2021-04-01 14:36:56,634 - 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: TITAN Xp 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: 1.2.5 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: not available MMAction2: 0.12.0+24d1b7e ------------------------------------------------------------ 2021-04-01 14:36:56,644 - mmaction - INFO - Distributed training: True 2021-04-01 14:36:56,645 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2/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/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/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/configs/recognition/tsm/tsm_r50_1x1x8_50e_sthv2_rgb.py _base_ = [ '../../_base_/models/tsm_r50.py', '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict(cls_head=dict(num_classes=174)) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sthv2/rawframes' data_root_val = 'data/sthv2/rawframes' ann_file_train = 'data/sthv2/sthv2_train_list_rawframes.txt' ann_file_val = 'data/sthv2/sthv2_val_list_rawframes.txt' ann_file_test = 'data/sthv2/sthv2_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), 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='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='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), 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='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, twice_sample=True, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), 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=12, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline, filename_tmpl='{:06}.jpg'), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline, filename_tmpl='{:06}.jpg'), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline, filename_tmpl='{:06}.jpg')) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict( lr=0.015 * 2, # this lr is used for 8 * 2 gpus weight_decay=0.0005) # runtime settings work_dir = './work_dirs/tsm_r50_1x1x8_50e_sthv2_rgb/' /mnt/lustre/linjintao/try/mmaction2/configs/recognition/tsm/tsm_r101_1x1x8_50e_sthv2_rgb.py _base_ = ['./tsm_r50_1x1x8_50e_sthv2_rgb.py'] # model settings model = dict(backbone=dict(pretrained='torchvision://resnet101', depth=101)) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sthv2/rawframes' data_root_val = 'data/sthv2/rawframes' ann_file_train = 'data/sthv2/sthv2_train_list_rawframes.txt' ann_file_val = 'data/sthv2/sthv2_val_list_rawframes.txt' ann_file_test = 'data/sthv2/sthv2_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), 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='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='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), 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='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, twice_sample=True, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), 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=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline, filename_tmpl='{:06}.jpg'), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline, filename_tmpl='{:06}.jpg'), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline, filename_tmpl='{:06}.jpg')) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], start=35) # optimizer optimizer = dict( lr=0.01 * 4, # this lr is used for 8 gpus weight_decay=0.0005 ) # runtime settings work_dir = './work_dirs/tsm_r101_1x1x8_50e_sthv2_rgb/' 2021-04-01 14:37:01,712 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-04-01 14:37:03,687 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-20-62, work_dir: /mnt/lustre/linjintao/try/mmaction2/work_dirs/tsm_r101_1x1x8_50e_sthv2_rgb 2021-04-01 14:37:03,687 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-04-01 14:37:40,386 - mmaction - INFO - Epoch [1][20/660] lr: 4.000e-02, eta: 16:47:55, time: 1.834, data_time: 0.926, memory: 9795, top1_acc: 0.0189, top5_acc: 0.0734, loss_cls: 6.0621, loss: 6.0621, grad_norm: 4.1268 2021-04-01 14:37:55,794 - mmaction - INFO - Epoch [1][40/660] lr: 4.000e-02, eta: 11:55:04, time: 0.770, data_time: 0.001, memory: 9795, top1_acc: 0.0150, top5_acc: 0.0781, loss_cls: 5.2256, loss: 5.2256, grad_norm: 2.3031 2021-04-01 14:38:11,323 - mmaction - INFO - Epoch [1][60/660] lr: 4.000e-02, eta: 10:18:34, time: 0.777, data_time: 0.002, memory: 9795, top1_acc: 0.0178, top5_acc: 0.0754, loss_cls: 5.0312, loss: 5.0312, grad_norm: 1.4962 2021-04-01 14:38:27,051 - mmaction - INFO - Epoch [1][80/660] lr: 4.000e-02, eta: 9:31:30, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.0178, top5_acc: 0.0900, loss_cls: 4.9645, loss: 4.9645, grad_norm: 0.4741 2021-04-01 14:38:42,976 - mmaction - INFO - Epoch [1][100/660] lr: 4.000e-02, eta: 9:04:15, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.0195, top5_acc: 0.0906, loss_cls: 4.9692, loss: 4.9692, grad_norm: 0.3334 2021-04-01 14:38:58,918 - mmaction - INFO - Epoch [1][120/660] lr: 4.000e-02, eta: 8:46:03, time: 0.797, data_time: 0.001, memory: 9795, top1_acc: 0.0186, top5_acc: 0.0908, loss_cls: 4.9627, loss: 4.9627, grad_norm: 0.3081 2021-04-01 14:39:14,740 - mmaction - INFO - Epoch [1][140/660] lr: 4.000e-02, eta: 8:32:34, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.0187, top5_acc: 0.0848, loss_cls: 4.9641, loss: 4.9641, grad_norm: 0.3272 2021-04-01 14:39:30,527 - mmaction - INFO - Epoch [1][160/660] lr: 4.000e-02, eta: 8:22:11, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.0195, top5_acc: 0.0975, loss_cls: 4.9433, loss: 4.9433, grad_norm: 0.3386 2021-04-01 14:39:46,491 - mmaction - INFO - Epoch [1][180/660] lr: 4.000e-02, eta: 8:14:38, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0223, top5_acc: 0.0908, loss_cls: 4.9519, loss: 4.9519, grad_norm: 0.6291 2021-04-01 14:40:02,436 - mmaction - INFO - Epoch [1][200/660] lr: 4.000e-02, eta: 8:08:31, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0223, top5_acc: 0.0893, loss_cls: 4.9573, loss: 4.9573, grad_norm: 0.3081 2021-04-01 14:40:18,415 - mmaction - INFO - Epoch [1][220/660] lr: 4.000e-02, eta: 8:03:29, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0207, top5_acc: 0.1037, loss_cls: 4.9308, loss: 4.9308, grad_norm: 0.4071 2021-04-01 14:40:34,359 - mmaction - INFO - Epoch [1][240/660] lr: 4.000e-02, eta: 7:59:11, time: 0.797, data_time: 0.001, memory: 9795, top1_acc: 0.0221, top5_acc: 0.1000, loss_cls: 4.9317, loss: 4.9317, grad_norm: 0.3481 2021-04-01 14:40:50,227 - mmaction - INFO - Epoch [1][260/660] lr: 4.000e-02, eta: 7:55:22, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.0230, top5_acc: 0.1059, loss_cls: 4.9276, loss: 4.9276, grad_norm: 0.4153 2021-04-01 14:41:06,204 - mmaction - INFO - Epoch [1][280/660] lr: 4.000e-02, eta: 7:52:16, time: 0.799, data_time: 0.001, memory: 9795, top1_acc: 0.0234, top5_acc: 0.1094, loss_cls: 4.8920, loss: 4.8920, grad_norm: 0.4571 2021-04-01 14:41:22,130 - mmaction - INFO - Epoch [1][300/660] lr: 4.000e-02, eta: 7:49:26, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.0273, top5_acc: 0.1100, loss_cls: 4.8846, loss: 4.8846, grad_norm: 0.4698 2021-04-01 14:41:38,165 - mmaction - INFO - Epoch [1][320/660] lr: 4.000e-02, eta: 7:47:06, time: 0.801, data_time: 0.001, memory: 9795, top1_acc: 0.0277, top5_acc: 0.1158, loss_cls: 4.8657, loss: 4.8657, grad_norm: 0.5210 2021-04-01 14:41:54,098 - mmaction - INFO - Epoch [1][340/660] lr: 4.000e-02, eta: 7:44:53, time: 0.797, data_time: 0.002, memory: 9795, top1_acc: 0.0289, top5_acc: 0.1197, loss_cls: 4.8530, loss: 4.8530, grad_norm: 0.6070 2021-04-01 14:42:10,058 - mmaction - INFO - Epoch [1][360/660] lr: 4.000e-02, eta: 7:42:54, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0314, top5_acc: 0.1303, loss_cls: 4.8278, loss: 4.8278, grad_norm: 0.5866 2021-04-01 14:42:26,053 - mmaction - INFO - Epoch [1][380/660] lr: 4.000e-02, eta: 7:41:09, time: 0.800, data_time: 0.001, memory: 9795, top1_acc: 0.0309, top5_acc: 0.1187, loss_cls: 4.8286, loss: 4.8286, grad_norm: 0.5636 2021-04-01 14:42:41,897 - mmaction - INFO - Epoch [1][400/660] lr: 4.000e-02, eta: 7:39:21, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.0320, top5_acc: 0.1287, loss_cls: 4.8195, loss: 4.8195, grad_norm: 0.6082 2021-04-01 14:42:57,820 - mmaction - INFO - Epoch [1][420/660] lr: 4.000e-02, eta: 7:37:47, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.0340, top5_acc: 0.1355, loss_cls: 4.7832, loss: 4.7832, grad_norm: 0.6186 2021-04-01 14:43:13,788 - mmaction - INFO - Epoch [1][440/660] lr: 4.000e-02, eta: 7:36:24, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0342, top5_acc: 0.1301, loss_cls: 4.7777, loss: 4.7777, grad_norm: 0.6137 2021-04-01 14:43:29,674 - mmaction - INFO - Epoch [1][460/660] lr: 4.000e-02, eta: 7:35:01, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.0326, top5_acc: 0.1326, loss_cls: 4.8011, loss: 4.8011, grad_norm: 0.6054 2021-04-01 14:43:45,582 - mmaction - INFO - Epoch [1][480/660] lr: 4.000e-02, eta: 7:33:46, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.0396, top5_acc: 0.1400, loss_cls: 4.7597, loss: 4.7597, grad_norm: 0.6589 2021-04-01 14:44:01,527 - mmaction - INFO - Epoch [1][500/660] lr: 4.000e-02, eta: 7:32:37, time: 0.797, data_time: 0.001, memory: 9795, top1_acc: 0.0354, top5_acc: 0.1434, loss_cls: 4.7524, loss: 4.7524, grad_norm: 0.7040 2021-04-01 14:44:17,475 - mmaction - INFO - Epoch [1][520/660] lr: 4.000e-02, eta: 7:31:33, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0412, top5_acc: 0.1531, loss_cls: 4.7388, loss: 4.7388, grad_norm: 0.7516 2021-04-01 14:44:33,387 - mmaction - INFO - Epoch [1][540/660] lr: 4.000e-02, eta: 7:30:29, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.0398, top5_acc: 0.1543, loss_cls: 4.7211, loss: 4.7211, grad_norm: 0.8124 2021-04-01 14:44:49,344 - mmaction - INFO - Epoch [1][560/660] lr: 4.000e-02, eta: 7:29:32, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0471, top5_acc: 0.1568, loss_cls: 4.7102, loss: 4.7102, grad_norm: 0.8437 2021-04-01 14:45:05,223 - mmaction - INFO - Epoch [1][580/660] lr: 4.000e-02, eta: 7:28:35, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.0479, top5_acc: 0.1562, loss_cls: 4.6878, loss: 4.6878, grad_norm: 0.8647 2021-04-01 14:45:21,209 - mmaction - INFO - Epoch [1][600/660] lr: 4.000e-02, eta: 7:27:44, time: 0.799, data_time: 0.001, memory: 9795, top1_acc: 0.0486, top5_acc: 0.1674, loss_cls: 4.6662, loss: 4.6662, grad_norm: 0.9420 2021-04-01 14:45:37,258 - mmaction - INFO - Epoch [1][620/660] lr: 4.000e-02, eta: 7:26:59, time: 0.802, data_time: 0.001, memory: 9795, top1_acc: 0.0445, top5_acc: 0.1748, loss_cls: 4.6522, loss: 4.6522, grad_norm: 0.9732 2021-04-01 14:45:53,249 - mmaction - INFO - Epoch [1][640/660] lr: 4.000e-02, eta: 7:26:13, time: 0.799, data_time: 0.001, memory: 9795, top1_acc: 0.0504, top5_acc: 0.1906, loss_cls: 4.6218, loss: 4.6218, grad_norm: 1.0345 2021-04-01 14:46:09,019 - mmaction - INFO - Epoch [1][660/660] lr: 4.000e-02, eta: 7:25:19, time: 0.789, data_time: 0.002, memory: 9795, top1_acc: 0.0554, top5_acc: 0.1840, loss_cls: 4.6259, loss: 4.6259, grad_norm: 1.0304 2021-04-01 14:46:09,833 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-01 14:46:45,240 - mmaction - INFO - Epoch [2][20/660] lr: 4.000e-02, eta: 7:37:48, time: 1.631, data_time: 0.866, memory: 9795, top1_acc: 0.0615, top5_acc: 0.2002, loss_cls: 4.5690, loss: 4.5690, grad_norm: 1.1224 2021-04-01 14:47:00,969 - mmaction - INFO - Epoch [2][40/660] lr: 4.000e-02, eta: 7:36:32, time: 0.786, data_time: 0.004, memory: 9795, top1_acc: 0.0641, top5_acc: 0.2086, loss_cls: 4.5604, loss: 4.5604, grad_norm: 1.1167 2021-04-01 14:47:16,840 - mmaction - INFO - Epoch [2][60/660] lr: 4.000e-02, eta: 7:35:26, time: 0.793, data_time: 0.002, memory: 9795, top1_acc: 0.0664, top5_acc: 0.2133, loss_cls: 4.5095, loss: 4.5095, grad_norm: 1.1907 2021-04-01 14:47:32,790 - mmaction - INFO - Epoch [2][80/660] lr: 4.000e-02, eta: 7:34:27, time: 0.798, data_time: 0.002, memory: 9795, top1_acc: 0.0725, top5_acc: 0.2287, loss_cls: 4.4934, loss: 4.4934, grad_norm: 1.3419 2021-04-01 14:47:48,793 - mmaction - INFO - Epoch [2][100/660] lr: 4.000e-02, eta: 7:33:32, time: 0.800, data_time: 0.002, memory: 9795, top1_acc: 0.0711, top5_acc: 0.2322, loss_cls: 4.4692, loss: 4.4692, grad_norm: 1.3375 2021-04-01 14:48:04,694 - mmaction - INFO - Epoch [2][120/660] lr: 4.000e-02, eta: 7:32:35, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.0709, top5_acc: 0.2203, loss_cls: 4.4972, loss: 4.4972, grad_norm: 1.3603 2021-04-01 14:48:20,601 - mmaction - INFO - Epoch [2][140/660] lr: 4.000e-02, eta: 7:31:39, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.0822, top5_acc: 0.2506, loss_cls: 4.3879, loss: 4.3879, grad_norm: 1.3145 2021-04-01 14:48:36,515 - mmaction - INFO - Epoch [2][160/660] lr: 4.000e-02, eta: 7:30:46, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.0885, top5_acc: 0.2578, loss_cls: 4.3756, loss: 4.3756, grad_norm: 1.3794 2021-04-01 14:48:52,441 - mmaction - INFO - Epoch [2][180/660] lr: 4.000e-02, eta: 7:29:56, time: 0.797, data_time: 0.001, memory: 9795, top1_acc: 0.0885, top5_acc: 0.2701, loss_cls: 4.3257, loss: 4.3257, grad_norm: 1.4788 2021-04-01 14:49:08,411 - mmaction - INFO - Epoch [2][200/660] lr: 4.000e-02, eta: 7:29:09, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.0920, top5_acc: 0.2615, loss_cls: 4.2968, loss: 4.2968, grad_norm: 1.4504 2021-04-01 14:49:24,347 - mmaction - INFO - Epoch [2][220/660] lr: 4.000e-02, eta: 7:28:21, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.0961, top5_acc: 0.2717, loss_cls: 4.3210, loss: 4.3210, grad_norm: 1.5085 2021-04-01 14:49:40,224 - mmaction - INFO - Epoch [2][240/660] lr: 4.000e-02, eta: 7:27:33, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.0965, top5_acc: 0.2709, loss_cls: 4.2764, loss: 4.2764, grad_norm: 1.5393 2021-04-01 14:49:56,235 - mmaction - INFO - Epoch [2][260/660] lr: 4.000e-02, eta: 7:26:51, time: 0.800, data_time: 0.001, memory: 9795, top1_acc: 0.1027, top5_acc: 0.2785, loss_cls: 4.2463, loss: 4.2463, grad_norm: 1.6353 2021-04-01 14:50:12,077 - mmaction - INFO - Epoch [2][280/660] lr: 4.000e-02, eta: 7:26:05, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.1109, top5_acc: 0.2840, loss_cls: 4.2191, loss: 4.2191, grad_norm: 1.7039 2021-04-01 14:50:28,063 - mmaction - INFO - Epoch [2][300/660] lr: 4.000e-02, eta: 7:25:24, time: 0.799, data_time: 0.001, memory: 9795, top1_acc: 0.1174, top5_acc: 0.2973, loss_cls: 4.1628, loss: 4.1628, grad_norm: 1.6572 2021-04-01 14:50:44,043 - mmaction - INFO - Epoch [2][320/660] lr: 4.000e-02, eta: 7:24:45, time: 0.799, data_time: 0.001, memory: 9795, top1_acc: 0.1043, top5_acc: 0.2961, loss_cls: 4.2028, loss: 4.2028, grad_norm: 1.6729 2021-04-01 14:50:59,856 - mmaction - INFO - Epoch [2][340/660] lr: 4.000e-02, eta: 7:24:01, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.1174, top5_acc: 0.3006, loss_cls: 4.1418, loss: 4.1418, grad_norm: 1.7878 2021-04-01 14:51:15,744 - mmaction - INFO - Epoch [2][360/660] lr: 4.000e-02, eta: 7:23:20, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.1322, top5_acc: 0.3244, loss_cls: 4.0879, loss: 4.0879, grad_norm: 1.7975 2021-04-01 14:51:31,679 - mmaction - INFO - Epoch [2][380/660] lr: 4.000e-02, eta: 7:22:42, time: 0.797, data_time: 0.001, memory: 9795, top1_acc: 0.1227, top5_acc: 0.3170, loss_cls: 4.0993, loss: 4.0993, grad_norm: 1.7470 2021-04-01 14:51:47,705 - mmaction - INFO - Epoch [2][400/660] lr: 4.000e-02, eta: 7:22:07, time: 0.801, data_time: 0.001, memory: 9795, top1_acc: 0.1305, top5_acc: 0.3334, loss_cls: 4.0593, loss: 4.0593, grad_norm: 1.8062 2021-04-01 14:52:03,651 - mmaction - INFO - Epoch [2][420/660] lr: 4.000e-02, eta: 7:21:31, time: 0.797, data_time: 0.001, memory: 9795, top1_acc: 0.1373, top5_acc: 0.3455, loss_cls: 4.0109, loss: 4.0109, grad_norm: 1.9952 2021-04-01 14:52:19,564 - mmaction - INFO - Epoch [2][440/660] lr: 4.000e-02, eta: 7:20:55, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.1449, top5_acc: 0.3486, loss_cls: 3.9896, loss: 3.9896, grad_norm: 1.9339 2021-04-01 14:52:35,565 - mmaction - INFO - Epoch [2][460/660] lr: 4.000e-02, eta: 7:20:21, time: 0.800, data_time: 0.001, memory: 9795, top1_acc: 0.1459, top5_acc: 0.3490, loss_cls: 3.9882, loss: 3.9882, grad_norm: 1.9887 2021-04-01 14:52:51,392 - mmaction - INFO - Epoch [2][480/660] lr: 4.000e-02, eta: 7:19:44, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.1498, top5_acc: 0.3648, loss_cls: 3.9436, loss: 3.9436, grad_norm: 1.9831 2021-04-01 14:53:07,293 - mmaction - INFO - Epoch [2][500/660] lr: 4.000e-02, eta: 7:19:09, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.1525, top5_acc: 0.3543, loss_cls: 3.9297, loss: 3.9297, grad_norm: 2.0326 2021-04-01 14:53:23,215 - mmaction - INFO - Epoch [2][520/660] lr: 4.000e-02, eta: 7:18:36, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.1590, top5_acc: 0.3750, loss_cls: 3.9072, loss: 3.9072, grad_norm: 2.0080 2021-04-01 14:53:39,060 - mmaction - INFO - Epoch [2][540/660] lr: 4.000e-02, eta: 7:18:01, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.1609, top5_acc: 0.3832, loss_cls: 3.8560, loss: 3.8560, grad_norm: 2.0872 2021-04-01 14:53:55,001 - mmaction - INFO - Epoch [2][560/660] lr: 4.000e-02, eta: 7:17:29, time: 0.797, data_time: 0.001, memory: 9795, top1_acc: 0.1705, top5_acc: 0.3857, loss_cls: 3.8283, loss: 3.8283, grad_norm: 2.1424 2021-04-01 14:54:10,972 - mmaction - INFO - Epoch [2][580/660] lr: 4.000e-02, eta: 7:16:58, time: 0.799, data_time: 0.001, memory: 9795, top1_acc: 0.1721, top5_acc: 0.3945, loss_cls: 3.8042, loss: 3.8042, grad_norm: 2.1791 2021-04-01 14:54:26,790 - mmaction - INFO - Epoch [2][600/660] lr: 4.000e-02, eta: 7:16:24, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.1701, top5_acc: 0.4027, loss_cls: 3.8074, loss: 3.8074, grad_norm: 2.2288 2021-04-01 14:54:42,765 - mmaction - INFO - Epoch [2][620/660] lr: 4.000e-02, eta: 7:15:55, time: 0.798, data_time: 0.001, memory: 9795, top1_acc: 0.1715, top5_acc: 0.3924, loss_cls: 3.8174, loss: 3.8174, grad_norm: 2.1647 2021-04-01 14:54:58,712 - mmaction - INFO - Epoch [2][640/660] lr: 4.000e-02, eta: 7:15:25, time: 0.798, data_time: 0.002, memory: 9795, top1_acc: 0.1859, top5_acc: 0.4115, loss_cls: 3.7306, loss: 3.7306, grad_norm: 2.2383 2021-04-01 14:55:14,573 - mmaction - INFO - Epoch [2][660/660] lr: 4.000e-02, eta: 7:14:54, time: 0.793, data_time: 0.002, memory: 9795, top1_acc: 0.1808, top5_acc: 0.4147, loss_cls: 3.7248, loss: 3.7248, grad_norm: 2.3167 2021-04-01 14:55:15,339 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-01 14:55:50,999 - mmaction - INFO - Epoch [3][20/660] lr: 4.000e-02, eta: 7:21:56, time: 1.752, data_time: 0.919, memory: 9795, top1_acc: 0.1938, top5_acc: 0.4279, loss_cls: 3.6490, loss: 3.6490, grad_norm: 2.3402 2021-04-01 14:56:06,471 - mmaction - INFO - Epoch [3][40/660] lr: 4.000e-02, eta: 7:21:09, time: 0.774, data_time: 0.004, memory: 9795, top1_acc: 0.2061, top5_acc: 0.4377, loss_cls: 3.6160, loss: 3.6160, grad_norm: 2.4413 2021-04-01 14:56:22,204 - mmaction - INFO - Epoch [3][60/660] lr: 4.000e-02, eta: 7:20:30, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.2062, top5_acc: 0.4381, loss_cls: 3.6193, loss: 3.6193, grad_norm: 2.4166 2021-04-01 14:56:38,068 - mmaction - INFO - Epoch [3][80/660] lr: 4.000e-02, eta: 7:19:54, time: 0.793, data_time: 0.002, memory: 9795, top1_acc: 0.2090, top5_acc: 0.4453, loss_cls: 3.5950, loss: 3.5950, grad_norm: 2.4704 2021-04-01 14:56:53,921 - mmaction - INFO - Epoch [3][100/660] lr: 4.000e-02, eta: 7:19:18, time: 0.793, data_time: 0.002, memory: 9795, top1_acc: 0.2188, top5_acc: 0.4656, loss_cls: 3.5202, loss: 3.5202, grad_norm: 2.4185 2021-04-01 14:57:09,778 - mmaction - INFO - Epoch [3][120/660] lr: 4.000e-02, eta: 7:18:43, time: 0.793, data_time: 0.002, memory: 9795, top1_acc: 0.2203, top5_acc: 0.4572, loss_cls: 3.5511, loss: 3.5511, grad_norm: 2.5264 2021-04-01 14:57:25,653 - mmaction - INFO - Epoch [3][140/660] lr: 4.000e-02, eta: 7:18:09, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.2123, top5_acc: 0.4525, loss_cls: 3.5548, loss: 3.5548, grad_norm: 2.4674 2021-04-01 14:57:41,544 - mmaction - INFO - Epoch [3][160/660] lr: 4.000e-02, eta: 7:17:35, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.2199, top5_acc: 0.4639, loss_cls: 3.5336, loss: 3.5336, grad_norm: 2.5652 2021-04-01 14:57:57,335 - mmaction - INFO - Epoch [3][180/660] lr: 4.000e-02, eta: 7:17:01, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.2191, top5_acc: 0.4666, loss_cls: 3.5217, loss: 3.5217, grad_norm: 2.6223 2021-04-01 14:58:13,183 - mmaction - INFO - Epoch [3][200/660] lr: 4.000e-02, eta: 7:16:27, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.2400, top5_acc: 0.4945, loss_cls: 3.4138, loss: 3.4138, grad_norm: 2.5269 2021-04-01 14:58:28,931 - mmaction - INFO - Epoch [3][220/660] lr: 4.000e-02, eta: 7:15:53, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.2445, top5_acc: 0.4854, loss_cls: 3.4038, loss: 3.4038, grad_norm: 2.7299 2021-04-01 14:58:44,747 - mmaction - INFO - Epoch [3][240/660] lr: 4.000e-02, eta: 7:15:20, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.2332, top5_acc: 0.4838, loss_cls: 3.4496, loss: 3.4496, grad_norm: 2.5779 2021-04-01 14:59:00,617 - mmaction - INFO - Epoch [3][260/660] lr: 4.000e-02, eta: 7:14:48, time: 0.794, data_time: 0.002, memory: 9795, top1_acc: 0.2418, top5_acc: 0.4955, loss_cls: 3.4026, loss: 3.4026, grad_norm: 2.6133 2021-04-01 14:59:16,511 - mmaction - INFO - Epoch [3][280/660] lr: 4.000e-02, eta: 7:14:18, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.2221, top5_acc: 