norm: 3.9080 2021-04-26 15:00:15,948 - mmaction - INFO - Epoch [21][240/470] lr: 5.000e-04, eta: 3:13:02, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9891, loss_cls: 0.2629, loss: 0.2629, grad_norm: 3.7842 2021-04-26 15:00:27,036 - mmaction - INFO - Epoch [21][260/470] lr: 5.000e-04, eta: 3:10:59, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2804, loss: 0.2804, grad_norm: 4.2187 2021-04-26 15:00:38,070 - mmaction - INFO - Epoch [21][280/470] lr: 5.000e-04, eta: 3:09:01, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.2615, loss: 0.2615, grad_norm: 4.0731 2021-04-26 15:00:49,162 - mmaction - INFO - Epoch [21][300/470] lr: 5.000e-04, eta: 3:07:09, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2687, loss: 0.2687, grad_norm: 4.0583 2021-04-26 15:01:00,140 - mmaction - INFO - Epoch [21][320/470] lr: 5.000e-04, eta: 3:05:20, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2885, loss: 0.2885, grad_norm: 4.1086 2021-04-26 15:01:11,183 - mmaction - INFO - Epoch [21][340/470] lr: 5.000e-04, eta: 3:03:38, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.2795, loss: 0.2795, grad_norm: 4.1004 2021-04-26 15:01:22,265 - mmaction - INFO - Epoch [21][360/470] lr: 5.000e-04, eta: 3:02:00, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9859, loss_cls: 0.3288, loss: 0.3288, grad_norm: 4.3544 2021-04-26 15:01:33,349 - mmaction - INFO - Epoch [21][380/470] lr: 5.000e-04, eta: 3:00:26, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2469, loss: 0.2469, grad_norm: 3.6694 2021-04-26 15:01:44,436 - mmaction - INFO - Epoch [21][400/470] lr: 5.000e-04, eta: 2:58:56, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2859, loss: 0.2859, grad_norm: 4.2651 2021-04-26 15:01:55,572 - mmaction - INFO - Epoch [21][420/470] lr: 5.000e-04, eta: 2:57:31, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2775, loss: 0.2775, grad_norm: 4.5447 2021-04-26 15:02:06,693 - mmaction - INFO - Epoch [21][440/470] lr: 5.000e-04, eta: 2:56:08, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.2408, loss: 0.2408, grad_norm: 3.7746 2021-04-26 15:02:17,851 - mmaction - INFO - Epoch [21][460/470] lr: 5.000e-04, eta: 2:54:50, time: 0.559, data_time: 0.003, memory: 7070, top1_acc: 0.8906, top5_acc: 0.9922, loss_cls: 0.3656, loss: 0.3656, grad_norm: 4.6736 2021-04-26 15:02:25,688 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-26 15:03:42,377 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:03:42,385 - mmaction - INFO - top1_acc 0.7959 top5_acc 0.9756 2021-04-26 15:03:42,385 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:03:42,387 - mmaction - INFO - mean_acc 0.7517 2021-04-26 15:03:43,221 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2021-04-26 15:03:43,221 - mmaction - INFO - Best top1_acc is 0.7959 at 21 epoch. 2021-04-26 15:03:43,222 - mmaction - INFO - Epoch(val) [21][470] top1_acc: 0.7959, top5_acc: 0.9756, mean_class_accuracy: 0.7517 2021-04-26 15:04:51,495 - mmaction - INFO - Epoch [22][20/470] lr: 5.000e-04, eta: 3:05:07, time: 3.413, data_time: 2.860, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.3261, loss: 0.3261, grad_norm: 4.2954 2021-04-26 15:05:02,426 - mmaction - INFO - Epoch [22][40/470] lr: 5.000e-04, eta: 3:03:36, time: 0.547, data_time: 0.003, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9875, loss_cls: 0.2753, loss: 0.2753, grad_norm: 3.9396 2021-04-26 15:05:13,395 - mmaction - INFO - Epoch [22][60/470] lr: 5.000e-04, eta: 3:02:09, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9953, loss_cls: 0.2181, loss: 0.2181, grad_norm: 3.6424 2021-04-26 15:05:24,342 - mmaction - INFO - Epoch [22][80/470] lr: 5.000e-04, eta: 3:00:44, time: 0.548, data_time: 0.001, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9859, loss_cls: 0.3180, loss: 0.3180, grad_norm: 4.7890 2021-04-26 15:05:35,337 - mmaction - INFO - Epoch [22][100/470] lr: 5.000e-04, eta: 2:59:23, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9891, loss_cls: 0.2636, loss: 0.2636, grad_norm: 3.8398 2021-04-26 15:05:46,310 - mmaction - INFO - Epoch [22][120/470] lr: 5.000e-04, eta: 2:58:04, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.3070, loss: 0.3070, grad_norm: 4.1229 2021-04-26 15:05:57,295 - mmaction - INFO - Epoch [22][140/470] lr: 5.000e-04, eta: 2:56:48, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.2956, loss: 0.2956, grad_norm: 4.5767 2021-04-26 15:06:08,343 - mmaction - INFO - Epoch [22][160/470] lr: 5.000e-04, eta: 2:55:35, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9875, loss_cls: 0.2764, loss: 0.2764, grad_norm: 4.0477 2021-04-26 15:06:19,392 - mmaction - INFO - Epoch [22][180/470] lr: 5.000e-04, eta: 2:54:24, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.2973, loss: 0.2973, grad_norm: 4.5117 2021-04-26 15:06:30,400 - mmaction - INFO - Epoch [22][200/470] lr: 5.000e-04, eta: 2:53:15, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9875, loss_cls: 0.2710, loss: 0.2710, grad_norm: 4.0622 2021-04-26 15:06:41,445 - mmaction - INFO - Epoch [22][220/470] lr: 5.000e-04, eta: 2:52:08, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9953, loss_cls: 0.2661, loss: 0.2661, grad_norm: 4.1587 2021-04-26 15:06:52,498 - mmaction - INFO - Epoch [22][240/470] lr: 5.000e-04, eta: 2:51:04, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2623, loss: 0.2623, grad_norm: 3.8403 2021-04-26 15:07:03,635 - mmaction - INFO - Epoch [22][260/470] lr: 5.000e-04, eta: 2:50:01, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.2946, loss: 0.2946, grad_norm: 4.3368 2021-04-26 15:07:14,692 - mmaction - INFO - Epoch [22][280/470] lr: 5.000e-04, eta: 2:49:00, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2987, loss: 0.2987, grad_norm: 4.3967 2021-04-26 15:07:25,760 - mmaction - INFO - Epoch [22][300/470] lr: 5.000e-04, eta: 2:48:00, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.2498, loss: 0.2498, grad_norm: 3.9256 2021-04-26 15:07:36,809 - mmaction - INFO - Epoch [22][320/470] lr: 5.000e-04, eta: 2:47:03, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9875, loss_cls: 0.2681, loss: 0.2681, grad_norm: 3.9849 2021-04-26 15:07:47,898 - mmaction - INFO - Epoch [22][340/470] lr: 5.000e-04, eta: 2:46:06, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9922, loss_cls: 0.2743, loss: 0.2743, grad_norm: 4.0261 2021-04-26 15:07:59,012 - mmaction - INFO - Epoch [22][360/470] lr: 5.000e-04, eta: 2:45:12, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9891, loss_cls: 0.2221, loss: 0.2221, grad_norm: 3.4569 2021-04-26 15:08:10,199 - mmaction - INFO - Epoch [22][380/470] lr: 5.000e-04, eta: 2:44:19, time: 0.558, data_time: 0.003, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2449, loss: 0.2449, grad_norm: 3.7728 2021-04-26 15:08:21,300 - mmaction - INFO - Epoch [22][400/470] lr: 5.000e-04, eta: 2:43:27, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9891, loss_cls: 0.2661, loss: 0.2661, grad_norm: 4.2147 2021-04-26 15:08:32,391 - mmaction - INFO - Epoch [22][420/470] lr: 5.000e-04, eta: 2:42:35, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9844, loss_cls: 0.2218, loss: 0.2218, grad_norm: 3.6493 2021-04-26 15:08:43,523 - mmaction - INFO - Epoch [22][440/470] lr: 5.000e-04, eta: 2:41:46, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9875, loss_cls: 0.2380, loss: 0.2380, grad_norm: 4.6621 2021-04-26 15:08:54,688 - mmaction - INFO - Epoch [22][460/470] lr: 5.000e-04, eta: 2:40:58, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9891, loss_cls: 0.2566, loss: 0.2566, grad_norm: 4.5968 2021-04-26 15:09:01,213 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-26 15:10:24,627 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:10:24,635 - mmaction - INFO - top1_acc 0.7782 top5_acc 0.9746 2021-04-26 15:10:24,636 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:10:24,638 - mmaction - INFO - mean_acc 0.7308 2021-04-26 15:10:24,638 - mmaction - INFO - Epoch(val) [22][470] top1_acc: 0.7782, top5_acc: 0.9746, mean_class_accuracy: 0.7308 2021-04-26 15:11:40,127 - mmaction - INFO - Epoch [23][20/470] lr: 5.000e-04, eta: 2:48:47, time: 3.774, data_time: 3.215, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9953, loss_cls: 0.2477, loss: 0.2477, grad_norm: 3.8350 2021-04-26 15:11:51,075 - mmaction - INFO - Epoch [23][40/470] lr: 5.000e-04, eta: 2:47:51, time: 0.546, data_time: 0.004, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9828, loss_cls: 0.2730, loss: 0.2730, grad_norm: 4.2260 2021-04-26 15:12:02,032 - mmaction - INFO - Epoch [23][60/470] lr: 5.000e-04, eta: 2:46:57, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2213, loss: 0.2213, grad_norm: 4.0898 2021-04-26 15:12:13,004 - mmaction - INFO - Epoch [23][80/470] lr: 5.000e-04, eta: 2:46:04, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2648, loss: 0.2648, grad_norm: 4.0321 2021-04-26 15:12:23,985 - mmaction - INFO - Epoch [23][100/470] lr: 5.000e-04, eta: 2:45:12, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2416, loss: 0.2416, grad_norm: 4.2739 2021-04-26 15:12:34,959 - mmaction - INFO - Epoch [23][120/470] lr: 5.000e-04, eta: 2:44:20, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9953, loss_cls: 0.2336, loss: 0.2336, grad_norm: 3.9571 2021-04-26 15:12:45,960 - mmaction - INFO - Epoch [23][140/470] lr: 5.000e-04, eta: 2:43:31, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.1901, loss: 0.1901, grad_norm: 3.3486 2021-04-26 15:12:56,991 - mmaction - INFO - Epoch [23][160/470] lr: 5.000e-04, eta: 2:42:42, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2637, loss: 0.2637, grad_norm: 4.3928 2021-04-26 15:13:07,994 - mmaction - INFO - Epoch [23][180/470] lr: 5.000e-04, eta: 2:41:55, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.2621, loss: 0.2621, grad_norm: 4.6382 2021-04-26 15:13:19,022 - mmaction - INFO - Epoch [23][200/470] lr: 5.000e-04, eta: 2:41:08, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9938, loss_cls: 0.2474, loss: 0.2474, grad_norm: 3.9041 2021-04-26 15:13:30,058 - mmaction - INFO - Epoch [23][220/470] lr: 5.000e-04, eta: 2:40:22, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9906, loss_cls: 0.2865, loss: 0.2865, grad_norm: 4.4541 2021-04-26 15:13:41,111 - mmaction - INFO - Epoch [23][240/470] lr: 5.000e-04, eta: 2:39:37, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9859, loss_cls: 0.2946, loss: 0.2946, grad_norm: 4.8101 2021-04-26 15:13:52,172 - mmaction - INFO - Epoch [23][260/470] lr: 5.000e-04, eta: 2:38:53, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.2792, loss: 0.2792, grad_norm: 4.5214 2021-04-26 15:14:03,226 - mmaction - INFO - Epoch [23][280/470] lr: 5.000e-04, eta: 2:38:10, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2625, loss: 0.2625, grad_norm: 3.6664 2021-04-26 15:14:14,310 - mmaction - INFO - Epoch [23][300/470] lr: 5.000e-04, eta: 2:37:28, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2390, loss: 0.2390, grad_norm: 4.1616 2021-04-26 15:14:25,400 - mmaction - INFO - Epoch [23][320/470] lr: 5.000e-04, eta: 2:36:46, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9859, loss_cls: 0.2774, loss: 0.2774, grad_norm: 4.2366 2021-04-26 15:14:36,475 - mmaction - INFO - Epoch [23][340/470] lr: 5.000e-04, eta: 2:36:06, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2340, loss: 0.2340, grad_norm: 3.9331 2021-04-26 15:14:47,600 - mmaction - INFO - Epoch [23][360/470] lr: 5.000e-04, eta: 2:35:26, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9844, loss_cls: 0.2440, loss: 0.2440, grad_norm: 3.5712 2021-04-26 15:14:58,670 - mmaction - INFO - Epoch [23][380/470] lr: 5.000e-04, eta: 2:34:46, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9891, loss_cls: 0.2343, loss: 0.2343, grad_norm: 3.6854 2021-04-26 15:15:10,060 - mmaction - INFO - Epoch [23][400/470] lr: 5.000e-04, eta: 2:34:09, time: 0.568, data_time: 0.018, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9875, loss_cls: 0.2448, loss: 0.2448, grad_norm: 4.0203 2021-04-26 15:15:21,182 - mmaction - INFO - Epoch [23][420/470] lr: 5.000e-04, eta: 2:33:32, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.2934, loss: 0.2934, grad_norm: 4.7123 2021-04-26 15:15:32,313 - mmaction - INFO - Epoch [23][440/470] lr: 5.000e-04, eta: 2:32:54, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2240, loss: 0.2240, grad_norm: 4.3369 2021-04-26 15:15:43,361 - mmaction - INFO - Epoch [23][460/470] lr: 5.000e-04, eta: 2:32:17, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2827, loss: 0.2827, grad_norm: 4.1348 2021-04-26 15:15:50,289 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-26 15:17:03,119 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:17:03,128 - mmaction - INFO - top1_acc 0.7822 top5_acc 0.9726 2021-04-26 15:17:03,128 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:17:03,130 - mmaction - INFO - mean_acc 0.7246 2021-04-26 15:17:03,131 - mmaction - INFO - Epoch(val) [23][470] top1_acc: 0.7822, top5_acc: 0.9726, mean_class_accuracy: 0.7246 2021-04-26 15:18:16,200 - mmaction - INFO - Epoch [24][20/470] lr: 5.000e-04, eta: 2:37:39, time: 3.653, data_time: 3.085, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9969, loss_cls: 0.2041, loss: 0.2041, grad_norm: 3.7949 2021-04-26 15:18:27,175 - mmaction - INFO - Epoch [24][40/470] lr: 5.000e-04, eta: 2:36:57, time: 0.547, data_time: 0.004, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9984, loss_cls: 0.2422, loss: 0.2422, grad_norm: 4.1510 2021-04-26 15:18:38,115 - mmaction - INFO - Epoch [24][60/470] lr: 5.000e-04, eta: 2:36:17, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2614, loss: 0.2614, grad_norm: 4.4395 2021-04-26 15:18:49,084 - mmaction - INFO - Epoch [24][80/470] lr: 5.000e-04, eta: 2:35:37, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2152, loss: 0.2152, grad_norm: 3.8203 2021-04-26 15:19:00,058 - mmaction - INFO - Epoch [24][100/470] lr: 5.000e-04, eta: 2:34:58, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2605, loss: 0.2605, grad_norm: 4.1855 2021-04-26 15:19:11,016 - mmaction - INFO - Epoch [24][120/470] lr: 5.000e-04, eta: 2:34:19, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.2320, loss: 0.2320, grad_norm: 3.6103 2021-04-26 15:19:21,994 - mmaction - INFO - Epoch [24][140/470] lr: 5.000e-04, eta: 2:33:41, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9891, loss_cls: 0.2409, loss: 0.2409, grad_norm: 4.0588 2021-04-26 15:19:33,006 - mmaction - INFO - Epoch [24][160/470] lr: 5.000e-04, eta: 2:33:04, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.2847, loss: 0.2847, grad_norm: 4.4014 2021-04-26 15:19:44,275 - mmaction - INFO - Epoch [24][180/470] lr: 5.000e-04, eta: 2:32:29, time: 0.565, data_time: 0.018, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9891, loss_cls: 0.2259, loss: 0.2259, grad_norm: 3.9561 2021-04-26 15:19:55,271 - mmaction - INFO - Epoch [24][200/470] lr: 5.000e-04, eta: 2:31:52, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.1887, loss: 0.1887, grad_norm: 3.5641 2021-04-26 15:20:06,283 - mmaction - INFO - Epoch [24][220/470] lr: 5.000e-04, eta: 2:31:16, time: 0.551, data_time: 0.001, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2531, loss: 0.2531, grad_norm: 4.4222 2021-04-26 15:20:17,312 - mmaction - INFO - Epoch [24][240/470] lr: 5.000e-04, eta: 2:30:41, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.2235, loss: 0.2235, grad_norm: 4.4865 2021-04-26 15:20:28,319 - mmaction - INFO - Epoch [24][260/470] lr: 5.000e-04, eta: 2:30:06, time: 0.551, data_time: 0.001, memory: 7070, top1_acc: 0.9109, top5_acc: 0.9797, loss_cls: 0.3242, loss: 0.3242, grad_norm: 5.2381 2021-04-26 15:20:39,415 - mmaction - INFO - Epoch [24][280/470] lr: 5.000e-04, eta: 2:29:32, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2381, loss: 0.2381, grad_norm: 4.0361 2021-04-26 15:20:50,502 - mmaction - INFO - Epoch [24][300/470] lr: 5.000e-04, eta: 2:28:58, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9844, loss_cls: 0.2613, loss: 0.2613, grad_norm: 4.1789 2021-04-26 15:21:01,629 - mmaction - INFO - Epoch [24][320/470] lr: 5.000e-04, eta: 2:28:25, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2319, loss: 0.2319, grad_norm: 4.1834 2021-04-26 15:21:12,671 - mmaction - INFO - Epoch [24][340/470] lr: 5.000e-04, eta: 2:27:52, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9828, loss_cls: 0.3040, loss: 0.3040, grad_norm: 4.2989 2021-04-26 15:21:23,843 - mmaction - INFO - Epoch [24][360/470] lr: 5.000e-04, eta: 2:27:20, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2474, loss: 0.2474, grad_norm: 4.4134 2021-04-26 15:21:34,894 - mmaction - INFO - Epoch [24][380/470] lr: 5.000e-04, eta: 2:26:48, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9891, loss_cls: 0.2583, loss: 0.2583, grad_norm: 4.2375 2021-04-26 15:21:45,991 - mmaction - INFO - Epoch [24][400/470] lr: 5.000e-04, eta: 2:26:16, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9938, loss_cls: 0.2382, loss: 0.2382, grad_norm: 4.2168 2021-04-26 15:21:57,081 - mmaction - INFO - Epoch [24][420/470] lr: 5.000e-04, eta: 2:25:45, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.2774, loss: 0.2774, grad_norm: 4.7808 2021-04-26 15:22:08,153 - mmaction - INFO - Epoch [24][440/470] lr: 5.000e-04, eta: 2:25:14, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.2408, loss: 0.2408, grad_norm: 4.2376 2021-04-26 15:22:19,273 - mmaction - INFO - Epoch [24][460/470] lr: 5.000e-04, eta: 2:24:44, time: 0.556, data_time: 0.001, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.2593, loss: 0.2593, grad_norm: 4.4916 2021-04-26 15:22:25,797 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-26 15:23:36,309 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:23:36,318 - mmaction - INFO - top1_acc 0.7964 top5_acc 0.9756 2021-04-26 15:23:36,318 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:23:36,320 - mmaction - INFO - mean_acc 0.7554 2021-04-26 15:23:37,196 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-04-26 15:23:37,196 - mmaction - INFO - Best top1_acc is 0.7964 at 24 epoch. 2021-04-26 15:23:37,197 - mmaction - INFO - Epoch(val) [24][470] top1_acc: 0.7964, top5_acc: 0.9756, mean_class_accuracy: 0.7554 2021-04-26 15:24:51,836 - mmaction - INFO - Epoch [25][20/470] lr: 5.000e-04, eta: 2:28:57, time: 3.729, data_time: 3.157, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2000, loss: 0.2000, grad_norm: 3.9368 2021-04-26 15:25:02,831 - mmaction - INFO - Epoch [25][40/470] lr: 5.000e-04, eta: 2:28:23, time: 0.550, data_time: 0.005, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9875, loss_cls: 0.2806, loss: 0.2806, grad_norm: 4.1597 2021-04-26 15:25:13,816 - mmaction - INFO - Epoch [25][60/470] lr: 5.000e-04, eta: 2:27:50, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.2312, loss: 0.2312, grad_norm: 3.9749 2021-04-26 15:25:24,812 - mmaction - INFO - Epoch [25][80/470] lr: 5.000e-04, eta: 2:27:18, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9922, loss_cls: 0.2498, loss: 0.2498, grad_norm: 4.4691 2021-04-26 15:25:35,787 - mmaction - INFO - Epoch [25][100/470] lr: 5.000e-04, eta: 2:26:46, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9859, loss_cls: 0.2806, loss: 0.2806, grad_norm: 4.3129 2021-04-26 15:25:46,788 - mmaction - INFO - Epoch [25][120/470] lr: 5.000e-04, eta: 2:26:14, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2471, loss: 0.2471, grad_norm: 4.5949 2021-04-26 15:25:57,794 - mmaction - INFO - Epoch [25][140/470] lr: 5.000e-04, eta: 2:25:42, time: 0.551, data_time: 0.001, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.1966, loss: 0.1966, grad_norm: 3.9954 2021-04-26 15:26:08,802 - mmaction - INFO - Epoch [25][160/470] lr: 5.000e-04, eta: 2:25:11, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.2940, loss: 0.2940, grad_norm: 4.5677 2021-04-26 15:26:19,804 - mmaction - INFO - Epoch [25][180/470] lr: 5.000e-04, eta: 2:24:40, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9922, loss_cls: 0.2469, loss: 0.2469, grad_norm: 4.4471 2021-04-26 15:26:30,809 - mmaction - INFO - Epoch [25][200/470] lr: 5.000e-04, eta: 2:24:10, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9922, loss_cls: 0.2283, loss: 0.2283, grad_norm: 4.1353 2021-04-26 15:26:41,833 - mmaction - INFO - Epoch [25][220/470] lr: 5.000e-04, eta: 2:23:40, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9875, loss_cls: 0.2401, loss: 0.2401, grad_norm: 4.2741 2021-04-26 15:26:52,881 - mmaction - INFO - Epoch [25][240/470] lr: 5.000e-04, eta: 2:23:10, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.2325, loss: 0.2325, grad_norm: 3.9882 2021-04-26 15:27:03,907 - mmaction - INFO - Epoch [25][260/470] lr: 5.000e-04, eta: 2:22:40, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9922, loss_cls: 0.2036, loss: 0.2036, grad_norm: 3.4441 2021-04-26 15:27:15,011 - mmaction - INFO - Epoch [25][280/470] lr: 5.000e-04, eta: 2:22:11, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9969, loss_cls: 0.2459, loss: 0.2459, grad_norm: 4.4138 2021-04-26 15:27:26,044 - mmaction - INFO - Epoch [25][300/470] lr: 5.000e-04, eta: 2:21:43, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.2230, loss: 0.2230, grad_norm: 4.3708 2021-04-26 15:27:37,233 - mmaction - INFO - Epoch [25][320/470] lr: 5.000e-04, eta: 2:21:15, time: 0.559, data_time: 0.003, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.2593, loss: 0.2593, grad_norm: 4.7739 2021-04-26 15:27:48,263 - mmaction - INFO - Epoch [25][340/470] lr: 5.000e-04, eta: 2:20:46, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2245, loss: 0.2245, grad_norm: 4.3268 2021-04-26 15:27:59,374 - mmaction - INFO - Epoch [25][360/470] lr: 5.000e-04, eta: 2:20:18, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2239, loss: 0.2239, grad_norm: 4.1892 2021-04-26 15:28:10,489 - mmaction - INFO - Epoch [25][380/470] lr: 5.000e-04, eta: 2:19:51, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.2121, loss: 0.2121, grad_norm: 3.8777 2021-04-26 15:28:21,596 - mmaction - INFO - Epoch [25][400/470] lr: 5.000e-04, eta: 2:19:23, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.2981, loss: 0.2981, grad_norm: 4.7136 2021-04-26 15:28:32,655 - mmaction - INFO - Epoch [25][420/470] lr: 5.000e-04, eta: 2:18:56, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.2849, loss: 0.2849, grad_norm: 4.6633 2021-04-26 15:28:43,815 - mmaction - INFO - Epoch [25][440/470] lr: 5.000e-04, eta: 2:18:29, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9844, loss_cls: 0.2929, loss: 0.2929, grad_norm: 4.6888 2021-04-26 15:28:54,857 - mmaction - INFO - Epoch [25][460/470] lr: 5.000e-04, eta: 2:18:02, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.2258, loss: 0.2258, grad_norm: 4.0676 2021-04-26 15:29:03,644 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-04-26 15:30:14,054 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:30:14,063 - mmaction - INFO - top1_acc 0.7868 top5_acc 0.9756 2021-04-26 15:30:14,063 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:30:14,065 - mmaction - INFO - mean_acc 0.7377 2021-04-26 15:30:14,066 - mmaction - INFO - Epoch(val) [25][470] top1_acc: 0.7868, top5_acc: 0.9756, mean_class_accuracy: 0.7377 2021-04-26 15:31:27,202 - mmaction - INFO - Epoch [26][20/470] lr: 5.000e-04, eta: 2:21:16, time: 3.656, data_time: 3.109, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2082, loss: 0.2082, grad_norm: 4.0981 2021-04-26 15:31:38,204 - mmaction - INFO - Epoch [26][40/470] lr: 5.000e-04, eta: 2:20:47, time: 0.549, data_time: 0.004, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.2322, loss: 0.2322, grad_norm: 3.7906 2021-04-26 15:31:49,155 - mmaction - INFO - Epoch [26][60/470] lr: 5.000e-04, eta: 2:20:19, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2376, loss: 0.2376, grad_norm: 4.1204 2021-04-26 15:32:00,152 - mmaction - INFO - Epoch [26][80/470] lr: 5.000e-04, eta: 2:19:51, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9922, loss_cls: 0.2481, loss: 0.2481, grad_norm: 4.4893 2021-04-26 15:32:11,115 - mmaction - INFO - Epoch [26][100/470] lr: 5.000e-04, eta: 2:19:23, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9875, loss_cls: 0.2424, loss: 0.2424, grad_norm: 4.5302 2021-04-26 15:32:22,126 - mmaction - INFO - Epoch [26][120/470] lr: 5.000e-04, eta: 2:18:55, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2415, loss: 0.2415, grad_norm: 4.2307 2021-04-26 15:32:33,143 - mmaction - INFO - Epoch [26][140/470] lr: 5.000e-04, eta: 2:18:28, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9891, loss_cls: 0.2453, loss: 0.2453, grad_norm: 4.1948 2021-04-26 15:32:44,149 - mmaction - INFO - Epoch [26][160/470] lr: 5.000e-04, eta: 2:18:01, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2008, loss: 0.2008, grad_norm: 3.7289 2021-04-26 15:32:55,156 - mmaction - INFO - Epoch [26][180/470] lr: 5.000e-04, eta: 2:17:34, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9812, loss_cls: 0.2711, loss: 0.2711, grad_norm: 4.6517 2021-04-26 15:33:06,215 - mmaction - INFO - Epoch [26][200/470] lr: 5.000e-04, eta: 2:17:07, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2497, loss: 0.2497, grad_norm: 4.8032 2021-04-26 15:33:17,271 - mmaction - INFO - Epoch [26][220/470] lr: 5.000e-04, eta: 2:16:41, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.2565, loss: 0.2565, grad_norm: 4.5643 2021-04-26 15:33:28,319 - mmaction - INFO - Epoch [26][240/470] lr: 5.000e-04, eta: 2:16:15, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9859, loss_cls: 0.2647, loss: 0.2647, grad_norm: 4.6761 2021-04-26 15:33:39,361 - mmaction - INFO - Epoch [26][260/470] lr: 5.000e-04, eta: 2:15:49, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2215, loss: 0.2215, grad_norm: 3.8366 2021-04-26 15:33:50,472 - mmaction - INFO - Epoch [26][280/470] lr: 5.000e-04, eta: 2:15:23, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9953, loss_cls: 0.1775, loss: 0.1775, grad_norm: 3.5323 2021-04-26 15:34:01,492 - mmaction - INFO - Epoch [26][300/470] lr: 5.000e-04, eta: 2:14:57, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9859, loss_cls: 0.2383, loss: 0.2383, grad_norm: 3.6437 2021-04-26 15:34:12,578 - mmaction - INFO - Epoch [26][320/470] lr: 5.000e-04, eta: 2:14:32, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9891, loss_cls: 0.2359, loss: 0.2359, grad_norm: 4.3246 2021-04-26 15:34:23,628 - mmaction - INFO - Epoch [26][340/470] lr: 5.000e-04, eta: 2:14:07, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9938, loss_cls: 0.2495, loss: 0.2495, grad_norm: 4.1811 2021-04-26 15:34:34,718 - mmaction - INFO - Epoch [26][360/470] lr: 5.000e-04, eta: 2:13:42, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2193, loss: 0.2193, grad_norm: 4.1598 2021-04-26 15:34:45,824 - mmaction - INFO - Epoch [26][380/470] lr: 5.000e-04, eta: 2:13:17, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9875, loss_cls: 0.2530, loss: 0.2530, grad_norm: 3.9518 2021-04-26 15:34:56,920 - mmaction - INFO - Epoch [26][400/470] lr: 5.000e-04, eta: 2:12:53, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2814, loss: 0.2814, grad_norm: 4.5226 2021-04-26 15:35:07,988 - mmaction - INFO - Epoch [26][420/470] lr: 5.000e-04, eta: 2:12:28, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9812, loss_cls: 0.3524, loss: 0.3524, grad_norm: 5.2276 2021-04-26 15:35:19,181 - mmaction - INFO - Epoch [26][440/470] lr: 5.000e-04, eta: 2:12:04, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.2258, loss: 0.2258, grad_norm: 4.1703 2021-04-26 15:35:30,236 - mmaction - INFO - Epoch [26][460/470] lr: 5.000e-04, eta: 2:11:40, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9969, loss_cls: 0.2289, loss: 0.2289, grad_norm: 3.7812 2021-04-26 15:35:37,094 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-04-26 15:36:51,380 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:36:51,389 - mmaction - INFO - top1_acc 0.7914 top5_acc 0.9766 2021-04-26 15:36:51,389 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:36:51,391 - mmaction - INFO - mean_acc 0.7526 2021-04-26 15:36:51,391 - mmaction - INFO - Epoch(val) [26][470] top1_acc: 0.7914, top5_acc: 0.9766, mean_class_accuracy: 0.7526 2021-04-26 15:38:12,291 - mmaction - INFO - Epoch [27][20/470] lr: 5.000e-04, eta: 2:14:43, time: 4.043, data_time: 3.462, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9984, loss_cls: 0.2144, loss: 0.2144, grad_norm: 4.0014 2021-04-26 15:38:23,280 - mmaction - INFO - Epoch [27][40/470] lr: 5.000e-04, eta: 2:14:17, time: 0.550, data_time: 0.005, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9906, loss_cls: 0.2517, loss: 0.2517, grad_norm: 3.9341 2021-04-26 15:38:34,228 - mmaction - INFO - Epoch [27][60/470] lr: 5.000e-04, eta: 2:13:52, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2679, loss: 0.2679, grad_norm: 4.5685 2021-04-26 15:38:45,205 - mmaction - INFO - Epoch [27][80/470] lr: 5.000e-04, eta: 2:13:26, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9891, loss_cls: 0.2482, loss: 0.2482, grad_norm: 4.1111 2021-04-26 15:38:56,210 - mmaction - INFO - Epoch [27][100/470] lr: 5.000e-04, eta: 2:13:01, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9906, loss_cls: 0.2014, loss: 0.2014, grad_norm: 3.5760 2021-04-26 15:39:07,223 - mmaction - INFO - Epoch [27][120/470] lr: 5.000e-04, eta: 2:12:36, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3043, loss: 0.3043, grad_norm: 4.6151 2021-04-26 15:39:18,193 - mmaction - INFO - Epoch [27][140/470] lr: 5.000e-04, eta: 2:12:11, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2338, loss: 0.2338, grad_norm: 4.1776 2021-04-26 15:39:29,227 - mmaction - INFO - Epoch [27][160/470] lr: 5.000e-04, eta: 2:11:46, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9938, loss_cls: 0.2719, loss: 0.2719, grad_norm: 4.2233 2021-04-26 15:39:40,224 - mmaction - INFO - Epoch [27][180/470] lr: 5.000e-04, eta: 2:11:22, time: 0.551, data_time: 0.001, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2101, loss: 0.2101, grad_norm: 4.1874 2021-04-26 15:39:51,262 - mmaction - INFO - Epoch [27][200/470] lr: 5.000e-04, eta: 2:10:58, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9922, loss_cls: 0.2048, loss: 0.2048, grad_norm: 3.9079 2021-04-26 15:40:02,294 - mmaction - INFO - Epoch [27][220/470] lr: 5.000e-04, eta: 2:10:34, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2574, loss: 0.2574, grad_norm: 4.4951 2021-04-26 15:40:13,346 - mmaction - INFO - Epoch [27][240/470] lr: 5.000e-04, eta: 2:10:10, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1961, loss: 0.1961, grad_norm: 3.9376 2021-04-26 15:40:24,549 - mmaction - INFO - Epoch [27][260/470] lr: 5.000e-04, eta: 2:09:46, time: 0.561, data_time: 0.014, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.2251, loss: 0.2251, grad_norm: 3.8159 2021-04-26 15:40:35,602 - mmaction - INFO - Epoch [27][280/470] lr: 5.000e-04, eta: 2:09:23, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9922, loss_cls: 0.2283, loss: 0.2283, grad_norm: 4.5034 2021-04-26 15:40:46,729 - mmaction - INFO - Epoch [27][300/470] lr: 5.000e-04, eta: 2:09:00, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2222, loss: 0.2222, grad_norm: 4.3714 2021-04-26 15:40:57,887 - mmaction - INFO - Epoch [27][320/470] lr: 5.000e-04, eta: 2:08:36, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2260, loss: 0.2260, grad_norm: 4.3407 2021-04-26 15:41:08,960 - mmaction - INFO - Epoch [27][340/470] lr: 5.000e-04, eta: 2:08:13, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9859, loss_cls: 0.2573, loss: 0.2573, grad_norm: 4.3804 2021-04-26 15:41:19,983 - mmaction - INFO - Epoch [27][360/470] lr: 5.000e-04, eta: 2:07:50, time: 0.551, data_time: 0.000, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9844, loss_cls: 0.2539, loss: 0.2539, grad_norm: 4.2834 2021-04-26 15:41:31,093 - mmaction - INFO - Epoch [27][380/470] lr: 5.000e-04, eta: 2:07:27, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.2285, loss: 0.2285, grad_norm: 3.9683 2021-04-26 15:41:42,176 - mmaction - INFO - Epoch [27][400/470] lr: 5.000e-04, eta: 2:07:05, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9953, loss_cls: 0.1800, loss: 0.1800, grad_norm: 3.6171 2021-04-26 15:41:53,324 - mmaction - INFO - Epoch [27][420/470] lr: 5.000e-04, eta: 2:06:42, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2857, loss: 0.2857, grad_norm: 4.6970 2021-04-26 15:42:04,411 - mmaction - INFO - Epoch [27][440/470] lr: 5.000e-04, eta: 2:06:20, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9906, loss_cls: 0.2278, loss: 0.2278, grad_norm: 3.7742 2021-04-26 15:42:15,567 - mmaction - INFO - Epoch [27][460/470] lr: 5.000e-04, eta: 2:05:58, time: 0.557, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.2346, loss: 0.2346, grad_norm: 4.2781 2021-04-26 15:42:22,688 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-04-26 15:44:19,019 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:44:19,028 - mmaction - INFO - top1_acc 0.7939 top5_acc 0.9772 2021-04-26 15:44:19,028 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:44:19,030 - mmaction - INFO - mean_acc 0.7451 2021-04-26 15:44:19,031 - mmaction - INFO - Epoch(val) [27][470] top1_acc: 0.7939, top5_acc: 0.9772, mean_class_accuracy: 0.7451 2021-04-26 15:45:41,954 - mmaction - INFO - Epoch [28][20/470] lr: 5.000e-04, eta: 2:08:33, time: 4.146, data_time: 3.580, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2407, loss: 0.2407, grad_norm: 3.9806 2021-04-26 15:45:53,152 - mmaction - INFO - Epoch [28][40/470] lr: 5.000e-04, eta: 2:08:10, time: 0.560, data_time: 0.016, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9906, loss_cls: 0.2007, loss: 0.2007, grad_norm: 4.2545 2021-04-26 15:46:04,109 - mmaction - INFO - Epoch [28][60/470] lr: 5.000e-04, eta: 2:07:47, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.1956, loss: 0.1956, grad_norm: 3.8816 2021-04-26 15:46:15,054 - mmaction - INFO - Epoch [28][80/470] lr: 5.000e-04, eta: 2:07:23, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2675, loss: 0.2675, grad_norm: 4.3603 2021-04-26 15:46:26,066 - mmaction - INFO - Epoch [28][100/470] lr: 5.000e-04, eta: 2:07:00, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1921, loss: 0.1921, grad_norm: 4.1743 2021-04-26 15:46:37,085 - mmaction - INFO - Epoch [28][120/470] lr: 5.000e-04, eta: 2:06:37, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.2520, loss: 0.2520, grad_norm: 4.2531 2021-04-26 15:46:48,106 - mmaction - INFO - Epoch [28][140/470] lr: 5.000e-04, eta: 2:06:14, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2279, loss: 0.2279, grad_norm: 4.8023 2021-04-26 15:46:59,096 - mmaction - INFO - Epoch [28][160/470] lr: 5.000e-04, eta: 2:05:51, time: 0.550, data_time: 0.001, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2381, loss: 0.2381, grad_norm: 4.2961 2021-04-26 15:47:10,131 - mmaction - INFO - Epoch [28][180/470] lr: 5.000e-04, eta: 2:05:28, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.2271, loss: 0.2271, grad_norm: 4.0361 2021-04-26 15:47:21,194 - mmaction - INFO - Epoch [28][200/470] lr: 5.000e-04, eta: 2:05:06, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.2346, loss: 0.2346, grad_norm: 4.2984 2021-04-26 15:47:32,248 - mmaction - INFO - Epoch [28][220/470] lr: 5.000e-04, eta: 2:04:43, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9078, top5_acc: 0.9859, loss_cls: 0.3137, loss: 0.3137, grad_norm: 4.8352 2021-04-26 15:47:43,287 - mmaction - INFO - Epoch [28][240/470] lr: 5.000e-04, eta: 2:04:21, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2538, loss: 0.2538, grad_norm: 4.8590 2021-04-26 15:47:54,339 - mmaction - INFO - Epoch [28][260/470] lr: 5.000e-04, eta: 2:03:59, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9875, loss_cls: 0.2364, loss: 0.2364, grad_norm: 3.9625 2021-04-26 15:48:05,366 - mmaction - INFO - Epoch [28][280/470] lr: 5.000e-04, eta: 2:03:37, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9828, loss_cls: 0.2250, loss: 0.2250, grad_norm: 3.7710 2021-04-26 15:48:16,463 - mmaction - INFO - Epoch [28][300/470] lr: 5.000e-04, eta: 2:03:15, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9969, loss_cls: 0.2316, loss: 0.2316, grad_norm: 4.6020 2021-04-26 15:48:27,517 - mmaction - INFO - Epoch [28][320/470] lr: 5.000e-04, eta: 2:02:53, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9875, loss_cls: 0.2039, loss: 0.2039, grad_norm: 3.6961 2021-04-26 15:48:38,654 - mmaction - INFO - Epoch [28][340/470] lr: 5.000e-04, eta: 2:02:32, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2001, loss: 0.2001, grad_norm: 3.9260 2021-04-26 15:48:49,816 - mmaction - INFO - Epoch [28][360/470] lr: 5.000e-04, eta: 2:02:10, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2211, loss: 0.2211, grad_norm: 4.0688 2021-04-26 15:49:00,905 - mmaction - INFO - Epoch [28][380/470] lr: 5.000e-04, eta: 2:01:49, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2143, loss: 0.2143, grad_norm: 3.9108 2021-04-26 15:49:11,997 - mmaction - INFO - Epoch [28][400/470] lr: 5.000e-04, eta: 2:01:28, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.2207, loss: 0.2207, grad_norm: 4.0813 2021-04-26 15:49:23,062 - mmaction - INFO - Epoch [28][420/470] lr: 5.000e-04, eta: 2:01:06, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2127, loss: 0.2127, grad_norm: 4.0205 2021-04-26 15:49:34,140 - mmaction - INFO - Epoch [28][440/470] lr: 5.000e-04, eta: 2:00:45, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9891, loss_cls: 0.2241, loss: 0.2241, grad_norm: 3.9431 2021-04-26 15:49:45,227 - mmaction - INFO - Epoch [28][460/470] lr: 5.000e-04, eta: 2:00:24, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2727, loss: 0.2727, grad_norm: 4.4950 2021-04-26 15:49:52,647 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-04-26 15:51:06,301 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:51:06,310 - mmaction - INFO - top1_acc 0.7843 top5_acc 0.9766 2021-04-26 15:51:06,310 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:51:06,312 - mmaction - INFO - mean_acc 0.7329 2021-04-26 15:51:06,312 - mmaction - INFO - Epoch(val) [28][470] top1_acc: 0.7843, top5_acc: 0.9766, mean_class_accuracy: 0.7329 2021-04-26 15:52:25,610 - mmaction - INFO - Epoch [29][20/470] lr: 5.000e-04, eta: 2:02:25, time: 3.963, data_time: 3.255, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9891, loss_cls: 0.2034, loss: 0.2034, grad_norm: 3.9135 2021-04-26 15:52:36,601 - mmaction - INFO - Epoch [29][40/470] lr: 5.000e-04, eta: 2:02:03, time: 0.550, data_time: 0.004, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9953, loss_cls: 0.2032, loss: 0.2032, grad_norm: 3.7725 2021-04-26 15:52:47,562 - mmaction - INFO - Epoch [29][60/470] lr: 5.000e-04, eta: 2:01:41, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9922, loss_cls: 0.2757, loss: 0.2757, grad_norm: 4.4468 2021-04-26 15:52:58,548 - mmaction - INFO - Epoch [29][80/470] lr: 5.000e-04, eta: 2:01:19, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.2033, loss: 0.2033, grad_norm: 3.6602 2021-04-26 15:53:09,542 - mmaction - INFO - Epoch [29][100/470] lr: 5.000e-04, eta: 2:00:57, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2294, loss: 0.2294, grad_norm: 4.2522 2021-04-26 15:53:20,568 - mmaction - INFO - Epoch [29][120/470] lr: 5.000e-04, eta: 2:00:35, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9844, loss_cls: 0.2572, loss: 0.2572, grad_norm: 4.3775 2021-04-26 15:53:31,572 - mmaction - INFO - Epoch [29][140/470] lr: 5.000e-04, eta: 2:00:14, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9891, loss_cls: 0.2281, loss: 0.2281, grad_norm: 3.8403 2021-04-26 15:53:42,581 - mmaction - INFO - Epoch [29][160/470] lr: 5.000e-04, eta: 1:59:52, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9938, loss_cls: 0.1809, loss: 0.1809, grad_norm: 3.8253 2021-04-26 15:53:53,553 - mmaction - INFO - Epoch [29][180/470] lr: 5.000e-04, eta: 1:59:31, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9828, loss_cls: 0.2833, loss: 0.2833, grad_norm: 4.8370 2021-04-26 15:54:04,577 - mmaction - INFO - Epoch [29][200/470] lr: 5.000e-04, eta: 1:59:10, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9969, loss_cls: 0.2184, loss: 0.2184, grad_norm: 4.6031 2021-04-26 15:54:15,604 - mmaction - INFO - Epoch [29][220/470] lr: 5.000e-04, eta: 1:58:49, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.1701, loss: 0.1701, grad_norm: 3.6741 2021-04-26 15:54:26,667 - mmaction - INFO - Epoch [29][240/470] lr: 5.000e-04, eta: 1:58:28, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.2275, loss: 0.2275, grad_norm: 4.2236 2021-04-26 15:54:37,708 - mmaction - INFO - Epoch [29][260/470] lr: 5.000e-04, eta: 1:58:07, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.1943, loss: 0.1943, grad_norm: 3.9845 2021-04-26 15:54:48,745 - mmaction - INFO - Epoch [29][280/470] lr: 5.000e-04, eta: 1:57:46, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9922, loss_cls: 0.1678, loss: 0.1678, grad_norm: 3.4479 2021-04-26 15:54:59,843 - mmaction - INFO - Epoch [29][300/470] lr: 5.000e-04, eta: 1:57:26, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9953, loss_cls: 0.2371, loss: 0.2371, grad_norm: 4.7352 2021-04-26 15:55:10,902 - mmaction - INFO - Epoch [29][320/470] lr: 5.000e-04, eta: 1:57:05, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9938, loss_cls: 0.2452, loss: 0.2452, grad_norm: 4.4260 2021-04-26 15:55:21,965 - mmaction - INFO - Epoch [29][340/470] lr: 5.000e-04, eta: 1:56:44, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2453, loss: 0.2453, grad_norm: 4.1102 2021-04-26 15:55:32,998 - mmaction - INFO - Epoch [29][360/470] lr: 5.000e-04, eta: 1:56:24, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2181, loss: 0.2181, grad_norm: 4.3182 2021-04-26 15:55:44,082 - mmaction - INFO - Epoch [29][380/470] lr: 5.000e-04, eta: 1:56:04, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9922, loss_cls: 0.2275, loss: 0.2275, grad_norm: 4.1900 2021-04-26 15:55:55,176 - mmaction - INFO - Epoch [29][400/470] lr: 5.000e-04, eta: 1:55:44, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2233, loss: 0.2233, grad_norm: 4.2178 2021-04-26 15:56:06,264 - mmaction - INFO - Epoch [29][420/470] lr: 5.000e-04, eta: 1:55:23, time: 0.555, data_time: 0.001, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2242, loss: 0.2242, grad_norm: 3.8168 2021-04-26 15:56:17,396 - mmaction - INFO - Epoch [29][440/470] lr: 5.000e-04, eta: 1:55:03, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9906, loss_cls: 0.1840, loss: 0.1840, grad_norm: 3.8769 2021-04-26 15:56:28,458 - mmaction - INFO - Epoch [29][460/470] lr: 5.000e-04, eta: 1:54:43, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9906, loss_cls: 0.2047, loss: 0.2047, grad_norm: 3.9710 2021-04-26 15:56:36,193 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-04-26 15:57:51,901 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:57:51,910 - mmaction - INFO - top1_acc 0.8056 top5_acc 0.9792 2021-04-26 15:57:51,910 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:57:51,912 - mmaction - INFO - mean_acc 0.7440 2021-04-26 15:57:52,536 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. 2021-04-26 15:57:52,536 - mmaction - INFO - Best top1_acc is 0.8056 at 29 epoch. 2021-04-26 15:57:52,537 - mmaction - INFO - Epoch(val) [29][470] top1_acc: 0.8056, top5_acc: 0.9792, mean_class_accuracy: 0.7440 2021-04-26 15:59:04,640 - mmaction - INFO - Epoch [30][20/470] lr: 5.000e-04, eta: 1:56:09, time: 3.605, data_time: 3.054, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9906, loss_cls: 0.1873, loss: 0.1873, grad_norm: 4.3388 2021-04-26 15:59:15,647 - mmaction - INFO - Epoch [30][40/470] lr: 5.000e-04, eta: 1:55:49, time: 0.549, data_time: 0.004, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9953, loss_cls: 0.2115, loss: 0.2115, grad_norm: 4.0989 2021-04-26 15:59:26,578 - mmaction - INFO - Epoch [30][60/470] lr: 5.000e-04, eta: 1:55:28, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.2210, loss: 0.2210, grad_norm: 4.4655 2021-04-26 15:59:37,552 - mmaction - INFO - Epoch [30][80/470] lr: 5.000e-04, eta: 1:55:07, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.1810, loss: 0.1810, grad_norm: 3.9326 2021-04-26 15:59:48,521 - mmaction - INFO - Epoch [30][100/470] lr: 5.000e-04, eta: 1:54:47, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2058, loss: 0.2058, grad_norm: 3.8116 2021-04-26 15:59:59,536 - mmaction - INFO - Epoch [30][120/470] lr: 5.000e-04, eta: 1:54:26, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2157, loss: 0.2157, grad_norm: 4.2487 2021-04-26 16:00:10,507 - mmaction - INFO - Epoch [30][140/470] lr: 5.000e-04, eta: 1:54:06, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.2363, loss: 0.2363, grad_norm: 4.4476 2021-04-26 16:00:21,516 - mmaction - INFO - Epoch [30][160/470] lr: 5.000e-04, eta: 1:53:46, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9859, loss_cls: 0.2277, loss: 0.2277, grad_norm: 4.3647 2021-04-26 16:00:32,524 - mmaction - INFO - Epoch [30][180/470] lr: 5.000e-04, eta: 1:53:26, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2295, loss: 0.2295, grad_norm: 4.5892 2021-04-26 16:00:43,541 - mmaction - INFO - Epoch [30][200/470] lr: 5.000e-04, eta: 1:53:06, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9875, loss_cls: 0.2322, loss: 0.2322, grad_norm: 4.1260 2021-04-26 16:00:54,577 - mmaction - INFO - Epoch [30][220/470] lr: 5.000e-04, eta: 1:52:46, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.2075, loss: 0.2075, grad_norm: 4.1961 2021-04-26 16:01:05,638 - mmaction - INFO - Epoch [30][240/470] lr: 5.000e-04, eta: 1:52:26, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 0.2539, loss: 0.2539, grad_norm: 4.0985 2021-04-26 16:01:16,663 - mmaction - INFO - Epoch [30][260/470] lr: 5.000e-04, eta: 1:52:06, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9891, loss_cls: 0.2030, loss: 0.2030, grad_norm: 4.2606 2021-04-26 16:01:27,862 - mmaction - INFO - Epoch [30][280/470] lr: 5.000e-04, eta: 1:51:47, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2071, loss: 0.2071, grad_norm: 4.3537 2021-04-26 16:01:38,914 - mmaction - INFO - Epoch [30][300/470] lr: 5.000e-04, eta: 1:51:27, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9875, loss_cls: 0.2528, loss: 0.2528, grad_norm: 4.6876 2021-04-26 16:01:49,985 - mmaction - INFO - Epoch [30][320/470] lr: 5.000e-04, eta: 1:51:08, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9984, loss_cls: 0.2059, loss: 0.2059, grad_norm: 4.8746 2021-04-26 16:02:01,116 - mmaction - INFO - Epoch [30][340/470] lr: 5.000e-04, eta: 1:50:48, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2359, loss: 0.2359, grad_norm: 4.5185 2021-04-26 16:02:12,318 - mmaction - INFO - Epoch [30][360/470] lr: 5.000e-04, eta: 1:50:29, time: 0.560, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.1997, loss: 0.1997, grad_norm: 4.0783 2021-04-26 16:02:23,365 - mmaction - INFO - Epoch [30][380/470] lr: 5.000e-04, eta: 1:50:10, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9875, loss_cls: 0.2405, loss: 0.2405, grad_norm: 4.3546 2021-04-26 16:02:34,475 - mmaction - INFO - Epoch [30][400/470] lr: 5.000e-04, eta: 1:49:51, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9922, loss_cls: 0.2256, loss: 0.2256, grad_norm: 4.2637 2021-04-26 16:02:45,575 - mmaction - INFO - Epoch [30][420/470] lr: 5.000e-04, eta: 1:49:32, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.2333, loss: 0.2333, grad_norm: 4.1900 2021-04-26 16:02:56,762 - mmaction - INFO - Epoch [30][440/470] lr: 5.000e-04, eta: 1:49:13, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2325, loss: 0.2325, grad_norm: 4.1537 2021-04-26 16:03:07,924 - mmaction - INFO - Epoch [30][460/470] lr: 5.000e-04, eta: 1:48:54, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.2171, loss: 0.2171, grad_norm: 4.3807 2021-04-26 16:03:14,878 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-04-26 16:04:26,510 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:04:26,519 - mmaction - INFO - top1_acc 0.7980 top5_acc 0.9746 2021-04-26 16:04:26,520 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:04:26,521 - mmaction - INFO - mean_acc 0.7490 2021-04-26 16:04:26,522 - mmaction - INFO - Epoch(val) [30][470] top1_acc: 0.7980, top5_acc: 0.9746, mean_class_accuracy: 0.7490 2021-04-26 16:05:38,212 - mmaction - INFO - Epoch [31][20/470] lr: 5.000e-04, eta: 1:50:05, time: 3.584, data_time: 3.021, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2232, loss: 0.2232, grad_norm: 4.5066 2021-04-26 16:05:49,152 - mmaction - INFO - Epoch [31][40/470] lr: 5.000e-04, eta: 1:49:45, time: 0.547, data_time: 0.003, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2076, loss: 0.2076, grad_norm: 4.3529 2021-04-26 16:06:00,141 - mmaction - INFO - Epoch [31][60/470] lr: 5.000e-04, eta: 1:49:26, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9922, loss_cls: 0.2305, loss: 0.2305, grad_norm: 4.5012 2021-04-26 16:06:11,105 - mmaction - INFO - Epoch [31][80/470] lr: 5.000e-04, eta: 1:49:06, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.2432, loss: 0.2432, grad_norm: 3.9779 2021-04-26 16:06:22,102 - mmaction - INFO - Epoch [31][100/470] lr: 5.000e-04, eta: 1:48:47, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9953, loss_cls: 0.2277, loss: 0.2277, grad_norm: 4.4856 2021-04-26 16:06:33,094 - mmaction - INFO - Epoch [31][120/470] lr: 5.000e-04, eta: 1:48:27, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.1704, loss: 0.1704, grad_norm: 3.3070 2021-04-26 16:06:44,122 - mmaction - INFO - Epoch [31][140/470] lr: 5.000e-04, eta: 1:48:08, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9859, loss_cls: 0.2575, loss: 0.2575, grad_norm: 4.4751 2021-04-26 16:06:55,139 - mmaction - INFO - Epoch [31][160/470] lr: 5.000e-04, eta: 1:47:49, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9922, loss_cls: 0.1711, loss: 0.1711, grad_norm: 3.7130 2021-04-26 16:07:06,149 - mmaction - INFO - Epoch [31][180/470] lr: 5.000e-04, eta: 1:47:30, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.2224, loss: 0.2224, grad_norm: 4.1009 2021-04-26 16:07:17,146 - mmaction - INFO - Epoch [31][200/470] lr: 5.000e-04, eta: 1:47:11, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2431, loss: 0.2431, grad_norm: 4.4531 2021-04-26 16:07:28,283 - mmaction - INFO - Epoch [31][220/470] lr: 5.000e-04, eta: 1:46:52, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9922, loss_cls: 0.2273, loss: 0.2273, grad_norm: 4.4217 2021-04-26 16:07:39,333 - mmaction - INFO - Epoch [31][240/470] lr: 5.000e-04, eta: 1:46:33, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9953, loss_cls: 0.2323, loss: 0.2323, grad_norm: 4.5672 2021-04-26 16:07:50,388 - mmaction - INFO - Epoch [31][260/470] lr: 5.000e-04, eta: 1:46:14, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9984, loss_cls: 0.1977, loss: 0.1977, grad_norm: 4.0480 2021-04-26 16:08:01,415 - mmaction - INFO - Epoch [31][280/470] lr: 5.000e-04, eta: 1:45:55, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2080, loss: 0.2080, grad_norm: 4.5449 2021-04-26 16:08:12,509 - mmaction - INFO - Epoch [31][300/470] lr: 5.000e-04, eta: 1:45:36, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.1994, loss: 0.1994, grad_norm: 3.9536 2021-04-26 16:08:23,622 - mmaction - INFO - Epoch [31][320/470] lr: 5.000e-04, eta: 1:45:18, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9922, loss_cls: 0.2427, loss: 0.2427, grad_norm: 4.7088 2021-04-26 16:08:34,697 - mmaction - INFO - Epoch [31][340/470] lr: 5.000e-04, eta: 1:44:59, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2089, loss: 0.2089, grad_norm: 4.3235 2021-04-26 16:08:45,793 - mmaction - INFO - Epoch [31][360/470] lr: 5.000e-04, eta: 1:44:41, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9969, loss_cls: 0.1767, loss: 0.1767, grad_norm: 3.7326 2021-04-26 16:08:56,923 - mmaction - INFO - Epoch [31][380/470] lr: 5.000e-04, eta: 1:44:22, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9969, loss_cls: 0.2064, loss: 0.2064, grad_norm: 4.1068 2021-04-26 16:09:07,986 - mmaction - INFO - Epoch [31][400/470] lr: 5.000e-04, eta: 1:44:04, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2306, loss: 0.2306, grad_norm: 4.5369 2021-04-26 16:09:19,088 - mmaction - INFO - Epoch [31][420/470] lr: 5.000e-04, eta: 1:43:46, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1932, loss: 0.1932, grad_norm: 4.0987 2021-04-26 16:09:30,184 - mmaction - INFO - Epoch [31][440/470] lr: 5.000e-04, eta: 1:43:27, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9922, loss_cls: 0.2367, loss: 0.2367, grad_norm: 4.3398 2021-04-26 16:09:41,289 - mmaction - INFO - Epoch [31][460/470] lr: 5.000e-04, eta: 1:43:09, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2290, loss: 0.2290, grad_norm: 4.6742 2021-04-26 16:09:47,552 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-04-26 16:11:04,731 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:11:04,740 - mmaction - INFO - top1_acc 0.7853 top5_acc 0.9746 2021-04-26 16:11:04,740 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:11:04,742 - mmaction - INFO - mean_acc 0.7402 2021-04-26 16:11:04,742 - mmaction - INFO - Epoch(val) [31][470] top1_acc: 0.7853, top5_acc: 0.9746, mean_class_accuracy: 0.7402 2021-04-26 16:12:19,016 - mmaction - INFO - Epoch [32][20/470] lr: 5.000e-04, eta: 1:44:12, time: 3.713, data_time: 3.152, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.2156, loss: 0.2156, grad_norm: 4.4437 2021-04-26 16:12:30,016 - mmaction - INFO - Epoch [32][40/470] lr: 5.000e-04, eta: 1:43:54, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9922, loss_cls: 0.1959, loss: 0.1959, grad_norm: 3.8321 2021-04-26 16:12:40,956 - mmaction - INFO - Epoch [32][60/470] lr: 5.000e-04, eta: 1:43:35, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9969, loss_cls: 0.2331, loss: 0.2331, grad_norm: 4.4494 2021-04-26 16:12:51,933 - mmaction - INFO - Epoch [32][80/470] lr: 5.000e-04, eta: 1:43:16, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9953, loss_cls: 0.2014, loss: 0.2014, grad_norm: 3.9442 2021-04-26 16:13:02,930 - mmaction - INFO - Epoch [32][100/470] lr: 5.000e-04, eta: 1:42:58, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2289, loss: 0.2289, grad_norm: 4.3957 2021-04-26 16:13:13,949 - mmaction - INFO - Epoch [32][120/470] lr: 5.000e-04, eta: 1:42:39, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9984, loss_cls: 0.1896, loss: 0.1896, grad_norm: 3.6393 2021-04-26 16:13:24,940 - mmaction - INFO - Epoch [32][140/470] lr: 5.000e-04, eta: 1:42:20, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.1906, loss: 0.1906, grad_norm: 4.1602 2021-04-26 16:13:35,875 - mmaction - INFO - Epoch [32][160/470] lr: 5.000e-04, eta: 1:42:02, time: 0.547, data_time: 0.001, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2480, loss: 0.2480, grad_norm: 4.7209 2021-04-26 16:13:46,876 - mmaction - INFO - Epoch [32][180/470] lr: 5.000e-04, eta: 1:41:43, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9969, loss_cls: 0.2153, loss: 0.2153, grad_norm: 4.3623 2021-04-26 16:13:57,855 - mmaction - INFO - Epoch [32][200/470] lr: 5.000e-04, eta: 1:41:25, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2240, loss: 0.2240, grad_norm: 4.3042 2021-04-26 16:14:08,918 - mmaction - INFO - Epoch [32][220/470] lr: 5.000e-04, eta: 1:41:07, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9844, loss_cls: 0.2813, loss: 0.2813, grad_norm: 5.1462 2021-04-26 16:14:19,910 - mmaction - INFO - Epoch [32][240/470] lr: 5.000e-04, eta: 1:40:49, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9891, loss_cls: 0.1834, loss: 0.1834, grad_norm: 4.0751 2021-04-26 16:14:30,989 - mmaction - INFO - Epoch [32][260/470] lr: 5.000e-04, eta: 1:40:30, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2063, loss: 0.2063, grad_norm: 4.6662 2021-04-26 16:14:42,050 - mmaction - INFO - Epoch [32][280/470] lr: 5.000e-04, eta: 1:40:12, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.2007, loss: 0.2007, grad_norm: 4.3009 2021-04-26 16:14:53,117 - mmaction - INFO - Epoch [32][300/470] lr: 5.000e-04, eta: 1:39:54, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2104, loss: 0.2104, grad_norm: 4.2307 2021-04-26 16:15:04,190 - mmaction - INFO - Epoch [32][320/470] lr: 5.000e-04, eta: 1:39:36, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2165, loss: 0.2165, grad_norm: 3.8829 2021-04-26 16:15:15,275 - mmaction - INFO - Epoch [32][340/470] lr: 5.000e-04, eta: 1:39:18, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2103, loss: 0.2103, grad_norm: 3.7239 2021-04-26 16:15:26,371 - mmaction - INFO - Epoch [32][360/470] lr: 5.000e-04, eta: 1:39:01, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2043, loss: 0.2043, grad_norm: 4.1768 2021-04-26 16:15:37,457 - mmaction - INFO - Epoch [32][380/470] lr: 5.000e-04, eta: 1:38:43, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9969, loss_cls: 0.1814, loss: 0.1814, grad_norm: 3.5231 2021-04-26 16:15:48,535 - mmaction - INFO - Epoch [32][400/470] lr: 5.000e-04, eta: 1:38:25, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.2269, loss: 0.2269, grad_norm: 4.3892 2021-04-26 16:15:59,721 - mmaction - INFO - Epoch [32][420/470] lr: 5.000e-04, eta: 1:38:07, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2159, loss: 0.2159, grad_norm: 4.4187 2021-04-26 16:16:10,777 - mmaction - INFO - Epoch [32][440/470] lr: 5.000e-04, eta: 1:37:50, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2390, loss: 0.2390, grad_norm: 4.5262 2021-04-26 16:16:21,878 - mmaction - INFO - Epoch [32][460/470] lr: 5.000e-04, eta: 1:37:32, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9906, loss_cls: 0.2294, loss: 0.2294, grad_norm: 4.2060 2021-04-26 16:16:28,574 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-04-26 16:17:42,777 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:17:42,786 - mmaction - INFO - top1_acc 0.8127 top5_acc 0.9746 2021-04-26 16:17:42,786 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:17:42,788 - mmaction - INFO - mean_acc 0.7510 2021-04-26 16:17:43,692 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-04-26 16:17:43,692 - mmaction - INFO - Best top1_acc is 0.8127 at 32 epoch. 