0.4855, loss_cls: 3.4246, loss: 3.4246, grad_norm: 2.5954 2021-04-01 14:59:32,390 - mmaction - INFO - Epoch [3][300/660] lr: 4.000e-02, eta: 7:13:47, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.2437, top5_acc: 0.4914, loss_cls: 3.3816, loss: 3.3816, grad_norm: 2.6298 2021-04-01 14:59:48,239 - mmaction - INFO - Epoch [3][320/660] lr: 4.000e-02, eta: 7:13:16, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.2490, top5_acc: 0.5064, loss_cls: 3.3223, loss: 3.3223, grad_norm: 2.6487 2021-04-01 15:00:04,130 - mmaction - INFO - Epoch [3][340/660] lr: 4.000e-02, eta: 7:12:47, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.2437, top5_acc: 0.5043, loss_cls: 3.3427, loss: 3.3427, grad_norm: 2.7249 2021-04-01 15:00:20,041 - mmaction - INFO - Epoch [3][360/660] lr: 4.000e-02, eta: 7:12:18, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.2611, top5_acc: 0.5156, loss_cls: 3.2963, loss: 3.2963, grad_norm: 2.6857 2021-04-01 15:00:35,776 - mmaction - INFO - Epoch [3][380/660] lr: 4.000e-02, eta: 7:11:46, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.2525, top5_acc: 0.5043, loss_cls: 3.3222, loss: 3.3222, grad_norm: 2.6854 2021-04-01 15:00:51,665 - mmaction - INFO - Epoch [3][400/660] lr: 4.000e-02, eta: 7:11:18, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.2561, top5_acc: 0.5215, loss_cls: 3.2418, loss: 3.2418, grad_norm: 2.6787 2021-04-01 15:01:07,461 - mmaction - INFO - Epoch [3][420/660] lr: 4.000e-02, eta: 7:10:48, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.2668, top5_acc: 0.5193, loss_cls: 3.2526, loss: 3.2526, grad_norm: 2.7467 2021-04-01 15:01:23,310 - mmaction - INFO - Epoch [3][440/660] lr: 4.000e-02, eta: 7:10:19, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.2660, top5_acc: 0.5160, loss_cls: 3.2489, loss: 3.2489, grad_norm: 2.6897 2021-04-01 15:01:39,096 - mmaction - INFO - Epoch [3][460/660] lr: 4.000e-02, eta: 7:09:49, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.2602, top5_acc: 0.5242, loss_cls: 3.2731, loss: 3.2731, grad_norm: 2.7731 2021-04-01 15:01:54,960 - mmaction - INFO - Epoch [3][480/660] lr: 4.000e-02, eta: 7:09:21, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.2684, top5_acc: 0.5215, loss_cls: 3.2297, loss: 3.2297, grad_norm: 2.6474 2021-04-01 15:02:10,856 - mmaction - INFO - Epoch [3][500/660] lr: 4.000e-02, eta: 7:08:54, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.2771, top5_acc: 0.5340, loss_cls: 3.1799, loss: 3.1799, grad_norm: 2.7624 2021-04-01 15:02:26,602 - mmaction - INFO - Epoch [3][520/660] lr: 4.000e-02, eta: 7:08:25, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.2779, top5_acc: 0.5469, loss_cls: 3.1838, loss: 3.1838, grad_norm: 2.8020 2021-04-01 15:02:42,349 - mmaction - INFO - Epoch [3][540/660] lr: 4.000e-02, eta: 7:07:56, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.2861, top5_acc: 0.5447, loss_cls: 3.1389, loss: 3.1389, grad_norm: 2.6747 2021-04-01 15:02:58,144 - mmaction - INFO - Epoch [3][560/660] lr: 4.000e-02, eta: 7:07:28, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.2730, top5_acc: 0.5400, loss_cls: 3.1982, loss: 3.1982, grad_norm: 2.7321 2021-04-01 15:03:13,958 - mmaction - INFO - Epoch [3][580/660] lr: 4.000e-02, eta: 7:07:00, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.2850, top5_acc: 0.5410, loss_cls: 3.1332, loss: 3.1332, grad_norm: 2.7256 2021-04-01 15:03:29,668 - mmaction - INFO - Epoch [3][600/660] lr: 4.000e-02, eta: 7:06:31, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.2904, top5_acc: 0.5529, loss_cls: 3.1040, loss: 3.1040, grad_norm: 2.7860 2021-04-01 15:03:45,412 - mmaction - INFO - Epoch [3][620/660] lr: 4.000e-02, eta: 7:06:03, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.2797, top5_acc: 0.5496, loss_cls: 3.1363, loss: 3.1363, grad_norm: 2.7916 2021-04-01 15:04:01,229 - mmaction - INFO - Epoch [3][640/660] lr: 4.000e-02, eta: 7:05:37, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.2906, top5_acc: 0.5547, loss_cls: 3.1192, loss: 3.1192, grad_norm: 2.7296 2021-04-01 15:04:16,976 - mmaction - INFO - Epoch [3][660/660] lr: 4.000e-02, eta: 7:05:09, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.2842, top5_acc: 0.5529, loss_cls: 3.0849, loss: 3.0849, grad_norm: 2.8020 2021-04-01 15:04:17,759 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-01 15:04:53,746 - mmaction - INFO - Epoch [4][20/660] lr: 4.000e-02, eta: 7:09:40, time: 1.750, data_time: 0.930, memory: 9795, top1_acc: 0.3123, top5_acc: 0.5746, loss_cls: 2.9970, loss: 2.9970, grad_norm: 2.8616 2021-04-01 15:05:09,127 - mmaction - INFO - Epoch [4][40/660] lr: 4.000e-02, eta: 7:09:04, time: 0.769, data_time: 0.001, memory: 9795, top1_acc: 0.2990, top5_acc: 0.5641, loss_cls: 3.0547, loss: 3.0547, grad_norm: 2.6730 2021-04-01 15:05:24,757 - mmaction - INFO - Epoch [4][60/660] lr: 4.000e-02, eta: 7:08:33, time: 0.781, data_time: 0.003, memory: 9795, top1_acc: 0.2977, top5_acc: 0.5678, loss_cls: 3.0359, loss: 3.0359, grad_norm: 2.8381 2021-04-01 15:05:40,511 - mmaction - INFO - Epoch [4][80/660] lr: 4.000e-02, eta: 7:08:03, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.3215, top5_acc: 0.5828, loss_cls: 2.9701, loss: 2.9701, grad_norm: 2.8265 2021-04-01 15:05:56,301 - mmaction - INFO - Epoch [4][100/660] lr: 4.000e-02, eta: 7:07:34, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3023, top5_acc: 0.5705, loss_cls: 3.0206, loss: 3.0206, grad_norm: 2.8520 2021-04-01 15:06:12,087 - mmaction - INFO - Epoch [4][120/660] lr: 4.000e-02, eta: 7:07:06, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.3219, top5_acc: 0.5799, loss_cls: 2.9968, loss: 2.9968, grad_norm: 2.8327 2021-04-01 15:06:27,910 - mmaction - INFO - Epoch [4][140/660] lr: 4.000e-02, eta: 7:06:38, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3000, top5_acc: 0.5695, loss_cls: 3.0451, loss: 3.0451, grad_norm: 2.8150 2021-04-01 15:06:43,797 - mmaction - INFO - Epoch [4][160/660] lr: 4.000e-02, eta: 7:06:12, time: 0.795, data_time: 0.002, memory: 9795, top1_acc: 0.3117, top5_acc: 0.5809, loss_cls: 2.9798, loss: 2.9798, grad_norm: 2.8051 2021-04-01 15:06:59,630 - mmaction - INFO - Epoch [4][180/660] lr: 4.000e-02, eta: 7:05:45, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.3186, top5_acc: 0.5854, loss_cls: 2.9661, loss: 2.9661, grad_norm: 2.7706 2021-04-01 15:07:15,468 - mmaction - INFO - Epoch [4][200/660] lr: 4.000e-02, eta: 7:05:18, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.3127, top5_acc: 0.5871, loss_cls: 2.9419, loss: 2.9419, grad_norm: 2.8805 2021-04-01 15:07:31,386 - mmaction - INFO - Epoch [4][220/660] lr: 4.000e-02, eta: 7:04:52, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.3164, top5_acc: 0.5996, loss_cls: 2.9281, loss: 2.9281, grad_norm: 2.8460 2021-04-01 15:07:47,185 - mmaction - INFO - Epoch [4][240/660] lr: 4.000e-02, eta: 7:04:25, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3080, top5_acc: 0.5887, loss_cls: 2.9682, loss: 2.9682, grad_norm: 2.8679 2021-04-01 15:08:03,041 - mmaction - INFO - Epoch [4][260/660] lr: 4.000e-02, eta: 7:03:59, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.3121, top5_acc: 0.5842, loss_cls: 2.9516, loss: 2.9516, grad_norm: 2.8961 2021-04-01 15:08:18,867 - mmaction - INFO - Epoch [4][280/660] lr: 4.000e-02, eta: 7:03:33, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3184, top5_acc: 0.5902, loss_cls: 2.9340, loss: 2.9340, grad_norm: 2.8234 2021-04-01 15:08:34,614 - mmaction - INFO - Epoch [4][300/660] lr: 4.000e-02, eta: 7:03:06, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.3305, top5_acc: 0.6020, loss_cls: 2.9014, loss: 2.9014, grad_norm: 2.8369 2021-04-01 15:08:50,390 - mmaction - INFO - Epoch [4][320/660] lr: 4.000e-02, eta: 7:02:39, time: 0.788, data_time: 0.000, memory: 9795, top1_acc: 0.3244, top5_acc: 0.6012, loss_cls: 2.8928, loss: 2.8928, grad_norm: 2.8490 2021-04-01 15:09:06,257 - mmaction - INFO - Epoch [4][340/660] lr: 4.000e-02, eta: 7:02:14, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.3322, top5_acc: 0.6004, loss_cls: 2.8785, loss: 2.8785, grad_norm: 2.9114 2021-04-01 15:09:22,000 - mmaction - INFO - Epoch [4][360/660] lr: 4.000e-02, eta: 7:01:48, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.3234, top5_acc: 0.5959, loss_cls: 2.9153, loss: 2.9153, grad_norm: 2.8404 2021-04-01 15:09:37,716 - mmaction - INFO - Epoch [4][380/660] lr: 4.000e-02, eta: 7:01:21, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.3328, top5_acc: 0.6029, loss_cls: 2.8979, loss: 2.8979, grad_norm: 2.8104 2021-04-01 15:09:53,533 - mmaction - INFO - Epoch [4][400/660] lr: 4.000e-02, eta: 7:00:55, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3248, top5_acc: 0.6047, loss_cls: 2.8850, loss: 2.8850, grad_norm: 2.8577 2021-04-01 15:10:09,293 - mmaction - INFO - Epoch [4][420/660] lr: 4.000e-02, eta: 7:00:29, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.3408, top5_acc: 0.6010, loss_cls: 2.8968, loss: 2.8968, grad_norm: 2.9041 2021-04-01 15:10:24,962 - mmaction - INFO - Epoch [4][440/660] lr: 4.000e-02, eta: 7:00:02, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.3299, top5_acc: 0.6035, loss_cls: 2.8626, loss: 2.8626, grad_norm: 2.8021 2021-04-01 15:10:40,865 - mmaction - INFO - Epoch [4][460/660] lr: 4.000e-02, eta: 6:59:39, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.3420, top5_acc: 0.6070, loss_cls: 2.8199, loss: 2.8199, grad_norm: 2.8641 2021-04-01 15:10:56,736 - mmaction - INFO - Epoch [4][480/660] lr: 4.000e-02, eta: 6:59:15, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.3373, top5_acc: 0.6121, loss_cls: 2.8128, loss: 2.8128, grad_norm: 2.8787 2021-04-01 15:11:12,472 - mmaction - INFO - Epoch [4][500/660] lr: 4.000e-02, eta: 6:58:49, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3396, top5_acc: 0.6154, loss_cls: 2.8358, loss: 2.8358, grad_norm: 2.8985 2021-04-01 15:11:28,163 - mmaction - INFO - Epoch [4][520/660] lr: 4.000e-02, eta: 6:58:23, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.3447, top5_acc: 0.6266, loss_cls: 2.7876, loss: 2.7876, grad_norm: 2.9020 2021-04-01 15:11:43,942 - mmaction - INFO - Epoch [4][540/660] lr: 4.000e-02, eta: 6:57:59, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3355, top5_acc: 0.6078, loss_cls: 2.8427, loss: 2.8427, grad_norm: 2.9864 2021-04-01 15:11:59,693 - mmaction - INFO - Epoch [4][560/660] lr: 4.000e-02, eta: 6:57:34, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3447, top5_acc: 0.6182, loss_cls: 2.7983, loss: 2.7983, grad_norm: 2.8841 2021-04-01 15:12:15,336 - mmaction - INFO - Epoch [4][580/660] lr: 4.000e-02, eta: 6:57:07, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.3545, top5_acc: 0.6281, loss_cls: 2.7884, loss: 2.7884, grad_norm: 2.7149 2021-04-01 15:12:31,228 - mmaction - INFO - Epoch [4][600/660] lr: 4.000e-02, eta: 6:56:45, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.3357, top5_acc: 0.6158, loss_cls: 2.8230, loss: 2.8230, grad_norm: 2.9610 2021-04-01 15:12:47,024 - mmaction - INFO - Epoch [4][620/660] lr: 4.000e-02, eta: 6:56:21, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3449, top5_acc: 0.6186, loss_cls: 2.8002, loss: 2.8002, grad_norm: 2.9644 2021-04-01 15:13:02,719 - mmaction - INFO - Epoch [4][640/660] lr: 4.000e-02, eta: 6:55:56, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.3408, top5_acc: 0.6152, loss_cls: 2.8189, loss: 2.8189, grad_norm: 2.8787 2021-04-01 15:13:18,264 - mmaction - INFO - Epoch [4][660/660] lr: 4.000e-02, eta: 6:55:29, time: 0.777, data_time: 0.001, memory: 9795, top1_acc: 0.3329, top5_acc: 0.6028, loss_cls: 2.8687, loss: 2.8687, grad_norm: 2.9216 2021-04-01 15:13:19,031 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-01 15:13:54,407 - mmaction - INFO - Epoch [5][20/660] lr: 4.000e-02, eta: 6:58:39, time: 1.726, data_time: 0.949, memory: 9795, top1_acc: 0.3510, top5_acc: 0.6281, loss_cls: 2.7491, loss: 2.7491, grad_norm: 2.8653 2021-04-01 15:14:09,773 - mmaction - INFO - Epoch [5][40/660] lr: 4.000e-02, eta: 6:58:09, time: 0.768, data_time: 0.001, memory: 9795, top1_acc: 0.3557, top5_acc: 0.6352, loss_cls: 2.7483, loss: 2.7483, grad_norm: 2.9844 2021-04-01 15:14:25,421 - mmaction - INFO - Epoch [5][60/660] lr: 4.000e-02, eta: 6:57:42, time: 0.783, data_time: 0.003, memory: 9795, top1_acc: 0.3639, top5_acc: 0.6301, loss_cls: 2.7159, loss: 2.7159, grad_norm: 2.8375 2021-04-01 15:14:41,058 - mmaction - INFO - Epoch [5][80/660] lr: 4.000e-02, eta: 6:57:16, time: 0.782, data_time: 0.002, memory: 9795, top1_acc: 0.3533, top5_acc: 0.6422, loss_cls: 2.7159, loss: 2.7159, grad_norm: 3.0107 2021-04-01 15:14:56,885 - mmaction - INFO - Epoch [5][100/660] lr: 4.000e-02, eta: 6:56:51, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3730, top5_acc: 0.6330, loss_cls: 2.7037, loss: 2.7037, grad_norm: 2.8644 2021-04-01 15:15:12,657 - mmaction - INFO - Epoch [5][120/660] lr: 4.000e-02, eta: 6:56:27, time: 0.789, data_time: 0.002, memory: 9795, top1_acc: 0.3469, top5_acc: 0.6334, loss_cls: 2.7281, loss: 2.7281, grad_norm: 2.9602 2021-04-01 15:15:28,422 - mmaction - INFO - Epoch [5][140/660] lr: 4.000e-02, eta: 6:56:02, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3523, top5_acc: 0.6451, loss_cls: 2.7056, loss: 2.7056, grad_norm: 2.9212 2021-04-01 15:15:44,277 - mmaction - INFO - Epoch [5][160/660] lr: 4.000e-02, eta: 6:55:38, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.3506, top5_acc: 0.6254, loss_cls: 2.7317, loss: 2.7317, grad_norm: 2.8476 2021-04-01 15:16:00,085 - mmaction - INFO - Epoch [5][180/660] lr: 4.000e-02, eta: 6:55:14, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3572, top5_acc: 0.6340, loss_cls: 2.7147, loss: 2.7147, grad_norm: 2.9988 2021-04-01 15:16:15,739 - mmaction - INFO - Epoch [5][200/660] lr: 4.000e-02, eta: 6:54:48, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.3619, top5_acc: 0.6305, loss_cls: 2.7306, loss: 2.7306, grad_norm: 2.9676 2021-04-01 15:16:31,528 - mmaction - INFO - Epoch [5][220/660] lr: 4.000e-02, eta: 6:54:24, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3561, top5_acc: 0.6320, loss_cls: 2.7369, loss: 2.7369, grad_norm: 2.8250 2021-04-01 15:16:47,256 - mmaction - INFO - Epoch [5][240/660] lr: 4.000e-02, eta: 6:54:00, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.3574, top5_acc: 0.6443, loss_cls: 2.7070, loss: 2.7070, grad_norm: 2.9384 2021-04-01 15:17:02,834 - mmaction - INFO - Epoch [5][260/660] lr: 4.000e-02, eta: 6:53:34, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.3646, top5_acc: 0.6352, loss_cls: 2.7134, loss: 2.7134, grad_norm: 2.9098 2021-04-01 15:17:18,757 - mmaction - INFO - Epoch [5][280/660] lr: 4.000e-02, eta: 6:53:11, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.3656, top5_acc: 0.6475, loss_cls: 2.6879, loss: 2.6879, grad_norm: 2.9280 2021-04-01 15:17:34,539 - mmaction - INFO - Epoch [5][300/660] lr: 4.000e-02, eta: 6:52:48, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.3734, top5_acc: 0.6350, loss_cls: 2.6752, loss: 2.6752, grad_norm: 2.9823 2021-04-01 15:17:50,273 - mmaction - INFO - Epoch [5][320/660] lr: 4.000e-02, eta: 6:52:24, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.3793, top5_acc: 0.6461, loss_cls: 2.6424, loss: 2.6424, grad_norm: 2.8772 2021-04-01 15:18:06,093 - mmaction - INFO - Epoch [5][340/660] lr: 4.000e-02, eta: 6:52:00, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3664, top5_acc: 0.6461, loss_cls: 2.6817, loss: 2.6817, grad_norm: 2.9150 2021-04-01 15:18:21,898 - mmaction - INFO - Epoch [5][360/660] lr: 4.000e-02, eta: 6:51:38, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3748, top5_acc: 0.6449, loss_cls: 2.6597, loss: 2.6597, grad_norm: 2.8404 2021-04-01 15:18:37,631 - mmaction - INFO - Epoch [5][380/660] lr: 4.000e-02, eta: 6:51:14, time: 0.786, data_time: 0.000, memory: 9795, top1_acc: 0.3742, top5_acc: 0.6471, loss_cls: 2.6447, loss: 2.6447, grad_norm: 2.9051 2021-04-01 15:18:53,356 - mmaction - INFO - Epoch [5][400/660] lr: 4.000e-02, eta: 6:50:50, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.3672, top5_acc: 0.6383, loss_cls: 2.6871, loss: 2.6871, grad_norm: 2.9932 2021-04-01 15:19:09,167 - mmaction - INFO - Epoch [5][420/660] lr: 4.000e-02, eta: 6:50:27, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3648, top5_acc: 0.6447, loss_cls: 2.6712, loss: 2.6712, grad_norm: 2.9341 2021-04-01 15:19:24,732 - mmaction - INFO - Epoch [5][440/660] lr: 4.000e-02, eta: 6:50:02, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.3652, top5_acc: 0.6439, loss_cls: 2.6494, loss: 2.6494, grad_norm: 2.9858 2021-04-01 15:19:40,533 - mmaction - INFO - Epoch [5][460/660] lr: 4.000e-02, eta: 6:49:40, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3695, top5_acc: 0.6473, loss_cls: 2.6563, loss: 2.6563, grad_norm: 2.8991 2021-04-01 15:19:56,170 - mmaction - INFO - Epoch [5][480/660] lr: 4.000e-02, eta: 6:49:15, time: 0.781, data_time: 0.000, memory: 9795, top1_acc: 0.3645, top5_acc: 0.6395, loss_cls: 2.6990, loss: 2.6990, grad_norm: 3.0234 2021-04-01 15:20:11,992 - mmaction - INFO - Epoch [5][500/660] lr: 4.000e-02, eta: 6:48:53, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.3854, top5_acc: 0.6678, loss_cls: 2.5840, loss: 2.5840, grad_norm: 2.9145 2021-04-01 15:20:27,694 - mmaction - INFO - Epoch [5][520/660] lr: 4.000e-02, eta: 6:48:30, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.3828, top5_acc: 0.6633, loss_cls: 2.5791, loss: 2.5791, grad_norm: 3.0852 2021-04-01 15:20:43,604 - mmaction - INFO - Epoch [5][540/660] lr: 4.000e-02, eta: 6:48:08, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.3766, top5_acc: 0.6477, loss_cls: 2.6404, loss: 2.6404, grad_norm: 3.0271 2021-04-01 15:20:59,342 - mmaction - INFO - Epoch [5][560/660] lr: 4.000e-02, eta: 6:47:46, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3729, top5_acc: 0.6453, loss_cls: 2.6788, loss: 2.6788, grad_norm: 3.0281 2021-04-01 15:21:15,020 - mmaction - INFO - Epoch [5][580/660] lr: 4.000e-02, eta: 6:47:22, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.3693, top5_acc: 0.6619, loss_cls: 2.6182, loss: 2.6182, grad_norm: 3.1564 2021-04-01 15:21:30,731 - mmaction - INFO - Epoch [5][600/660] lr: 4.000e-02, eta: 6:47:00, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.3643, top5_acc: 0.6379, loss_cls: 2.6943, loss: 2.6943, grad_norm: 2.9577 2021-04-01 15:21:46,485 - mmaction - INFO - Epoch [5][620/660] lr: 4.000e-02, eta: 6:46:37, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3668, top5_acc: 0.6406, loss_cls: 2.6553, loss: 2.6553, grad_norm: 2.9101 2021-04-01 15:22:02,336 - mmaction - INFO - Epoch [5][640/660] lr: 4.000e-02, eta: 6:46:16, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.3818, top5_acc: 0.6490, loss_cls: 2.6203, loss: 2.6203, grad_norm: 2.9320 2021-04-01 15:22:17,927 - mmaction - INFO - Epoch [5][660/660] lr: 4.000e-02, eta: 6:45:52, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.3817, top5_acc: 0.6555, loss_cls: 2.6015, loss: 2.6015, grad_norm: 3.0055 2021-04-01 15:22:18,733 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-01 15:22:54,448 - mmaction - INFO - Epoch [6][20/660] lr: 4.000e-02, eta: 6:48:18, time: 1.729, data_time: 0.850, memory: 9795, top1_acc: 0.3887, top5_acc: 0.6680, loss_cls: 2.5621, loss: 2.5621, grad_norm: 2.9157 2021-04-01 15:23:09,954 - mmaction - INFO - Epoch [6][40/660] lr: 4.000e-02, eta: 6:47:53, time: 0.775, data_time: 0.004, memory: 9795, top1_acc: 0.3961, top5_acc: 0.6670, loss_cls: 2.5400, loss: 2.5400, grad_norm: 2.9252 2021-04-01 15:23:25,721 - mmaction - INFO - Epoch [6][60/660] lr: 4.000e-02, eta: 6:47:30, time: 0.789, data_time: 0.002, memory: 9795, top1_acc: 0.3877, top5_acc: 0.6678, loss_cls: 2.5708, loss: 2.5708, grad_norm: 2.9860 2021-04-01 15:23:41,499 - mmaction - INFO - Epoch [6][80/660] lr: 4.000e-02, eta: 6:47:07, time: 0.789, data_time: 0.002, memory: 9795, top1_acc: 0.3877, top5_acc: 0.6643, loss_cls: 2.5465, loss: 2.5465, grad_norm: 2.9605 2021-04-01 15:23:57,409 - mmaction - INFO - Epoch [6][100/660] lr: 4.000e-02, eta: 6:46:45, time: 0.795, data_time: 0.002, memory: 9795, top1_acc: 0.3918, top5_acc: 0.6629, loss_cls: 2.5512, loss: 2.5512, grad_norm: 2.9726 2021-04-01 15:24:13,144 - mmaction - INFO - Epoch [6][120/660] lr: 4.000e-02, eta: 6:46:22, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.3840, top5_acc: 0.6627, loss_cls: 2.5638, loss: 2.5638, grad_norm: 2.9749 2021-04-01 15:24:28,943 - mmaction - INFO - Epoch [6][140/660] lr: 4.000e-02, eta: 6:46:00, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3861, top5_acc: 0.6621, loss_cls: 2.5679, loss: 2.5679, grad_norm: 2.9135 2021-04-01 15:24:44,633 - mmaction - INFO - Epoch [6][160/660] lr: 4.000e-02, eta: 6:45:37, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.3855, top5_acc: 0.6746, loss_cls: 2.5603, loss: 2.5603, grad_norm: 2.9945 2021-04-01 15:25:00,404 - mmaction - INFO - Epoch [6][180/660] lr: 4.000e-02, eta: 6:45:14, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.3891, top5_acc: 0.6717, loss_cls: 2.5298, loss: 2.5298, grad_norm: 2.9466 2021-04-01 15:25:16,201 - mmaction - INFO - Epoch [6][200/660] lr: 4.000e-02, eta: 6:44:52, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3908, top5_acc: 0.6621, loss_cls: 2.5640, loss: 2.5640, grad_norm: 3.1302 2021-04-01 15:25:31,870 - mmaction - INFO - Epoch [6][220/660] lr: 4.000e-02, eta: 6:44:29, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.3857, top5_acc: 0.6689, loss_cls: 2.5685, loss: 2.5685, grad_norm: 2.9738 2021-04-01 15:25:47,597 - mmaction - INFO - Epoch [6][240/660] lr: 4.000e-02, eta: 6:44:06, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3914, top5_acc: 0.6736, loss_cls: 2.5493, loss: 2.5493, grad_norm: 3.0065 2021-04-01 15:26:03,304 - mmaction - INFO - Epoch [6][260/660] lr: 4.000e-02, eta: 6:43:43, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.4037, top5_acc: 0.6734, loss_cls: 2.5138, loss: 2.5138, grad_norm: 2.9470 2021-04-01 15:26:19,067 - mmaction - INFO - Epoch [6][280/660] lr: 4.000e-02, eta: 6:43:21, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3947, top5_acc: 0.6664, loss_cls: 2.5685, loss: 2.5685, grad_norm: 2.9937 2021-04-01 15:26:34,902 - mmaction - INFO - Epoch [6][300/660] lr: 4.000e-02, eta: 6:43:00, time: 0.792, data_time: 0.002, memory: 9795, top1_acc: 0.3990, top5_acc: 0.6783, loss_cls: 2.5226, loss: 2.5226, grad_norm: 2.9630 2021-04-01 15:26:50,635 - mmaction - INFO - Epoch [6][320/660] lr: 4.000e-02, eta: 6:42:37, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3920, top5_acc: 0.6615, loss_cls: 2.5754, loss: 2.5754, grad_norm: 2.9408 2021-04-01 15:27:06,295 - mmaction - INFO - Epoch [6][340/660] lr: 4.000e-02, eta: 6:42:15, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.3992, top5_acc: 0.6775, loss_cls: 2.5148, loss: 2.5148, grad_norm: 2.9311 2021-04-01 15:27:22,055 - mmaction - INFO - Epoch [6][360/660] lr: 4.000e-02, eta: 6:41:53, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4004, top5_acc: 0.6754, loss_cls: 2.5149, loss: 2.5149, grad_norm: 2.9293 2021-04-01 15:27:37,889 - mmaction - INFO - Epoch [6][380/660] lr: 4.000e-02, eta: 6:41:32, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.3979, top5_acc: 0.6699, loss_cls: 2.5226, loss: 2.5226, grad_norm: 3.0011 2021-04-01 15:27:53,606 - mmaction - INFO - Epoch [6][400/660] lr: 4.000e-02, eta: 6:41:09, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.3939, top5_acc: 0.6826, loss_cls: 2.5002, loss: 2.5002, grad_norm: 2.9766 2021-04-01 15:28:09,301 - mmaction - INFO - Epoch [6][420/660] lr: 4.000e-02, eta: 6:40:47, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4068, top5_acc: 0.6857, loss_cls: 2.4674, loss: 2.4674, grad_norm: 2.8835 2021-04-01 15:28:24,999 - mmaction - INFO - Epoch [6][440/660] lr: 4.000e-02, eta: 6:40:25, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.3975, top5_acc: 0.6773, loss_cls: 2.5039, loss: 2.5039, grad_norm: 2.9767 2021-04-01 15:28:40,732 - mmaction - INFO - Epoch [6][460/660] lr: 4.000e-02, eta: 6:40:03, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4049, top5_acc: 0.6797, loss_cls: 2.4646, loss: 2.4646, grad_norm: 2.9971 2021-04-01 15:28:56,468 - mmaction - INFO - Epoch [6][480/660] lr: 4.000e-02, eta: 6:39:42, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3893, top5_acc: 0.6691, loss_cls: 2.5420, loss: 2.5420, grad_norm: 2.9728 2021-04-01 15:29:12,170 - mmaction - INFO - Epoch [6][500/660] lr: 4.000e-02, eta: 6:39:20, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.3955, top5_acc: 0.6760, loss_cls: 2.5424, loss: 2.5424, grad_norm: 2.9499 2021-04-01 15:29:27,967 - mmaction - INFO - Epoch [6][520/660] lr: 4.000e-02, eta: 6:38:59, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3979, top5_acc: 0.6705, loss_cls: 2.5407, loss: 2.5407, grad_norm: 3.0494 2021-04-01 15:29:43,771 - mmaction - INFO - Epoch [6][540/660] lr: 4.000e-02, eta: 6:38:38, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.3967, top5_acc: 0.6736, loss_cls: 2.5397, loss: 2.5397, grad_norm: 2.9319 2021-04-01 15:29:59,383 - mmaction - INFO - Epoch [6][560/660] lr: 4.000e-02, eta: 6:38:15, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4064, top5_acc: 0.6879, loss_cls: 2.4512, loss: 2.4512, grad_norm: 2.9530 2021-04-01 15:30:15,129 - mmaction - INFO - Epoch [6][580/660] lr: 4.000e-02, eta: 6:37:54, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3916, top5_acc: 0.6768, loss_cls: 2.5228, loss: 2.5228, grad_norm: 3.0509 2021-04-01 15:30:30,846 - mmaction - INFO - Epoch [6][600/660] lr: 4.000e-02, eta: 6:37:32, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4004, top5_acc: 0.6760, loss_cls: 2.5119, loss: 2.5119, grad_norm: 2.9350 2021-04-01 15:30:46,585 - mmaction - INFO - Epoch [6][620/660] lr: 4.000e-02, eta: 6:37:11, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.3898, top5_acc: 0.6676, loss_cls: 2.5499, loss: 2.5499, grad_norm: 2.9823 2021-04-01 15:31:02,295 - mmaction - INFO - Epoch [6][640/660] lr: 4.000e-02, eta: 6:36:50, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.4033, top5_acc: 0.6773, loss_cls: 2.4971, loss: 2.4971, grad_norm: 2.9745 2021-04-01 15:31:17,975 - mmaction - INFO - Epoch [6][660/660] lr: 4.000e-02, eta: 6:36:28, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4151, top5_acc: 0.6887, loss_cls: 2.4527, loss: 2.4527, grad_norm: 2.9969 2021-04-01 15:31:18,724 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-01 15:31:54,068 - mmaction - INFO - Epoch [7][20/660] lr: 4.000e-02, eta: 6:38:18, time: 1.684, data_time: 0.886, memory: 9795, top1_acc: 0.4086, top5_acc: 0.6875, loss_cls: 2.4563, loss: 2.4563, grad_norm: 2.8966 2021-04-01 15:32:09,453 - mmaction - INFO - Epoch [7][40/660] lr: 4.000e-02, eta: 6:37:54, time: 0.769, data_time: 0.001, memory: 9795, top1_acc: 0.4133, top5_acc: 0.6912, loss_cls: 2.4239, loss: 2.4239, grad_norm: 2.9372 2021-04-01 15:32:25,060 - mmaction - INFO - Epoch [7][60/660] lr: 4.000e-02, eta: 6:37:31, time: 0.780, data_time: 0.002, memory: 9795, top1_acc: 0.4096, top5_acc: 0.6975, loss_cls: 2.4152, loss: 2.4152, grad_norm: 3.0489 2021-04-01 15:32:40,779 - mmaction - INFO - Epoch [7][80/660] lr: 4.000e-02, eta: 6:37:09, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.4092, top5_acc: 0.6799, loss_cls: 2.4662, loss: 2.4662, grad_norm: 2.9602 2021-04-01 15:32:56,488 - mmaction - INFO - Epoch [7][100/660] lr: 4.000e-02, eta: 6:36:47, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4236, top5_acc: 0.7002, loss_cls: 2.3996, loss: 2.3996, grad_norm: 2.9956 2021-04-01 15:33:12,330 - mmaction - INFO - Epoch [7][120/660] lr: 4.000e-02, eta: 6:36:27, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.4059, top5_acc: 0.6832, loss_cls: 2.4540, loss: 2.4540, grad_norm: 2.9888 2021-04-01 15:33:28,158 - mmaction - INFO - Epoch [7][140/660] lr: 4.000e-02, eta: 6:36:06, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4109, top5_acc: 0.6805, loss_cls: 2.4490, loss: 2.4490, grad_norm: 2.9885 2021-04-01 15:33:43,916 - mmaction - INFO - Epoch [7][160/660] lr: 4.000e-02, eta: 6:35:44, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4174, top5_acc: 0.6926, loss_cls: 2.4179, loss: 2.4179, grad_norm: 3.1032 2021-04-01 15:33:59,689 - mmaction - INFO - Epoch [7][180/660] lr: 4.000e-02, eta: 6:35:23, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4309, top5_acc: 0.6959, loss_cls: 2.3904, loss: 2.3904, grad_norm: 2.9728 2021-04-01 15:34:15,452 - mmaction - INFO - Epoch [7][200/660] lr: 4.000e-02, eta: 6:35:02, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4062, top5_acc: 0.6916, loss_cls: 2.4412, loss: 2.4412, grad_norm: 3.1028 2021-04-01 15:34:31,233 - mmaction - INFO - Epoch [7][220/660] lr: 4.000e-02, eta: 6:34:41, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4039, top5_acc: 0.6771, loss_cls: 2.4968, loss: 2.4968, grad_norm: 3.0366 2021-04-01 15:34:46,946 - mmaction - INFO - Epoch [7][240/660] lr: 4.000e-02, eta: 6:34:20, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4156, top5_acc: 0.6842, loss_cls: 2.4419, loss: 2.4419, grad_norm: 3.0096 2021-04-01 15:35:02,752 - mmaction - INFO - Epoch [7][260/660] lr: 4.000e-02, eta: 6:33:59, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4090, top5_acc: 0.6848, loss_cls: 2.4728, loss: 2.4728, grad_norm: 2.9526 2021-04-01 15:35:18,369 - mmaction - INFO - Epoch [7][280/660] lr: 4.000e-02, eta: 6:33:37, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4152, top5_acc: 0.6904, loss_cls: 2.4409, loss: 2.4409, grad_norm: 2.9604 2021-04-01 15:35:34,119 - mmaction - INFO - Epoch [7][300/660] lr: 4.000e-02, eta: 6:33:16, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4145, top5_acc: 0.6854, loss_cls: 2.4560, loss: 2.4560, grad_norm: 2.9415 2021-04-01 15:35:49,939 - mmaction - INFO - Epoch [7][320/660] lr: 4.000e-02, eta: 6:32:56, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4143, top5_acc: 0.6951, loss_cls: 2.4364, loss: 2.4364, grad_norm: 2.9815 2021-04-01 15:36:05,674 - mmaction - INFO - Epoch [7][340/660] lr: 4.000e-02, eta: 6:32:35, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4127, top5_acc: 0.6902, loss_cls: 2.4153, loss: 2.4153, grad_norm: 3.0482 2021-04-01 15:36:21,317 - mmaction - INFO - Epoch [7][360/660] lr: 4.000e-02, eta: 6:32:13, time: 0.781, data_time: 0.000, memory: 9795, top1_acc: 0.4156, top5_acc: 0.6854, loss_cls: 2.4411, loss: 2.4411, grad_norm: 2.9380 2021-04-01 15:36:37,102 - mmaction - INFO - Epoch [7][380/660] lr: 4.000e-02, eta: 6:31:53, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4154, top5_acc: 0.6842, loss_cls: 2.4500, loss: 2.4500, grad_norm: 2.9064 2021-04-01 15:36:52,885 - mmaction - INFO - Epoch [7][400/660] lr: 4.000e-02, eta: 6:31:32, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4270, top5_acc: 0.7006, loss_cls: 2.3754, loss: 2.3754, grad_norm: 2.9961 2021-04-01 15:37:08,627 - mmaction - INFO - Epoch [7][420/660] lr: 4.000e-02, eta: 6:31:11, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4223, top5_acc: 0.6844, loss_cls: 2.4564, loss: 2.4564, grad_norm: 2.9460 2021-04-01 15:37:24,281 - mmaction - INFO - Epoch [7][440/660] lr: 4.000e-02, eta: 6:30:50, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4213, top5_acc: 0.7039, loss_cls: 2.4038, loss: 2.4038, grad_norm: 3.0065 2021-04-01 15:37:40,004 - mmaction - INFO - Epoch [7][460/660] lr: 4.000e-02, eta: 6:30:29, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4215, top5_acc: 0.6951, loss_cls: 2.3870, loss: 2.3870, grad_norm: 2.9976 2021-04-01 15:37:55,759 - mmaction - INFO - Epoch [7][480/660] lr: 4.000e-02, eta: 6:30:09, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4078, top5_acc: 0.6855, loss_cls: 2.4752, loss: 2.4752, grad_norm: 2.9756 2021-04-01 15:38:11,658 - mmaction - INFO - Epoch [7][500/660] lr: 4.000e-02, eta: 6:29:49, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.4178, top5_acc: 0.6941, loss_cls: 2.4055, loss: 2.4055, grad_norm: 3.0549 2021-04-01 15:38:27,401 - mmaction - INFO - Epoch [7][520/660] lr: 4.000e-02, eta: 6:29:29, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4207, top5_acc: 0.6984, loss_cls: 2.3984, loss: 2.3984, grad_norm: 2.9408 2021-04-01 15:38:43,219 - mmaction - INFO - Epoch [7][540/660] lr: 4.000e-02, eta: 6:29:09, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4223, top5_acc: 0.7008, loss_cls: 2.3794, loss: 2.3794, grad_norm: 3.0685 2021-04-01 15:38:58,957 - mmaction - INFO - Epoch [7][560/660] lr: 4.000e-02, eta: 6:28:48, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4232, top5_acc: 0.7021, loss_cls: 2.3557, loss: 2.3557, grad_norm: 3.0013 2021-04-01 15:39:14,837 - mmaction - INFO - Epoch [7][580/660] lr: 4.000e-02, eta: 6:28:29, time: 0.795, data_time: 0.002, memory: 9795, top1_acc: 0.4266, top5_acc: 0.6971, loss_cls: 2.4066, loss: 2.4066, grad_norm: 3.0156 2021-04-01 15:39:30,650 - mmaction - INFO - Epoch [7][600/660] lr: 4.000e-02, eta: 6:28:09, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4146, top5_acc: 0.6961, loss_cls: 2.4143, loss: 2.4143, grad_norm: 3.1082 2021-04-01 15:39:46,446 - mmaction - INFO - Epoch [7][620/660] lr: 4.000e-02, eta: 6:27:49, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4162, top5_acc: 0.6992, loss_cls: 2.4446, loss: 2.4446, grad_norm: 2.9762 2021-04-01 15:40:02,212 - mmaction - INFO - Epoch [7][640/660] lr: 4.000e-02, eta: 6:27:29, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4223, top5_acc: 0.6984, loss_cls: 2.3996, loss: 2.3996, grad_norm: 2.9082 2021-04-01 15:40:17,773 - mmaction - INFO - Epoch [7][660/660] lr: 4.000e-02, eta: 6:27:07, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.4224, top5_acc: 0.6950, loss_cls: 2.4085, loss: 2.4085, grad_norm: 2.9364 2021-04-01 15:40:18,570 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-01 15:40:55,102 - mmaction - INFO - Epoch [8][20/660] lr: 4.000e-02, eta: 6:28:49, time: 1.780, data_time: 1.006, memory: 9795, top1_acc: 0.4340, top5_acc: 0.7178, loss_cls: 2.3219, loss: 2.3219, grad_norm: 3.0312 2021-04-01 15:41:10,383 - mmaction - INFO - Epoch [8][40/660] lr: 4.000e-02, eta: 6:28:25, time: 0.764, data_time: 0.002, memory: 9795, top1_acc: 0.4232, top5_acc: 0.7088, loss_cls: 2.3545, loss: 2.3545, grad_norm: 3.0725 2021-04-01 15:41:25,974 - mmaction - INFO - Epoch [8][60/660] lr: 4.000e-02, eta: 6:28:03, time: 0.780, data_time: 0.003, memory: 9795, top1_acc: 0.4092, top5_acc: 0.6986, loss_cls: 2.4086, loss: 2.4086, grad_norm: 2.9398 2021-04-01 15:41:41,770 - mmaction - INFO - Epoch [8][80/660] lr: 4.000e-02, eta: 6:27:43, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4385, top5_acc: 0.7143, loss_cls: 2.3202, loss: 2.3202, grad_norm: 3.0476 2021-04-01 15:41:57,485 - mmaction - INFO - Epoch [8][100/660] lr: 4.000e-02, eta: 6:27:22, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4299, top5_acc: 0.7043, loss_cls: 2.3697, loss: 2.3697, grad_norm: 3.0308 2021-04-01 15:42:13,284 - mmaction - INFO - Epoch [8][120/660] lr: 4.000e-02, eta: 6:27:02, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4234, top5_acc: 0.6986, loss_cls: 2.4014, loss: 2.4014, grad_norm: 3.0097 2021-04-01 15:42:29,131 - mmaction - INFO - Epoch [8][140/660] lr: 4.000e-02, eta: 6:26:42, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4334, top5_acc: 0.7000, loss_cls: 2.3606, loss: 2.3606, grad_norm: 2.9683 2021-04-01 15:42:45,001 - mmaction - INFO - Epoch [8][160/660] lr: 4.000e-02, eta: 6:26:22, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.4311, top5_acc: 0.7141, loss_cls: 2.3217, loss: 2.3217, grad_norm: 3.0454 2021-04-01 15:43:00,799 - mmaction - INFO - Epoch [8][180/660] lr: 4.000e-02, eta: 6:26:02, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4313, top5_acc: 0.7023, loss_cls: 2.3275, loss: 2.3275, grad_norm: 3.0556 2021-04-01 15:43:16,519 - mmaction - INFO - Epoch [8][200/660] lr: 4.000e-02, eta: 6:25:42, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4191, top5_acc: 0.6937, loss_cls: 2.4118, loss: 2.4118, grad_norm: 3.0249 2021-04-01 15:43:32,252 - mmaction - INFO - Epoch [8][220/660] lr: 4.000e-02, eta: 6:25:21, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4275, top5_acc: 0.6945, loss_cls: 2.3850, loss: 2.3850, grad_norm: 2.9939 2021-04-01 15:43:47,949 - mmaction - INFO - Epoch [8][240/660] lr: 4.000e-02, eta: 6:25:00, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4293, top5_acc: 0.7035, loss_cls: 2.3535, loss: 2.3535, grad_norm: 3.0771 2021-04-01 15:44:03,739 - mmaction - INFO - Epoch [8][260/660] lr: 4.000e-02, eta: 6:24:40, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4324, top5_acc: 0.7057, loss_cls: 2.3622, loss: 2.3622, grad_norm: 2.9165 2021-04-01 15:44:19,570 - mmaction - INFO - Epoch [8][280/660] lr: 4.000e-02, eta: 6:24:21, time: 0.791, data_time: 0.002, memory: 9795, top1_acc: 0.4260, top5_acc: 0.6982, loss_cls: 2.3570, loss: 2.3570, grad_norm: 3.0339 2021-04-01 15:44:35,361 - mmaction - INFO - Epoch [8][300/660] lr: 4.000e-02, eta: 6:24:01, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4301, top5_acc: 0.7010, loss_cls: 2.3511, loss: 2.3511, grad_norm: 2.9979 2021-04-01 15:44:51,156 - mmaction - INFO - Epoch [8][320/660] lr: 4.000e-02, eta: 6:23:41, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4342, top5_acc: 0.7096, loss_cls: 2.3356, loss: 2.3356, grad_norm: 2.9474 2021-04-01 15:45:06,902 - mmaction - INFO - Epoch [8][340/660] lr: 4.000e-02, eta: 6:23:21, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4352, top5_acc: 0.7104, loss_cls: 2.3054, loss: 2.3054, grad_norm: 3.0614 2021-04-01 15:45:22,715 - mmaction - INFO - Epoch [8][360/660] lr: 4.000e-02, eta: 6:23:01, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4330, top5_acc: 0.7008, loss_cls: 2.3452, loss: 2.3452, grad_norm: 2.9230 2021-04-01 15:45:38,510 - mmaction - INFO - Epoch [8][380/660] lr: 4.000e-02, eta: 6:22:41, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4395, top5_acc: 0.7051, loss_cls: 2.3383, loss: 2.3383, grad_norm: 3.0495 2021-04-01 15:45:54,261 - mmaction - INFO - Epoch [8][400/660] lr: 4.000e-02, eta: 6:22:21, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4330, top5_acc: 0.7006, loss_cls: 2.3597, loss: 2.3597, grad_norm: 3.1562 2021-04-01 15:46:10,033 - mmaction - INFO - Epoch [8][420/660] lr: 4.000e-02, eta: 6:22:01, time: 0.790, data_time: 0.002, memory: 9795, top1_acc: 0.4420, top5_acc: 0.7098, loss_cls: 2.3084, loss: 2.3084, grad_norm: 3.0262 2021-04-01 15:46:25,802 - mmaction - INFO - Epoch [8][440/660] lr: 4.000e-02, eta: 6:21:41, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4393, top5_acc: 0.7102, loss_cls: 2.3205, loss: 2.3205, grad_norm: 2.9810 2021-04-01 15:46:41,593 - mmaction - INFO - Epoch [8][460/660] lr: 4.000e-02, eta: 6:21:22, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4332, top5_acc: 0.7057, loss_cls: 2.3558, loss: 2.3558, grad_norm: 2.9671 2021-04-01 15:46:57,446 - mmaction - INFO - Epoch [8][480/660] lr: 4.000e-02, eta: 6:21:02, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.4396, top5_acc: 0.7127, loss_cls: 2.2869, loss: 2.2869, grad_norm: 2.9846 2021-04-01 15:47:13,121 - mmaction - INFO - Epoch [8][500/660] lr: 4.000e-02, eta: 6:20:42, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4283, top5_acc: 0.7098, loss_cls: 2.3572, loss: 2.3572, grad_norm: 3.0198 2021-04-01 15:47:28,903 - mmaction - INFO - Epoch [8][520/660] lr: 4.000e-02, eta: 6:20:22, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4402, top5_acc: 0.7094, loss_cls: 2.3100, loss: 2.3100, grad_norm: 2.9836 2021-04-01 15:47:44,697 - mmaction - INFO - Epoch [8][540/660] lr: 4.000e-02, eta: 6:20:03, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4301, top5_acc: 0.7025, loss_cls: 2.3552, loss: 2.3552, grad_norm: 3.1055 2021-04-01 15:48:00,515 - mmaction - INFO - Epoch [8][560/660] lr: 4.000e-02, eta: 6:19:43, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4316, top5_acc: 0.7094, loss_cls: 2.3641, loss: 2.3641, grad_norm: 2.9996 2021-04-01 15:48:16,206 - mmaction - INFO - Epoch [8][580/660] lr: 4.000e-02, eta: 6:19:23, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4338, top5_acc: 0.6984, loss_cls: 2.3674, loss: 2.3674, grad_norm: 2.9752 2021-04-01 15:48:31,929 - mmaction - INFO - Epoch [8][600/660] lr: 4.000e-02, eta: 6:19:04, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7207, loss_cls: 2.2823, loss: 2.2823, grad_norm: 3.0651 2021-04-01 15:48:47,562 - mmaction - INFO - Epoch [8][620/660] lr: 4.000e-02, eta: 6:18:43, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4234, top5_acc: 0.6984, loss_cls: 2.3649, loss: 2.3649, grad_norm: 3.0003 2021-04-01 15:49:03,371 - mmaction - INFO - Epoch [8][640/660] lr: 4.000e-02, eta: 6:18:24, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4314, top5_acc: 0.7084, loss_cls: 2.3133, loss: 2.3133, grad_norm: 2.9847 2021-04-01 15:49:19,068 - mmaction - INFO - Epoch [8][660/660] lr: 4.000e-02, eta: 6:18:04, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4292, top5_acc: 0.7058, loss_cls: 2.3683, loss: 2.3683, grad_norm: 3.0218 2021-04-01 15:49:19,846 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-01 15:49:55,124 - mmaction - INFO - Epoch [9][20/660] lr: 4.000e-02, eta: 6:19:17, time: 1.673, data_time: 0.902, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7199, loss_cls: 2.2658, loss: 2.2658, grad_norm: 3.0071 2021-04-01 15:50:10,559 - mmaction - INFO - Epoch [9][40/660] lr: 4.000e-02, eta: 6:18:55, time: 0.772, data_time: 0.001, memory: 9795, top1_acc: 0.4408, top5_acc: 0.7244, loss_cls: 2.2753, loss: 2.2753, grad_norm: 3.0609 2021-04-01 15:50:26,190 - mmaction - INFO - Epoch [9][60/660] lr: 4.000e-02, eta: 6:18:35, time: 0.782, data_time: 0.003, memory: 9795, top1_acc: 0.4299, top5_acc: 0.7096, loss_cls: 2.3147, loss: 2.3147, grad_norm: 3.0739 2021-04-01 15:50:41,932 - mmaction - INFO - Epoch [9][80/660] lr: 4.000e-02, eta: 6:18:15, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4400, top5_acc: 0.7174, loss_cls: 2.2832, loss: 2.2832, grad_norm: 3.0235 2021-04-01 15:50:57,682 - mmaction - INFO - Epoch [9][100/660] lr: 4.000e-02, eta: 6:17:55, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4350, top5_acc: 0.7166, loss_cls: 2.2967, loss: 2.2967, grad_norm: 3.0669 2021-04-01 15:51:13,493 - mmaction - INFO - Epoch [9][120/660] lr: 4.000e-02, eta: 6:17:35, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4465, top5_acc: 0.7166, loss_cls: 2.2882, loss: 2.2882, grad_norm: 3.1067 2021-04-01 15:51:29,333 - mmaction - INFO - Epoch [9][140/660] lr: 4.000e-02, eta: 6:17:16, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4529, top5_acc: 0.7205, loss_cls: 2.2621, loss: 2.2621, grad_norm: 3.0391 2021-04-01 15:51:45,204 - mmaction - INFO - Epoch [9][160/660] lr: 4.000e-02, eta: 6:16:57, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.4373, top5_acc: 0.7156, loss_cls: 2.3244, loss: 2.3244, grad_norm: 3.0300 2021-04-01 15:52:00,998 - mmaction - INFO - Epoch [9][180/660] lr: 4.000e-02, eta: 6:16:37, time: 0.789, data_time: 0.000, memory: 9795, top1_acc: 0.4348, top5_acc: 0.7137, loss_cls: 2.2957, loss: 2.2957, grad_norm: 3.0194 2021-04-01 15:52:16,838 - mmaction - INFO - Epoch [9][200/660] lr: 4.000e-02, eta: 6:16:18, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4348, top5_acc: 0.7139, loss_cls: 