2021-04-26 16:17:43,693 - mmaction - INFO - Epoch(val) [32][470] top1_acc: 0.8127, top5_acc: 0.9746, mean_class_accuracy: 0.7510 2021-04-26 16:18:52,963 - mmaction - INFO - Epoch [33][20/470] lr: 5.000e-04, eta: 1:38:18, time: 3.463, data_time: 2.903, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.2576, loss: 0.2576, grad_norm: 4.4819 2021-04-26 16:19:03,903 - mmaction - INFO - Epoch [33][40/470] lr: 5.000e-04, eta: 1:38:00, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9922, loss_cls: 0.2281, loss: 0.2281, grad_norm: 4.5964 2021-04-26 16:19:14,894 - mmaction - INFO - Epoch [33][60/470] lr: 5.000e-04, eta: 1:37:42, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2028, loss: 0.2028, grad_norm: 3.9276 2021-04-26 16:19:25,856 - mmaction - INFO - Epoch [33][80/470] lr: 5.000e-04, eta: 1:37:24, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9891, loss_cls: 0.2223, loss: 0.2223, grad_norm: 4.2922 2021-04-26 16:19:36,841 - mmaction - INFO - Epoch [33][100/470] lr: 5.000e-04, eta: 1:37:06, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9953, loss_cls: 0.2174, loss: 0.2174, grad_norm: 4.5999 2021-04-26 16:19:47,826 - mmaction - INFO - Epoch [33][120/470] lr: 5.000e-04, eta: 1:36:48, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1891, loss: 0.1891, grad_norm: 3.8760 2021-04-26 16:19:58,853 - mmaction - INFO - Epoch [33][140/470] lr: 5.000e-04, eta: 1:36:30, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1709, loss: 0.1709, grad_norm: 3.6137 2021-04-26 16:20:09,851 - mmaction - INFO - Epoch [33][160/470] lr: 5.000e-04, eta: 1:36:13, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9984, loss_cls: 0.1930, loss: 0.1930, grad_norm: 4.4690 2021-04-26 16:20:20,879 - mmaction - INFO - Epoch [33][180/470] lr: 5.000e-04, eta: 1:35:55, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.2013, loss: 0.2013, grad_norm: 3.9840 2021-04-26 16:20:31,910 - mmaction - INFO - Epoch [33][200/470] lr: 5.000e-04, eta: 1:35:37, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2233, loss: 0.2233, grad_norm: 4.2257 2021-04-26 16:20:42,984 - mmaction - INFO - Epoch [33][220/470] lr: 5.000e-04, eta: 1:35:20, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9984, loss_cls: 0.2184, loss: 0.2184, grad_norm: 4.4587 2021-04-26 16:20:54,025 - mmaction - INFO - Epoch [33][240/470] lr: 5.000e-04, eta: 1:35:02, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2275, loss: 0.2275, grad_norm: 4.3893 2021-04-26 16:21:05,100 - mmaction - INFO - Epoch [33][260/470] lr: 5.000e-04, eta: 1:34:45, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9922, loss_cls: 0.2083, loss: 0.2083, grad_norm: 4.2623 2021-04-26 16:21:16,169 - mmaction - INFO - Epoch [33][280/470] lr: 5.000e-04, eta: 1:34:27, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2851, loss: 0.2851, grad_norm: 5.2736 2021-04-26 16:21:27,249 - mmaction - INFO - Epoch [33][300/470] lr: 5.000e-04, eta: 1:34:10, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2487, loss: 0.2487, grad_norm: 4.6558 2021-04-26 16:21:38,399 - mmaction - INFO - Epoch [33][320/470] lr: 5.000e-04, eta: 1:33:53, time: 0.559, data_time: 0.003, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1918, loss: 0.1918, grad_norm: 4.0379 2021-04-26 16:21:49,491 - mmaction - INFO - Epoch [33][340/470] lr: 5.000e-04, eta: 1:33:35, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.1791, loss: 0.1791, grad_norm: 3.8856 2021-04-26 16:22:00,569 - mmaction - INFO - Epoch [33][360/470] lr: 5.000e-04, eta: 1:33:18, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9953, loss_cls: 0.1893, loss: 0.1893, grad_norm: 4.1253 2021-04-26 16:22:11,717 - mmaction - INFO - Epoch [33][380/470] lr: 5.000e-04, eta: 1:33:01, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9922, loss_cls: 0.1921, loss: 0.1921, grad_norm: 3.8972 2021-04-26 16:22:22,780 - mmaction - INFO - Epoch [33][400/470] lr: 5.000e-04, eta: 1:32:44, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2140, loss: 0.2140, grad_norm: 4.5118 2021-04-26 16:22:33,987 - mmaction - INFO - Epoch [33][420/470] lr: 5.000e-04, eta: 1:32:27, time: 0.560, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.2236, loss: 0.2236, grad_norm: 4.4938 2021-04-26 16:22:45,112 - mmaction - INFO - Epoch [33][440/470] lr: 5.000e-04, eta: 1:32:09, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2182, loss: 0.2182, grad_norm: 4.3603 2021-04-26 16:22:56,294 - mmaction - INFO - Epoch [33][460/470] lr: 5.000e-04, eta: 1:31:53, time: 0.558, data_time: 0.003, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9922, loss_cls: 0.2361, loss: 0.2361, grad_norm: 4.7311 2021-04-26 16:23:04,022 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-04-26 16:24:18,197 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:24:18,206 - mmaction - INFO - top1_acc 0.8071 top5_acc 0.9731 2021-04-26 16:24:18,206 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:24:18,208 - mmaction - INFO - mean_acc 0.7668 2021-04-26 16:24:18,209 - mmaction - INFO - Epoch(val) [33][470] top1_acc: 0.8071, top5_acc: 0.9731, mean_class_accuracy: 0.7668 2021-04-26 16:25:32,258 - mmaction - INFO - Epoch [34][20/470] lr: 5.000e-04, eta: 1:32:36, time: 3.702, data_time: 3.145, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1831, loss: 0.1831, grad_norm: 4.0287 2021-04-26 16:25:43,215 - mmaction - INFO - Epoch [34][40/470] lr: 5.000e-04, eta: 1:32:19, time: 0.547, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.1862, loss: 0.1862, grad_norm: 4.2665 2021-04-26 16:25:54,155 - mmaction - INFO - Epoch [34][60/470] lr: 5.000e-04, eta: 1:32:01, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.1855, loss: 0.1855, grad_norm: 4.4942 2021-04-26 16:26:05,137 - mmaction - INFO - Epoch [34][80/470] lr: 5.000e-04, eta: 1:31:44, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2404, loss: 0.2404, grad_norm: 4.5640 2021-04-26 16:26:16,094 - mmaction - INFO - Epoch [34][100/470] lr: 5.000e-04, eta: 1:31:26, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2244, loss: 0.2244, grad_norm: 4.2206 2021-04-26 16:26:27,101 - mmaction - INFO - Epoch [34][120/470] lr: 5.000e-04, eta: 1:31:09, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2434, loss: 0.2434, grad_norm: 5.0499 2021-04-26 16:26:38,082 - mmaction - INFO - Epoch [34][140/470] lr: 5.000e-04, eta: 1:30:52, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2115, loss: 0.2115, grad_norm: 4.1934 2021-04-26 16:26:49,114 - mmaction - INFO - Epoch [34][160/470] lr: 5.000e-04, eta: 1:30:35, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9953, loss_cls: 0.2337, loss: 0.2337, grad_norm: 4.8191 2021-04-26 16:27:00,135 - mmaction - INFO - Epoch [34][180/470] lr: 5.000e-04, eta: 1:30:17, time: 0.551, data_time: 0.001, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.1744, loss: 0.1744, grad_norm: 3.7973 2021-04-26 16:27:11,139 - mmaction - INFO - Epoch [34][200/470] lr: 5.000e-04, eta: 1:30:00, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9984, loss_cls: 0.1843, loss: 0.1843, grad_norm: 4.4468 2021-04-26 16:27:22,200 - mmaction - INFO - Epoch [34][220/470] lr: 5.000e-04, eta: 1:29:43, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1861, loss: 0.1861, grad_norm: 4.3948 2021-04-26 16:27:33,283 - mmaction - INFO - Epoch [34][240/470] lr: 5.000e-04, eta: 1:29:26, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9844, loss_cls: 0.2436, loss: 0.2436, grad_norm: 4.6864 2021-04-26 16:27:44,319 - mmaction - INFO - Epoch [34][260/470] lr: 5.000e-04, eta: 1:29:09, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9875, loss_cls: 0.2298, loss: 0.2298, grad_norm: 4.2431 2021-04-26 16:27:55,392 - mmaction - INFO - Epoch [34][280/470] lr: 5.000e-04, eta: 1:28:52, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9938, loss_cls: 0.1834, loss: 0.1834, grad_norm: 4.1501 2021-04-26 16:28:06,442 - mmaction - INFO - Epoch [34][300/470] lr: 5.000e-04, eta: 1:28:35, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9891, loss_cls: 0.2219, loss: 0.2219, grad_norm: 4.3314 2021-04-26 16:28:17,597 - mmaction - INFO - Epoch [34][320/470] lr: 5.000e-04, eta: 1:28:18, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9953, loss_cls: 0.1908, loss: 0.1908, grad_norm: 3.9610 2021-04-26 16:28:28,739 - mmaction - INFO - Epoch [34][340/470] lr: 5.000e-04, eta: 1:28:02, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.1809, loss: 0.1809, grad_norm: 4.0668 2021-04-26 16:28:39,858 - mmaction - INFO - Epoch [34][360/470] lr: 5.000e-04, eta: 1:27:45, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9969, loss_cls: 0.1686, loss: 0.1686, grad_norm: 3.8918 2021-04-26 16:28:50,936 - mmaction - INFO - Epoch [34][380/470] lr: 5.000e-04, eta: 1:27:28, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1788, loss: 0.1788, grad_norm: 4.3132 2021-04-26 16:29:02,031 - mmaction - INFO - Epoch [34][400/470] lr: 5.000e-04, eta: 1:27:11, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2136, loss: 0.2136, grad_norm: 4.1079 2021-04-26 16:29:13,172 - mmaction - INFO - Epoch [34][420/470] lr: 5.000e-04, eta: 1:26:55, time: 0.558, data_time: 0.001, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1889, loss: 0.1889, grad_norm: 4.2544 2021-04-26 16:29:24,324 - mmaction - INFO - Epoch [34][440/470] lr: 5.000e-04, eta: 1:26:38, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9875, loss_cls: 0.2515, loss: 0.2515, grad_norm: 4.5852 2021-04-26 16:29:35,419 - mmaction - INFO - Epoch [34][460/470] lr: 5.000e-04, eta: 1:26:21, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1745, loss: 0.1745, grad_norm: 3.8681 2021-04-26 16:29:42,176 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-04-26 16:30:57,777 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:30:57,786 - mmaction - INFO - top1_acc 0.8041 top5_acc 0.9761 2021-04-26 16:30:57,787 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:30:57,788 - mmaction - INFO - mean_acc 0.7446 2021-04-26 16:30:57,789 - mmaction - INFO - Epoch(val) [34][470] top1_acc: 0.8041, top5_acc: 0.9761, mean_class_accuracy: 0.7446 2021-04-26 16:32:14,751 - mmaction - INFO - Epoch [35][20/470] lr: 5.000e-04, eta: 1:27:01, time: 3.847, data_time: 3.264, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.2394, loss: 0.2394, grad_norm: 4.7053 2021-04-26 16:32:25,637 - mmaction - INFO - Epoch [35][40/470] lr: 5.000e-04, eta: 1:26:43, time: 0.545, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2459, loss: 0.2459, grad_norm: 5.2570 2021-04-26 16:32:36,589 - mmaction - INFO - Epoch [35][60/470] lr: 5.000e-04, eta: 1:26:26, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.1726, loss: 0.1726, grad_norm: 3.7694 2021-04-26 16:32:47,574 - mmaction - INFO - Epoch [35][80/470] lr: 5.000e-04, eta: 1:26:09, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9859, loss_cls: 0.2266, loss: 0.2266, grad_norm: 4.5270 2021-04-26 16:32:58,572 - mmaction - INFO - Epoch [35][100/470] lr: 5.000e-04, eta: 1:25:53, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.1893, loss: 0.1893, grad_norm: 3.6439 2021-04-26 16:33:09,547 - mmaction - INFO - Epoch [35][120/470] lr: 5.000e-04, eta: 1:25:36, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.1958, loss: 0.1958, grad_norm: 4.7948 2021-04-26 16:33:20,540 - mmaction - INFO - Epoch [35][140/470] lr: 5.000e-04, eta: 1:25:19, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.2138, loss: 0.2138, grad_norm: 4.4248 2021-04-26 16:33:31,556 - mmaction - INFO - Epoch [35][160/470] lr: 5.000e-04, eta: 1:25:02, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.2340, loss: 0.2340, grad_norm: 4.1326 2021-04-26 16:33:42,610 - mmaction - INFO - Epoch [35][180/470] lr: 5.000e-04, eta: 1:24:45, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9875, loss_cls: 0.2358, loss: 0.2358, grad_norm: 5.0085 2021-04-26 16:33:53,616 - mmaction - INFO - Epoch [35][200/470] lr: 5.000e-04, eta: 1:24:29, time: 0.551, data_time: 0.001, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9844, loss_cls: 0.2737, loss: 0.2737, grad_norm: 4.9430 2021-04-26 16:34:04,683 - mmaction - INFO - Epoch [35][220/470] lr: 5.000e-04, eta: 1:24:12, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1785, loss: 0.1785, grad_norm: 3.6806 2021-04-26 16:34:15,737 - mmaction - INFO - Epoch [35][240/470] lr: 5.000e-04, eta: 1:23:55, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.1827, loss: 0.1827, grad_norm: 4.2454 2021-04-26 16:34:26,814 - mmaction - INFO - Epoch [35][260/470] lr: 5.000e-04, eta: 1:23:39, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2150, loss: 0.2150, grad_norm: 4.7046 2021-04-26 16:34:37,855 - mmaction - INFO - Epoch [35][280/470] lr: 5.000e-04, eta: 1:23:22, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1812, loss: 0.1812, grad_norm: 4.2098 2021-04-26 16:34:48,975 - mmaction - INFO - Epoch [35][300/470] lr: 5.000e-04, eta: 1:23:06, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9922, loss_cls: 0.2088, loss: 0.2088, grad_norm: 3.9065 2021-04-26 16:35:00,020 - mmaction - INFO - Epoch [35][320/470] lr: 5.000e-04, eta: 1:22:49, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9906, loss_cls: 0.1939, loss: 0.1939, grad_norm: 3.6920 2021-04-26 16:35:11,079 - mmaction - INFO - Epoch [35][340/470] lr: 5.000e-04, eta: 1:22:33, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2256, loss: 0.2256, grad_norm: 4.5558 2021-04-26 16:35:22,137 - mmaction - INFO - Epoch [35][360/470] lr: 5.000e-04, eta: 1:22:16, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.1970, loss: 0.1970, grad_norm: 3.9225 2021-04-26 16:35:33,307 - mmaction - INFO - Epoch [35][380/470] lr: 5.000e-04, eta: 1:22:00, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.2151, loss: 0.2151, grad_norm: 4.3235 2021-04-26 16:35:44,340 - mmaction - INFO - Epoch [35][400/470] lr: 5.000e-04, eta: 1:21:44, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2004, loss: 0.2004, grad_norm: 4.4798 2021-04-26 16:35:55,432 - mmaction - INFO - Epoch [35][420/470] lr: 5.000e-04, eta: 1:21:27, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.1881, loss: 0.1881, grad_norm: 4.2835 2021-04-26 16:36:06,501 - mmaction - INFO - Epoch [35][440/470] lr: 5.000e-04, eta: 1:21:11, time: 0.554, data_time: 0.001, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.1835, loss: 0.1835, grad_norm: 4.3473 2021-04-26 16:36:17,689 - mmaction - INFO - Epoch [35][460/470] lr: 5.000e-04, eta: 1:20:55, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1801, loss: 0.1801, grad_norm: 3.8990 2021-04-26 16:36:24,241 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-04-26 16:37:36,957 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:37:36,966 - mmaction - INFO - top1_acc 0.8010 top5_acc 0.9766 2021-04-26 16:37:36,967 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:37:36,968 - mmaction - INFO - mean_acc 0.7530 2021-04-26 16:37:36,969 - mmaction - INFO - Epoch(val) [35][470] top1_acc: 0.8010, top5_acc: 0.9766, mean_class_accuracy: 0.7530 2021-04-26 16:38:50,527 - mmaction - INFO - Epoch [36][20/470] lr: 5.000e-04, eta: 1:21:23, time: 3.677, data_time: 3.122, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2377, loss: 0.2377, grad_norm: 4.9299 2021-04-26 16:39:01,420 - mmaction - INFO - Epoch [36][40/470] lr: 5.000e-04, eta: 1:21:07, time: 0.545, data_time: 0.001, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9922, loss_cls: 0.2222, loss: 0.2222, grad_norm: 4.8486 2021-04-26 16:39:12,403 - mmaction - INFO - Epoch [36][60/470] lr: 5.000e-04, eta: 1:20:50, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9984, loss_cls: 0.1977, loss: 0.1977, grad_norm: 4.8547 2021-04-26 16:39:23,348 - mmaction - INFO - Epoch [36][80/470] lr: 5.000e-04, eta: 1:20:34, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1833, loss: 0.1833, grad_norm: 4.4715 2021-04-26 16:39:34,349 - mmaction - INFO - Epoch [36][100/470] lr: 5.000e-04, eta: 1:20:17, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1584, loss: 0.1584, grad_norm: 3.9251 2021-04-26 16:39:45,319 - mmaction - INFO - Epoch [36][120/470] lr: 5.000e-04, eta: 1:20:01, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.1832, loss: 0.1832, grad_norm: 3.9466 2021-04-26 16:39:56,329 - mmaction - INFO - Epoch [36][140/470] lr: 5.000e-04, eta: 1:19:44, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9922, loss_cls: 0.1992, loss: 0.1992, grad_norm: 4.1618 2021-04-26 16:40:07,326 - mmaction - INFO - Epoch [36][160/470] lr: 5.000e-04, eta: 1:19:28, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9891, loss_cls: 0.1925, loss: 0.1925, grad_norm: 3.9278 2021-04-26 16:40:18,329 - mmaction - INFO - Epoch [36][180/470] lr: 5.000e-04, eta: 1:19:11, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9922, loss_cls: 0.1602, loss: 0.1602, grad_norm: 3.7411 2021-04-26 16:40:29,355 - mmaction - INFO - Epoch [36][200/470] lr: 5.000e-04, eta: 1:18:55, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.2182, loss: 0.2182, grad_norm: 4.8203 2021-04-26 16:40:40,420 - mmaction - INFO - Epoch [36][220/470] lr: 5.000e-04, eta: 1:18:39, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9922, loss_cls: 0.1722, loss: 0.1722, grad_norm: 3.6863 2021-04-26 16:40:51,474 - mmaction - INFO - Epoch [36][240/470] lr: 5.000e-04, eta: 1:18:23, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.2283, loss: 0.2283, grad_norm: 4.6528 2021-04-26 16:41:02,578 - mmaction - INFO - Epoch [36][260/470] lr: 5.000e-04, eta: 1:18:06, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.2194, loss: 0.2194, grad_norm: 4.6017 2021-04-26 16:41:13,610 - mmaction - INFO - Epoch [36][280/470] lr: 5.000e-04, eta: 1:17:50, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1784, loss: 0.1784, grad_norm: 3.9260 2021-04-26 16:41:24,722 - mmaction - INFO - Epoch [36][300/470] lr: 5.000e-04, eta: 1:17:34, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1717, loss: 0.1717, grad_norm: 3.8498 2021-04-26 16:41:35,857 - mmaction - INFO - Epoch [36][320/470] lr: 5.000e-04, eta: 1:17:18, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.1917, loss: 0.1917, grad_norm: 4.6940 2021-04-26 16:41:47,007 - mmaction - INFO - Epoch [36][340/470] lr: 5.000e-04, eta: 1:17:02, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9938, loss_cls: 0.2067, loss: 0.2067, grad_norm: 4.7282 2021-04-26 16:41:58,048 - mmaction - INFO - Epoch [36][360/470] lr: 5.000e-04, eta: 1:16:46, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9906, loss_cls: 0.2222, loss: 0.2222, grad_norm: 4.5022 2021-04-26 16:42:09,145 - mmaction - INFO - Epoch [36][380/470] lr: 5.000e-04, eta: 1:16:30, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2150, loss: 0.2150, grad_norm: 4.2711 2021-04-26 16:42:20,277 - mmaction - INFO - Epoch [36][400/470] lr: 5.000e-04, eta: 1:16:14, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2358, loss: 0.2358, grad_norm: 5.0346 2021-04-26 16:42:31,460 - mmaction - INFO - Epoch [36][420/470] lr: 5.000e-04, eta: 1:15:58, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.1788, loss: 0.1788, grad_norm: 4.2719 2021-04-26 16:42:42,551 - mmaction - INFO - Epoch [36][440/470] lr: 5.000e-04, eta: 1:15:42, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2211, loss: 0.2211, grad_norm: 4.4565 2021-04-26 16:42:53,690 - mmaction - INFO - Epoch [36][460/470] lr: 5.000e-04, eta: 1:15:26, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.2676, loss: 0.2676, grad_norm: 4.8359 2021-04-26 16:43:01,074 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-04-26 16:44:13,813 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:44:13,822 - mmaction - INFO - top1_acc 0.8102 top5_acc 0.9772 2021-04-26 16:44:13,822 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:44:13,824 - mmaction - INFO - mean_acc 0.7798 2021-04-26 16:44:13,825 - mmaction - INFO - Epoch(val) [36][470] top1_acc: 0.8102, top5_acc: 0.9772, mean_class_accuracy: 0.7798 2021-04-26 16:45:36,990 - mmaction - INFO - Epoch [37][20/470] lr: 5.000e-04, eta: 1:15:57, time: 4.157, data_time: 3.579, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9984, loss_cls: 0.2100, loss: 0.2100, grad_norm: 4.3732 2021-04-26 16:45:47,868 - mmaction - INFO - Epoch [37][40/470] lr: 5.000e-04, eta: 1:15:40, time: 0.544, data_time: 0.001, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9984, loss_cls: 0.1690, loss: 0.1690, grad_norm: 3.8283 2021-04-26 16:45:58,826 - mmaction - INFO - Epoch [37][60/470] lr: 5.000e-04, eta: 1:15:24, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9891, loss_cls: 0.2388, loss: 0.2388, grad_norm: 4.8250 2021-04-26 16:46:09,767 - mmaction - INFO - Epoch [37][80/470] lr: 5.000e-04, eta: 1:15:08, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.2035, loss: 0.2035, grad_norm: 4.0413 2021-04-26 16:46:20,765 - mmaction - INFO - Epoch [37][100/470] lr: 5.000e-04, eta: 1:14:52, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1820, loss: 0.1820, grad_norm: 3.8633 2021-04-26 16:46:31,766 - mmaction - INFO - Epoch [37][120/470] lr: 5.000e-04, eta: 1:14:35, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2092, loss: 0.2092, grad_norm: 4.4598 2021-04-26 16:46:42,772 - mmaction - INFO - Epoch [37][140/470] lr: 5.000e-04, eta: 1:14:19, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9938, loss_cls: 0.1923, loss: 0.1923, grad_norm: 4.4192 2021-04-26 16:46:53,768 - mmaction - INFO - Epoch [37][160/470] lr: 5.000e-04, eta: 1:14:03, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.2140, loss: 0.2140, grad_norm: 4.4587 2021-04-26 16:47:04,812 - mmaction - INFO - Epoch [37][180/470] lr: 5.000e-04, eta: 1:13:47, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1740, loss: 0.1740, grad_norm: 4.2690 2021-04-26 16:47:15,840 - mmaction - INFO - Epoch [37][200/470] lr: 5.000e-04, eta: 1:13:31, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9922, loss_cls: 0.2446, loss: 0.2446, grad_norm: 4.9108 2021-04-26 16:47:26,961 - mmaction - INFO - Epoch [37][220/470] lr: 5.000e-04, eta: 1:13:15, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.2186, loss: 0.2186, grad_norm: 4.3582 2021-04-26 16:47:37,995 - mmaction - INFO - Epoch [37][240/470] lr: 5.000e-04, eta: 1:12:59, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9953, loss_cls: 0.1915, loss: 0.1915, grad_norm: 4.3422 2021-04-26 16:47:49,061 - mmaction - INFO - Epoch [37][260/470] lr: 5.000e-04, eta: 1:12:43, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9953, loss_cls: 0.1851, loss: 0.1851, grad_norm: 4.0530 2021-04-26 16:48:00,095 - mmaction - INFO - Epoch [37][280/470] lr: 5.000e-04, eta: 1:12:27, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.1847, loss: 0.1847, grad_norm: 4.9599 2021-04-26 16:48:11,178 - mmaction - INFO - Epoch [37][300/470] lr: 5.000e-04, eta: 1:12:12, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.2163, loss: 0.2163, grad_norm: 4.5510 2021-04-26 16:48:22,248 - mmaction - INFO - Epoch [37][320/470] lr: 5.000e-04, eta: 1:11:56, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9891, loss_cls: 0.1872, loss: 0.1872, grad_norm: 4.2374 2021-04-26 16:48:33,322 - mmaction - INFO - Epoch [37][340/470] lr: 5.000e-04, eta: 1:11:40, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9641, top5_acc: 1.0000, loss_cls: 0.1362, loss: 0.1362, grad_norm: 3.8040 2021-04-26 16:48:44,427 - mmaction - INFO - Epoch [37][360/470] lr: 5.000e-04, eta: 1:11:24, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9891, loss_cls: 0.2111, loss: 0.2111, grad_norm: 4.5311 2021-04-26 16:48:55,525 - mmaction - INFO - Epoch [37][380/470] lr: 5.000e-04, eta: 1:11:08, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 1.0000, loss_cls: 0.2291, loss: 0.2291, grad_norm: 5.1709 2021-04-26 16:49:07,622 - mmaction - INFO - Epoch [37][400/470] lr: 5.000e-04, eta: 1:10:53, time: 0.606, data_time: 0.052, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9891, loss_cls: 0.2024, loss: 0.2024, grad_norm: 4.1497 2021-04-26 16:49:18,773 - mmaction - INFO - Epoch [37][420/470] lr: 5.000e-04, eta: 1:10:38, time: 0.557, data_time: 0.003, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9922, loss_cls: 0.2001, loss: 0.2001, grad_norm: 4.9976 2021-04-26 16:49:29,827 - mmaction - INFO - Epoch [37][440/470] lr: 5.000e-04, eta: 1:10:22, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.2139, loss: 0.2139, grad_norm: 5.3257 2021-04-26 16:49:40,971 - mmaction - INFO - Epoch [37][460/470] lr: 5.000e-04, eta: 1:10:06, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.1853, loss: 0.1853, grad_norm: 4.1041 2021-04-26 16:49:51,702 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-04-26 16:51:39,129 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:51:39,137 - mmaction - INFO - top1_acc 0.8147 top5_acc 0.9741 2021-04-26 16:51:39,138 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:51:39,140 - mmaction - INFO - mean_acc 0.7665 2021-04-26 16:51:39,774 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. 2021-04-26 16:51:39,774 - mmaction - INFO - Best top1_acc is 0.8147 at 37 epoch. 2021-04-26 16:51:39,775 - mmaction - INFO - Epoch(val) [37][470] top1_acc: 0.8147, top5_acc: 0.9741, mean_class_accuracy: 0.7665 2021-04-26 16:53:25,742 - mmaction - INFO - Epoch [38][20/470] lr: 5.000e-04, eta: 1:10:47, time: 5.292, data_time: 4.550, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9969, loss_cls: 0.1641, loss: 0.1641, grad_norm: 4.2112 2021-04-26 16:53:36,642 - mmaction - INFO - Epoch [38][40/470] lr: 5.000e-04, eta: 1:10:31, time: 0.550, data_time: 0.008, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2093, loss: 0.2093, grad_norm: 4.7900 2021-04-26 16:53:47,638 - mmaction - INFO - Epoch [38][60/470] lr: 5.000e-04, eta: 1:10:15, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9641, top5_acc: 0.9953, loss_cls: 0.1306, loss: 0.1306, grad_norm: 3.3593 2021-04-26 16:53:58,570 - mmaction - INFO - Epoch [38][80/470] lr: 5.000e-04, eta: 1:09:59, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.1702, loss: 0.1702, grad_norm: 4.3525 2021-04-26 16:54:09,563 - mmaction - INFO - Epoch [38][100/470] lr: 5.000e-04, eta: 1:09:43, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.2087, loss: 0.2087, grad_norm: 4.4132 2021-04-26 16:54:20,571 - mmaction - INFO - Epoch [38][120/470] lr: 5.000e-04, eta: 1:09:27, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.2212, loss: 0.2212, grad_norm: 4.9256 2021-04-26 16:54:31,576 - mmaction - INFO - Epoch [38][140/470] lr: 5.000e-04, eta: 1:09:11, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.1923, loss: 0.1923, grad_norm: 4.4633 2021-04-26 16:54:42,559 - mmaction - INFO - Epoch [38][160/470] lr: 5.000e-04, eta: 1:08:55, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1669, loss: 0.1669, grad_norm: 3.9868 2021-04-26 16:54:53,622 - mmaction - INFO - Epoch [38][180/470] lr: 5.000e-04, eta: 1:08:39, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9828, loss_cls: 0.2506, loss: 0.2506, grad_norm: 5.1570 2021-04-26 16:55:04,600 - mmaction - INFO - Epoch [38][200/470] lr: 5.000e-04, eta: 1:08:23, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.1714, loss: 0.1714, grad_norm: 4.4081 2021-04-26 16:55:15,628 - mmaction - INFO - Epoch [38][220/470] lr: 5.000e-04, eta: 1:08:07, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9984, loss_cls: 0.2036, loss: 0.2036, grad_norm: 4.8231 2021-04-26 16:55:26,678 - mmaction - INFO - Epoch [38][240/470] lr: 5.000e-04, eta: 1:07:52, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2172, loss: 0.2172, grad_norm: 4.7780 2021-04-26 16:55:37,742 - mmaction - INFO - Epoch [38][260/470] lr: 5.000e-04, eta: 1:07:36, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9969, loss_cls: 0.1866, loss: 0.1866, grad_norm: 4.4852 2021-04-26 16:55:48,797 - mmaction - INFO - Epoch [38][280/470] lr: 5.000e-04, eta: 1:07:20, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.1915, loss: 0.1915, grad_norm: 4.7386 2021-04-26 16:55:59,836 - mmaction - INFO - Epoch [38][300/470] lr: 5.000e-04, eta: 1:07:04, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.1920, loss: 0.1920, grad_norm: 4.5698 2021-04-26 16:56:10,879 - mmaction - INFO - Epoch [38][320/470] lr: 5.000e-04, eta: 1:06:49, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9953, loss_cls: 0.1660, loss: 0.1660, grad_norm: 4.0025 2021-04-26 16:56:21,918 - mmaction - INFO - Epoch [38][340/470] lr: 5.000e-04, eta: 1:06:33, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 0.2127, loss: 0.2127, grad_norm: 4.6355 2021-04-26 16:56:32,932 - mmaction - INFO - Epoch [38][360/470] lr: 5.000e-04, eta: 1:06:17, time: 0.551, data_time: 0.000, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9953, loss_cls: 0.2251, loss: 0.2251, grad_norm: 4.7553 2021-04-26 16:56:44,047 - mmaction - INFO - Epoch [38][380/470] lr: 5.000e-04, eta: 1:06:02, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.2140, loss: 0.2140, grad_norm: 5.0143 2021-04-26 16:56:55,104 - mmaction - INFO - Epoch [38][400/470] lr: 5.000e-04, eta: 1:05:46, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.1910, loss: 0.1910, grad_norm: 4.0934 2021-04-26 16:57:06,162 - mmaction - INFO - Epoch [38][420/470] lr: 5.000e-04, eta: 1:05:30, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.2244, loss: 0.2244, grad_norm: 4.5226 2021-04-26 16:57:17,263 - mmaction - INFO - Epoch [38][440/470] lr: 5.000e-04, eta: 1:05:15, time: 0.555, data_time: 0.001, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9953, loss_cls: 0.2024, loss: 0.2024, grad_norm: 4.8924 2021-04-26 16:57:28,355 - mmaction - INFO - Epoch [38][460/470] lr: 5.000e-04, eta: 1:04:59, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2162, loss: 0.2162, grad_norm: 4.6954 2021-04-26 16:57:38,253 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-04-26 16:59:24,411 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:59:24,420 - mmaction - INFO - top1_acc 0.7853 top5_acc 0.9731 2021-04-26 16:59:24,420 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:59:24,422 - mmaction - INFO - mean_acc 0.7151 2021-04-26 16:59:24,422 - mmaction - INFO - Epoch(val) [38][470] top1_acc: 0.7853, top5_acc: 0.9731, mean_class_accuracy: 0.7151 2021-04-26 17:00:53,779 - mmaction - INFO - Epoch [39][20/470] lr: 5.000e-04, eta: 1:05:22, time: 4.467, data_time: 3.792, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.1986, loss: 0.1986, grad_norm: 4.6090 2021-04-26 17:01:04,712 - mmaction - INFO - Epoch [39][40/470] lr: 5.000e-04, eta: 1:05:06, time: 0.546, data_time: 0.003, memory: 7070, top1_acc: 0.9563, top5_acc: 0.9953, loss_cls: 0.1550, loss: 0.1550, grad_norm: 3.8681 2021-04-26 17:01:15,615 - mmaction - INFO - Epoch [39][60/470] lr: 5.000e-04, eta: 1:04:50, time: 0.546, data_time: 0.001, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2215, loss: 0.2215, grad_norm: 4.2453 2021-04-26 17:01:26,565 - mmaction - INFO - Epoch [39][80/470] lr: 5.000e-04, eta: 1:04:34, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2187, loss: 0.2187, grad_norm: 4.6071 2021-04-26 17:01:37,530 - mmaction - INFO - Epoch [39][100/470] lr: 5.000e-04, eta: 1:04:19, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9922, loss_cls: 0.1829, loss: 0.1829, grad_norm: 3.9788 2021-04-26 17:01:48,526 - mmaction - INFO - Epoch [39][120/470] lr: 5.000e-04, eta: 1:04:03, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.2262, loss: 0.2262, grad_norm: 4.4076 2021-04-26 17:01:59,508 - mmaction - INFO - Epoch [39][140/470] lr: 5.000e-04, eta: 1:03:47, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9984, loss_cls: 0.1637, loss: 0.1637, grad_norm: 4.6761 2021-04-26 17:02:10,532 - mmaction - INFO - Epoch [39][160/470] lr: 5.000e-04, eta: 1:03:31, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9922, loss_cls: 0.1851, loss: 0.1851, grad_norm: 4.0762 2021-04-26 17:02:21,504 - mmaction - INFO - Epoch [39][180/470] lr: 5.000e-04, eta: 1:03:16, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9938, loss_cls: 0.1731, loss: 0.1731, grad_norm: 4.3591 2021-04-26 17:02:32,517 - mmaction - INFO - Epoch [39][200/470] lr: 5.000e-04, eta: 1:03:00, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9891, loss_cls: 0.2221, loss: 0.2221, grad_norm: 5.0274 2021-04-26 17:02:43,517 - mmaction - INFO - Epoch [39][220/470] lr: 5.000e-04, eta: 1:02:45, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1788, loss: 0.1788, grad_norm: 4.3155 2021-04-26 17:02:54,525 - mmaction - INFO - Epoch [39][240/470] lr: 5.000e-04, eta: 1:02:29, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.1855, loss: 0.1855, grad_norm: 4.3137 2021-04-26 17:03:05,551 - mmaction - INFO - Epoch [39][260/470] lr: 5.000e-04, eta: 1:02:13, time: 0.552, data_time: 0.004, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9984, loss_cls: 0.1707, loss: 0.1707, grad_norm: 4.2685 2021-04-26 17:03:16,635 - mmaction - INFO - Epoch [39][280/470] lr: 5.000e-04, eta: 1:01:58, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1737, loss: 0.1737, grad_norm: 4.0403 2021-04-26 17:03:27,667 - mmaction - INFO - Epoch [39][300/470] lr: 5.000e-04, eta: 1:01:42, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1847, loss: 0.1847, grad_norm: 3.8885 2021-04-26 17:03:38,741 - mmaction - INFO - Epoch [39][320/470] lr: 5.000e-04, eta: 1:01:27, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.1923, loss: 0.1923, grad_norm: 3.9506 2021-04-26 17:03:49,817 - mmaction - INFO - Epoch [39][340/470] lr: 5.000e-04, eta: 1:01:11, time: 0.554, data_time: 0.001, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9922, loss_cls: 0.2341, loss: 0.2341, grad_norm: 4.7341 2021-04-26 17:04:00,900 - mmaction - INFO - Epoch [39][360/470] lr: 5.000e-04, eta: 1:00:56, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.1793, loss: 0.1793, grad_norm: 4.2005 2021-04-26 17:04:11,966 - mmaction - INFO - Epoch [39][380/470] lr: 5.000e-04, eta: 1:00:41, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1928, loss: 0.1928, grad_norm: 4.1599 2021-04-26 17:04:23,074 - mmaction - INFO - Epoch [39][400/470] lr: 5.000e-04, eta: 1:00:25, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9453, top5_acc: 1.0000, loss_cls: 0.1739, loss: 0.1739, grad_norm: 4.4470 2021-04-26 17:04:34,144 - mmaction - INFO - Epoch [39][420/470] lr: 5.000e-04, eta: 1:00:10, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.2066, loss: 0.2066, grad_norm: 4.8787 2021-04-26 17:04:45,224 - mmaction - INFO - Epoch [39][440/470] lr: 5.000e-04, eta: 0:59:54, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2068, loss: 0.2068, grad_norm: 4.1563 2021-04-26 17:04:56,283 - mmaction - INFO - Epoch [39][460/470] lr: 5.000e-04, eta: 0:59:39, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9922, loss_cls: 0.2283, loss: 0.2283, grad_norm: 4.9688 2021-04-26 17:05:04,273 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-04-26 17:06:23,390 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:06:23,398 - mmaction - INFO - top1_acc 0.7822 top5_acc 0.9711 2021-04-26 17:06:23,399 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:06:23,400 - mmaction - INFO - mean_acc 0.7391 2021-04-26 17:06:23,401 - mmaction - INFO - Epoch(val) [39][470] top1_acc: 0.7822, top5_acc: 