2.3149, loss: 2.3149, grad_norm: 3.0659 2021-04-01 15:52:32,586 - mmaction - INFO - Epoch [9][220/660] lr: 4.000e-02, eta: 6:15:58, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4445, top5_acc: 0.7164, loss_cls: 2.2936, loss: 2.2936, grad_norm: 3.0119 2021-04-01 15:52:48,367 - mmaction - INFO - Epoch [9][240/660] lr: 4.000e-02, eta: 6:15:39, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4471, top5_acc: 0.7195, loss_cls: 2.2868, loss: 2.2868, grad_norm: 3.0637 2021-04-01 15:53:03,981 - mmaction - INFO - Epoch [9][260/660] lr: 4.000e-02, eta: 6:15:18, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4543, top5_acc: 0.7277, loss_cls: 2.2317, loss: 2.2317, grad_norm: 3.0052 2021-04-01 15:53:19,867 - mmaction - INFO - Epoch [9][280/660] lr: 4.000e-02, eta: 6:15:00, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.4365, top5_acc: 0.7051, loss_cls: 2.3564, loss: 2.3564, grad_norm: 3.0673 2021-04-01 15:53:35,706 - mmaction - INFO - Epoch [9][300/660] lr: 4.000e-02, eta: 6:14:40, time: 0.791, data_time: 0.000, memory: 9795, top1_acc: 0.4320, top5_acc: 0.7031, loss_cls: 2.3565, loss: 2.3565, grad_norm: 2.9985 2021-04-01 15:53:51,496 - mmaction - INFO - Epoch [9][320/660] lr: 4.000e-02, eta: 6:14:21, time: 0.790, data_time: 0.002, memory: 9795, top1_acc: 0.4418, top5_acc: 0.7205, loss_cls: 2.2953, loss: 2.2953, grad_norm: 3.0539 2021-04-01 15:54:07,252 - mmaction - INFO - Epoch [9][340/660] lr: 4.000e-02, eta: 6:14:01, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4373, top5_acc: 0.7193, loss_cls: 2.2702, loss: 2.2702, grad_norm: 3.1015 2021-04-01 15:54:22,982 - mmaction - INFO - Epoch [9][360/660] lr: 4.000e-02, eta: 6:13:42, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4391, top5_acc: 0.7072, loss_cls: 2.3671, loss: 2.3671, grad_norm: 3.0721 2021-04-01 15:54:38,813 - mmaction - INFO - Epoch [9][380/660] lr: 4.000e-02, eta: 6:13:23, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4514, top5_acc: 0.7248, loss_cls: 2.2650, loss: 2.2650, grad_norm: 3.0640 2021-04-01 15:54:54,551 - mmaction - INFO - Epoch [9][400/660] lr: 4.000e-02, eta: 6:13:03, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4498, top5_acc: 0.7180, loss_cls: 2.2917, loss: 2.2917, grad_norm: 3.0425 2021-04-01 15:55:10,310 - mmaction - INFO - Epoch [9][420/660] lr: 4.000e-02, eta: 6:12:44, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4479, top5_acc: 0.7219, loss_cls: 2.2552, loss: 2.2552, grad_norm: 3.0766 2021-04-01 15:55:25,979 - mmaction - INFO - Epoch [9][440/660] lr: 4.000e-02, eta: 6:12:24, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4455, top5_acc: 0.7227, loss_cls: 2.2713, loss: 2.2713, grad_norm: 3.0516 2021-04-01 15:55:41,785 - mmaction - INFO - Epoch [9][460/660] lr: 4.000e-02, eta: 6:12:05, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4275, top5_acc: 0.7156, loss_cls: 2.3064, loss: 2.3064, grad_norm: 3.0157 2021-04-01 15:55:57,620 - mmaction - INFO - Epoch [9][480/660] lr: 4.000e-02, eta: 6:11:46, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4551, top5_acc: 0.7234, loss_cls: 2.2497, loss: 2.2497, grad_norm: 2.9968 2021-04-01 15:56:13,353 - mmaction - INFO - Epoch [9][500/660] lr: 4.000e-02, eta: 6:11:27, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4352, top5_acc: 0.7043, loss_cls: 2.3366, loss: 2.3366, grad_norm: 2.9735 2021-04-01 15:56:29,230 - mmaction - INFO - Epoch [9][520/660] lr: 4.000e-02, eta: 6:11:08, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.4416, top5_acc: 0.7182, loss_cls: 2.3127, loss: 2.3127, grad_norm: 3.0003 2021-04-01 15:56:45,074 - mmaction - INFO - Epoch [9][540/660] lr: 4.000e-02, eta: 6:10:49, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4439, top5_acc: 0.7164, loss_cls: 2.3007, loss: 2.3007, grad_norm: 3.0028 2021-04-01 15:57:00,919 - mmaction - INFO - Epoch [9][560/660] lr: 4.000e-02, eta: 6:10:30, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4375, top5_acc: 0.7070, loss_cls: 2.3180, loss: 2.3180, grad_norm: 3.0665 2021-04-01 15:57:16,685 - mmaction - INFO - Epoch [9][580/660] lr: 4.000e-02, eta: 6:10:11, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4539, top5_acc: 0.7340, loss_cls: 2.2308, loss: 2.2308, grad_norm: 2.9826 2021-04-01 15:57:32,472 - mmaction - INFO - Epoch [9][600/660] lr: 4.000e-02, eta: 6:09:52, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4541, top5_acc: 0.7115, loss_cls: 2.3021, loss: 2.3021, grad_norm: 3.0482 2021-04-01 15:57:48,310 - mmaction - INFO - Epoch [9][620/660] lr: 4.000e-02, eta: 6:09:33, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4396, top5_acc: 0.7127, loss_cls: 2.3139, loss: 2.3139, grad_norm: 3.0490 2021-04-01 15:58:04,018 - mmaction - INFO - Epoch [9][640/660] lr: 4.000e-02, eta: 6:09:14, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4473, top5_acc: 0.7264, loss_cls: 2.2785, loss: 2.2785, grad_norm: 2.9755 2021-04-01 15:58:19,726 - mmaction - INFO - Epoch [9][660/660] lr: 4.000e-02, eta: 6:08:55, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4515, top5_acc: 0.7156, loss_cls: 2.2890, loss: 2.2890, grad_norm: 3.0720 2021-04-01 15:58:20,446 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-01 15:58:55,742 - mmaction - INFO - Epoch [10][20/660] lr: 4.000e-02, eta: 6:09:56, time: 1.680, data_time: 0.908, memory: 9795, top1_acc: 0.4529, top5_acc: 0.7287, loss_cls: 2.2428, loss: 2.2428, grad_norm: 3.0873 2021-04-01 15:59:11,135 - mmaction - INFO - Epoch [10][40/660] lr: 4.000e-02, eta: 6:09:35, time: 0.770, data_time: 0.001, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7268, loss_cls: 2.2235, loss: 2.2235, grad_norm: 3.0166 2021-04-01 15:59:26,877 - mmaction - INFO - Epoch [10][60/660] lr: 4.000e-02, eta: 6:09:16, time: 0.787, data_time: 0.003, memory: 9795, top1_acc: 0.4654, top5_acc: 0.7338, loss_cls: 2.2065, loss: 2.2065, grad_norm: 3.0527 2021-04-01 15:59:42,641 - mmaction - INFO - Epoch [10][80/660] lr: 4.000e-02, eta: 6:08:57, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.4574, top5_acc: 0.7316, loss_cls: 2.2205, loss: 2.2205, grad_norm: 3.0692 2021-04-01 15:59:58,464 - mmaction - INFO - Epoch [10][100/660] lr: 4.000e-02, eta: 6:08:38, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4525, top5_acc: 0.7332, loss_cls: 2.1998, loss: 2.1998, grad_norm: 3.0804 2021-04-01 16:00:14,242 - mmaction - INFO - Epoch [10][120/660] lr: 4.000e-02, eta: 6:08:18, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4395, top5_acc: 0.7307, loss_cls: 2.2598, loss: 2.2598, grad_norm: 3.1780 2021-04-01 16:00:30,019 - mmaction - INFO - Epoch [10][140/660] lr: 4.000e-02, eta: 6:07:59, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4572, top5_acc: 0.7281, loss_cls: 2.2110, loss: 2.2110, grad_norm: 3.0795 2021-04-01 16:00:45,825 - mmaction - INFO - Epoch [10][160/660] lr: 4.000e-02, eta: 6:07:40, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4592, top5_acc: 0.7238, loss_cls: 2.2313, loss: 2.2313, grad_norm: 3.0331 2021-04-01 16:01:01,599 - mmaction - INFO - Epoch [10][180/660] lr: 4.000e-02, eta: 6:07:21, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4590, top5_acc: 0.7289, loss_cls: 2.2127, loss: 2.2127, grad_norm: 3.0663 2021-04-01 16:01:17,366 - mmaction - INFO - Epoch [10][200/660] lr: 4.000e-02, eta: 6:07:02, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4564, top5_acc: 0.7301, loss_cls: 2.2231, loss: 2.2231, grad_norm: 3.0977 2021-04-01 16:01:33,048 - mmaction - INFO - Epoch [10][220/660] lr: 4.000e-02, eta: 6:06:42, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4570, top5_acc: 0.7318, loss_cls: 2.2319, loss: 2.2319, grad_norm: 3.0452 2021-04-01 16:01:48,803 - mmaction - INFO - Epoch [10][240/660] lr: 4.000e-02, eta: 6:06:23, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7279, loss_cls: 2.2245, loss: 2.2245, grad_norm: 3.0838 2021-04-01 16:02:04,440 - mmaction - INFO - Epoch [10][260/660] lr: 4.000e-02, eta: 6:06:03, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4408, top5_acc: 0.7266, loss_cls: 2.2573, loss: 2.2573, grad_norm: 3.0777 2021-04-01 16:02:20,269 - mmaction - INFO - Epoch [10][280/660] lr: 4.000e-02, eta: 6:05:45, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4689, top5_acc: 0.7287, loss_cls: 2.2119, loss: 2.2119, grad_norm: 3.0668 2021-04-01 16:02:35,997 - mmaction - INFO - Epoch [10][300/660] lr: 4.000e-02, eta: 6:05:25, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4584, top5_acc: 0.7268, loss_cls: 2.2477, loss: 2.2477, grad_norm: 3.0571 2021-04-01 16:02:51,826 - mmaction - INFO - Epoch [10][320/660] lr: 4.000e-02, eta: 6:05:07, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4615, top5_acc: 0.7303, loss_cls: 2.2092, loss: 2.2092, grad_norm: 3.1205 2021-04-01 16:03:07,642 - mmaction - INFO - Epoch [10][340/660] lr: 4.000e-02, eta: 6:04:48, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4609, top5_acc: 0.7393, loss_cls: 2.2033, loss: 2.2033, grad_norm: 3.1097 2021-04-01 16:03:23,366 - mmaction - INFO - Epoch [10][360/660] lr: 4.000e-02, eta: 6:04:29, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4533, top5_acc: 0.7197, loss_cls: 2.2669, loss: 2.2669, grad_norm: 3.1236 2021-04-01 16:03:39,194 - mmaction - INFO - Epoch [10][380/660] lr: 4.000e-02, eta: 6:04:10, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4504, top5_acc: 0.7270, loss_cls: 2.2226, loss: 2.2226, grad_norm: 3.0091 2021-04-01 16:03:54,942 - mmaction - INFO - Epoch [10][400/660] lr: 4.000e-02, eta: 6:03:51, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4500, top5_acc: 0.7230, loss_cls: 2.2663, loss: 2.2663, grad_norm: 3.0885 2021-04-01 16:04:10,641 - mmaction - INFO - Epoch [10][420/660] lr: 4.000e-02, eta: 6:03:32, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4672, top5_acc: 0.7346, loss_cls: 2.1954, loss: 2.1954, grad_norm: 3.0841 2021-04-01 16:04:26,440 - mmaction - INFO - Epoch [10][440/660] lr: 4.000e-02, eta: 6:03:13, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4371, top5_acc: 0.7207, loss_cls: 2.2878, loss: 2.2878, grad_norm: 3.0600 2021-04-01 16:04:42,138 - mmaction - INFO - Epoch [10][460/660] lr: 4.000e-02, eta: 6:02:54, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4600, top5_acc: 0.7211, loss_cls: 2.2447, loss: 2.2447, grad_norm: 3.0061 2021-04-01 16:04:57,765 - mmaction - INFO - Epoch [10][480/660] lr: 4.000e-02, eta: 6:02:34, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4611, top5_acc: 0.7223, loss_cls: 2.2265, loss: 2.2265, grad_norm: 3.0308 2021-04-01 16:05:13,584 - mmaction - INFO - Epoch [10][500/660] lr: 4.000e-02, eta: 6:02:16, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4449, top5_acc: 0.7238, loss_cls: 2.2554, loss: 2.2554, grad_norm: 3.0277 2021-04-01 16:05:29,408 - mmaction - INFO - Epoch [10][520/660] lr: 4.000e-02, eta: 6:01:57, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4631, top5_acc: 0.7232, loss_cls: 2.2452, loss: 2.2452, grad_norm: 3.0680 2021-04-01 16:05:45,235 - mmaction - INFO - Epoch [10][540/660] lr: 4.000e-02, eta: 6:01:38, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7258, loss_cls: 2.2242, loss: 2.2242, grad_norm: 3.0585 2021-04-01 16:06:01,088 - mmaction - INFO - Epoch [10][560/660] lr: 4.000e-02, eta: 6:01:20, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4668, top5_acc: 0.7273, loss_cls: 2.2256, loss: 2.2256, grad_norm: 3.0870 2021-04-01 16:06:16,726 - mmaction - INFO - Epoch [10][580/660] lr: 4.000e-02, eta: 6:01:01, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4395, top5_acc: 0.7172, loss_cls: 2.3151, loss: 2.3151, grad_norm: 3.0970 2021-04-01 16:06:32,530 - mmaction - INFO - Epoch [10][600/660] lr: 4.000e-02, eta: 6:00:42, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4611, top5_acc: 0.7354, loss_cls: 2.2149, loss: 2.2149, grad_norm: 3.0782 2021-04-01 16:06:48,366 - mmaction - INFO - Epoch [10][620/660] lr: 4.000e-02, eta: 6:00:24, time: 0.791, data_time: 0.000, memory: 9795, top1_acc: 0.4484, top5_acc: 0.7178, loss_cls: 2.2663, loss: 2.2663, grad_norm: 3.1042 2021-04-01 16:07:04,115 - mmaction - INFO - Epoch [10][640/660] lr: 4.000e-02, eta: 6:00:05, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7320, loss_cls: 2.1768, loss: 2.1768, grad_norm: 3.1433 2021-04-01 16:07:19,796 - mmaction - INFO - Epoch [10][660/660] lr: 4.000e-02, eta: 5:59:46, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4395, top5_acc: 0.7180, loss_cls: 2.3008, loss: 2.3008, grad_norm: 2.9992 2021-04-01 16:07:20,572 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-01 16:07:55,970 - mmaction - INFO - Epoch [11][20/660] lr: 4.000e-02, eta: 6:00:41, time: 1.721, data_time: 0.926, memory: 9795, top1_acc: 0.4791, top5_acc: 0.7404, loss_cls: 2.1212, loss: 2.1212, grad_norm: 3.0769 2021-04-01 16:08:11,343 - mmaction - INFO - Epoch [11][40/660] lr: 4.000e-02, eta: 6:00:21, time: 0.769, data_time: 0.001, memory: 9795, top1_acc: 0.4701, top5_acc: 0.7400, loss_cls: 2.1644, loss: 2.1644, grad_norm: 3.1240 2021-04-01 16:08:26,878 - mmaction - INFO - Epoch [11][60/660] lr: 4.000e-02, eta: 6:00:01, time: 0.776, data_time: 0.002, memory: 9795, top1_acc: 0.4617, top5_acc: 0.7352, loss_cls: 2.1955, loss: 2.1955, grad_norm: 3.1184 2021-04-01 16:08:42,674 - mmaction - INFO - Epoch [11][80/660] lr: 4.000e-02, eta: 5:59:42, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7445, loss_cls: 2.1410, loss: 2.1410, grad_norm: 3.0653 2021-04-01 16:08:58,461 - mmaction - INFO - Epoch [11][100/660] lr: 4.000e-02, eta: 5:59:23, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.2020, loss: 2.2020, grad_norm: 3.0519 2021-04-01 16:09:14,185 - mmaction - INFO - Epoch [11][120/660] lr: 4.000e-02, eta: 5:59:04, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4781, top5_acc: 0.7459, loss_cls: 2.1382, loss: 2.1382, grad_norm: 3.1364 2021-04-01 16:09:29,867 - mmaction - INFO - Epoch [11][140/660] lr: 4.000e-02, eta: 5:58:45, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4557, top5_acc: 0.7412, loss_cls: 2.1855, loss: 2.1855, grad_norm: 3.0869 2021-04-01 16:09:45,773 - mmaction - INFO - Epoch [11][160/660] lr: 4.000e-02, eta: 5:58:27, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.4607, top5_acc: 0.7354, loss_cls: 2.1906, loss: 2.1906, grad_norm: 3.1402 2021-04-01 16:10:01,494 - mmaction - INFO - Epoch [11][180/660] lr: 4.000e-02, eta: 5:58:08, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4672, top5_acc: 0.7465, loss_cls: 2.1526, loss: 2.1526, grad_norm: 3.0785 2021-04-01 16:10:17,332 - mmaction - INFO - Epoch [11][200/660] lr: 4.000e-02, eta: 5:57:50, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4574, top5_acc: 0.7281, loss_cls: 2.1958, loss: 2.1958, grad_norm: 3.1114 2021-04-01 16:10:32,986 - mmaction - INFO - Epoch [11][220/660] lr: 4.000e-02, eta: 5:57:30, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4531, top5_acc: 0.7365, loss_cls: 2.2005, loss: 2.2005, grad_norm: 3.1587 2021-04-01 16:10:48,809 - mmaction - INFO - Epoch [11][240/660] lr: 4.000e-02, eta: 5:57:12, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7332, loss_cls: 2.2099, loss: 2.2099, grad_norm: 3.1435 2021-04-01 16:11:04,534 - mmaction - INFO - Epoch [11][260/660] lr: 4.000e-02, eta: 5:56:53, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4572, top5_acc: 0.7373, loss_cls: 2.1812, loss: 2.1812, grad_norm: 3.1610 2021-04-01 16:11:20,452 - mmaction - INFO - Epoch [11][280/660] lr: 4.000e-02, eta: 5:56:35, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.4574, top5_acc: 0.7135, loss_cls: 2.2561, loss: 2.2561, grad_norm: 3.0564 2021-04-01 16:11:36,200 - mmaction - INFO - Epoch [11][300/660] lr: 4.000e-02, eta: 5:56:16, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4635, top5_acc: 0.7285, loss_cls: 2.2103, loss: 2.2103, grad_norm: 3.0655 2021-04-01 16:11:52,084 - mmaction - INFO - Epoch [11][320/660] lr: 4.000e-02, eta: 5:55:58, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.4650, top5_acc: 0.7322, loss_cls: 2.1906, loss: 2.1906, grad_norm: 3.1604 2021-04-01 16:12:07,837 - mmaction - INFO - Epoch [11][340/660] lr: 4.000e-02, eta: 5:55:39, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.2055, loss: 2.2055, grad_norm: 3.0687 2021-04-01 16:12:23,556 - mmaction - INFO - Epoch [11][360/660] lr: 4.000e-02, eta: 5:55:20, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4693, top5_acc: 0.7387, loss_cls: 2.1963, loss: 2.1963, grad_norm: 3.0388 2021-04-01 16:12:39,246 - mmaction - INFO - Epoch [11][380/660] lr: 4.000e-02, eta: 5:55:01, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4723, top5_acc: 0.7422, loss_cls: 2.1736, loss: 2.1736, grad_norm: 3.0714 2021-04-01 16:12:54,979 - mmaction - INFO - Epoch [11][400/660] lr: 4.000e-02, eta: 5:54:42, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4736, top5_acc: 0.7439, loss_cls: 2.1643, loss: 2.1643, grad_norm: 3.1111 2021-04-01 16:13:10,669 - mmaction - INFO - Epoch [11][420/660] lr: 4.000e-02, eta: 5:54:23, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4637, top5_acc: 0.7305, loss_cls: 2.2074, loss: 2.2074, grad_norm: 3.0310 2021-04-01 16:13:26,486 - mmaction - INFO - Epoch [11][440/660] lr: 4.000e-02, eta: 5:54:05, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4621, top5_acc: 0.7340, loss_cls: 2.1955, loss: 2.1955, grad_norm: 3.0994 2021-04-01 16:13:42,148 - mmaction - INFO - Epoch [11][460/660] lr: 4.000e-02, eta: 5:53:46, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4555, top5_acc: 0.7295, loss_cls: 2.2292, loss: 2.2292, grad_norm: 3.0258 2021-04-01 16:13:57,904 - mmaction - INFO - Epoch [11][480/660] lr: 4.000e-02, eta: 5:53:27, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4666, top5_acc: 0.7291, loss_cls: 2.2243, loss: 2.2243, grad_norm: 3.0708 2021-04-01 16:14:13,677 - mmaction - INFO - Epoch [11][500/660] lr: 4.000e-02, eta: 5:53:09, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4621, top5_acc: 0.7359, loss_cls: 2.2203, loss: 2.2203, grad_norm: 3.0707 2021-04-01 16:14:29,460 - mmaction - INFO - Epoch [11][520/660] lr: 4.000e-02, eta: 5:52:51, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4568, top5_acc: 0.7291, loss_cls: 2.2132, loss: 2.2132, grad_norm: 3.0761 2021-04-01 16:14:45,275 - mmaction - INFO - Epoch [11][540/660] lr: 4.000e-02, eta: 5:52:32, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4584, top5_acc: 0.7359, loss_cls: 2.1959, loss: 2.1959, grad_norm: 2.9986 2021-04-01 16:15:01,044 - mmaction - INFO - Epoch [11][560/660] lr: 4.000e-02, eta: 5:52:14, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4604, top5_acc: 0.7352, loss_cls: 2.2212, loss: 2.2212, grad_norm: 3.1142 2021-04-01 16:15:16,688 - mmaction - INFO - Epoch [11][580/660] lr: 4.000e-02, eta: 5:51:55, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4580, top5_acc: 0.7344, loss_cls: 2.1966, loss: 2.1966, grad_norm: 3.0056 2021-04-01 16:15:32,398 - mmaction - INFO - Epoch [11][600/660] lr: 4.000e-02, eta: 5:51:36, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4547, top5_acc: 0.7340, loss_cls: 2.2140, loss: 2.2140, grad_norm: 3.0629 2021-04-01 16:15:48,161 - mmaction - INFO - Epoch [11][620/660] lr: 4.000e-02, eta: 5:51:18, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4535, top5_acc: 0.7301, loss_cls: 2.2114, loss: 2.2114, grad_norm: 2.9990 2021-04-01 16:16:04,075 - mmaction - INFO - Epoch [11][640/660] lr: 4.000e-02, eta: 5:51:00, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.4598, top5_acc: 0.7314, loss_cls: 2.2155, loss: 2.2155, grad_norm: 3.0357 2021-04-01 16:16:19,749 - mmaction - INFO - Epoch [11][660/660] lr: 4.000e-02, eta: 5:50:41, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4634, top5_acc: 0.7327, loss_cls: 2.2213, loss: 2.2213, grad_norm: 3.0690 2021-04-01 16:16:20,461 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-01 16:16:57,299 - mmaction - INFO - Epoch [12][20/660] lr: 4.000e-02, eta: 5:51:28, time: 1.714, data_time: 0.953, memory: 9795, top1_acc: 0.4783, top5_acc: 0.7512, loss_cls: 2.0966, loss: 2.0966, grad_norm: 3.1232 2021-04-01 16:17:12,724 - mmaction - INFO - Epoch [12][40/660] lr: 4.000e-02, eta: 5:51:08, time: 0.771, data_time: 0.001, memory: 9795, top1_acc: 0.4814, top5_acc: 0.7486, loss_cls: 2.0917, loss: 2.0917, grad_norm: 3.0570 2021-04-01 16:17:28,286 - mmaction - INFO - Epoch [12][60/660] lr: 4.000e-02, eta: 5:50:49, time: 0.778, data_time: 0.003, memory: 9795, top1_acc: 0.4582, top5_acc: 0.7289, loss_cls: 2.2051, loss: 2.2051, grad_norm: 3.1413 2021-04-01 16:17:43,893 - mmaction - INFO - Epoch [12][80/660] lr: 4.000e-02, eta: 5:50:30, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4592, top5_acc: 0.7367, loss_cls: 2.1924, loss: 2.1924, grad_norm: 3.0253 2021-04-01 16:17:59,679 - mmaction - INFO - Epoch [12][100/660] lr: 4.000e-02, eta: 5:50:11, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4633, top5_acc: 0.7404, loss_cls: 2.1672, loss: 2.1672, grad_norm: 3.0907 2021-04-01 16:18:15,468 - mmaction - INFO - Epoch [12][120/660] lr: 4.000e-02, eta: 5:49:53, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4787, top5_acc: 0.7398, loss_cls: 2.1387, loss: 2.1387, grad_norm: 3.1128 2021-04-01 16:18:31,282 - mmaction - INFO - Epoch [12][140/660] lr: 4.000e-02, eta: 5:49:34, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4793, top5_acc: 0.7479, loss_cls: 2.1254, loss: 2.1254, grad_norm: 3.1282 2021-04-01 16:18:46,960 - mmaction - INFO - Epoch [12][160/660] lr: 4.000e-02, eta: 5:49:15, time: 0.783, data_time: 0.000, memory: 9795, top1_acc: 0.4725, top5_acc: 0.7393, loss_cls: 2.1561, loss: 2.1561, grad_norm: 3.1573 2021-04-01 16:19:02,802 - mmaction - INFO - Epoch [12][180/660] lr: 4.000e-02, eta: 5:48:57, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4684, top5_acc: 0.7432, loss_cls: 2.1642, loss: 2.1642, grad_norm: 3.0731 2021-04-01 16:19:18,601 - mmaction - INFO - Epoch [12][200/660] lr: 4.000e-02, eta: 5:48:39, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4676, top5_acc: 0.7398, loss_cls: 2.1417, loss: 2.1417, grad_norm: 3.1398 2021-04-01 16:19:34,346 - mmaction - INFO - Epoch [12][220/660] lr: 4.000e-02, eta: 5:48:20, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4646, top5_acc: 0.7445, loss_cls: 2.1412, loss: 2.1412, grad_norm: 3.0701 2021-04-01 16:19:50,231 - mmaction - INFO - Epoch [12][240/660] lr: 4.000e-02, eta: 5:48:02, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.4566, top5_acc: 0.7305, loss_cls: 2.2147, loss: 2.2147, grad_norm: 3.1491 2021-04-01 16:20:05,985 - mmaction - INFO - Epoch [12][260/660] lr: 4.000e-02, eta: 5:47:44, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4619, top5_acc: 0.7383, loss_cls: 2.1833, loss: 2.1833, grad_norm: 3.0707 2021-04-01 16:20:21,960 - mmaction - INFO - Epoch [12][280/660] lr: 4.000e-02, eta: 5:47:26, time: 0.799, data_time: 0.003, memory: 9795, top1_acc: 0.4676, top5_acc: 0.7334, loss_cls: 2.1955, loss: 2.1955, grad_norm: 3.0895 2021-04-01 16:20:37,740 - mmaction - INFO - Epoch [12][300/660] lr: 4.000e-02, eta: 5:47:08, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4691, top5_acc: 0.7467, loss_cls: 2.1490, loss: 2.1490, grad_norm: 3.1066 2021-04-01 16:20:53,557 - mmaction - INFO - Epoch [12][320/660] lr: 4.000e-02, eta: 5:46:49, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4437, top5_acc: 0.7334, loss_cls: 2.2304, loss: 2.2304, grad_norm: 3.0961 2021-04-01 16:21:09,262 - mmaction - INFO - Epoch [12][340/660] lr: 4.000e-02, eta: 5:46:31, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4713, top5_acc: 0.7428, loss_cls: 2.1514, loss: 2.1514, grad_norm: 3.1487 2021-04-01 16:21:24,875 - mmaction - INFO - Epoch [12][360/660] lr: 4.000e-02, eta: 5:46:12, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4652, top5_acc: 0.7361, loss_cls: 2.1752, loss: 2.1752, grad_norm: 2.9969 2021-04-01 16:21:40,670 - mmaction - INFO - Epoch [12][380/660] lr: 4.000e-02, eta: 5:45:54, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4781, top5_acc: 0.7418, loss_cls: 2.1524, loss: 2.1524, grad_norm: 3.0380 2021-04-01 16:21:56,618 - mmaction - INFO - Epoch [12][400/660] lr: 4.000e-02, eta: 5:45:36, time: 0.797, data_time: 0.006, memory: 9795, top1_acc: 0.4709, top5_acc: 0.7398, loss_cls: 2.1697, loss: 2.1697, grad_norm: 3.0600 2021-04-01 16:22:12,237 - mmaction - INFO - Epoch [12][420/660] lr: 4.000e-02, eta: 5:45:17, time: 0.781, data_time: 0.002, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7523, loss_cls: 2.1133, loss: 2.1133, grad_norm: 3.1278 2021-04-01 16:22:27,945 - mmaction - INFO - Epoch [12][440/660] lr: 4.000e-02, eta: 5:44:58, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4701, top5_acc: 0.7467, loss_cls: 2.1513, loss: 2.1513, grad_norm: 3.1027 2021-04-01 16:22:43,715 - mmaction - INFO - Epoch [12][460/660] lr: 4.000e-02, eta: 5:44:40, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4680, top5_acc: 0.7482, loss_cls: 2.1306, loss: 2.1306, grad_norm: 3.0835 2021-04-01 16:22:59,446 - mmaction - INFO - Epoch [12][480/660] lr: 4.000e-02, eta: 5:44:22, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4688, top5_acc: 0.7426, loss_cls: 2.1608, loss: 2.1608, grad_norm: 3.1081 2021-04-01 16:23:15,290 - mmaction - INFO - Epoch [12][500/660] lr: 4.000e-02, eta: 5:44:04, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4635, top5_acc: 0.7373, loss_cls: 2.1689, loss: 2.1689, grad_norm: 3.0320 2021-04-01 16:23:31,116 - mmaction - INFO - Epoch [12][520/660] lr: 4.000e-02, eta: 5:43:46, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4795, top5_acc: 0.7518, loss_cls: 2.1171, loss: 2.1171, grad_norm: 3.1310 2021-04-01 16:23:46,801 - mmaction - INFO - Epoch [12][540/660] lr: 4.000e-02, eta: 5:43:27, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4672, top5_acc: 0.7357, loss_cls: 2.1672, loss: 2.1672, grad_norm: 3.0179 2021-04-01 16:24:02,589 - mmaction - INFO - Epoch [12][560/660] lr: 4.000e-02, eta: 5:43:09, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4676, top5_acc: 0.7443, loss_cls: 2.1600, loss: 2.1600, grad_norm: 3.0767 2021-04-01 16:24:18,454 - mmaction - INFO - Epoch [12][580/660] lr: 4.000e-02, eta: 5:42:51, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7420, loss_cls: 2.1217, loss: 2.1217, grad_norm: 3.1421 2021-04-01 16:24:34,245 - mmaction - INFO - Epoch [12][600/660] lr: 4.000e-02, eta: 5:42:33, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4617, top5_acc: 0.7369, loss_cls: 2.1871, loss: 2.1871, grad_norm: 3.1850 2021-04-01 16:24:50,009 - mmaction - INFO - Epoch [12][620/660] lr: 4.000e-02, eta: 5:42:15, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4650, top5_acc: 0.7396, loss_cls: 2.1747, loss: 2.1747, grad_norm: 3.1170 2021-04-01 16:25:05,829 - mmaction - INFO - Epoch [12][640/660] lr: 4.000e-02, eta: 5:41:57, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4785, top5_acc: 0.7438, loss_cls: 2.1488, loss: 2.1488, grad_norm: 3.0355 2021-04-01 16:25:21,389 - mmaction - INFO - Epoch [12][660/660] lr: 4.000e-02, eta: 5:41:38, time: 0.778, data_time: 0.000, memory: 9795, top1_acc: 0.4631, top5_acc: 0.7439, loss_cls: 2.1514, loss: 2.1514, grad_norm: 3.1199 2021-04-01 16:25:22,187 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-01 16:25:58,173 - mmaction - INFO - Epoch [13][20/660] lr: 4.000e-02, eta: 5:42:18, time: 1.720, data_time: 0.941, memory: 9795, top1_acc: 0.4910, top5_acc: 0.7600, loss_cls: 2.0635, loss: 2.0635, grad_norm: 3.0029 2021-04-01 16:26:13,540 - mmaction - INFO - Epoch [13][40/660] lr: 4.000e-02, eta: 5:41:59, time: 0.768, data_time: 0.001, memory: 9795, top1_acc: 0.4877, top5_acc: 0.7533, loss_cls: 2.0861, loss: 2.0861, grad_norm: 3.1150 2021-04-01 16:26:28,995 - mmaction - INFO - Epoch [13][60/660] lr: 4.000e-02, eta: 5:41:40, time: 0.774, data_time: 0.003, memory: 9795, top1_acc: 0.4699, top5_acc: 0.7432, loss_cls: 2.1415, loss: 2.1415, grad_norm: 3.0637 2021-04-01 16:26:44,701 - mmaction - INFO - Epoch [13][80/660] lr: 4.000e-02, eta: 5:41:21, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4783, top5_acc: 0.7463, loss_cls: 2.1320, loss: 2.1320, grad_norm: 3.1005 2021-04-01 16:27:00,432 - mmaction - INFO - Epoch [13][100/660] lr: 4.000e-02, eta: 5:41:03, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4879, top5_acc: 0.7545, loss_cls: 2.0839, loss: 2.0839, grad_norm: 3.1472 2021-04-01 16:27:16,143 - mmaction - INFO - Epoch [13][120/660] lr: 4.000e-02, eta: 5:40:44, time: 0.786, data_time: 0.000, memory: 9795, top1_acc: 0.4795, top5_acc: 0.7426, loss_cls: 2.1366, loss: 2.1366, grad_norm: 3.1743 2021-04-01 16:27:31,878 - mmaction - INFO - Epoch [13][140/660] lr: 4.000e-02, eta: 5:40:26, time: 0.786, data_time: 0.000, memory: 9795, top1_acc: 0.4834, top5_acc: 0.7465, loss_cls: 2.1269, loss: 2.1269, grad_norm: 3.2644 2021-04-01 16:27:47,594 - mmaction - INFO - Epoch [13][160/660] lr: 4.000e-02, eta: 5:40:07, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4814, top5_acc: 0.7510, loss_cls: 2.1335, loss: 2.1335, grad_norm: 3.0661 2021-04-01 16:28:03,386 - mmaction - INFO - Epoch [13][180/660] lr: 4.000e-02, eta: 5:39:49, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4705, top5_acc: 0.7480, loss_cls: 2.1151, loss: 2.1151, grad_norm: 3.1315 2021-04-01 16:28:19,140 - mmaction - INFO - Epoch [13][200/660] lr: 4.000e-02, eta: 5:39:31, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4764, top5_acc: 0.7400, loss_cls: 2.1663, loss: 2.1663, grad_norm: 3.1853 2021-04-01 16:28:34,780 - mmaction - INFO - Epoch [13][220/660] lr: 4.000e-02, eta: 5:39:12, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4754, top5_acc: 0.7398, loss_cls: 2.1357, loss: 2.1357, grad_norm: 3.0901 2021-04-01 16:28:50,585 - mmaction - INFO - Epoch [13][240/660] lr: 4.000e-02, eta: 5:38:54, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4771, top5_acc: 0.7490, loss_cls: 2.1259, loss: 2.1259, grad_norm: 3.0481 2021-04-01 16:29:06,216 - mmaction - INFO - Epoch [13][260/660] lr: 4.000e-02, eta: 5:38:35, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7561, loss_cls: 2.0934, loss: 2.0934, grad_norm: 3.1417 2021-04-01 16:29:21,959 - mmaction - INFO - Epoch [13][280/660] lr: 4.000e-02, eta: 5:38:17, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4729, top5_acc: 0.7473, loss_cls: 2.1251, loss: 2.1251, grad_norm: 3.1175 2021-04-01 16:29:37,597 - mmaction - INFO - Epoch [13][300/660] lr: 4.000e-02, eta: 5:37:59, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7416, loss_cls: 2.1480, loss: 2.1480, grad_norm: 3.0770 2021-04-01 16:29:53,483 - mmaction - INFO - Epoch [13][320/660] lr: 4.000e-02, eta: 5:37:41, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.4838, top5_acc: 0.7449, loss_cls: 2.1129, loss: 2.1129, grad_norm: 3.1865 2021-04-01 16:30:09,293 - mmaction - INFO - Epoch [13][340/660] lr: 4.000e-02, eta: 5:37:23, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4781, top5_acc: 0.7455, loss_cls: 2.1222, loss: 2.1222, grad_norm: 3.0627 2021-04-01 16:30:24,982 - mmaction - INFO - Epoch [13][360/660] lr: 4.000e-02, eta: 5:37:04, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4818, top5_acc: 0.7473, loss_cls: 2.1168, loss: 2.1168, grad_norm: 3.1017 2021-04-01 16:30:40,703 - mmaction - INFO - Epoch [13][380/660] lr: 4.000e-02, eta: 5:36:46, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4732, top5_acc: 0.7414, loss_cls: 2.1594, loss: 2.1594, grad_norm: 3.1372 2021-04-01 16:30:56,414 - mmaction - INFO - Epoch [13][400/660] lr: 4.000e-02, eta: 5:36:28, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4791, top5_acc: 0.7375, loss_cls: 2.1460, loss: 2.1460, grad_norm: 3.0089 2021-04-01 16:31:12,098 - mmaction - INFO - Epoch [13][420/660] lr: 4.000e-02, eta: 5:36:09, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4727, top5_acc: 0.7422, loss_cls: 2.1475, loss: 2.1475, grad_norm: 3.1201 2021-04-01 16:31:27,883 - mmaction - INFO - Epoch [13][440/660] lr: 4.000e-02, eta: 5:35:51, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4703, top5_acc: 0.7449, loss_cls: 2.1374, loss: 2.1374, grad_norm: 3.0664 2021-04-01 16:31:43,507 - mmaction - INFO - Epoch [13][460/660] lr: 4.000e-02, eta: 5:35:33, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4799, top5_acc: 0.7490, loss_cls: 2.1155, loss: 2.1155, grad_norm: 3.1447 2021-04-01 16:31:59,105 - mmaction - INFO - Epoch [13][480/660] lr: 4.000e-02, eta: 5:35:14, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.4895, top5_acc: 0.7562, loss_cls: 2.0779, loss: 2.0779, grad_norm: 3.0718 2021-04-01 16:32:14,952 - mmaction - INFO - Epoch [13][500/660] lr: 4.000e-02, eta: 5:34:57, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7523, loss_cls: 2.0943, loss: 2.0943, grad_norm: 3.0978 2021-04-01 16:32:30,569 - mmaction - INFO - Epoch [13][520/660] lr: 4.000e-02, eta: 5:34:38, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4842, top5_acc: 0.7514, loss_cls: 2.1141, loss: 2.1141, grad_norm: 3.1254 2021-04-01 16:32:46,214 - mmaction - INFO - Epoch [13][540/660] lr: 4.000e-02, eta: 5:34:20, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4775, top5_acc: 0.7480, loss_cls: 2.1309, loss: 2.1309, grad_norm: 3.0931 2021-04-01 16:33:01,806 - mmaction - INFO - Epoch [13][560/660] lr: 4.000e-02, eta: 5:34:01, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.4777, top5_acc: 0.7490, loss_cls: 2.1315, loss: 2.1315, grad_norm: 3.0345 2021-04-01 16:33:17,589 - mmaction - INFO - Epoch [13][580/660] lr: 4.000e-02, eta: 5:33:43, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4764, top5_acc: 0.7432, loss_cls: 2.1247, loss: 2.1247, grad_norm: 3.2276 2021-04-01 16:33:33,277 - mmaction - INFO - Epoch [13][600/660] lr: 4.000e-02, eta: 5:33:25, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4729, top5_acc: 0.7436, loss_cls: 2.1401, loss: 2.1401, grad_norm: 3.0125 2021-04-01 16:33:49,046 - mmaction - INFO - Epoch [13][620/660] lr: 4.000e-02, eta: 5:33:07, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4688, top5_acc: 0.7527, loss_cls: 2.1143, loss: 2.1143, grad_norm: 3.0857 2021-04-01 16:34:04,790 - mmaction - INFO - Epoch [13][640/660] lr: 4.000e-02, eta: 5:32:49, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7426, loss_cls: 2.1254, loss: 2.1254, grad_norm: 3.1177 2021-04-01 16:34:20,434 - mmaction - INFO - Epoch [13][660/660] lr: 4.000e-02, eta: 5:32:30, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4744, top5_acc: 0.7451, loss_cls: 2.1421, loss: 2.1421, grad_norm: 3.1359 2021-04-01 16:34:21,244 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-01 16:34:56,805 - mmaction - INFO - Epoch [14][20/660] lr: 4.000e-02, eta: 5:33:07, time: 1.745, data_time: 0.970, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7621, loss_cls: 2.0183, loss: 2.0183, grad_norm: 3.1478 2021-04-01 16:35:12,157 - mmaction - INFO - Epoch [14][40/660] lr: 4.000e-02, eta: 5:32:48, time: 0.768, data_time: 0.001, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7564, loss_cls: 2.0316, loss: 2.0316, grad_norm: 3.0691 2021-04-01 16:35:27,609 - mmaction - INFO - Epoch [14][60/660] lr: 4.000e-02, eta: 5:32:29, time: 0.772, data_time: 0.003, memory: 9795, top1_acc: 0.5035, top5_acc: 0.7637, loss_cls: 2.0200, loss: 2.0200, grad_norm: 3.1941 2021-04-01 16:35:43,257 - mmaction - INFO - Epoch [14][80/660] lr: 4.000e-02, eta: 5:32:10, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4850, top5_acc: 0.7576, loss_cls: 2.0819, loss: 2.0819, grad_norm: 3.0667 2021-04-01 16:35:58,885 - mmaction - INFO - Epoch [14][100/660] lr: 4.000e-02, eta: 5:31:52, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4834, top5_acc: 0.7492, loss_cls: 2.1057, loss: 2.1057, grad_norm: 3.1131 2021-04-01 16:36:14,667 - mmaction - INFO - Epoch [14][120/660] lr: 4.000e-02, eta: 5:31:34, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4748, top5_acc: 0.7500, loss_cls: 2.1153, loss: 2.1153, grad_norm: 3.1158 2021-04-01 16:36:30,396 - mmaction - INFO - Epoch [14][140/660] lr: 4.000e-02, eta: 5:31:15, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4873, top5_acc: 0.7631, loss_cls: 2.0624, loss: 2.0624, grad_norm: 3.1934 2021-04-01 16:36:46,028 - mmaction - INFO - Epoch [14][160/660] lr: 4.000e-02, eta: 5:30:57, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4857, top5_acc: 0.7574, loss_cls: 2.0768, loss: 2.0768, grad_norm: 3.0970 2021-04-01 16:37:01,641 - mmaction - INFO - Epoch [14][180/660] lr: 4.000e-02, eta: 5:30:39, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4854, top5_acc: 0.7604, loss_cls: 2.0813, loss: 2.0813, grad_norm: 3.1701 2021-04-01 16:37:17,440 - mmaction - INFO - Epoch [14][200/660] lr: 4.000e-02, eta: 5:30:21, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4848, top5_acc: 0.7588, loss_cls: 2.0766, loss: 2.0766, grad_norm: 3.1141 2021-04-01 16:37:33,278 - mmaction - INFO - Epoch [14][220/660] lr: 4.000e-02, eta: 5:30:03, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.4834, top5_acc: 0.7453, loss_cls: 2.1011, loss: 2.1011, grad_norm: 3.0917 2021-04-01 16:37:49,073 - mmaction - INFO - Epoch [14][240/660] lr: 4.000e-02, eta: 5:29:45, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4809, top5_acc: 0.7533, loss_cls: 2.0880, loss: 2.0880, grad_norm: 3.1337 2021-04-01 16:38:04,812 - mmaction - INFO - Epoch [14][260/660] lr: 4.000e-02, eta: 5:29:27, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7529, loss_cls: 2.0780, loss: 2.0780, grad_norm: 3.0730 2021-04-01 16:38:20,506 - mmaction - INFO - Epoch [14][280/660] lr: 4.000e-02, eta: 5:29:09, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7543, loss_cls: 2.0829, loss: 2.0829, grad_norm: 3.1206 2021-04-01 16:38:36,243 - mmaction - INFO - Epoch [14][300/660] lr: 4.000e-02, eta: 5:28:50, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7541, loss_cls: 2.0953, loss: 2.0953, grad_norm: 3.0757 2021-04-01 16:38:51,934 - mmaction - INFO - Epoch [14][320/660] lr: 4.000e-02, eta: 5:28:32, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7574, loss_cls: 2.0726, loss: 2.0726, grad_norm: 3.1636 2021-04-01 16:39:07,680 - mmaction - INFO - Epoch [14][340/660] lr: 4.000e-02, eta: 5:28:14, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7508, loss_cls: 2.1181, loss: 2.1181, grad_norm: 3.1447 2021-04-01 16:39:23,406 - mmaction - INFO - Epoch [14][360/660] lr: 4.000e-02, eta: 5:27:56, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4707, top5_acc: 0.7471, loss_cls: 2.1290, loss: 2.1290, grad_norm: 3.1737 2021-04-01 16:39:38,985 - mmaction - INFO - Epoch [14][380/660] lr: 4.000e-02, eta: 5:27:38, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.4793, top5_acc: 0.7482, loss_cls: 2.1334, loss: 2.1334, grad_norm: 3.0955 2021-04-01 16:39:54,653 - mmaction - INFO - Epoch [14][400/660] lr: 4.000e-02, eta: 5:27:20, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4807, top5_acc: 0.7453, loss_cls: 2.1093, loss: 2.1093, grad_norm: 3.0130 2021-04-01 16:40:10,331 - mmaction - INFO - Epoch [14][420/660] lr: 4.000e-02, eta: 5:27:01, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4838, top5_acc: 0.7584, loss_cls: 2.0753, loss: 2.0753, grad_norm: 3.1823 2021-04-01 16:40:26,028 - mmaction - INFO - Epoch [14][440/660] lr: 4.000e-02, eta: 5:26:43, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7492, loss_cls: 2.0951, loss: 2.0951, grad_norm: 3.0864 2021-04-01 16:40:41,742 - mmaction - INFO - Epoch [14][460/660] lr: 4.000e-02, eta: 5:26:25, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4684, top5_acc: 0.7492, loss_cls: 2.1517, loss: 2.1517, grad_norm: 3.1581 2021-04-01 16:40:57,517 - mmaction - INFO - Epoch [14][480/660] lr: 4.000e-02, eta: 5:26:07, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7404, loss_cls: 2.1391, loss: 2.1391, grad_norm: 3.0741 2021-04-01 16:41:13,219 - mmaction - INFO - Epoch [14][500/660] lr: 4.000e-02, eta: 5:25:49, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4904, top5_acc: 0.7568, loss_cls: 2.0877, loss: 2.0877, grad_norm: 3.1169 2021-04-01 16:41:28,900 - mmaction - INFO - Epoch [14][520/660] lr: 4.000e-02, eta: 5:25:31, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4887, top5_acc: 0.7498, loss_cls: 2.1025, loss: 2.1025, grad_norm: 3.1114 2021-04-01 16:41:44,686 - mmaction - INFO - Epoch [14][540/660] lr: 4.000e-02, eta: 5:25:14, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7516, loss_cls: 2.1110, loss: 2.1110, grad_norm: 3.1660 2021-04-01 16:42:00,435 - mmaction - INFO - Epoch [14][560/660] lr: 4.000e-02, eta: 5:24:56, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7551, loss_cls: 2.1026, loss: 2.1026, grad_norm: 3.0673 2021-04-01 16:42:16,152 - mmaction - INFO - Epoch [14][580/660] lr: 4.000e-02, eta: 5:24:38, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7482, loss_cls: 2.1223, loss: 2.1223, grad_norm: 3.1137 2021-04-01 16:42:31,812 - mmaction - INFO - Epoch [14][600/660] lr: 4.000e-02, eta: 5:24:20, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4885, top5_acc: 0.7648, loss_cls: 2.0630, loss: 2.0630, grad_norm: 3.1304 2021-04-01 16:42:47,522 - mmaction - INFO - Epoch [14][620/660] lr: 4.000e-02, eta: 5:24:02, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4787, top5_acc: 0.7504, loss_cls: 2.1315, loss: 2.1315, grad_norm: 3.1331 2021-04-01 16:43:03,206 - mmaction - INFO - Epoch [14][640/660] lr: 4.000e-02, eta: 5:23:44, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4826, top5_acc: 0.7453, loss_cls: 2.1314, loss: 2.1314, grad_norm: 3.1669 2021-04-01 16:43:18,746 - mmaction - INFO - Epoch [14][660/660] lr: 4.000e-02, eta: 5:23:25, time: 0.776, data_time: 0.001, memory: 9795, top1_acc: 0.4654, top5_acc: 0.7439, loss_cls: 2.1365, loss: 2.1365, grad_norm: 3.1148 2021-04-01 16:43:19,486 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-01 16:43:54,557 - mmaction - INFO - Epoch [15][20/660] lr: 4.000e-02, eta: 5:23:54, time: 1.706, data_time: 0.900, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7508, loss_cls: 2.0742, loss: 2.0742, grad_norm: 3.1369 2021-04-01 16:44:09,813 - mmaction - INFO - Epoch [15][40/660] lr: 4.000e-02, eta: 5:23:35, time: 0.763, data_time: 0.001, memory: 9795, top1_acc: 0.4912, top5_acc: 0.7646, loss_cls: 2.0302, loss: 2.0302, grad_norm: 3.1228 2021-04-01 16:44:25,443 - mmaction - INFO - Epoch [15][60/660] lr: 4.000e-02, eta: 5:23:17, time: 0.782, data_time: 0.003, memory: 9795, top1_acc: 0.4986, top5_acc: 0.7627, loss_cls: 2.0320, loss: 2.0320, grad_norm: 3.1610 2021-04-01 16:44:41,113 - mmaction - INFO - Epoch [15][80/660] lr: 4.000e-02, eta: 5:22:59, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7650, loss_cls: 2.0418, loss: 2.0418, grad_norm: 3.1131 2021-04-01 16:44:56,799 - mmaction - INFO - Epoch [15][100/660] lr: 4.000e-02, eta: 5:22:41, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4988, top5_acc: 0.7584, loss_cls: 2.0499, loss: 2.0499, grad_norm: 3.0601 2021-04-01 16:45:12,592 - mmaction - INFO - Epoch [15][120/660] lr: 4.000e-02, eta: 5:22:23, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4854, top5_acc: 0.7523, loss_cls: 2.0840, loss: 2.0840, grad_norm: 3.2535 2021-04-01 16:45:28,302 - mmaction - INFO - Epoch [15][140/660] lr: 4.000e-02, eta: 5:22:05, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4928, top5_acc: 0.7611, loss_cls: 2.0610, loss: 2.0610, grad_norm: 3.1257 2021-04-01 16:45:44,048 - mmaction - INFO - Epoch [15][160/660] lr: 