0.9711, mean_class_accuracy: 0.7391 2021-04-26 17:07:52,700 - mmaction - INFO - Epoch [40][20/470] lr: 5.000e-04, eta: 0:59:56, time: 4.464, data_time: 3.875, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1715, loss: 0.1715, grad_norm: 4.2408 2021-04-26 17:08:03,659 - mmaction - INFO - Epoch [40][40/470] lr: 5.000e-04, eta: 0:59:40, time: 0.547, data_time: 0.003, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2048, loss: 0.2048, grad_norm: 4.5602 2021-04-26 17:08:14,591 - mmaction - INFO - Epoch [40][60/470] lr: 5.000e-04, eta: 0:59:25, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.1844, loss: 0.1844, grad_norm: 4.3143 2021-04-26 17:08:25,542 - mmaction - INFO - Epoch [40][80/470] lr: 5.000e-04, eta: 0:59:09, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9922, loss_cls: 0.1962, loss: 0.1962, grad_norm: 4.0015 2021-04-26 17:08:36,512 - mmaction - INFO - Epoch [40][100/470] lr: 5.000e-04, eta: 0:58:54, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9984, loss_cls: 0.1710, loss: 0.1710, grad_norm: 4.3483 2021-04-26 17:08:47,507 - mmaction - INFO - Epoch [40][120/470] lr: 5.000e-04, eta: 0:58:38, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.1945, loss: 0.1945, grad_norm: 4.2276 2021-04-26 17:08:58,485 - mmaction - INFO - Epoch [40][140/470] lr: 5.000e-04, eta: 0:58:23, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9922, loss_cls: 0.1969, loss: 0.1969, grad_norm: 4.1237 2021-04-26 17:09:09,507 - mmaction - INFO - Epoch [40][160/470] lr: 5.000e-04, eta: 0:58:07, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.1763, loss: 0.1763, grad_norm: 4.2679 2021-04-26 17:09:20,494 - mmaction - INFO - Epoch [40][180/470] lr: 5.000e-04, eta: 0:57:52, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9891, loss_cls: 0.2154, loss: 0.2154, grad_norm: 4.4070 2021-04-26 17:09:31,540 - mmaction - INFO - Epoch [40][200/470] lr: 5.000e-04, eta: 0:57:36, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2015, loss: 0.2015, grad_norm: 4.6192 2021-04-26 17:09:42,561 - mmaction - INFO - Epoch [40][220/470] lr: 5.000e-04, eta: 0:57:21, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9641, top5_acc: 0.9984, loss_cls: 0.1215, loss: 0.1215, grad_norm: 3.3765 2021-04-26 17:09:53,588 - mmaction - INFO - Epoch [40][240/470] lr: 5.000e-04, eta: 0:57:05, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.2002, loss: 0.2002, grad_norm: 4.3800 2021-04-26 17:10:04,586 - mmaction - INFO - Epoch [40][260/470] lr: 5.000e-04, eta: 0:56:50, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.1786, loss: 0.1786, grad_norm: 4.3606 2021-04-26 17:10:15,675 - mmaction - INFO - Epoch [40][280/470] lr: 5.000e-04, eta: 0:56:35, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9938, loss_cls: 0.1715, loss: 0.1715, grad_norm: 3.9522 2021-04-26 17:10:26,759 - mmaction - INFO - Epoch [40][300/470] lr: 5.000e-04, eta: 0:56:19, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.1848, loss: 0.1848, grad_norm: 4.4340 2021-04-26 17:10:37,852 - mmaction - INFO - Epoch [40][320/470] lr: 5.000e-04, eta: 0:56:04, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9969, loss_cls: 0.2147, loss: 0.2147, grad_norm: 4.3051 2021-04-26 17:10:48,927 - mmaction - INFO - Epoch [40][340/470] lr: 5.000e-04, eta: 0:55:49, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2175, loss: 0.2175, grad_norm: 5.1481 2021-04-26 17:11:00,078 - mmaction - INFO - Epoch [40][360/470] lr: 5.000e-04, eta: 0:55:34, time: 0.557, data_time: 0.003, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9938, loss_cls: 0.1647, loss: 0.1647, grad_norm: 4.1695 2021-04-26 17:11:11,157 - mmaction - INFO - Epoch [40][380/470] lr: 5.000e-04, eta: 0:55:18, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.1928, loss: 0.1928, grad_norm: 4.7497 2021-04-26 17:11:22,259 - mmaction - INFO - Epoch [40][400/470] lr: 5.000e-04, eta: 0:55:03, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.1564, loss: 0.1564, grad_norm: 4.1452 2021-04-26 17:11:33,359 - mmaction - INFO - Epoch [40][420/470] lr: 5.000e-04, eta: 0:54:48, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9984, loss_cls: 0.2239, loss: 0.2239, grad_norm: 4.9661 2021-04-26 17:11:44,496 - mmaction - INFO - Epoch [40][440/470] lr: 5.000e-04, eta: 0:54:33, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.1895, loss: 0.1895, grad_norm: 4.2635 2021-04-26 17:11:55,577 - mmaction - INFO - Epoch [40][460/470] lr: 5.000e-04, eta: 0:54:18, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1914, loss: 0.1914, grad_norm: 4.6141 2021-04-26 17:12:03,361 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-04-26 17:13:28,214 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:13:28,223 - mmaction - INFO - top1_acc 0.7883 top5_acc 0.9751 2021-04-26 17:13:28,223 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:13:28,225 - mmaction - INFO - mean_acc 0.7323 2021-04-26 17:13:28,226 - mmaction - INFO - Epoch(val) [40][470] top1_acc: 0.7883, top5_acc: 0.9751, mean_class_accuracy: 0.7323 2021-04-26 17:14:40,143 - mmaction - INFO - Epoch [41][20/470] lr: 5.000e-05, eta: 0:54:21, time: 3.595, data_time: 3.037, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9969, loss_cls: 0.1661, loss: 0.1661, grad_norm: 4.1277 2021-04-26 17:14:51,126 - mmaction - INFO - Epoch [41][40/470] lr: 5.000e-05, eta: 0:54:06, time: 0.548, data_time: 0.004, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9969, loss_cls: 0.1805, loss: 0.1805, grad_norm: 4.3384 2021-04-26 17:15:02,082 - mmaction - INFO - Epoch [41][60/470] lr: 5.000e-05, eta: 0:53:51, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.2158, loss: 0.2158, grad_norm: 4.5339 2021-04-26 17:15:12,973 - mmaction - INFO - Epoch [41][80/470] lr: 5.000e-05, eta: 0:53:35, time: 0.545, data_time: 0.001, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.2560, loss: 0.2560, grad_norm: 5.4101 2021-04-26 17:15:23,960 - mmaction - INFO - Epoch [41][100/470] lr: 5.000e-05, eta: 0:53:20, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9609, top5_acc: 0.9984, loss_cls: 0.1295, loss: 0.1295, grad_norm: 3.4274 2021-04-26 17:15:34,958 - mmaction - INFO - Epoch [41][120/470] lr: 5.000e-05, eta: 0:53:05, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9953, loss_cls: 0.1878, loss: 0.1878, grad_norm: 4.4736 2021-04-26 17:15:45,971 - mmaction - INFO - Epoch [41][140/470] lr: 5.000e-05, eta: 0:52:49, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2219, loss: 0.2219, grad_norm: 5.2312 2021-04-26 17:15:56,951 - mmaction - INFO - Epoch [41][160/470] lr: 5.000e-05, eta: 0:52:34, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.1876, loss: 0.1876, grad_norm: 4.4158 2021-04-26 17:16:07,957 - mmaction - INFO - Epoch [41][180/470] lr: 5.000e-05, eta: 0:52:19, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9969, loss_cls: 0.2029, loss: 0.2029, grad_norm: 4.7882 2021-04-26 17:16:18,954 - mmaction - INFO - Epoch [41][200/470] lr: 5.000e-05, eta: 0:52:04, time: 0.550, data_time: 0.001, memory: 7070, top1_acc: 0.9688, top5_acc: 0.9953, loss_cls: 0.1320, loss: 0.1320, grad_norm: 3.3458 2021-04-26 17:16:29,974 - mmaction - INFO - Epoch [41][220/470] lr: 5.000e-05, eta: 0:51:49, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9953, loss_cls: 0.1601, loss: 0.1601, grad_norm: 4.0389 2021-04-26 17:16:40,998 - mmaction - INFO - Epoch [41][240/470] lr: 5.000e-05, eta: 0:51:34, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9984, loss_cls: 0.1610, loss: 0.1610, grad_norm: 3.8644 2021-04-26 17:16:52,020 - mmaction - INFO - Epoch [41][260/470] lr: 5.000e-05, eta: 0:51:18, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9906, loss_cls: 0.1828, loss: 0.1828, grad_norm: 4.4597 2021-04-26 17:17:03,059 - mmaction - INFO - Epoch [41][280/470] lr: 5.000e-05, eta: 0:51:03, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9922, loss_cls: 0.1681, loss: 0.1681, grad_norm: 4.2872 2021-04-26 17:17:14,184 - mmaction - INFO - Epoch [41][300/470] lr: 5.000e-05, eta: 0:50:48, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9984, loss_cls: 0.1883, loss: 0.1883, grad_norm: 4.1097 2021-04-26 17:17:25,202 - mmaction - INFO - Epoch [41][320/470] lr: 5.000e-05, eta: 0:50:33, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2139, loss: 0.2139, grad_norm: 4.6872 2021-04-26 17:17:36,351 - mmaction - INFO - Epoch [41][340/470] lr: 5.000e-05, eta: 0:50:18, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.1631, loss: 0.1631, grad_norm: 3.9769 2021-04-26 17:17:47,388 - mmaction - INFO - Epoch [41][360/470] lr: 5.000e-05, eta: 0:50:03, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.2149, loss: 0.2149, grad_norm: 4.6680 2021-04-26 17:17:58,517 - mmaction - INFO - Epoch [41][380/470] lr: 5.000e-05, eta: 0:49:48, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.1644, loss: 0.1644, grad_norm: 4.1539 2021-04-26 17:18:09,610 - mmaction - INFO - Epoch [41][400/470] lr: 5.000e-05, eta: 0:49:33, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9609, top5_acc: 0.9969, loss_cls: 0.1433, loss: 0.1433, grad_norm: 3.6959 2021-04-26 17:18:20,741 - mmaction - INFO - Epoch [41][420/470] lr: 5.000e-05, eta: 0:49:18, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9953, loss_cls: 0.1866, loss: 0.1866, grad_norm: 5.0187 2021-04-26 17:18:31,799 - mmaction - INFO - Epoch [41][440/470] lr: 5.000e-05, eta: 0:49:03, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1906, loss: 0.1906, grad_norm: 4.6372 2021-04-26 17:18:42,897 - mmaction - INFO - Epoch [41][460/470] lr: 5.000e-05, eta: 0:48:48, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.1666, loss: 0.1666, grad_norm: 4.2864 2021-04-26 17:18:55,850 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-04-26 17:20:38,197 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:20:38,206 - mmaction - INFO - top1_acc 0.7898 top5_acc 0.9726 2021-04-26 17:20:38,206 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:20:38,208 - mmaction - INFO - mean_acc 0.7422 2021-04-26 17:20:38,209 - mmaction - INFO - Epoch(val) [41][470] top1_acc: 0.7898, top5_acc: 0.9726, mean_class_accuracy: 0.7422 2021-04-26 17:21:53,333 - mmaction - INFO - Epoch [42][20/470] lr: 5.000e-05, eta: 0:48:50, time: 3.750, data_time: 3.157, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9953, loss_cls: 0.1469, loss: 0.1469, grad_norm: 3.5584 2021-04-26 17:22:04,317 - mmaction - INFO - Epoch [42][40/470] lr: 5.000e-05, eta: 0:48:35, time: 0.554, data_time: 0.010, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9922, loss_cls: 0.1809, loss: 0.1809, grad_norm: 4.2323 2021-04-26 17:22:15,249 - mmaction - INFO - Epoch [42][60/470] lr: 5.000e-05, eta: 0:48:20, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.2044, loss: 0.2044, grad_norm: 4.7471 2021-04-26 17:22:26,227 - mmaction - INFO - Epoch [42][80/470] lr: 5.000e-05, eta: 0:48:04, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9984, loss_cls: 0.1715, loss: 0.1715, grad_norm: 4.1618 2021-04-26 17:22:37,179 - mmaction - INFO - Epoch [42][100/470] lr: 5.000e-05, eta: 0:47:49, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.1913, loss: 0.1913, grad_norm: 4.5981 2021-04-26 17:22:48,169 - mmaction - INFO - Epoch [42][120/470] lr: 5.000e-05, eta: 0:47:34, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.1546, loss: 0.1546, grad_norm: 3.5067 2021-04-26 17:22:59,150 - mmaction - INFO - Epoch [42][140/470] lr: 5.000e-05, eta: 0:47:19, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9875, loss_cls: 0.2176, loss: 0.2176, grad_norm: 4.6982 2021-04-26 17:23:10,178 - mmaction - INFO - Epoch [42][160/470] lr: 5.000e-05, eta: 0:47:04, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9906, loss_cls: 0.2012, loss: 0.2012, grad_norm: 3.9465 2021-04-26 17:23:21,190 - mmaction - INFO - Epoch [42][180/470] lr: 5.000e-05, eta: 0:46:49, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1806, loss: 0.1806, grad_norm: 4.1179 2021-04-26 17:23:32,223 - mmaction - INFO - Epoch [42][200/470] lr: 5.000e-05, eta: 0:46:34, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1959, loss: 0.1959, grad_norm: 4.3545 2021-04-26 17:23:43,284 - mmaction - INFO - Epoch [42][220/470] lr: 5.000e-05, eta: 0:46:19, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9953, loss_cls: 0.1806, loss: 0.1806, grad_norm: 4.0667 2021-04-26 17:23:54,315 - mmaction - INFO - Epoch [42][240/470] lr: 5.000e-05, eta: 0:46:04, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.2055, loss: 0.2055, grad_norm: 4.9885 2021-04-26 17:24:05,351 - mmaction - INFO - Epoch [42][260/470] lr: 5.000e-05, eta: 0:45:50, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.1958, loss: 0.1958, grad_norm: 4.4967 2021-04-26 17:24:16,395 - mmaction - INFO - Epoch [42][280/470] lr: 5.000e-05, eta: 0:45:35, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2054, loss: 0.2054, grad_norm: 4.5150 2021-04-26 17:24:27,457 - mmaction - INFO - Epoch [42][300/470] lr: 5.000e-05, eta: 0:45:20, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.1800, loss: 0.1800, grad_norm: 4.4915 2021-04-26 17:24:38,492 - mmaction - INFO - Epoch [42][320/470] lr: 5.000e-05, eta: 0:45:05, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9953, loss_cls: 0.1526, loss: 0.1526, grad_norm: 3.5002 2021-04-26 17:24:49,507 - mmaction - INFO - Epoch [42][340/470] lr: 5.000e-05, eta: 0:44:50, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9891, loss_cls: 0.1928, loss: 0.1928, grad_norm: 4.1388 2021-04-26 17:25:00,666 - mmaction - INFO - Epoch [42][360/470] lr: 5.000e-05, eta: 0:44:35, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.1781, loss: 0.1781, grad_norm: 4.1098 2021-04-26 17:25:11,730 - mmaction - INFO - Epoch [42][380/470] lr: 5.000e-05, eta: 0:44:20, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.1771, loss: 0.1771, grad_norm: 4.2931 2021-04-26 17:25:22,879 - mmaction - INFO - Epoch [42][400/470] lr: 5.000e-05, eta: 0:44:06, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1951, loss: 0.1951, grad_norm: 3.9579 2021-04-26 17:25:34,012 - mmaction - INFO - Epoch [42][420/470] lr: 5.000e-05, eta: 0:43:51, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9953, loss_cls: 0.1744, loss: 0.1744, grad_norm: 4.6652 2021-04-26 17:25:45,131 - mmaction - INFO - Epoch [42][440/470] lr: 5.000e-05, eta: 0:43:36, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9875, loss_cls: 0.1958, loss: 0.1958, grad_norm: 4.5564 2021-04-26 17:25:56,244 - mmaction - INFO - Epoch [42][460/470] lr: 5.000e-05, eta: 0:43:21, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.1823, loss: 0.1823, grad_norm: 4.5479 2021-04-26 17:26:06,063 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-04-26 17:28:34,299 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:28:34,320 - mmaction - INFO - top1_acc 0.8005 top5_acc 0.9751 2021-04-26 17:28:34,320 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:28:34,377 - mmaction - INFO - mean_acc 0.7461 2021-04-26 17:28:34,378 - mmaction - INFO - Epoch(val) [42][470] top1_acc: 0.8005, top5_acc: 0.9751, mean_class_accuracy: 0.7461 2021-04-26 17:30:03,331 - mmaction - INFO - Epoch [43][20/470] lr: 5.000e-05, eta: 0:43:24, time: 4.445, data_time: 3.821, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9938, loss_cls: 0.1520, loss: 0.1520, grad_norm: 4.1374 2021-04-26 17:30:14,271 - mmaction - INFO - Epoch [43][40/470] lr: 5.000e-05, eta: 0:43:09, time: 0.549, data_time: 0.005, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.2136, loss: 0.2136, grad_norm: 4.6164 2021-04-26 17:30:25,217 - mmaction - INFO - Epoch [43][60/470] lr: 5.000e-05, eta: 0:42:54, time: 0.547, data_time: 0.003, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9953, loss_cls: 0.1904, loss: 0.1904, grad_norm: 4.8507 2021-04-26 17:30:36,171 - mmaction - INFO - Epoch [43][80/470] lr: 5.000e-05, eta: 0:42:39, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9938, loss_cls: 0.1671, loss: 0.1671, grad_norm: 4.1681 2021-04-26 17:30:47,163 - mmaction - INFO - Epoch [43][100/470] lr: 5.000e-05, eta: 0:42:25, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9563, top5_acc: 0.9984, loss_cls: 0.1579, loss: 0.1579, grad_norm: 3.9556 2021-04-26 17:30:58,114 - mmaction - INFO - Epoch [43][120/470] lr: 5.000e-05, eta: 0:42:10, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.2081, loss: 0.2081, grad_norm: 4.2150 2021-04-26 17:31:09,095 - mmaction - INFO - Epoch [43][140/470] lr: 5.000e-05, eta: 0:41:55, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9984, loss_cls: 0.1686, loss: 0.1686, grad_norm: 3.9994 2021-04-26 17:31:20,053 - mmaction - INFO - Epoch [43][160/470] lr: 5.000e-05, eta: 0:41:40, time: 0.548, data_time: 0.001, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9922, loss_cls: 0.1662, loss: 0.1662, grad_norm: 3.9505 2021-04-26 17:31:31,052 - mmaction - INFO - Epoch [43][180/470] lr: 5.000e-05, eta: 0:41:25, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9953, loss_cls: 0.1699, loss: 0.1699, grad_norm: 4.0926 2021-04-26 17:31:42,080 - mmaction - INFO - Epoch [43][200/470] lr: 5.000e-05, eta: 0:41:10, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1776, loss: 0.1776, grad_norm: 4.0878 2021-04-26 17:31:53,125 - mmaction - INFO - Epoch [43][220/470] lr: 5.000e-05, eta: 0:40:55, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.1965, loss: 0.1965, grad_norm: 4.7751 2021-04-26 17:32:04,145 - mmaction - INFO - Epoch [43][240/470] lr: 5.000e-05, eta: 0:40:41, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1808, loss: 0.1808, grad_norm: 4.0769 2021-04-26 17:32:15,199 - mmaction - INFO - Epoch [43][260/470] lr: 5.000e-05, eta: 0:40:26, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9984, loss_cls: 0.1926, loss: 0.1926, grad_norm: 4.4730 2021-04-26 17:32:26,255 - mmaction - INFO - Epoch [43][280/470] lr: 5.000e-05, eta: 0:40:11, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1807, loss: 0.1807, grad_norm: 4.1155 2021-04-26 17:32:37,319 - mmaction - INFO - Epoch [43][300/470] lr: 5.000e-05, eta: 0:39:56, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9484, top5_acc: 1.0000, loss_cls: 0.1505, loss: 0.1505, grad_norm: 3.9492 2021-04-26 17:32:48,369 - mmaction - INFO - Epoch [43][320/470] lr: 5.000e-05, eta: 0:39:42, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9906, loss_cls: 0.1919, loss: 0.1919, grad_norm: 4.0066 2021-04-26 17:32:59,422 - mmaction - INFO - Epoch [43][340/470] lr: 5.000e-05, eta: 0:39:27, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.1700, loss: 0.1700, grad_norm: 4.8602 2021-04-26 17:33:10,485 - mmaction - INFO - Epoch [43][360/470] lr: 5.000e-05, eta: 0:39:12, time: 0.554, data_time: 