4.000e-02, eta: 5:21:47, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7648, loss_cls: 2.0240, loss: 2.0240, grad_norm: 3.1103 2021-04-01 16:45:59,766 - mmaction - INFO - Epoch [15][180/660] lr: 4.000e-02, eta: 5:21:29, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4857, top5_acc: 0.7529, loss_cls: 2.1064, loss: 2.1064, grad_norm: 3.0911 2021-04-01 16:46:15,549 - mmaction - INFO - Epoch [15][200/660] lr: 4.000e-02, eta: 5:21:11, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4965, top5_acc: 0.7537, loss_cls: 2.0822, loss: 2.0822, grad_norm: 3.1355 2021-04-01 16:46:31,232 - mmaction - INFO - Epoch [15][220/660] lr: 4.000e-02, eta: 5:20:53, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4893, top5_acc: 0.7543, loss_cls: 2.0730, loss: 2.0730, grad_norm: 3.1369 2021-04-01 16:46:46,849 - mmaction - INFO - Epoch [15][240/660] lr: 4.000e-02, eta: 5:20:35, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4889, top5_acc: 0.7527, loss_cls: 2.0840, loss: 2.0840, grad_norm: 3.1178 2021-04-01 16:47:02,509 - mmaction - INFO - Epoch [15][260/660] lr: 4.000e-02, eta: 5:20:17, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4838, top5_acc: 0.7488, loss_cls: 2.0980, loss: 2.0980, grad_norm: 3.0736 2021-04-01 16:47:18,294 - mmaction - INFO - Epoch [15][280/660] lr: 4.000e-02, eta: 5:19:59, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4910, top5_acc: 0.7578, loss_cls: 2.0490, loss: 2.0490, grad_norm: 3.1862 2021-04-01 16:47:34,013 - mmaction - INFO - Epoch [15][300/660] lr: 4.000e-02, eta: 5:19:41, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4832, top5_acc: 0.7541, loss_cls: 2.0762, loss: 2.0762, grad_norm: 3.2443 2021-04-01 16:47:49,783 - mmaction - INFO - Epoch [15][320/660] lr: 4.000e-02, eta: 5:19:23, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7467, loss_cls: 2.1230, loss: 2.1230, grad_norm: 3.1457 2021-04-01 16:48:05,429 - mmaction - INFO - Epoch [15][340/660] lr: 4.000e-02, eta: 5:19:05, time: 0.781, data_time: 0.000, memory: 9795, top1_acc: 0.4996, top5_acc: 0.7623, loss_cls: 2.0430, loss: 2.0430, grad_norm: 3.0732 2021-04-01 16:48:21,152 - mmaction - INFO - Epoch [15][360/660] lr: 4.000e-02, eta: 5:18:47, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4893, top5_acc: 0.7475, loss_cls: 2.0782, loss: 2.0782, grad_norm: 3.1029 2021-04-01 16:48:36,960 - mmaction - INFO - Epoch [15][380/660] lr: 4.000e-02, eta: 5:18:30, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4980, top5_acc: 0.7615, loss_cls: 2.0420, loss: 2.0420, grad_norm: 3.0769 2021-04-01 16:48:52,745 - mmaction - INFO - Epoch [15][400/660] lr: 4.000e-02, eta: 5:18:12, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4893, top5_acc: 0.7643, loss_cls: 2.0462, loss: 2.0462, grad_norm: 3.1426 2021-04-01 16:49:08,454 - mmaction - INFO - Epoch [15][420/660] lr: 4.000e-02, eta: 5:17:54, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4869, top5_acc: 0.7508, loss_cls: 2.0931, loss: 2.0931, grad_norm: 3.2076 2021-04-01 16:49:24,199 - mmaction - INFO - Epoch [15][440/660] lr: 4.000e-02, eta: 5:17:36, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4807, top5_acc: 0.7461, loss_cls: 2.1071, loss: 2.1071, grad_norm: 3.0830 2021-04-01 16:49:39,800 - mmaction - INFO - Epoch [15][460/660] lr: 4.000e-02, eta: 5:17:18, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7592, loss_cls: 2.0358, loss: 2.0358, grad_norm: 3.1344 2021-04-01 16:49:55,454 - mmaction - INFO - Epoch [15][480/660] lr: 4.000e-02, eta: 5:17:00, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4949, top5_acc: 0.7670, loss_cls: 2.0233, loss: 2.0233, grad_norm: 3.0703 2021-04-01 16:50:11,134 - mmaction - INFO - Epoch [15][500/660] lr: 4.000e-02, eta: 5:16:42, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4824, top5_acc: 0.7590, loss_cls: 2.0650, loss: 2.0650, grad_norm: 3.1250 2021-04-01 16:50:26,875 - mmaction - INFO - Epoch [15][520/660] lr: 4.000e-02, eta: 5:16:25, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4916, top5_acc: 0.7518, loss_cls: 2.0666, loss: 2.0666, grad_norm: 3.0385 2021-04-01 16:50:42,375 - mmaction - INFO - Epoch [15][540/660] lr: 4.000e-02, eta: 5:16:06, time: 0.775, data_time: 0.001, memory: 9795, top1_acc: 0.5041, top5_acc: 0.7590, loss_cls: 2.0513, loss: 2.0513, grad_norm: 3.0701 2021-04-01 16:50:58,088 - mmaction - INFO - Epoch [15][560/660] lr: 4.000e-02, eta: 5:15:48, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4861, top5_acc: 0.7635, loss_cls: 2.0487, loss: 2.0487, grad_norm: 3.0579 2021-04-01 16:51:13,754 - mmaction - INFO - Epoch [15][580/660] lr: 4.000e-02, eta: 5:15:31, time: 0.782, data_time: 0.000, memory: 9795, top1_acc: 0.4918, top5_acc: 0.7586, loss_cls: 2.0669, loss: 2.0669, grad_norm: 3.0881 2021-04-01 16:51:29,434 - mmaction - INFO - Epoch [15][600/660] lr: 4.000e-02, eta: 5:15:13, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4971, top5_acc: 0.7686, loss_cls: 2.0229, loss: 2.0229, grad_norm: 3.1059 2021-04-01 16:51:45,094 - mmaction - INFO - Epoch [15][620/660] lr: 4.000e-02, eta: 5:14:55, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4758, top5_acc: 0.7529, loss_cls: 2.0831, loss: 2.0831, grad_norm: 3.1788 2021-04-01 16:52:00,946 - mmaction - INFO - Epoch [15][640/660] lr: 4.000e-02, eta: 5:14:37, time: 0.791, data_time: 0.000, memory: 9795, top1_acc: 0.4947, top5_acc: 0.7588, loss_cls: 2.0359, loss: 2.0359, grad_norm: 3.1744 2021-04-01 16:52:16,660 - mmaction - INFO - Epoch [15][660/660] lr: 4.000e-02, eta: 5:14:20, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.4937, top5_acc: 0.7563, loss_cls: 2.0705, loss: 2.0705, grad_norm: 3.1386 2021-04-01 16:52:17,416 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-01 16:52:52,698 - mmaction - INFO - Epoch [16][20/660] lr: 4.000e-02, eta: 5:14:45, time: 1.717, data_time: 0.931, memory: 9795, top1_acc: 0.4953, top5_acc: 0.7656, loss_cls: 2.0321, loss: 2.0321, grad_norm: 3.1059 2021-04-01 16:53:08,051 - mmaction - INFO - Epoch [16][40/660] lr: 4.000e-02, eta: 5:14:26, time: 0.767, data_time: 0.001, memory: 9795, top1_acc: 0.4979, top5_acc: 0.7604, loss_cls: 2.0168, loss: 2.0168, grad_norm: 3.1731 2021-04-01 16:53:23,575 - mmaction - INFO - Epoch [16][60/660] lr: 4.000e-02, eta: 5:14:08, time: 0.776, data_time: 0.003, memory: 9795, top1_acc: 0.5035, top5_acc: 0.7582, loss_cls: 2.0391, loss: 2.0391, grad_norm: 3.0598 2021-04-01 16:53:39,189 - mmaction - INFO - Epoch [16][80/660] lr: 4.000e-02, eta: 5:13:50, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4998, top5_acc: 0.7646, loss_cls: 2.0190, loss: 2.0190, grad_norm: 3.0585 2021-04-01 16:53:54,869 - mmaction - INFO - Epoch [16][100/660] lr: 4.000e-02, eta: 5:13:32, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.5020, top5_acc: 0.7684, loss_cls: 1.9944, loss: 1.9944, grad_norm: 3.2197 2021-04-01 16:54:10,604 - mmaction - INFO - Epoch [16][120/660] lr: 4.000e-02, eta: 5:13:14, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.5076, top5_acc: 0.7654, loss_cls: 2.0107, loss: 2.0107, grad_norm: 3.1682 2021-04-01 16:54:26,361 - mmaction - INFO - Epoch [16][140/660] lr: 4.000e-02, eta: 5:12:57, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7564, loss_cls: 2.0502, loss: 2.0502, grad_norm: 3.1633 2021-04-01 16:54:42,067 - mmaction - INFO - Epoch [16][160/660] lr: 4.000e-02, eta: 5:12:39, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4998, top5_acc: 0.7664, loss_cls: 2.0318, loss: 2.0318, grad_norm: 3.1163 2021-04-01 16:54:57,924 - mmaction - INFO - Epoch [16][180/660] lr: 4.000e-02, eta: 5:12:21, time: 0.794, data_time: 0.002, memory: 9795, top1_acc: 0.4965, top5_acc: 0.7615, loss_cls: 2.0592, loss: 2.0592, grad_norm: 3.1698 2021-04-01 16:55:13,675 - mmaction - INFO - Epoch [16][200/660] lr: 4.000e-02, eta: 5:12:03, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4840, top5_acc: 0.7590, loss_cls: 2.0623, loss: 2.0623, grad_norm: 3.1584 2021-04-01 16:55:29,380 - mmaction - INFO - Epoch [16][220/660] lr: 4.000e-02, eta: 5:11:46, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.4824, top5_acc: 0.7508, loss_cls: 2.0816, loss: 2.0816, grad_norm: 3.1358 2021-04-01 16:55:45,072 - mmaction - INFO - Epoch [16][240/660] lr: 4.000e-02, eta: 5:11:28, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4941, top5_acc: 0.7582, loss_cls: 2.0483, loss: 2.0483, grad_norm: 3.2126 2021-04-01 16:56:00,797 - mmaction - INFO - Epoch [16][260/660] lr: 4.000e-02, eta: 5:11:10, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.4975, top5_acc: 0.7746, loss_cls: 2.0002, loss: 2.0002, grad_norm: 3.1000 2021-04-01 16:56:16,448 - mmaction - INFO - Epoch [16][280/660] lr: 4.000e-02, eta: 5:10:52, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7654, loss_cls: 2.0236, loss: 2.0236, grad_norm: 3.1571 2021-04-01 16:56:32,031 - mmaction - INFO - Epoch [16][300/660] lr: 4.000e-02, eta: 5:10:34, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7531, loss_cls: 2.0804, loss: 2.0804, grad_norm: 3.1759 2021-04-01 16:56:47,703 - mmaction - INFO - Epoch [16][320/660] lr: 4.000e-02, eta: 5:10:16, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4963, top5_acc: 0.7609, loss_cls: 2.0299, loss: 2.0299, grad_norm: 3.0727 2021-04-01 16:57:03,377 - mmaction - INFO - Epoch [16][340/660] lr: 4.000e-02, eta: 5:09:58, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4889, top5_acc: 0.7604, loss_cls: 2.0491, loss: 2.0491, grad_norm: 3.1004 2021-04-01 16:57:19,132 - mmaction - INFO - Epoch [16][360/660] lr: 4.000e-02, eta: 5:09:41, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7570, loss_cls: 2.0468, loss: 2.0468, grad_norm: 3.0886 2021-04-01 16:57:34,716 - mmaction - INFO - Epoch [16][380/660] lr: 4.000e-02, eta: 5:09:23, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.5004, top5_acc: 0.7668, loss_cls: 2.0231, loss: 2.0231, grad_norm: 3.1492 2021-04-01 16:57:50,418 - mmaction - INFO - Epoch [16][400/660] lr: 4.000e-02, eta: 5:09:05, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4924, top5_acc: 0.7568, loss_cls: 2.0634, loss: 2.0634, grad_norm: 3.1965 2021-04-01 16:58:06,064 - mmaction - INFO - Epoch [16][420/660] lr: 4.000e-02, eta: 5:08:47, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7535, loss_cls: 2.0668, loss: 2.0668, grad_norm: 3.1360 2021-04-01 16:58:21,716 - mmaction - INFO - Epoch [16][440/660] lr: 4.000e-02, eta: 5:08:29, time: 0.782, data_time: 0.000, memory: 9795, top1_acc: 0.4738, top5_acc: 0.7447, loss_cls: 2.1223, loss: 2.1223, grad_norm: 3.0874 2021-04-01 16:58:37,609 - mmaction - INFO - Epoch [16][460/660] lr: 4.000e-02, eta: 5:08:12, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.5111, top5_acc: 0.7656, loss_cls: 1.9879, loss: 1.9879, grad_norm: 3.1409 2021-04-01 16:58:53,280 - mmaction - INFO - Epoch [16][480/660] lr: 4.000e-02, eta: 5:07:54, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.4910, top5_acc: 0.7551, loss_cls: 2.0860, loss: 2.0860, grad_norm: 3.1488 2021-04-01 16:59:09,015 - mmaction - INFO - Epoch [16][500/660] lr: 4.000e-02, eta: 5:07:37, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4979, top5_acc: 0.7547, loss_cls: 2.0752, loss: 2.0752, grad_norm: 3.2327 2021-04-01 16:59:24,683 - mmaction - INFO - Epoch [16][520/660] lr: 4.000e-02, eta: 5:07:19, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4795, top5_acc: 0.7557, loss_cls: 2.0850, loss: 2.0850, grad_norm: 3.1320 2021-04-01 16:59:40,407 - mmaction - INFO - Epoch [16][540/660] lr: 4.000e-02, eta: 5:07:01, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.5051, top5_acc: 0.7605, loss_cls: 2.0554, loss: 2.0554, grad_norm: 3.0934 2021-04-01 16:59:56,069 - mmaction - INFO - Epoch [16][560/660] lr: 4.000e-02, eta: 5:06:43, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4744, top5_acc: 0.7576, loss_cls: 2.0852, loss: 2.0852, grad_norm: 3.1726 2021-04-01 17:00:11,787 - mmaction - INFO - Epoch [16][580/660] lr: 4.000e-02, eta: 5:06:26, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.5010, top5_acc: 0.7660, loss_cls: 2.0406, loss: 2.0406, grad_norm: 3.1390 2021-04-01 17:00:27,358 - mmaction - INFO - Epoch [16][600/660] lr: 4.000e-02, eta: 5:06:08, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.5021, top5_acc: 0.7660, loss_cls: 2.0235, loss: 2.0235, grad_norm: 3.2142 2021-04-01 17:00:43,095 - mmaction - INFO - Epoch [16][620/660] lr: 4.000e-02, eta: 5:05:50, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4906, top5_acc: 0.7605, loss_cls: 2.0459, loss: 2.0459, grad_norm: 3.0791 2021-04-01 17:00:58,884 - mmaction - INFO - Epoch [16][640/660] lr: 4.000e-02, eta: 5:05:33, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4965, top5_acc: 0.7660, loss_cls: 2.0510, loss: 2.0510, grad_norm: 3.1124 2021-04-01 17:01:14,437 - mmaction - INFO - Epoch [16][660/660] lr: 4.000e-02, eta: 5:05:15, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.4939, top5_acc: 0.7557, loss_cls: 2.0605, loss: 2.0605, grad_norm: 3.1509 2021-04-01 17:01:15,218 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-01 17:01:50,116 - mmaction - INFO - Epoch [17][20/660] lr: 4.000e-02, eta: 5:05:35, time: 1.687, data_time: 0.906, memory: 9795, top1_acc: 0.5033, top5_acc: 0.7703, loss_cls: 1.9987, loss: 1.9987, grad_norm: 3.0702 2021-04-01 17:02:05,529 - mmaction - INFO - Epoch [17][40/660] lr: 4.000e-02, eta: 5:05:17, time: 0.771, data_time: 0.001, memory: 9795, top1_acc: 0.4912, top5_acc: 0.7643, loss_cls: 2.0404, loss: 2.0404, grad_norm: 3.1511 2021-04-01 17:02:21,116 - mmaction - INFO - Epoch [17][60/660] lr: 4.000e-02, eta: 5:04:59, time: 0.778, data_time: 0.002, memory: 9795, top1_acc: 0.4998, top5_acc: 0.7697, loss_cls: 2.0011, loss: 2.0011, grad_norm: 3.1935 2021-04-01 17:02:36,675 - mmaction - INFO - Epoch [17][80/660] lr: 4.000e-02, eta: 5:04:41, time: 0.779, data_time: 0.002, memory: 9795, top1_acc: 0.5104, top5_acc: 0.7691, loss_cls: 1.9964, loss: 1.9964, grad_norm: 3.1515 2021-04-01 17:02:52,457 - mmaction - INFO - Epoch [17][100/660] lr: 4.000e-02, eta: 5:04:23, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4918, top5_acc: 0.7654, loss_cls: 2.0330, loss: 2.0330, grad_norm: 3.1289 2021-04-01 17:03:07,997 - mmaction - INFO - Epoch [17][120/660] lr: 4.000e-02, eta: 5:04:05, time: 0.777, data_time: 0.001, memory: 9795, top1_acc: 0.4877, top5_acc: 0.7613, loss_cls: 2.0685, loss: 2.0685, grad_norm: 3.1599 2021-04-01 17:03:23,766 - mmaction - INFO - Epoch [17][140/660] lr: 4.000e-02, eta: 5:03:48, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5025, top5_acc: 0.7627, loss_cls: 2.0035, loss: 2.0035, grad_norm: 3.1478 2021-04-01 17:03:39,477 - mmaction - INFO - Epoch [17][160/660] lr: 4.000e-02, eta: 5:03:30, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7576, loss_cls: 2.0482, loss: 2.0482, grad_norm: 3.1839 2021-04-01 17:03:55,344 - mmaction - INFO - Epoch [17][180/660] lr: 4.000e-02, eta: 5:03:13, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.5115, top5_acc: 0.7684, loss_cls: 1.9788, loss: 1.9788, grad_norm: 3.2055 2021-04-01 17:04:11,006 - mmaction - INFO - Epoch [17][200/660] lr: 4.000e-02, eta: 5:02:55, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7721, loss_cls: 1.9863, loss: 1.9863, grad_norm: 3.1152 2021-04-01 17:04:26,627 - mmaction - INFO - Epoch [17][220/660] lr: 4.000e-02, eta: 5:02:37, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.5041, top5_acc: 0.7664, loss_cls: 2.0056, loss: 2.0056, grad_norm: 3.1296 2021-04-01 17:04:42,477 - mmaction - INFO - Epoch [17][240/660] lr: 4.000e-02, eta: 5:02:20, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.4934, top5_acc: 0.7666, loss_cls: 1.9995, loss: 1.9995, grad_norm: 3.1879 2021-04-01 17:04:58,143 - mmaction - INFO - Epoch [17][260/660] lr: 4.000e-02, eta: 5:02:02, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4980, top5_acc: 0.7648, loss_cls: 2.0378, loss: 2.0378, grad_norm: 3.0858 2021-04-01 17:05:13,903 - mmaction - INFO - Epoch [17][280/660] lr: 4.000e-02, eta: 5:01:45, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4922, top5_acc: 0.7637, loss_cls: 2.0448, loss: 2.0448, grad_norm: 3.1471 2021-04-01 17:05:29,597 - mmaction - INFO - Epoch [17][300/660] lr: 4.000e-02, eta: 5:01:27, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4941, top5_acc: 0.7650, loss_cls: 2.0459, loss: 2.0459, grad_norm: 3.1706 2021-04-01 17:05:45,310 - mmaction - INFO - Epoch [17][320/660] lr: 4.000e-02, eta: 5:01:09, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.5020, top5_acc: 0.7658, loss_cls: 2.0134, loss: 2.0134, grad_norm: 3.1142 2021-04-01 17:06:01,074 - mmaction - INFO - Epoch [17][340/660] lr: 4.000e-02, eta: 5:00:52, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4889, top5_acc: 0.7541, loss_cls: 2.0643, loss: 2.0643, grad_norm: 3.1452 2021-04-01 17:06:16,753 - mmaction - INFO - Epoch [17][360/660] lr: 4.000e-02, eta: 5:00:34, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4887, top5_acc: 0.7576, loss_cls: 2.0579, loss: 2.0579, grad_norm: 3.1772 2021-04-01 17:06:32,496 - mmaction - INFO - Epoch [17][380/660] lr: 4.000e-02, eta: 5:00:17, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4941, top5_acc: 0.7559, loss_cls: 2.0560, loss: 2.0560, grad_norm: 3.1532 2021-04-01 17:06:48,257 - mmaction - INFO - Epoch [17][400/660] lr: 4.000e-02, eta: 4:59:59, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4939, top5_acc: 0.7654, loss_cls: 2.0540, loss: 2.0540, grad_norm: 3.1942 2021-04-01 17:07:03,909 - mmaction - INFO - Epoch [17][420/660] lr: 4.000e-02, eta: 4:59:41, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.5012, top5_acc: 0.7619, loss_cls: 2.0283, loss: 2.0283, grad_norm: 3.1851 2021-04-01 17:07:19,667 - mmaction - INFO - Epoch [17][440/660] lr: 4.000e-02, eta: 4:59:24, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.5006, top5_acc: 0.7615, loss_cls: 2.0552, loss: 2.0552, grad_norm: 3.1556 2021-04-01 17:07:35,447 - mmaction - INFO - Epoch [17][460/660] lr: 4.000e-02, eta: 4:59:06, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4904, top5_acc: 0.7533, loss_cls: 2.0593, loss: 2.0593, grad_norm: 3.0887 2021-04-01 17:07:51,179 - mmaction - INFO - Epoch [17][480/660] lr: 4.000e-02, eta: 4:58:49, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4986, top5_acc: 0.7576, loss_cls: 2.0567, loss: 2.0567, grad_norm: 3.0678 2021-04-01 17:08:06,887 - mmaction - INFO - Epoch [17][500/660] lr: 4.000e-02, eta: 4:58:31, time: 0.784, data_time: 0.000, memory: 9795, top1_acc: 0.4830, top5_acc: 0.7564, loss_cls: 2.0477, loss: 2.0477, grad_norm: 3.1630 2021-04-01 17:08:22,575 - mmaction - INFO - Epoch [17][520/660] lr: 4.000e-02, eta: 4:58:14, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.4988, top5_acc: 0.7676, loss_cls: 2.0185, loss: 2.0185, grad_norm: 3.0886 2021-04-01 17:08:38,294 - mmaction - INFO - Epoch [17][540/660] lr: 4.000e-02, eta: 4:57:56, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7580, loss_cls: 2.0706, loss: 2.0706, grad_norm: 3.1599 2021-04-01 17:08:54,053 - mmaction - INFO - Epoch [17][560/660] lr: 4.000e-02, eta: 4:57:39, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4996, top5_acc: 0.7557, loss_cls: 2.0406, loss: 2.0406, grad_norm: 3.1854 2021-04-01 17:09:09,748 - mmaction - INFO - Epoch [17][580/660] lr: 4.000e-02, eta: 4:57:21, time: 0.784, data_time: 0.000, memory: 9795, top1_acc: 0.4990, top5_acc: 0.7631, loss_cls: 2.0379, loss: 2.0379, grad_norm: 3.0994 2021-04-01 17:09:25,421 - mmaction - INFO - Epoch [17][600/660] lr: 4.000e-02, eta: 4:57:04, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4926, top5_acc: 0.7551, loss_cls: 2.0613, loss: 2.0613, grad_norm: 3.1284 2021-04-01 17:09:41,218 - mmaction - INFO - Epoch [17][620/660] lr: 4.000e-02, eta: 4:56:46, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.4973, top5_acc: 0.7592, loss_cls: 2.0263, loss: 2.0263, grad_norm: 3.0513 2021-04-01 17:09:56,903 - mmaction - INFO - Epoch [17][640/660] lr: 4.000e-02, eta: 4:56:29, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4951, top5_acc: 0.7572, loss_cls: 2.0419, loss: 2.0419, grad_norm: 3.1247 2021-04-01 17:10:12,544 - mmaction - INFO - Epoch [17][660/660] lr: 4.000e-02, eta: 4:56:11, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4990, top5_acc: 0.7643, loss_cls: 2.0144, loss: 2.0144, grad_norm: 3.1377 2021-04-01 17:10:13,387 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-01 17:10:48,456 - mmaction - INFO - Epoch [18][20/660] lr: 4.000e-02, eta: 4:56:28, time: 1.662, data_time: 0.873, memory: 9795, top1_acc: 0.5072, top5_acc: 0.7654, loss_cls: 2.0117, loss: 2.0117, grad_norm: 3.1687 2021-04-01 17:11:03,732 - mmaction - INFO - Epoch [18][40/660] lr: 4.000e-02, eta: 4:56:09, time: 0.765, data_time: 0.004, memory: 9795, top1_acc: 0.5041, top5_acc: 0.7717, loss_cls: 1.9879, loss: 1.9879, grad_norm: 3.2260 2021-04-01 17:11:19,369 - mmaction - INFO - Epoch [18][60/660] lr: 4.000e-02, eta: 4:55:51, time: 0.781, data_time: 0.002, memory: 9795, top1_acc: 0.4988, top5_acc: 0.7631, loss_cls: 2.0070, loss: 2.0070, grad_norm: 3.1728 2021-04-01 17:11:35,050 - mmaction - INFO - Epoch [18][80/660] lr: 4.000e-02, eta: 4:55:34, time: 0.784, data_time: 0.002, memory: 9795, top1_acc: 0.4975, top5_acc: 0.7779, loss_cls: 1.9703, loss: 1.9703, grad_norm: 3.1930 2021-04-01 17:11:50,781 - mmaction - INFO - Epoch [18][100/660] lr: 4.000e-02, eta: 4:55:16, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.5064, top5_acc: 0.7672, loss_cls: 1.9711, loss: 1.9711, grad_norm: 3.2216 2021-04-01 17:12:06,618 - mmaction - INFO - Epoch [18][120/660] lr: 4.000e-02, eta: 4:54:59, time: 0.792, data_time: 0.002, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7809, loss_cls: 