0.001, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9922, loss_cls: 0.1781, loss: 0.1781, grad_norm: 4.1033 2021-04-26 17:33:21,597 - mmaction - INFO - Epoch [43][380/470] lr: 5.000e-05, eta: 0:38:58, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9984, loss_cls: 0.1711, loss: 0.1711, grad_norm: 3.9716 2021-04-26 17:33:32,714 - mmaction - INFO - Epoch [43][400/470] lr: 5.000e-05, eta: 0:38:43, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9891, loss_cls: 0.2353, loss: 0.2353, grad_norm: 4.7735 2021-04-26 17:33:43,815 - mmaction - INFO - Epoch [43][420/470] lr: 5.000e-05, eta: 0:38:28, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.1913, loss: 0.1913, grad_norm: 4.3934 2021-04-26 17:33:54,895 - mmaction - INFO - Epoch [43][440/470] lr: 5.000e-05, eta: 0:38:14, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9953, loss_cls: 0.1779, loss: 0.1779, grad_norm: 3.9564 2021-04-26 17:34:06,056 - mmaction - INFO - Epoch [43][460/470] lr: 5.000e-05, eta: 0:37:59, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.2222, loss: 0.2222, grad_norm: 4.7785 2021-04-26 17:34:15,094 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-04-26 17:36:10,622 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:36:10,631 - mmaction - INFO - top1_acc 0.8036 top5_acc 0.9756 2021-04-26 17:36:10,631 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:36:10,633 - mmaction - INFO - mean_acc 0.7547 2021-04-26 17:36:10,634 - mmaction - INFO - Epoch(val) [43][470] top1_acc: 0.8036, top5_acc: 0.9756, mean_class_accuracy: 0.7547 2021-04-26 17:37:35,773 - mmaction - INFO - Epoch [44][20/470] lr: 5.000e-05, eta: 0:37:57, time: 4.256, data_time: 3.700, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.1906, loss: 0.1906, grad_norm: 4.1615 2021-04-26 17:37:46,694 - mmaction - INFO - Epoch [44][40/470] lr: 5.000e-05, eta: 0:37:42, time: 0.546, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9891, loss_cls: 0.1646, loss: 0.1646, grad_norm: 4.1609 2021-04-26 17:37:57,694 - mmaction - INFO - Epoch [44][60/470] lr: 5.000e-05, eta: 0:37:27, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9906, loss_cls: 0.2381, loss: 0.2381, grad_norm: 5.3520 2021-04-26 17:38:08,637 - mmaction - INFO - Epoch [44][80/470] lr: 5.000e-05, eta: 0:37:13, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.2186, loss: 0.2186, grad_norm: 4.8252 2021-04-26 17:38:19,654 - mmaction - INFO - Epoch [44][100/470] lr: 5.000e-05, eta: 0:36:58, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9938, loss_cls: 0.2057, loss: 0.2057, grad_norm: 4.2728 2021-04-26 17:38:30,656 - mmaction - INFO - Epoch [44][120/470] lr: 5.000e-05, eta: 0:36:43, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.1748, loss: 0.1748, grad_norm: 4.2669 2021-04-26 17:38:41,663 - mmaction - INFO - Epoch [44][140/470] lr: 5.000e-05, eta: 0:36:29, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 1.0000, loss_cls: 0.1516, loss: 0.1516, grad_norm: 3.8755 2021-04-26 17:38:52,664 - mmaction - INFO - Epoch [44][160/470] lr: 5.000e-05, eta: 0:36:14, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.2022, loss: 0.2022, grad_norm: 4.5719 2021-04-26 17:39:03,680 - mmaction - INFO - Epoch [44][180/470] lr: 5.000e-05, eta: 0:35:59, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9984, loss_cls: 0.1579, loss: 0.1579, grad_norm: 3.7466 2021-04-26 17:39:14,715 - mmaction - INFO - Epoch [44][200/470] lr: 5.000e-05, eta: 0:35:45, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9891, loss_cls: 0.1937, loss: 0.1937, grad_norm: 4.5082 2021-04-26 17:39:25,739 - mmaction - INFO - Epoch [44][220/470] lr: 5.000e-05, eta: 0:35:30, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 0.2105, loss: 0.2105, grad_norm: 4.7142 2021-04-26 17:39:36,726 - mmaction - INFO - Epoch [44][240/470] lr: 5.000e-05, eta: 0:35:15, time: 0.549, data_time: 0.000, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.2016, loss: 0.2016, grad_norm: 4.9959 2021-04-26 17:39:47,795 - mmaction - INFO - Epoch [44][260/470] lr: 5.000e-05, eta: 0:35:01, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2395, loss: 0.2395, grad_norm: 5.1879 2021-04-26 17:39:58,829 - mmaction - INFO - Epoch [44][280/470] lr: 5.000e-05, eta: 0:34:46, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1649, loss: 0.1649, grad_norm: 4.0564 2021-04-26 17:40:09,951 - mmaction - INFO - Epoch [44][300/470] lr: 5.000e-05, eta: 0:34:31, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9625, top5_acc: 0.9953, loss_cls: 0.1329, loss: 0.1329, grad_norm: 3.9369 2021-04-26 17:40:20,987 - mmaction - INFO - Epoch [44][320/470] lr: 5.000e-05, eta: 0:34:17, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.1759, loss: 0.1759, grad_norm: 4.4284 2021-04-26 17:40:32,040 - mmaction - INFO - Epoch [44][340/470] lr: 5.000e-05, eta: 0:34:02, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9875, loss_cls: 0.1797, loss: 0.1797, grad_norm: 4.1899 2021-04-26 17:40:43,100 - mmaction - INFO - Epoch [44][360/470] lr: 5.000e-05, eta: 0:33:48, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.1843, loss: 0.1843, grad_norm: 4.3329 2021-04-26 17:40:54,247 - mmaction - INFO - Epoch [44][380/470] lr: 5.000e-05, eta: 0:33:33, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9672, top5_acc: 0.9953, loss_cls: 0.1309, loss: 0.1309, grad_norm: 3.4385 2021-04-26 17:41:05,338 - mmaction - INFO - Epoch [44][400/470] lr: 5.000e-05, eta: 0:33:19, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9906, loss_cls: 0.1695, loss: 0.1695, grad_norm: 3.8476 2021-04-26 17:41:16,439 - mmaction - INFO - Epoch [44][420/470] lr: 5.000e-05, eta: 0:33:04, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 1.0000, loss_cls: 0.1574, loss: 0.1574, grad_norm: 4.3890 2021-04-26 17:41:27,504 - mmaction - INFO - Epoch [44][440/470] lr: 5.000e-05, eta: 0:32:50, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9906, loss_cls: 0.1931, loss: 0.1931, grad_norm: 4.3481 2021-04-26 17:41:38,689 - mmaction - INFO - Epoch [44][460/470] lr: 5.000e-05, eta: 0:32:35, time: 0.558, data_time: 0.001, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1670, loss: 0.1670, grad_norm: 4.1664 2021-04-26 17:41:47,539 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-04-26 17:43:16,928 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:43:16,937 - mmaction - INFO - top1_acc 0.8162 top5_acc 0.9766 2021-04-26 17:43:16,938 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:43:16,939 - mmaction - INFO - mean_acc 0.7607 2021-04-26 17:43:18,109 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-04-26 17:43:18,109 - mmaction - INFO - Best top1_acc is 0.8162 at 44 epoch. 2021-04-26 17:43:18,110 - mmaction - INFO - Epoch(val) [44][470] top1_acc: 0.8162, top5_acc: 0.9766, mean_class_accuracy: 0.7607 2021-04-26 17:44:59,298 - mmaction - INFO - Epoch [45][20/470] lr: 5.000e-05, eta: 0:32:34, time: 5.056, data_time: 4.430, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9938, loss_cls: 0.1784, loss: 0.1784, grad_norm: 3.9763 2021-04-26 17:45:10,179 - mmaction - INFO - Epoch [45][40/470] lr: 5.000e-05, eta: 0:32:19, time: 0.547, data_time: 0.005, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.2039, loss: 0.2039, grad_norm: 4.5941 2021-04-26 17:45:21,147 - mmaction - INFO - Epoch [45][60/470] lr: 5.000e-05, eta: 0:32:04, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9969, loss_cls: 0.1763, loss: 0.1763, grad_norm: 4.2894 2021-04-26 17:45:32,099 - mmaction - INFO - Epoch [45][80/470] lr: 5.000e-05, eta: 0:31:50, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.1425, loss: 0.1425, grad_norm: 3.6031 2021-04-26 17:45:43,074 - mmaction - INFO - Epoch [45][100/470] lr: 5.000e-05, eta: 0:31:35, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.1886, loss: 0.1886, grad_norm: 4.7468 2021-04-26 17:45:54,014 - mmaction - INFO - Epoch [45][120/470] lr: 5.000e-05, eta: 0:31:20, time: 0.547, data_time: 0.001, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1772, loss: 0.1772, grad_norm: 4.3565 2021-04-26 17:46:05,023 - mmaction - INFO - Epoch [45][140/470] lr: 5.000e-05, eta: 0:31:06, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9906, loss_cls: 0.1712, loss: 0.1712, grad_norm: 3.8914 2021-04-26 17:46:16,017 - mmaction - INFO - Epoch [45][160/470] lr: 5.000e-05, eta: 0:30:51, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1699, loss: 0.1699, grad_norm: 4.4302 2021-04-26 17:46:27,048 - mmaction - INFO - Epoch [45][180/470] lr: 5.000e-05, eta: 0:30:37, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9984, loss_cls: 0.1426, loss: 0.1426, grad_norm: 4.1965 2021-04-26 17:46:38,051 - mmaction - INFO - Epoch [45][200/470] lr: 5.000e-05, eta: 0:30:22, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9984, loss_cls: 0.1851, loss: 0.1851, grad_norm: 4.4996 2021-04-26 17:46:49,077 - mmaction - INFO - Epoch [45][220/470] lr: 5.000e-05, eta: 0:30:08, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.1805, loss: 0.1805, grad_norm: 4.4851 2021-04-26 17:47:00,107 - mmaction - INFO - Epoch [45][240/470] lr: 5.000e-05, eta: 0:29:53, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 0.1648, loss: 0.1648, grad_norm: 3.9303 2021-04-26 17:47:11,167 - mmaction - INFO - Epoch [45][260/470] lr: 5.000e-05, eta: 0:29:39, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9891, loss_cls: 0.1926, loss: 0.1926, grad_norm: 4.2628 2021-04-26 17:47:22,193 - mmaction - INFO - Epoch [45][280/470] lr: 5.000e-05, eta: 0:29:24, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9922, loss_cls: 0.2184, loss: 0.2184, grad_norm: 4.8389 2021-04-26 17:47:33,266 - mmaction - INFO - Epoch [45][300/470] lr: 5.000e-05, eta: 0:29:10, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9969, loss_cls: 0.1928, loss: 0.1928, grad_norm: 4.1733 2021-04-26 17:47:44,324 - mmaction - INFO - Epoch [45][320/470] lr: 5.000e-05, eta: 0:28:55, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9859, loss_cls: 0.2343, loss: 0.2343, grad_norm: 4.7507 2021-04-26 17:47:55,463 - mmaction - INFO - Epoch [45][340/470] lr: 5.000e-05, eta: 0:28:41, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.2556, loss: 0.2556, grad_norm: 5.5648 2021-04-26 17:48:06,503 - mmaction - INFO - Epoch [45][360/470] lr: 5.000e-05, eta: 0:28:26, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9375, top5_acc: 1.0000, loss_cls: 0.1723, loss: 0.1723, grad_norm: 4.4959 2021-04-26 17:48:17,579 - mmaction - INFO - Epoch [45][380/470] lr: 5.000e-05, eta: 0:28:12, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9969, loss_cls: 0.1660, loss: 0.1660, grad_norm: 3.9324 2021-04-26 17:48:28,670 - mmaction - INFO - Epoch [45][400/470] lr: 5.000e-05, eta: 0:27:57, time: 0.555, data_time: 0.001, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 0.1453, loss: 0.1453, grad_norm: 3.5411 2021-04-26 17:48:39,830 - mmaction - INFO - Epoch [45][420/470] lr: 5.000e-05, eta: 0:27:43, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2092, loss: 0.2092, grad_norm: 4.4669 2021-04-26 17:48:50,924 - mmaction - INFO - Epoch [45][440/470] lr: 5.000e-05, eta: 0:27:29, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9953, loss_cls: 0.1876, loss: 0.1876, grad_norm: 4.3489 2021-04-26 17:49:02,113 - mmaction - INFO - Epoch [45][460/470] lr: 5.000e-05, eta: 0:27:14, time: 0.559, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.1889, loss: 0.1889, grad_norm: 4.3443 2021-04-26 17:49:12,771 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-04-26 17:51:23,084 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:51:23,093 - mmaction - INFO - top1_acc 0.8051 top5_acc 0.9761 2021-04-26 17:51:23,093 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:51:23,095 - mmaction - INFO - mean_acc 0.7637 2021-04-26 17:51:23,095 - mmaction - INFO - Epoch(val) [45][470] top1_acc: 0.8051, top5_acc: 0.9761, mean_class_accuracy: 0.7637 2021-04-26 17:52:57,157 - mmaction - INFO - Epoch [46][20/470] lr: 5.000e-05, eta: 0:27:07, time: 4.701, data_time: 4.096, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.1547, loss: 0.1547, grad_norm: 4.0721 2021-04-26 17:53:08,121 - mmaction - INFO - Epoch [46][40/470] lr: 5.000e-05, eta: 0:26:53, time: 0.550, data_time: 0.005, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.2057, loss: 0.2057, grad_norm: 4.8155 2021-04-26 17:53:19,069 - mmaction - INFO - Epoch [46][60/470] lr: 5.000e-05, eta: 0:26:38, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9875, loss_cls: 0.2078, loss: 0.2078, grad_norm: 4.2656 2021-04-26 17:53:30,030 - mmaction - INFO - Epoch [46][80/470] lr: 5.000e-05, eta: 0:26:24, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 0.1492, loss: 0.1492, grad_norm: 3.9257 2021-04-26 17:53:41,029 - mmaction - INFO - Epoch [46][100/470] lr: 5.000e-05, eta: 0:26:09, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.1937, loss: 0.1937, grad_norm: 5.1128 2021-04-26 17:53:52,037 - mmaction - INFO - Epoch [46][120/470] lr: 5.000e-05, eta: 0:25:55, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.1953, loss: 0.1953, grad_norm: 4.8036 2021-04-26 17:54:03,031 - mmaction - INFO - Epoch [46][140/470] lr: 5.000e-05, eta: 0:25:40, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9953, loss_cls: 0.1938, loss: 0.1938, grad_norm: 4.6042 2021-04-26 17:54:14,004 - mmaction - INFO - Epoch [46][160/470] lr: 5.000e-05, eta: 0:25:26, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.1745, loss: 0.1745, grad_norm: 4.3901 2021-04-26 17:54:25,025 - mmaction - INFO - Epoch [46][180/470] lr: 5.000e-05, eta: 0:25:11, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.1664, loss: 0.1664, grad_norm: 4.5899 2021-04-26 17:54:36,044 - mmaction - INFO - Epoch [46][200/470] lr: 5.000e-05, eta: 0:24:57, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9953, loss_cls: 0.2298, loss: 0.2298, grad_norm: 4.9596 2021-04-26 17:54:47,068 - mmaction - INFO - Epoch [46][220/470] lr: 5.000e-05, eta: 0:24:42, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9953, loss_cls: 0.1626, loss: 0.1626, grad_norm: 4.0194 2021-04-26 17:54:58,101 - mmaction - INFO - Epoch [46][240/470] lr: 5.000e-05, eta: 0:24:28, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.1990, loss: 0.1990, grad_norm: 4.7203 2021-04-26 17:55:09,180 - mmaction - INFO - Epoch [46][260/470] lr: 5.000e-05, eta: 0:24:14, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9859, loss_cls: 0.2135, loss: 0.2135, grad_norm: 4.6280 2021-04-26 17:55:20,268 - mmaction - INFO - Epoch [46][280/470] lr: 5.000e-05, eta: 0:23:59, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2095, loss: 0.2095, grad_norm: 4.9995 2021-04-26 17:55:31,397 - mmaction - INFO - Epoch [46][300/470] lr: 5.000e-05, eta: 0:23:45, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.1867, loss: 0.1867, grad_norm: 4.3207 2021-04-26 17:55:42,465 - mmaction - INFO - Epoch [46][320/470] lr: 5.000e-05, eta: 0:23:31, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.2104, loss: 0.2104, grad_norm: 4.9583 2021-04-26 17:55:53,611 - mmaction - INFO - Epoch [46][340/470] lr: 5.000e-05, eta: 0:23:16, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9906, loss_cls: 0.1769, loss: 0.1769, grad_norm: 3.9394 2021-04-26 17:56:04,648 - mmaction - INFO - Epoch [46][360/470] lr: 5.000e-05, eta: 0:23:02, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.1600, loss: 0.1600, grad_norm: 4.1153 2021-04-26 17:56:15,779 - mmaction - INFO - Epoch [46][380/470] lr: 5.000e-05, eta: 0:22:48, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9938, loss_cls: 0.1701, loss: 0.1701, grad_norm: 4.1581 2021-04-26 17:56:26,892 - mmaction - INFO - Epoch [46][400/470] lr: 5.000e-05, eta: 0:22:33, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.2122, loss: 0.2122, grad_norm: 5.1689 2021-04-26 17:56:38,065 - mmaction - INFO - Epoch [46][420/470] lr: 5.000e-05, eta: 0:22:19, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9938, loss_cls: 0.1675, loss: 0.1675, grad_norm: 3.8223 2021-04-26 17:56:49,149 - mmaction - INFO - Epoch [46][440/470] lr: 5.000e-05, eta: 0:22:05, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9953, loss_cls: 0.1635, loss: 0.1635, grad_norm: 4.0821 2021-04-26 17:57:00,221 - mmaction - INFO - Epoch [46][460/470] lr: 5.000e-05, eta: 0:21:50, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.1975, loss: 0.1975, grad_norm: 4.5633 2021-04-26 17:57:11,208 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-04-26 18:00:07,674 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:00:07,686 - mmaction - INFO - top1_acc 0.8102 top5_acc 0.9741 2021-04-26 18:00:07,686 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:00:07,706 - mmaction - INFO - mean_acc 0.7598 2021-04-26 18:00:07,708 - mmaction - INFO - Epoch(val) [46][470] top1_acc: 0.8102, top5_acc: 0.9741, mean_class_accuracy: 0.7598 2021-04-26 18:01:24,694 - mmaction - INFO - Epoch [47][20/470] lr: 5.000e-05, eta: 0:21:38, time: 3.848, data_time: 3.287, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1833, loss: 0.1833, grad_norm: 4.2757 2021-04-26 18:01:35,682 - mmaction - INFO - Epoch [47][40/470] lr: 5.000e-05, eta: 0:21:23, time: 0.548, data_time: 0.004, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9984, loss_cls: 0.1523, loss: 0.1523, grad_norm: 3.6321 2021-04-26 18:01:46,625 - mmaction - INFO - Epoch [47][60/470] lr: 5.000e-05, eta: 0:21:09, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2306, loss: 0.2306, grad_norm: 5.2656 2021-04-26 18:01:57,586 - mmaction - INFO - Epoch [47][80/470] lr: 5.000e-05, eta: 0:20:55, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9953, loss_cls: 0.2156, loss: 0.2156, grad_norm: 4.9984 2021-04-26 18:02:08,529 - mmaction - INFO - Epoch [47][100/470] lr: 5.000e-05, eta: 0:20:40, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.1516, loss: 0.1516, grad_norm: 4.0756 2021-04-26 18:02:19,517 - mmaction - INFO - Epoch [47][120/470] lr: 5.000e-05, eta: 0:20:26, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9969, loss_cls: 0.1647, loss: 0.1647, grad_norm: 4.3129 2021-04-26 18:02:30,513 - mmaction - INFO - Epoch [47][140/470] lr: 5.000e-05, eta: 0:20:12, time: 0.550, data_time: 0.001, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.2077, loss: 0.2077, grad_norm: 4.9569 2021-04-26 18:02:41,524 - mmaction - INFO - Epoch [47][160/470] lr: 5.000e-05, eta: 0:19:57, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1690, loss: 0.1690, grad_norm: 4.9456 2021-04-26 18:02:52,566 - mmaction - INFO - Epoch [47][180/470] lr: 5.000e-05, eta: 0:19:43, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.1555, loss: 0.1555, grad_norm: 4.1304 2021-04-26 18:03:03,601 - mmaction - INFO - Epoch [47][200/470] lr: 5.000e-05, eta: 