1.9623, loss: 1.9623, grad_norm: 3.1651 2021-04-01 17:12:22,423 - mmaction - INFO - Epoch [18][140/660] lr: 4.000e-02, eta: 4:54:42, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.5035, top5_acc: 0.7727, loss_cls: 2.0006, loss: 2.0006, grad_norm: 3.2737 2021-04-01 17:12:38,041 - mmaction - INFO - Epoch [18][160/660] lr: 4.000e-02, eta: 4:54:24, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4896, top5_acc: 0.7617, loss_cls: 2.0550, loss: 2.0550, grad_norm: 3.1698 2021-04-01 17:12:53,843 - mmaction - INFO - Epoch [18][180/660] lr: 4.000e-02, eta: 4:54:07, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4922, top5_acc: 0.7656, loss_cls: 2.0361, loss: 2.0361, grad_norm: 3.1934 2021-04-01 17:13:09,502 - mmaction - INFO - Epoch [18][200/660] lr: 4.000e-02, eta: 4:53:49, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4990, top5_acc: 0.7566, loss_cls: 2.0288, loss: 2.0288, grad_norm: 3.1002 2021-04-01 17:13:25,189 - mmaction - INFO - Epoch [18][220/660] lr: 4.000e-02, eta: 4:53:31, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.5004, top5_acc: 0.7562, loss_cls: 2.0716, loss: 2.0716, grad_norm: 3.1208 2021-04-01 17:13:41,030 - mmaction - INFO - Epoch [18][240/660] lr: 4.000e-02, eta: 4:53:14, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7701, loss_cls: 1.9998, loss: 1.9998, grad_norm: 3.1160 2021-04-01 17:13:56,805 - mmaction - INFO - Epoch [18][260/660] lr: 4.000e-02, eta: 4:52:57, time: 0.789, data_time: 0.002, memory: 9795, top1_acc: 0.5021, top5_acc: 0.7684, loss_cls: 1.9929, loss: 1.9929, grad_norm: 3.2481 2021-04-01 17:14:12,476 - mmaction - INFO - Epoch [18][280/660] lr: 4.000e-02, eta: 4:52:39, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.5037, top5_acc: 0.7725, loss_cls: 1.9980, loss: 1.9980, grad_norm: 3.1134 2021-04-01 17:14:28,270 - mmaction - INFO - Epoch [18][300/660] lr: 4.000e-02, eta: 4:52:22, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7725, loss_cls: 1.9642, loss: 1.9642, grad_norm: 3.0833 2021-04-01 17:14:44,092 - mmaction - INFO - Epoch [18][320/660] lr: 4.000e-02, eta: 4:52:05, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.4893, top5_acc: 0.7496, loss_cls: 2.0778, loss: 2.0778, grad_norm: 3.1986 2021-04-01 17:14:59,730 - mmaction - INFO - Epoch [18][340/660] lr: 4.000e-02, eta: 4:51:47, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4951, top5_acc: 0.7605, loss_cls: 2.0326, loss: 2.0326, grad_norm: 3.1073 2021-04-01 17:15:15,295 - mmaction - INFO - Epoch [18][360/660] lr: 4.000e-02, eta: 4:51:29, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7664, loss_cls: 2.0219, loss: 2.0219, grad_norm: 3.1469 2021-04-01 17:15:31,128 - mmaction - INFO - Epoch [18][380/660] lr: 4.000e-02, eta: 4:51:12, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.5041, top5_acc: 0.7639, loss_cls: 2.0173, loss: 2.0173, grad_norm: 3.1255 2021-04-01 17:15:46,861 - mmaction - INFO - Epoch [18][400/660] lr: 4.000e-02, eta: 4:50:54, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.5059, top5_acc: 0.7742, loss_cls: 2.0033, loss: 2.0033, grad_norm: 3.2048 2021-04-01 17:16:02,633 - mmaction - INFO - Epoch [18][420/660] lr: 4.000e-02, eta: 4:50:37, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.4928, top5_acc: 0.7650, loss_cls: 2.0263, loss: 2.0263, grad_norm: 3.1537 2021-04-01 17:16:18,458 - mmaction - INFO - Epoch [18][440/660] lr: 4.000e-02, eta: 4:50:20, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.5105, top5_acc: 0.7715, loss_cls: 1.9610, loss: 1.9610, grad_norm: 3.1768 2021-04-01 17:16:34,187 - mmaction - INFO - Epoch [18][460/660] lr: 4.000e-02, eta: 4:50:02, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.5092, top5_acc: 0.7691, loss_cls: 1.9992, loss: 1.9992, grad_norm: 3.1905 2021-04-01 17:16:49,868 - mmaction - INFO - Epoch [18][480/660] lr: 4.000e-02, eta: 4:49:45, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4996, top5_acc: 0.7623, loss_cls: 2.0124, loss: 2.0124, grad_norm: 3.1895 2021-04-01 17:17:05,505 - mmaction - INFO - Epoch [18][500/660] lr: 4.000e-02, eta: 4:49:27, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4838, top5_acc: 0.7623, loss_cls: 2.0541, loss: 2.0541, grad_norm: 3.1690 2021-04-01 17:17:21,168 - mmaction - INFO - Epoch [18][520/660] lr: 4.000e-02, eta: 4:49:10, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.5084, top5_acc: 0.7662, loss_cls: 1.9887, loss: 1.9887, grad_norm: 3.1637 2021-04-01 17:17:36,923 - mmaction - INFO - Epoch [18][540/660] lr: 4.000e-02, eta: 4:48:53, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4975, top5_acc: 0.7506, loss_cls: 2.0428, loss: 2.0428, grad_norm: 3.1355 2021-04-01 17:17:52,624 - mmaction - INFO - Epoch [18][560/660] lr: 4.000e-02, eta: 4:48:35, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.5064, top5_acc: 0.7672, loss_cls: 1.9922, loss: 1.9922, grad_norm: 3.0961 2021-04-01 17:18:08,386 - mmaction - INFO - Epoch [18][580/660] lr: 4.000e-02, eta: 4:48:18, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7682, loss_cls: 1.9917, loss: 1.9917, grad_norm: 3.1706 2021-04-01 17:18:24,106 - mmaction - INFO - Epoch [18][600/660] lr: 4.000e-02, eta: 4:48:00, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.5027, top5_acc: 0.7643, loss_cls: 2.0432, loss: 2.0432, grad_norm: 3.1847 2021-04-01 17:18:39,758 - mmaction - INFO - Epoch [18][620/660] lr: 4.000e-02, eta: 4:47:43, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4973, top5_acc: 0.7586, loss_cls: 2.0538, loss: 2.0538, grad_norm: 3.1370 2021-04-01 17:18:55,560 - mmaction - INFO - Epoch [18][640/660] lr: 4.000e-02, eta: 4:47:26, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.5066, top5_acc: 0.7643, loss_cls: 2.0052, loss: 2.0052, grad_norm: 3.1322 2021-04-01 17:19:11,206 - mmaction - INFO - Epoch [18][660/660] lr: 4.000e-02, eta: 4:47:08, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7594, loss_cls: 2.0563, loss: 2.0563, grad_norm: 3.1392 2021-04-01 17:19:11,998 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-01 17:19:47,973 - mmaction - INFO - Epoch [19][20/660] lr: 4.000e-02, eta: 4:47:24, time: 1.716, data_time: 0.939, memory: 9795, top1_acc: 0.5168, top5_acc: 0.7830, loss_cls: 1.9534, loss: 1.9534, grad_norm: 3.1373 2021-04-01 17:20:03,323 - mmaction - INFO - Epoch [19][40/660] lr: 4.000e-02, eta: 4:47:06, time: 0.767, data_time: 0.001, memory: 9795, top1_acc: 0.5279, top5_acc: 0.7736, loss_cls: 1.9154, loss: 1.9154, grad_norm: 3.1352 2021-04-01 17:20:18,977 - mmaction - INFO - Epoch [19][60/660] lr: 4.000e-02, eta: 4:46:48, time: 0.783, data_time: 0.003, memory: 9795, top1_acc: 0.5162, top5_acc: 0.7703, loss_cls: 1.9557, loss: 1.9557, grad_norm: 3.1976 2021-04-01 17:20:34,631 - mmaction - INFO - Epoch [19][80/660] lr: 4.000e-02, eta: 4:46:30, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.5059, top5_acc: 0.7686, loss_cls: 1.9759, loss: 1.9759, grad_norm: 3.1413 2021-04-01 17:20:50,310 - mmaction - INFO - Epoch [19][100/660] lr: 4.000e-02, eta: 4:46:13, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.5072, top5_acc: 0.7760, loss_cls: 1.9596, loss: 1.9596, grad_norm: 3.2225 2021-04-01 17:21:06,035 - mmaction - INFO - Epoch [19][120/660] lr: 4.000e-02, eta: 4:45:56, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.5035, top5_acc: 0.7830, loss_cls: 1.9507, loss: 1.9507, grad_norm: 3.1529 2021-04-01 17:21:21,556 - mmaction - INFO - Epoch [19][140/660] lr: 4.000e-02, eta: 4:45:38, time: 0.776, data_time: 0.001, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7691, loss_cls: 1.9938, loss: 1.9938, grad_norm: 3.1704 2021-04-01 17:21:37,248 - mmaction - INFO - Epoch [19][160/660] lr: 4.000e-02, eta: 4:45:20, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.4941, top5_acc: 0.7711, loss_cls: 1.9871, loss: 1.9871, grad_norm: 3.2320 2021-04-01 17:21:52,958 - mmaction - INFO - Epoch [19][180/660] lr: 4.000e-02, eta: 4:45:03, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.5059, top5_acc: 0.7742, loss_cls: 1.9822, loss: 1.9822, grad_norm: 3.1764 2021-04-01 17:22:08,724 - mmaction - INFO - Epoch [19][200/660] lr: 4.000e-02, eta: 4:44:46, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5096, top5_acc: 0.7713, loss_cls: 1.9781, loss: 1.9781, grad_norm: 3.1859 2021-04-01 17:22:24,385 - mmaction - INFO - Epoch [19][220/660] lr: 4.000e-02, eta: 4:44:28, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.4951, top5_acc: 0.7650, loss_cls: 2.0245, loss: 2.0245, grad_norm: 3.2570 2021-04-01 17:22:40,117 - mmaction - INFO - Epoch [19][240/660] lr: 4.000e-02, eta: 4:44:11, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.4826, top5_acc: 0.7578, loss_cls: 2.0818, loss: 2.0818, grad_norm: 3.1770 2021-04-01 17:22:55,656 - mmaction - INFO - Epoch [19][260/660] lr: 4.000e-02, eta: 4:43:53, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.5037, top5_acc: 0.7688, loss_cls: 2.0065, loss: 2.0065, grad_norm: 3.1155 2021-04-01 17:23:11,290 - mmaction - INFO - Epoch [19][280/660] lr: 4.000e-02, eta: 4:43:35, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.4957, top5_acc: 0.7574, loss_cls: 2.0498, loss: 2.0498, grad_norm: 3.1534 2021-04-01 17:23:27,074 - mmaction - INFO - Epoch [19][300/660] lr: 4.000e-02, eta: 4:43:18, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7771, loss_cls: 1.9707, loss: 1.9707, grad_norm: 3.1271 2021-04-01 17:23:42,816 - mmaction - INFO - Epoch [19][320/660] lr: 4.000e-02, eta: 4:43:01, time: 0.786, data_time: 0.000, memory: 9795, top1_acc: 0.5080, top5_acc: 0.7617, loss_cls: 2.0077, loss: 2.0077, grad_norm: 3.0281 2021-04-01 17:23:58,504 - mmaction - INFO - Epoch [19][340/660] lr: 4.000e-02, eta: 4:42:44, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.5088, top5_acc: 0.7734, loss_cls: 1.9743, loss: 1.9743, grad_norm: 3.1612 2021-04-01 17:24:14,216 - mmaction - INFO - Epoch [19][360/660] lr: 4.000e-02, eta: 4:42:26, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.5045, top5_acc: 0.7662, loss_cls: 2.0051, loss: 2.0051, grad_norm: 3.1404 2021-04-01 17:24:30,039 - mmaction - INFO - Epoch [19][380/660] lr: 4.000e-02, eta: 4:42:09, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.5059, top5_acc: 0.7693, loss_cls: 1.9955, loss: 1.9955, grad_norm: 3.1887 2021-04-01 17:24:45,645 - mmaction - INFO - Epoch [19][400/660] lr: 4.000e-02, eta: 4:41:51, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.5070, top5_acc: 0.7662, loss_cls: 2.0202, loss: 2.0202, grad_norm: 3.1354 2021-04-01 17:25:01,442 - mmaction - INFO - Epoch [19][420/660] lr: 4.000e-02, eta: 4:41:34, time: 0.789, data_time: 0.000, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7684, loss_cls: 2.0041, loss: 2.0041, grad_norm: 3.2275 2021-04-01 17:25:17,182 - mmaction - INFO - Epoch [19][440/660] lr: 4.000e-02, eta: 4:41:17, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.4986, top5_acc: 0.7664, loss_cls: 2.0324, loss: 2.0324, grad_norm: 3.1850 2021-04-01 17:25:32,895 - mmaction - INFO - Epoch [19][460/660] lr: 4.000e-02, eta: 4:41:00, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.4947, top5_acc: 0.7545, loss_cls: 2.0527, loss: 2.0527, grad_norm: 3.1194 2021-04-01 17:25:48,909 - mmaction - INFO - Epoch [19][480/660] lr: 4.000e-02, eta: 4:40:43, time: 0.801, data_time: 0.012, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7709, loss_cls: 1.9506, loss: 1.9506, grad_norm: 3.1276 2021-04-01 17:26:04,621 - mmaction - INFO - Epoch [19][500/660] lr: 4.000e-02, eta: 4:40:25, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.5092, top5_acc: 0.7658, loss_cls: 2.0020, loss: 2.0020, grad_norm: 3.1158 2021-04-01 17:26:20,311 - mmaction - INFO - Epoch [19][520/660] lr: 4.000e-02, eta: 4:40:08, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.5049, top5_acc: 0.7660, loss_cls: 2.0054, loss: 2.0054, grad_norm: 3.0903 2021-04-01 17:26:36,088 - mmaction - INFO - Epoch [19][540/660] lr: 4.000e-02, eta: 4:39:51, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.5145, top5_acc: 0.7781, loss_cls: 1.9313, loss: 1.9313, grad_norm: 3.1542 2021-04-01 17:26:51,727 - mmaction - INFO - Epoch [19][560/660] lr: 4.000e-02, eta: 4:39:33, time: 0.781, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7646, loss_cls: 2.0216, loss: 2.0216, grad_norm: 3.1233 2021-04-01 17:27:07,429 - mmaction - INFO - Epoch [19][580/660] lr: 4.000e-02, eta: 4:39:16, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.5010, top5_acc: 0.7648, loss_cls: 2.0213, loss: 2.0213, grad_norm: 3.0868 2021-04-01 17:27:23,075 - mmaction - INFO - Epoch [19][600/660] lr: 4.000e-02, eta: 4:38:59, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7738, loss_cls: 1.9914, loss: 1.9914, grad_norm: 3.1972 2021-04-01 17:27:38,731 - mmaction - INFO - Epoch [19][620/660] lr: 4.000e-02, eta: 4:38:41, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.5033, top5_acc: 0.7666, loss_cls: 2.0007, loss: 2.0007, grad_norm: 3.2519 2021-04-01 17:27:54,497 - mmaction - INFO - Epoch [19][640/660] lr: 4.000e-02, eta: 4:38:24, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5004, top5_acc: 0.7656, loss_cls: 2.0004, loss: 2.0004, grad_norm: 3.1582 2021-04-01 17:28:10,094 - mmaction - INFO - Epoch [19][660/660] lr: 4.000e-02, eta: 4:38:06, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.5120, top5_acc: 0.7803, loss_cls: 1.9663, loss: 1.9663, grad_norm: 3.1312 2021-04-01 17:28:10,865 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-01 17:28:45,884 - mmaction - INFO - Epoch [20][20/660] lr: 4.000e-02, eta: 4:38:20, time: 1.720, data_time: 0.899, memory: 9795, top1_acc: 0.5146, top5_acc: 0.7754, loss_cls: 1.9391, loss: 1.9391, grad_norm: 3.1426 2021-04-01 17:29:01,272 - mmaction - INFO - Epoch [20][40/660] lr: 4.000e-02, eta: 4:38:02, time: 0.769, data_time: 0.004, memory: 9795, top1_acc: 0.5066, top5_acc: 0.7750, loss_cls: 1.9771, loss: 1.9771, grad_norm: 3.2406 2021-04-01 17:29:16,861 - mmaction - INFO - Epoch [20][60/660] lr: 4.000e-02, eta: 4:37:44, time: 0.779, data_time: 0.002, memory: 9795, top1_acc: 0.5072, top5_acc: 0.7703, loss_cls: 1.9544, loss: 1.9544, grad_norm: 3.1689 2021-04-01 17:29:32,509 - mmaction - INFO - Epoch [20][80/660] lr: 4.000e-02, eta: 4:37:27, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.5199, top5_acc: 0.7811, loss_cls: 1.9449, loss: 1.9449, grad_norm: 3.1221 2021-04-01 17:29:48,323 - mmaction - INFO - Epoch [20][100/660] lr: 4.000e-02, eta: 4:37:10, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.5146, top5_acc: 0.7781, loss_cls: 1.9535, loss: 1.9535, grad_norm: 3.1570 2021-04-01 17:30:04,030 - mmaction - INFO - Epoch [20][120/660] lr: 4.000e-02, eta: 4:36:52, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.5004, top5_acc: 0.7713, loss_cls: 2.0061, loss: 2.0061, grad_norm: 3.1530 2021-04-01 17:30:19,760 - mmaction - INFO - Epoch [20][140/660] lr: 4.000e-02, eta: 4:36:35, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.5205, top5_acc: 0.7744, loss_cls: 1.9535, loss: 1.9535, grad_norm: 3.0905 2021-04-01 17:30:35,526 - mmaction - INFO - Epoch [20][160/660] lr: 4.000e-02, eta: 4:36:18, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5191, top5_acc: 0.7838, loss_cls: 1.9149, loss: 1.9149, grad_norm: 3.2485 2021-04-01 17:30:51,282 - mmaction - INFO - Epoch [20][180/660] lr: 4.000e-02, eta: 4:36:00, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5061, top5_acc: 0.7842, loss_cls: 1.9595, loss: 1.9595, grad_norm: 3.1855 2021-04-01 17:31:06,974 - mmaction - INFO - Epoch [20][200/660] lr: 4.000e-02, eta: 4:35:43, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.5131, top5_acc: 0.7869, loss_cls: 1.9246, loss: 1.9246, grad_norm: 3.1502 2021-04-01 17:31:22,750 - mmaction - INFO - Epoch [20][220/660] lr: 4.000e-02, eta: 4:35:26, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.5035, top5_acc: 0.7691, loss_cls: 2.0063, loss: 2.0063, grad_norm: 3.1398 2021-04-01 17:31:38,510 - mmaction - INFO - Epoch [20][240/660] lr: 4.000e-02, eta: 4:35:09, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5062, top5_acc: 0.7734, loss_cls: 1.9881, loss: 1.9881, grad_norm: 3.1476 2021-04-01 17:31:54,273 - mmaction - INFO - Epoch [20][260/660] lr: 4.000e-02, eta: 4:34:51, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.4932, top5_acc: 0.7666, loss_cls: 2.0132, loss: 2.0132, grad_norm: 3.2120 2021-04-01 17:32:09,923 - mmaction - INFO - Epoch [20][280/660] lr: 4.000e-02, eta: 4:34:34, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.4998, top5_acc: 0.7762, loss_cls: 1.9934, loss: 1.9934, grad_norm: 3.1935 2021-04-01 17:32:25,708 - mmaction - INFO - Epoch [20][300/660] lr: 4.000e-02, eta: 4:34:17, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.5049, top5_acc: 0.7674, loss_cls: 2.0142, loss: 2.0142, grad_norm: 3.3259 2021-04-01 17:32:41,494 - mmaction - INFO - Epoch [20][320/660] lr: 4.000e-02, eta: 4:34:00, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.5053, top5_acc: 0.7758, loss_cls: 2.0140, loss: 2.0140, grad_norm: 3.1037 2021-04-01 17:32:57,133 - mmaction - INFO - Epoch [20][340/660] lr: 4.000e-02, eta: 4:33:42, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.5178, top5_acc: 0.7730, loss_cls: 1.9795, loss: 1.9795, grad_norm: 3.1904 2021-04-01 17:33:12,897 - mmaction - INFO - Epoch [20][360/660] lr: 4.000e-02, eta: 4:33:25, time: 0.788, data_time: 0.000, memory: 9795, top1_acc: 0.5076, top5_acc: 0.7730, loss_cls: 1.9938, loss: 1.9938, grad_norm: 3.1334 2021-04-01 17:33:28,555 - mmaction - INFO - Epoch [20][380/660] lr: 4.000e-02, eta: 4:33:08, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.4996, top5_acc: 0.7582, loss_cls: 2.0456, loss: 2.0456, grad_norm: 3.2122 2021-04-01 17:33:44,333 - mmaction - INFO - Epoch [20][400/660] lr: 4.000e-02, eta: 4:32:51, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7762, loss_cls: 1.9846, loss: 1.9846, grad_norm: 3.1783 2021-04-01 17:34:00,157 - mmaction - INFO - Epoch [20][420/660] lr: 4.000e-02, eta: 4:32:33, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7688, loss_cls: 1.9843, loss: 1.9843, grad_norm: 3.1617 2021-04-01 17:34:15,921 - mmaction - INFO - Epoch [20][440/660] lr: 4.000e-02, eta: 4:32:16, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5092, top5_acc: 0.7789, loss_cls: 1.9599, loss: 1.9599, grad_norm: 3.1422 2021-04-01 17:34:31,539 - mmaction - INFO - Epoch [20][460/660] lr: 4.000e-02, eta: 4:31:59, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7715, loss_cls: 1.9960, loss: 1.9960, grad_norm: 3.2157 2021-04-01 17:34:47,215 - mmaction - INFO - Epoch [20][480/660] lr: 4.000e-02, eta: 4:31:42, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.5027, top5_acc: 0.7818, loss_cls: 1.9887, loss: 1.9887, grad_norm: 3.1793 2021-04-01 17:35:02,918 - mmaction - INFO - Epoch [20][500/660] lr: 4.000e-02, eta: 4:31:24, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.5084, top5_acc: 0.7693, loss_cls: 1.9738, loss: 1.9738, grad_norm: 3.2470 2021-04-01 17:35:18,767 - mmaction - INFO - Epoch [20][520/660] lr: 4.000e-02, eta: 4:31:07, time: 0.792, data_time: 0.007, memory: 9795, top1_acc: 0.5043, top5_acc: 0.7672, loss_cls: 2.0034, loss: 2.0034, grad_norm: 3.1524 2021-04-01 17:35:34,480 - mmaction - INFO - Epoch [20][540/660] lr: 4.000e-02, eta: 4:30:50, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.5096, top5_acc: 0.7664, loss_cls: 1.9998, loss: 1.9998, grad_norm: 3.1575 2021-04-01 17:35:50,207 - mmaction - INFO - Epoch [20][560/660] lr: 4.000e-02, eta: 4:30:33, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.5010, top5_acc: 0.7684, loss_cls: 1.9988, loss: 1.9988, grad_norm: 3.1637 2021-04-01 17:36:05,939 - mmaction - INFO - Epoch [20][580/660] lr: 4.000e-02, eta: 4:30:16, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.5074, top5_acc: 0.7684, loss_cls: 1.9912, loss: 1.9912, grad_norm: 3.0839 2021-04-01 17:36:21,745 - mmaction - INFO - Epoch [20][600/660] lr: 4.000e-02, eta: 4:29:58, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.5035, top5_acc: 0.7773, loss_cls: 1.9690, loss: 1.9690, grad_norm: 3.2878 2021-04-01 17:36:37,562 - mmaction - INFO - Epoch [20][620/660] lr: 4.000e-02, eta: 4:29:41, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.5072, top5_acc: 0.7705, loss_cls: 2.0017, loss: 2.0017, grad_norm: 3.2111 2021-04-01 17:36:53,372 - mmaction - INFO - Epoch [20][640/660] lr: 4.000e-02, eta: 4:29:24, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.5168, top5_acc: 0.7721, loss_cls: 1.9629, loss: 1.9629, grad_norm: 3.1106 2021-04-01 17:37:08,934 - mmaction - INFO - Epoch [20][660/660] lr: 4.000e-02, eta: 4:29:07, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.4986, top5_acc: 0.7720, loss_cls: 2.0029, loss: 2.0029, grad_norm: 3.1636 2021-04-01 17:37:09,723 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-01 17:37:48,198 - mmaction - INFO - Epoch [21][20/660] lr: 4.000e-03, eta: 4:29:22, time: 1.875, data_time: 1.102, memory: 9795, top1_acc: 0.5314, top5_acc: 0.7949, loss_cls: 1.8607, loss: 1.8607, grad_norm: 2.9558 2021-04-01 17:38:03,542 - mmaction - INFO - Epoch [21][40/660] lr: 4.000e-03, eta: 4:29:04, time: 0.768, data_time: 0.004, memory: 9795, top1_acc: 0.5775, top5_acc: 0.8139, loss_cls: 1.6965, loss: 1.6965, grad_norm: 2.8966 2021-04-01 17:38:19,065 - mmaction - INFO - Epoch [21][60/660] lr: 4.000e-03, eta: 4:28:47, time: 0.776, data_time: 0.002, memory: 9795, top1_acc: 0.5740, top5_acc: 0.8178, loss_cls: 1.6742, loss: 1.6742, grad_norm: 2.9914 2021-04-01 17:38:34,618 - mmaction - INFO - Epoch [21][80/660] lr: 4.000e-03, eta: 4:28:29, time: 0.778, data_time: 0.002, memory: 9795, top1_acc: 0.5896, top5_acc: 0.8240, loss_cls: 1.6509, loss: 1.6509, grad_norm: 