0:19:29, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9922, loss_cls: 0.1849, loss: 0.1849, grad_norm: 4.2012 2021-04-26 18:03:14,618 - mmaction - INFO - Epoch [47][220/470] lr: 5.000e-05, eta: 0:19:14, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2291, loss: 0.2291, grad_norm: 4.9537 2021-04-26 18:03:25,668 - mmaction - INFO - Epoch [47][240/470] lr: 5.000e-05, eta: 0:19:00, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9922, loss_cls: 0.1655, loss: 0.1655, grad_norm: 3.8398 2021-04-26 18:03:36,679 - mmaction - INFO - Epoch [47][260/470] lr: 5.000e-05, eta: 0:18:46, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1642, loss: 0.1642, grad_norm: 3.8579 2021-04-26 18:03:47,822 - mmaction - INFO - Epoch [47][280/470] lr: 5.000e-05, eta: 0:18:32, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9984, loss_cls: 0.1641, loss: 0.1641, grad_norm: 4.4517 2021-04-26 18:03:58,900 - mmaction - INFO - Epoch [47][300/470] lr: 5.000e-05, eta: 0:18:17, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.1648, loss: 0.1648, grad_norm: 3.6359 2021-04-26 18:04:10,039 - mmaction - INFO - Epoch [47][320/470] lr: 5.000e-05, eta: 0:18:03, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.1968, loss: 0.1968, grad_norm: 4.3349 2021-04-26 18:04:21,121 - mmaction - INFO - Epoch [47][340/470] lr: 5.000e-05, eta: 0:17:49, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.1424, loss: 0.1424, grad_norm: 3.6625 2021-04-26 18:04:32,301 - mmaction - INFO - Epoch [47][360/470] lr: 5.000e-05, eta: 0:17:35, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9297, top5_acc: 0.9875, loss_cls: 0.2124, loss: 0.2124, grad_norm: 4.8634 2021-04-26 18:04:43,387 - mmaction - INFO - Epoch [47][380/470] lr: 5.000e-05, eta: 0:17:20, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1556, loss: 0.1556, grad_norm: 3.7696 2021-04-26 18:04:54,535 - mmaction - INFO - Epoch [47][400/470] lr: 5.000e-05, eta: 0:17:06, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.1959, loss: 0.1959, grad_norm: 4.3521 2021-04-26 18:05:05,665 - mmaction - INFO - Epoch [47][420/470] lr: 5.000e-05, eta: 0:16:52, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9328, top5_acc: 0.9984, loss_cls: 0.2083, loss: 0.2083, grad_norm: 4.9158 2021-04-26 18:05:16,833 - mmaction - INFO - Epoch [47][440/470] lr: 5.000e-05, eta: 0:16:38, time: 0.558, data_time: 0.003, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9938, loss_cls: 0.2197, loss: 0.2197, grad_norm: 5.1062 2021-04-26 18:05:27,932 - mmaction - INFO - Epoch [47][460/470] lr: 5.000e-05, eta: 0:16:24, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1724, loss: 0.1724, grad_norm: 3.7054 2021-04-26 18:05:34,527 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-04-26 18:08:06,277 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:08:06,286 - mmaction - INFO - top1_acc 0.7970 top5_acc 0.9746 2021-04-26 18:08:06,286 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:08:06,288 - mmaction - INFO - mean_acc 0.7504 2021-04-26 18:08:06,289 - mmaction - INFO - Epoch(val) [47][470] top1_acc: 0.7970, top5_acc: 0.9746, mean_class_accuracy: 0.7504 2021-04-26 18:09:35,003 - mmaction - INFO - Epoch [48][20/470] lr: 5.000e-05, eta: 0:16:10, time: 4.434, data_time: 3.829, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2164, loss: 0.2164, grad_norm: 4.9892 2021-04-26 18:09:46,004 - mmaction - INFO - Epoch [48][40/470] lr: 5.000e-05, eta: 0:15:56, time: 0.550, data_time: 0.007, memory: 7070, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.1671, loss: 0.1671, grad_norm: 3.8793 2021-04-26 18:09:56,979 - mmaction - INFO - Epoch [48][60/470] lr: 5.000e-05, eta: 0:15:42, time: 0.550, data_time: 0.007, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9906, loss_cls: 0.1871, loss: 0.1871, grad_norm: 4.5416 2021-04-26 18:10:07,948 - mmaction - INFO - Epoch [48][80/470] lr: 5.000e-05, eta: 0:15:27, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.1775, loss: 0.1775, grad_norm: 4.2061 2021-04-26 18:10:18,932 - mmaction - INFO - Epoch [48][100/470] lr: 5.000e-05, eta: 0:15:13, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9922, loss_cls: 0.2334, loss: 0.2334, grad_norm: 4.9481 2021-04-26 18:10:29,937 - mmaction - INFO - Epoch [48][120/470] lr: 5.000e-05, eta: 0:14:59, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1730, loss: 0.1730, grad_norm: 4.2774 2021-04-26 18:10:40,911 - mmaction - INFO - Epoch [48][140/470] lr: 5.000e-05, eta: 0:14:45, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.1834, loss: 0.1834, grad_norm: 4.4331 2021-04-26 18:10:51,917 - mmaction - INFO - Epoch [48][160/470] lr: 5.000e-05, eta: 0:14:30, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9938, loss_cls: 0.1680, loss: 0.1680, grad_norm: 4.1008 2021-04-26 18:11:02,916 - mmaction - INFO - Epoch [48][180/470] lr: 5.000e-05, eta: 0:14:16, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9656, top5_acc: 0.9938, loss_cls: 0.1368, loss: 0.1368, grad_norm: 3.7503 2021-04-26 18:11:13,989 - mmaction - INFO - Epoch [48][200/470] lr: 5.000e-05, eta: 0:14:02, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9969, loss_cls: 0.1447, loss: 0.1447, grad_norm: 3.5967 2021-04-26 18:11:25,008 - mmaction - INFO - Epoch [48][220/470] lr: 5.000e-05, eta: 0:13:48, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9984, loss_cls: 0.2002, loss: 0.2002, grad_norm: 4.9531 2021-04-26 18:11:36,026 - mmaction - INFO - Epoch [48][240/470] lr: 5.000e-05, eta: 0:13:34, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9953, loss_cls: 0.1490, loss: 0.1490, grad_norm: 3.9261 2021-04-26 18:11:47,029 - mmaction - INFO - Epoch [48][260/470] lr: 5.000e-05, eta: 0:13:19, time: 0.551, data_time: 0.001, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9906, loss_cls: 0.2236, loss: 0.2236, grad_norm: 4.8233 2021-04-26 18:11:58,099 - mmaction - INFO - Epoch [48][280/470] lr: 5.000e-05, eta: 0:13:05, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.2242, loss: 0.2242, grad_norm: 4.7664 2021-04-26 18:12:09,155 - mmaction - INFO - Epoch [48][300/470] lr: 5.000e-05, eta: 0:12:51, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9953, loss_cls: 0.1600, loss: 0.1600, grad_norm: 3.8963 2021-04-26 18:12:20,204 - mmaction - INFO - Epoch [48][320/470] lr: 5.000e-05, eta: 0:12:37, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9953, loss_cls: 0.1404, loss: 0.1404, grad_norm: 3.7109 2021-04-26 18:12:31,265 - mmaction - INFO - Epoch [48][340/470] lr: 5.000e-05, eta: 0:12:23, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9969, loss_cls: 0.1835, loss: 0.1835, grad_norm: 4.6007 2021-04-26 18:12:42,342 - mmaction - INFO - Epoch [48][360/470] lr: 5.000e-05, eta: 0:12:09, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1782, loss: 0.1782, grad_norm: 4.2790 2021-04-26 18:12:53,444 - mmaction - INFO - Epoch [48][380/470] lr: 5.000e-05, eta: 0:11:55, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9922, loss_cls: 0.1713, loss: 0.1713, grad_norm: 4.4375 2021-04-26 18:13:04,538 - mmaction - INFO - Epoch [48][400/470] lr: 5.000e-05, eta: 0:11:41, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9516, top5_acc: 0.9969, loss_cls: 0.1593, loss: 0.1593, grad_norm: 4.3133 2021-04-26 18:13:15,653 - mmaction - INFO - Epoch [48][420/470] lr: 5.000e-05, eta: 0:11:27, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9984, loss_cls: 0.1399, loss: 0.1399, grad_norm: 4.0444 2021-04-26 18:13:26,717 - mmaction - INFO - Epoch [48][440/470] lr: 5.000e-05, eta: 0:11:12, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9906, loss_cls: 0.2383, loss: 0.2383, grad_norm: 4.9565 2021-04-26 18:13:37,921 - mmaction - INFO - Epoch [48][460/470] lr: 5.000e-05, eta: 0:10:58, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.1870, loss: 0.1870, grad_norm: 4.7815 2021-04-26 18:13:48,313 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-04-26 18:17:05,822 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:17:05,864 - mmaction - INFO - top1_acc 0.8046 top5_acc 0.9756 2021-04-26 18:17:05,864 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:17:05,888 - mmaction - INFO - mean_acc 0.7547 2021-04-26 18:17:05,888 - mmaction - INFO - Epoch(val) [48][470] top1_acc: 0.8046, top5_acc: 0.9756, mean_class_accuracy: 0.7547 2021-04-26 18:18:23,026 - mmaction - INFO - Epoch [49][20/470] lr: 5.000e-05, eta: 0:10:41, time: 3.856, data_time: 3.278, memory: 7070, top1_acc: 0.9563, top5_acc: 0.9953, loss_cls: 0.1914, loss: 0.1914, grad_norm: 4.2275 2021-04-26 18:18:33,974 - mmaction - INFO - Epoch [49][40/470] lr: 5.000e-05, eta: 0:10:27, time: 0.547, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9969, loss_cls: 0.1817, loss: 0.1817, grad_norm: 4.4502 2021-04-26 18:18:44,901 - mmaction - INFO - Epoch [49][60/470] lr: 5.000e-05, eta: 0:10:13, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9969, loss_cls: 0.1986, loss: 0.1986, grad_norm: 4.8564 2021-04-26 18:18:55,863 - mmaction - INFO - Epoch [49][80/470] lr: 5.000e-05, eta: 0:09:59, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.1895, loss: 0.1895, grad_norm: 4.6372 2021-04-26 18:19:06,790 - mmaction - INFO - Epoch [49][100/470] lr: 5.000e-05, eta: 0:09:45, time: 0.547, data_time: 0.002, memory: 7070, top1_acc: 0.9609, top5_acc: 0.9984, loss_cls: 0.1551, loss: 0.1551, grad_norm: 3.8257 2021-04-26 18:19:17,787 - mmaction - INFO - Epoch [49][120/470] lr: 5.000e-05, eta: 0:09:31, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9969, loss_cls: 0.1661, loss: 0.1661, grad_norm: 4.2560 2021-04-26 18:19:28,760 - mmaction - INFO - Epoch [49][140/470] lr: 5.000e-05, eta: 0:09:17, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9953, loss_cls: 0.1974, loss: 0.1974, grad_norm: 4.4490 2021-04-26 18:19:39,755 - mmaction - INFO - Epoch [49][160/470] lr: 5.000e-05, eta: 0:09:03, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9891, loss_cls: 0.2226, loss: 0.2226, grad_norm: 4.5593 2021-04-26 18:19:50,774 - mmaction - INFO - Epoch [49][180/470] lr: 5.000e-05, eta: 0:08:48, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9906, loss_cls: 0.2015, loss: 0.2015, grad_norm: 4.5759 2021-04-26 18:20:01,930 - mmaction - INFO - Epoch [49][200/470] lr: 5.000e-05, eta: 0:08:34, time: 0.553, data_time: 0.005, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.1748, loss: 0.1748, grad_norm: 4.1945 2021-04-26 18:20:12,944 - mmaction - INFO - Epoch [49][220/470] lr: 5.000e-05, eta: 0:08:20, time: 0.555, data_time: 0.006, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.1979, loss: 0.1979, grad_norm: 4.5106 2021-04-26 18:20:23,979 - mmaction - INFO - Epoch [49][240/470] lr: 5.000e-05, eta: 0:08:06, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.1681, loss: 0.1681, grad_norm: 4.9900 2021-04-26 18:20:35,011 - mmaction - INFO - Epoch [49][260/470] lr: 5.000e-05, eta: 0:07:52, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9594, top5_acc: 0.9984, loss_cls: 0.1432, loss: 0.1432, grad_norm: 3.8325 2021-04-26 18:20:46,072 - mmaction - INFO - Epoch [49][280/470] lr: 5.000e-05, eta: 0:07:38, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9891, loss_cls: 0.1913, loss: 0.1913, grad_norm: 4.1765 2021-04-26 18:20:57,122 - mmaction - INFO - Epoch [49][300/470] lr: 5.000e-05, eta: 0:07:24, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9953, loss_cls: 0.1870, loss: 0.1870, grad_norm: 4.1410 2021-04-26 18:21:08,174 - mmaction - INFO - Epoch [49][320/470] lr: 5.000e-05, eta: 0:07:10, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9641, top5_acc: 0.9984, loss_cls: 0.1120, loss: 0.1120, grad_norm: 3.1864 2021-04-26 18:21:19,247 - mmaction - INFO - Epoch [49][340/470] lr: 5.000e-05, eta: 0:06:56, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1813, loss: 0.1813, grad_norm: 4.1913 2021-04-26 18:21:30,376 - mmaction - INFO - Epoch [49][360/470] lr: 5.000e-05, eta: 0:06:42, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.1883, loss: 0.1883, grad_norm: 5.0335 2021-04-26 18:21:41,434 - mmaction - INFO - Epoch [49][380/470] lr: 5.000e-05, eta: 0:06:28, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2194, loss: 0.2194, grad_norm: 5.0758 2021-04-26 18:21:52,520 - mmaction - INFO - Epoch [49][400/470] lr: 5.000e-05, eta: 0:06:14, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.1653, loss: 0.1653, grad_norm: 4.0320 2021-04-26 18:22:03,634 - mmaction - INFO - Epoch [49][420/470] lr: 5.000e-05, eta: 0:06:00, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.1924, loss: 0.1924, grad_norm: 4.8814 2021-04-26 18:22:14,882 - mmaction - INFO - Epoch [49][440/470] lr: 5.000e-05, eta: 0:05:46, time: 0.562, data_time: 0.003, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9922, loss_cls: 0.2073, loss: 0.2073, grad_norm: 4.6595 2021-04-26 18:22:25,900 - mmaction - INFO - Epoch [49][460/470] lr: 5.000e-05, eta: 0:05:32, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.1857, loss: 0.1857, grad_norm: 4.5396 2021-04-26 18:22:34,375 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-04-26 18:25:05,136 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:25:05,146 - mmaction - INFO - top1_acc 0.8107 top5_acc 0.9751 2021-04-26 18:25:05,146 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:25:05,193 - mmaction - INFO - mean_acc 0.7547 2021-04-26 18:25:05,193 - mmaction - INFO - Epoch(val) [49][470] top1_acc: 0.8107, top5_acc: 0.9751, mean_class_accuracy: 0.7547 2021-04-26 18:26:43,609 - mmaction - INFO - Epoch [50][20/470] lr: 5.000e-05, eta: 0:05:14, time: 4.918, data_time: 4.149, memory: 7070, top1_acc: 0.9578, top5_acc: 0.9938, loss_cls: 0.1509, loss: 0.1509, grad_norm: 3.9219 2021-04-26 18:26:54,540 - mmaction - INFO - Epoch [50][40/470] lr: 5.000e-05, eta: 0:05:00, time: 0.549, data_time: 0.006, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2034, loss: 0.2034, grad_norm: 4.7605 2021-04-26 18:27:05,482 - mmaction - INFO - Epoch [50][60/470] lr: 5.000e-05, eta: 0:04:46, time: 0.547, data_time: 0.003, memory: 7070, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.1692, loss: 0.1692, grad_norm: 4.2765 2021-04-26 18:27:16,393 - mmaction - INFO - Epoch [50][80/470] lr: 5.000e-05, eta: 0:04:32, time: 0.546, data_time: 0.001, memory: 7070, top1_acc: 0.9391, top5_acc: 0.9922, loss_cls: 0.1911, loss: 0.1911, grad_norm: 4.6185 2021-04-26 18:27:27,375 - mmaction - INFO - Epoch [50][100/470] lr: 5.000e-05, eta: 0:04:18, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9922, loss_cls: 0.1774, loss: 0.1774, grad_norm: 3.9343 2021-04-26 18:27:38,348 - mmaction - INFO - Epoch [50][120/470] lr: 5.000e-05, eta: 0:04:04, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.1983, loss: 0.1983, grad_norm: 4.3485 2021-04-26 18:27:49,385 - mmaction - INFO - Epoch [50][140/470] lr: 5.000e-05, eta: 0:03:50, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.1901, loss: 0.1901, grad_norm: 4.4662 2021-04-26 18:28:00,347 - mmaction - INFO - Epoch [50][160/470] lr: 5.000e-05, eta: 0:03:36, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9547, top5_acc: 0.9938, loss_cls: 0.1661, loss: 0.1661, grad_norm: 3.9145 2021-04-26 18:28:11,379 - mmaction - INFO - Epoch [50][180/470] lr: 5.000e-05, eta: 0:03:22, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.1661, loss: 0.1661, grad_norm: 3.6824 2021-04-26 18:28:22,374 - mmaction - INFO - Epoch [50][200/470] lr: 5.000e-05, eta: 0:03:08, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9922, loss_cls: 0.1984, loss: 0.1984, grad_norm: 4.7142 2021-04-26 18:28:33,428 - mmaction - INFO - Epoch [50][220/470] lr: 5.000e-05, eta: 0:02:54, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9953, loss_cls: 0.2157, loss: 0.2157, grad_norm: 4.7576 2021-04-26 18:28:44,451 - mmaction - INFO - Epoch [50][240/470] lr: 5.000e-05, eta: 0:02:40, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1324, loss: 0.1324, grad_norm: 3.5761 2021-04-26 18:28:55,507 - mmaction - INFO - Epoch [50][260/470] lr: 5.000e-05, eta: 0:02:26, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9500, top5_acc: 0.9953, loss_cls: 0.1771, loss: 0.1771, grad_norm: 4.4697 2021-04-26 18:29:06,538 - mmaction - INFO - Epoch [50][280/470] lr: 5.000e-05, eta: 0:02:12, time: 0.552, data_time: 0.001, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9922, loss_cls: 0.1817, loss: 0.1817, grad_norm: 4.0190 2021-04-26 18:29:17,563 - mmaction - INFO - Epoch [50][300/470] lr: 5.000e-05, eta: 0:01:58, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.1925, loss: 0.1925, grad_norm: 4.6934 2021-04-26 18:29:28,642 - mmaction - INFO - Epoch [50][320/470] lr: 5.000e-05, eta: 0:01:44, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9453, top5_acc: 0.9938, loss_cls: 0.1940, loss: 0.1940, grad_norm: 4.0819 2021-04-26 18:29:39,741 - mmaction - INFO - Epoch [50][340/470] lr: 5.000e-05, eta: 0:01:30, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9422, top5_acc: 0.9891, loss_cls: 0.2050, loss: 0.2050, grad_norm: 4.4955 2021-04-26 18:29:50,803 - mmaction - INFO - Epoch [50][360/470] lr: 5.000e-05, eta: 0:01:16, time: 0.553, data_time: 0.001, memory: 7070, top1_acc: 0.9609, top5_acc: 0.9969, loss_cls: 0.1370, loss: 0.1370, grad_norm: 3.6391 2021-04-26 18:30:02,076 - mmaction - INFO - Epoch [50][380/470] lr: 5.000e-05, eta: 0:01:02, time: 0.562, data_time: 0.005, memory: 7070, top1_acc: 0.9484, top5_acc: 0.9984, loss_cls: 0.1563, loss: 0.1563, grad_norm: 3.9651 2021-04-26 18:30:13,131 - mmaction - INFO - Epoch [50][400/470] lr: 5.000e-05, eta: 0:00:48, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9344, top5_acc: 0.9891, loss_cls: 0.2400, loss: 0.2400, grad_norm: 5.0270 2021-04-26 18:30:24,309 - mmaction - INFO - Epoch [50][420/470] lr: 5.000e-05, eta: 0:00:34, time: 0.558, data_time: 0.003, memory: 7070, top1_acc: 0.9375, top5_acc: 0.9891, loss_cls: 0.2045, loss: 0.2045, grad_norm: 5.0326 2021-04-26 18:30:35,363 - mmaction - INFO - Epoch [50][440/470] lr: 5.000e-05, eta: 0:00:20, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.2104, loss: 0.2104, grad_norm: 4.5720 2021-04-26 18:30:46,479 - mmaction - INFO - Epoch [50][460/470] lr: 5.000e-05, eta: 0:00:06, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.1790, loss: 0.1790, grad_norm: 4.5598 2021-04-26 18:30:53,911 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-04-26 18:32:04,587 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:32:04,596 - mmaction - INFO - top1_acc 0.8107 top5_acc 0.9756 2021-04-26 18:32:04,596 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:32:04,598 - mmaction - INFO - mean_acc 0.7493 2021-04-26 18:32:04,598 - mmaction - INFO - Epoch(val) [50][470] top1_acc: 0.8107, top5_acc: 0.9756, mean_class_accuracy: 0.7493