2.9257 2021-04-01 17:38:50,333 - mmaction - INFO - Epoch [21][100/660] lr: 4.000e-03, eta: 4:28:12, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.5791, top5_acc: 0.8254, loss_cls: 1.6529, loss: 1.6529, grad_norm: 3.0895 2021-04-01 17:39:06,102 - mmaction - INFO - Epoch [21][120/660] lr: 4.000e-03, eta: 4:27:55, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.5928, top5_acc: 0.8291, loss_cls: 1.5970, loss: 1.5970, grad_norm: 3.0064 2021-04-01 17:39:21,879 - mmaction - INFO - Epoch [21][140/660] lr: 4.000e-03, eta: 4:27:38, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.5988, top5_acc: 0.8314, loss_cls: 1.5735, loss: 1.5735, grad_norm: 3.0398 2021-04-01 17:39:37,543 - mmaction - INFO - Epoch [21][160/660] lr: 4.000e-03, eta: 4:27:21, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.5955, top5_acc: 0.8289, loss_cls: 1.5861, loss: 1.5861, grad_norm: 3.0313 2021-04-01 17:39:53,401 - mmaction - INFO - Epoch [21][180/660] lr: 4.000e-03, eta: 4:27:03, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.6025, top5_acc: 0.8389, loss_cls: 1.5517, loss: 1.5517, grad_norm: 3.0491 2021-04-01 17:40:09,032 - mmaction - INFO - Epoch [21][200/660] lr: 4.000e-03, eta: 4:26:46, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.5912, top5_acc: 0.8326, loss_cls: 1.5742, loss: 1.5742, grad_norm: 3.0755 2021-04-01 17:40:24,759 - mmaction - INFO - Epoch [21][220/660] lr: 4.000e-03, eta: 4:26:29, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6074, top5_acc: 0.8449, loss_cls: 1.5104, loss: 1.5104, grad_norm: 3.0883 2021-04-01 17:40:40,529 - mmaction - INFO - Epoch [21][240/660] lr: 4.000e-03, eta: 4:26:12, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6027, top5_acc: 0.8346, loss_cls: 1.5649, loss: 1.5649, grad_norm: 3.1598 2021-04-01 17:40:56,288 - mmaction - INFO - Epoch [21][260/660] lr: 4.000e-03, eta: 4:25:55, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6025, top5_acc: 0.8416, loss_cls: 1.5560, loss: 1.5560, grad_norm: 3.0861 2021-04-01 17:41:11,894 - mmaction - INFO - Epoch [21][280/660] lr: 4.000e-03, eta: 4:25:37, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.5979, top5_acc: 0.8398, loss_cls: 1.5537, loss: 1.5537, grad_norm: 3.1405 2021-04-01 17:41:27,546 - mmaction - INFO - Epoch [21][300/660] lr: 4.000e-03, eta: 4:25:20, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6104, top5_acc: 0.8459, loss_cls: 1.5262, loss: 1.5262, grad_norm: 3.1099 2021-04-01 17:41:43,302 - mmaction - INFO - Epoch [21][320/660] lr: 4.000e-03, eta: 4:25:03, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.5934, top5_acc: 0.8359, loss_cls: 1.5598, loss: 1.5598, grad_norm: 3.1434 2021-04-01 17:41:59,028 - mmaction - INFO - Epoch [21][340/660] lr: 4.000e-03, eta: 4:24:46, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6209, top5_acc: 0.8424, loss_cls: 1.4916, loss: 1.4916, grad_norm: 3.0649 2021-04-01 17:42:14,735 - mmaction - INFO - Epoch [21][360/660] lr: 4.000e-03, eta: 4:24:28, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.6150, top5_acc: 0.8451, loss_cls: 1.5041, loss: 1.5041, grad_norm: 3.1854 2021-04-01 17:42:30,318 - mmaction - INFO - Epoch [21][380/660] lr: 4.000e-03, eta: 4:24:11, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6160, top5_acc: 0.8428, loss_cls: 1.5128, loss: 1.5128, grad_norm: 3.1619 2021-04-01 17:42:46,044 - mmaction - INFO - Epoch [21][400/660] lr: 4.000e-03, eta: 4:23:54, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6191, top5_acc: 0.8447, loss_cls: 1.4754, loss: 1.4754, grad_norm: 3.1776 2021-04-01 17:43:01,728 - mmaction - INFO - Epoch [21][420/660] lr: 4.000e-03, eta: 4:23:37, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6143, top5_acc: 0.8502, loss_cls: 1.4609, loss: 1.4609, grad_norm: 3.1325 2021-04-01 17:43:17,439 - mmaction - INFO - Epoch [21][440/660] lr: 4.000e-03, eta: 4:23:19, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6074, top5_acc: 0.8439, loss_cls: 1.5066, loss: 1.5066, grad_norm: 3.2393 2021-04-01 17:43:33,193 - mmaction - INFO - Epoch [21][460/660] lr: 4.000e-03, eta: 4:23:02, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6186, top5_acc: 0.8428, loss_cls: 1.5065, loss: 1.5065, grad_norm: 3.2200 2021-04-01 17:43:48,937 - mmaction - INFO - Epoch [21][480/660] lr: 4.000e-03, eta: 4:22:45, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6211, top5_acc: 0.8541, loss_cls: 1.4472, loss: 1.4472, grad_norm: 3.2343 2021-04-01 17:44:04,564 - mmaction - INFO - Epoch [21][500/660] lr: 4.000e-03, eta: 4:22:28, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6156, top5_acc: 0.8477, loss_cls: 1.4818, loss: 1.4818, grad_norm: 3.2288 2021-04-01 17:44:20,234 - mmaction - INFO - Epoch [21][520/660] lr: 4.000e-03, eta: 4:22:11, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6098, top5_acc: 0.8404, loss_cls: 1.4991, loss: 1.4991, grad_norm: 3.1981 2021-04-01 17:44:35,985 - mmaction - INFO - Epoch [21][540/660] lr: 4.000e-03, eta: 4:21:53, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6248, top5_acc: 0.8498, loss_cls: 1.4468, loss: 1.4468, grad_norm: 3.2110 2021-04-01 17:44:51,694 - mmaction - INFO - Epoch [21][560/660] lr: 4.000e-03, eta: 4:21:36, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6182, top5_acc: 0.8410, loss_cls: 1.4804, loss: 1.4804, grad_norm: 3.2306 2021-04-01 17:45:07,414 - mmaction - INFO - Epoch [21][580/660] lr: 4.000e-03, eta: 4:21:19, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6074, top5_acc: 0.8396, loss_cls: 1.5329, loss: 1.5329, grad_norm: 3.3018 2021-04-01 17:45:23,078 - mmaction - INFO - Epoch [21][600/660] lr: 4.000e-03, eta: 4:21:02, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6205, top5_acc: 0.8551, loss_cls: 1.4579, loss: 1.4579, grad_norm: 3.2430 2021-04-01 17:45:38,815 - mmaction - INFO - Epoch [21][620/660] lr: 4.000e-03, eta: 4:20:45, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6006, top5_acc: 0.8385, loss_cls: 1.5297, loss: 1.5297, grad_norm: 3.2785 2021-04-01 17:45:54,594 - mmaction - INFO - Epoch [21][640/660] lr: 4.000e-03, eta: 4:20:28, time: 0.788, data_time: 0.000, memory: 9795, top1_acc: 0.6207, top5_acc: 0.8500, loss_cls: 1.4871, loss: 1.4871, grad_norm: 3.1798 2021-04-01 17:46:10,167 - mmaction - INFO - Epoch [21][660/660] lr: 4.000e-03, eta: 4:20:10, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6181, top5_acc: 0.8481, loss_cls: 1.4659, loss: 1.4659, grad_norm: 3.2800 2021-04-01 17:46:10,993 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-01 17:46:46,457 - mmaction - INFO - Epoch [22][20/660] lr: 4.000e-03, eta: 4:20:17, time: 1.655, data_time: 0.868, memory: 9795, top1_acc: 0.6250, top5_acc: 0.8508, loss_cls: 1.4549, loss: 1.4549, grad_norm: 3.2558 2021-04-01 17:47:01,878 - mmaction - INFO - Epoch [22][40/660] lr: 4.000e-03, eta: 4:20:00, time: 0.771, data_time: 0.001, memory: 9795, top1_acc: 0.6254, top5_acc: 0.8523, loss_cls: 1.4447, loss: 1.4447, grad_norm: 3.2655 2021-04-01 17:47:17,547 - mmaction - INFO - Epoch [22][60/660] lr: 4.000e-03, eta: 4:19:42, time: 0.784, data_time: 0.003, memory: 9795, top1_acc: 0.6318, top5_acc: 0.8553, loss_cls: 1.4382, loss: 1.4382, grad_norm: 3.2280 2021-04-01 17:47:33,251 - mmaction - INFO - Epoch [22][80/660] lr: 4.000e-03, eta: 4:19:25, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6412, top5_acc: 0.8654, loss_cls: 1.3696, loss: 1.3696, grad_norm: 3.2881 2021-04-01 17:47:48,993 - mmaction - INFO - Epoch [22][100/660] lr: 4.000e-03, eta: 4:19:08, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6135, top5_acc: 0.8520, loss_cls: 1.4643, loss: 1.4643, grad_norm: 3.2809 2021-04-01 17:48:04,757 - mmaction - INFO - Epoch [22][120/660] lr: 4.000e-03, eta: 4:18:51, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6225, top5_acc: 0.8568, loss_cls: 1.4434, loss: 1.4434, grad_norm: 3.2544 2021-04-01 17:48:20,449 - mmaction - INFO - Epoch [22][140/660] lr: 4.000e-03, eta: 4:18:34, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6260, top5_acc: 0.8553, loss_cls: 1.4506, loss: 1.4506, grad_norm: 3.3443 2021-04-01 17:48:36,262 - mmaction - INFO - Epoch [22][160/660] lr: 4.000e-03, eta: 4:18:17, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6264, top5_acc: 0.8547, loss_cls: 1.4290, loss: 1.4290, grad_norm: 3.3438 2021-04-01 17:48:51,965 - mmaction - INFO - Epoch [22][180/660] lr: 4.000e-03, eta: 4:18:00, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6365, top5_acc: 0.8535, loss_cls: 1.4188, loss: 1.4188, grad_norm: 3.2229 2021-04-01 17:49:07,660 - mmaction - INFO - Epoch [22][200/660] lr: 4.000e-03, eta: 4:17:42, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6244, top5_acc: 0.8484, loss_cls: 1.4341, loss: 1.4341, grad_norm: 3.3513 2021-04-01 17:49:23,412 - mmaction - INFO - Epoch [22][220/660] lr: 4.000e-03, eta: 4:17:25, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6189, top5_acc: 0.8516, loss_cls: 1.4693, loss: 1.4693, grad_norm: 3.4181 2021-04-01 17:49:39,199 - mmaction - INFO - Epoch [22][240/660] lr: 4.000e-03, eta: 4:17:08, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6316, top5_acc: 0.8600, loss_cls: 1.3960, loss: 1.3960, grad_norm: 3.3179 2021-04-01 17:49:54,954 - mmaction - INFO - Epoch [22][260/660] lr: 4.000e-03, eta: 4:16:51, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6285, top5_acc: 0.8570, loss_cls: 1.4083, loss: 1.4083, grad_norm: 3.3165 2021-04-01 17:50:10,756 - mmaction - INFO - Epoch [22][280/660] lr: 4.000e-03, eta: 4:16:34, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6307, top5_acc: 0.8465, loss_cls: 1.4510, loss: 1.4510, grad_norm: 3.3326 2021-04-01 17:50:26,482 - mmaction - INFO - Epoch [22][300/660] lr: 4.000e-03, eta: 4:16:17, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6373, top5_acc: 0.8605, loss_cls: 1.4125, loss: 1.4125, grad_norm: 3.3438 2021-04-01 17:50:42,163 - mmaction - INFO - Epoch [22][320/660] lr: 4.000e-03, eta: 4:16:00, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6240, top5_acc: 0.8463, loss_cls: 1.4796, loss: 1.4796, grad_norm: 3.3715 2021-04-01 17:50:57,824 - mmaction - INFO - Epoch [22][340/660] lr: 4.000e-03, eta: 4:15:43, time: 0.782, data_time: 0.000, memory: 9795, top1_acc: 0.6332, top5_acc: 0.8521, loss_cls: 1.4156, loss: 1.4156, grad_norm: 3.3638 2021-04-01 17:51:13,580 - mmaction - INFO - Epoch [22][360/660] lr: 4.000e-03, eta: 4:15:25, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6361, top5_acc: 0.8473, loss_cls: 1.4285, loss: 1.4285, grad_norm: 3.3136 2021-04-01 17:51:29,301 - mmaction - INFO - Epoch [22][380/660] lr: 4.000e-03, eta: 4:15:08, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6213, top5_acc: 0.8600, loss_cls: 1.4308, loss: 1.4308, grad_norm: 3.3401 2021-04-01 17:51:45,022 - mmaction - INFO - Epoch [22][400/660] lr: 4.000e-03, eta: 4:14:51, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6332, top5_acc: 0.8611, loss_cls: 1.3964, loss: 1.3964, grad_norm: 3.2746 2021-04-01 17:52:00,776 - mmaction - INFO - Epoch [22][420/660] lr: 4.000e-03, eta: 4:14:34, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6379, top5_acc: 0.8562, loss_cls: 1.4057, loss: 1.4057, grad_norm: 3.3261 2021-04-01 17:52:16,465 - mmaction - INFO - Epoch [22][440/660] lr: 4.000e-03, eta: 4:14:17, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6270, top5_acc: 0.8590, loss_cls: 1.4277, loss: 1.4277, grad_norm: 3.4358 2021-04-01 17:52:32,162 - mmaction - INFO - Epoch [22][460/660] lr: 4.000e-03, eta: 4:14:00, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6361, top5_acc: 0.8557, loss_cls: 1.4031, loss: 1.4031, grad_norm: 3.4225 2021-04-01 17:52:47,883 - mmaction - INFO - Epoch [22][480/660] lr: 4.000e-03, eta: 4:13:43, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6357, top5_acc: 0.8594, loss_cls: 1.4152, loss: 1.4152, grad_norm: 3.4090 2021-04-01 17:53:03,483 - mmaction - INFO - Epoch [22][500/660] lr: 4.000e-03, eta: 4:13:26, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6299, top5_acc: 0.8572, loss_cls: 1.4131, loss: 1.4131, grad_norm: 3.3798 2021-04-01 17:53:19,174 - mmaction - INFO - Epoch [22][520/660] lr: 4.000e-03, eta: 4:13:08, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6326, top5_acc: 0.8627, loss_cls: 1.4022, loss: 1.4022, grad_norm: 3.4695 2021-04-01 17:53:34,929 - mmaction - INFO - Epoch [22][540/660] lr: 4.000e-03, eta: 4:12:51, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6271, top5_acc: 0.8613, loss_cls: 1.4131, loss: 1.4131, grad_norm: 3.4134 2021-04-01 17:53:50,665 - mmaction - INFO - Epoch [22][560/660] lr: 4.000e-03, eta: 4:12:34, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6443, top5_acc: 0.8625, loss_cls: 1.3755, loss: 1.3755, grad_norm: 3.3658 2021-04-01 17:54:06,323 - mmaction - INFO - Epoch [22][580/660] lr: 4.000e-03, eta: 4:12:17, time: 0.783, data_time: 0.006, memory: 9795, top1_acc: 0.6266, top5_acc: 0.8525, loss_cls: 1.4301, loss: 1.4301, grad_norm: 3.4203 2021-04-01 17:54:21,988 - mmaction - INFO - Epoch [22][600/660] lr: 4.000e-03, eta: 4:12:00, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6289, top5_acc: 0.8502, loss_cls: 1.4452, loss: 1.4452, grad_norm: 3.3418 2021-04-01 17:54:37,625 - mmaction - INFO - Epoch [22][620/660] lr: 4.000e-03, eta: 4:11:43, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6412, top5_acc: 0.8568, loss_cls: 1.4116, loss: 1.4116, grad_norm: 3.4118 2021-04-01 17:54:53,324 - mmaction - INFO - Epoch [22][640/660] lr: 4.000e-03, eta: 4:11:26, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6406, top5_acc: 0.8654, loss_cls: 1.3762, loss: 1.3762, grad_norm: 3.3547 2021-04-01 17:55:08,970 - mmaction - INFO - Epoch [22][660/660] lr: 4.000e-03, eta: 4:11:09, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6388, top5_acc: 0.8630, loss_cls: 1.3939, loss: 1.3939, grad_norm: 3.4477 2021-04-01 17:55:09,819 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-01 17:55:46,926 - mmaction - INFO - Epoch [23][20/660] lr: 4.000e-03, eta: 4:11:16, time: 1.740, data_time: 0.962, memory: 9795, top1_acc: 0.6459, top5_acc: 0.8568, loss_cls: 1.3783, loss: 1.3783, grad_norm: 3.3361 2021-04-01 17:56:02,404 - mmaction - INFO - Epoch [23][40/660] lr: 4.000e-03, eta: 4:10:58, time: 0.774, data_time: 0.004, memory: 9795, top1_acc: 0.6396, top5_acc: 0.8656, loss_cls: 1.3739, loss: 1.3739, grad_norm: 3.4148 2021-04-01 17:56:18,016 - mmaction - INFO - Epoch [23][60/660] lr: 4.000e-03, eta: 4:10:41, time: 0.781, data_time: 0.002, memory: 9795, top1_acc: 0.6434, top5_acc: 0.8594, loss_cls: 1.3775, loss: 1.3775, grad_norm: 3.4285 2021-04-01 17:56:33,736 - mmaction - INFO - Epoch [23][80/660] lr: 4.000e-03, eta: 4:10:24, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.6357, top5_acc: 0.8592, loss_cls: 1.4005, loss: 1.4005, grad_norm: 3.4737 2021-04-01 17:56:49,417 - mmaction - INFO - Epoch [23][100/660] lr: 4.000e-03, eta: 4:10:07, time: 0.784, data_time: 0.002, memory: 9795, top1_acc: 0.6422, top5_acc: 0.8660, loss_cls: 1.3588, loss: 1.3588, grad_norm: 3.4007 2021-04-01 17:57:05,229 - mmaction - INFO - Epoch [23][120/660] lr: 4.000e-03, eta: 4:09:50, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6379, top5_acc: 0.8680, loss_cls: 1.3644, loss: 1.3644, grad_norm: 3.4067 2021-04-01 17:57:20,875 - mmaction - INFO - Epoch [23][140/660] lr: 4.000e-03, eta: 4:09:33, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6271, top5_acc: 0.8656, loss_cls: 1.4136, loss: 1.4136, grad_norm: 3.4718 2021-04-01 17:57:36,679 - mmaction - INFO - Epoch [23][160/660] lr: 4.000e-03, eta: 4:09:16, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6523, top5_acc: 0.8697, loss_cls: 1.3280, loss: 1.3280, grad_norm: 3.3895 2021-04-01 17:57:52,444 - mmaction - INFO - Epoch [23][180/660] lr: 4.000e-03, eta: 4:08:59, time: 0.789, data_time: 0.005, memory: 9795, top1_acc: 0.6428, top5_acc: 0.8672, loss_cls: 1.3567, loss: 1.3567, grad_norm: 3.4396 2021-04-01 17:58:08,268 - mmaction - INFO - Epoch [23][200/660] lr: 4.000e-03, eta: 4:08:42, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6434, top5_acc: 0.8617, loss_cls: 1.3500, loss: 1.3500, grad_norm: 3.4616 2021-04-01 17:58:24,100 - mmaction - INFO - Epoch [23][220/660] lr: 4.000e-03, eta: 4:08:25, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6436, top5_acc: 0.8609, loss_cls: 1.3852, loss: 1.3852, grad_norm: 3.4923 2021-04-01 17:58:39,841 - mmaction - INFO - Epoch [23][240/660] lr: 4.000e-03, eta: 4:08:08, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6389, top5_acc: 0.8627, loss_cls: 1.3726, loss: 1.3726, grad_norm: 3.4268 2021-04-01 17:58:55,563 - mmaction - INFO - Epoch [23][260/660] lr: 4.000e-03, eta: 4:07:51, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6516, top5_acc: 0.8699, loss_cls: 1.3327, loss: 1.3327, grad_norm: 3.4298 2021-04-01 17:59:11,247 - mmaction - INFO - Epoch [23][280/660] lr: 4.000e-03, eta: 4:07:34, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6428, top5_acc: 0.8613, loss_cls: 1.3904, loss: 1.3904, grad_norm: 3.5688 2021-04-01 17:59:26,982 - mmaction - INFO - Epoch [23][300/660] lr: 4.000e-03, eta: 4:07:17, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6459, top5_acc: 0.8693, loss_cls: 1.3406, loss: 1.3406, grad_norm: 3.5104 2021-04-01 17:59:42,834 - mmaction - INFO - Epoch [23][320/660] lr: 4.000e-03, eta: 4:07:00, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6320, top5_acc: 0.8662, loss_cls: 1.4014, loss: 1.4014, grad_norm: 3.5242 2021-04-01 17:59:58,507 - mmaction - INFO - Epoch [23][340/660] lr: 4.000e-03, eta: 4:06:43, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6359, top5_acc: 0.8590, loss_cls: 1.3887, loss: 1.3887, grad_norm: 3.4621 2021-04-01 18:00:14,494 - mmaction - INFO - Epoch [23][360/660] lr: 4.000e-03, eta: 4:06:26, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.6463, top5_acc: 0.8637, loss_cls: 1.3498, loss: 1.3498, grad_norm: 3.5431 2021-04-01 18:00:30,290 - mmaction - INFO - Epoch [23][380/660] lr: 4.000e-03, eta: 4:06:09, time: 0.794, data_time: 0.006, memory: 9795, top1_acc: 0.6541, top5_acc: 0.8650, loss_cls: 1.3452, loss: 1.3452, grad_norm: 3.5056 2021-04-01 18:00:45,974 - mmaction - INFO - Epoch [23][400/660] lr: 4.000e-03, eta: 4:05:52, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6354, top5_acc: 0.8607, loss_cls: 1.3751, loss: 1.3751, grad_norm: 3.4822 2021-04-01 18:01:01,715 - mmaction - INFO - Epoch [23][420/660] lr: 4.000e-03, eta: 4:05:35, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6408, top5_acc: 0.8637, loss_cls: 1.3721, loss: 1.3721, grad_norm: 3.6010 2021-04-01 18:01:17,336 - mmaction - INFO - Epoch [23][440/660] lr: 4.000e-03, eta: 4:05:18, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6529, top5_acc: 0.8590, loss_cls: 1.3683, loss: 1.3683, grad_norm: 3.5399 2021-04-01 18:01:32,928 - mmaction - INFO - Epoch [23][460/660] lr: 4.000e-03, eta: 4:05:00, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6428, top5_acc: 0.8631, loss_cls: 1.3711, loss: 1.3711, grad_norm: 3.5019 2021-04-01 18:01:48,719 - mmaction - INFO - Epoch [23][480/660] lr: 4.000e-03, eta: 4:04:43, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6477, top5_acc: 0.8629, loss_cls: 1.3599, loss: 1.3599, grad_norm: 3.4479 2021-04-01 18:02:04,228 - mmaction - INFO - Epoch [23][500/660] lr: 4.000e-03, eta: 4:04:26, time: 0.775, data_time: 0.001, memory: 9795, top1_acc: 0.6457, top5_acc: 0.8627, loss_cls: 1.3656, loss: 1.3656, grad_norm: 3.4401 2021-04-01 18:02:19,912 - mmaction - INFO - Epoch [23][520/660] lr: 4.000e-03, eta: 4:04:09, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6404, top5_acc: 0.8602, loss_cls: 1.4071, loss: 1.4071, grad_norm: 3.6272 2021-04-01 18:02:35,560 - mmaction - INFO - Epoch [23][540/660] lr: 4.000e-03, eta: 4:03:52, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6418, top5_acc: 0.8695, loss_cls: 1.3367, loss: 1.3367, grad_norm: 3.4716 2021-04-01 18:02:51,197 - mmaction - INFO - Epoch [23][560/660] lr: 4.000e-03, eta: 4:03:35, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6498, top5_acc: 0.8680, loss_cls: 1.3383, loss: 1.3383, grad_norm: 3.4763 2021-04-01 18:03:07,799 - mmaction - INFO - Epoch [23][580/660] lr: 4.000e-03, eta: 4:03:19, time: 0.814, data_time: 0.001, memory: 9795, top1_acc: 0.6459, top5_acc: 0.8639, loss_cls: 1.3654, loss: 1.3654, grad_norm: 3.5519 2021-04-01 18:03:23,799 - mmaction - INFO - Epoch [23][600/660] lr: 4.000e-03, eta: 4:03:02, time: 0.816, data_time: 0.019, memory: 9795, top1_acc: 0.6479, top5_acc: 0.8643, loss_cls: 1.3584, loss: 1.3584, grad_norm: 3.5201 2021-04-01 18:03:39,666 - mmaction - INFO - Epoch [23][620/660] lr: 4.000e-03, eta: 4:02:45, time: 0.793, data_time: 0.002, memory: 9795, top1_acc: 0.6398, top5_acc: 0.8670, loss_cls: 1.3712, loss: 1.3712, grad_norm: 3.4995 2021-04-01 18:03:55,377 - mmaction - INFO - Epoch [23][640/660] lr: 4.000e-03, eta: 4:02:28, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6471, top5_acc: 0.8666, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.5903 2021-04-01 18:04:10,921 - mmaction - INFO - Epoch [23][660/660] lr: 4.000e-03, eta: 4:02:11, time: 0.777, data_time: 0.001, memory: 9795, top1_acc: 0.6380, top5_acc: 0.8610, loss_cls: 1.3836, loss: 1.3836, grad_norm: 3.5822 2021-04-01 18:04:24,869 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-01 18:06:06,354 - mmaction - INFO - Epoch [24][20/660] lr: 4.000e-03, eta: 4:03:32, time: 4.951, data_time: 4.144, memory: 9795, top1_acc: 0.6414, top5_acc: 0.8658, loss_cls: 1.3469, loss: 1.3469, grad_norm: 3.5536 2021-04-01 18:06:21,286 - mmaction - INFO - Epoch [24][40/660] lr: 4.000e-03, eta: 4:03:14, time: 0.745, data_time: 0.003, memory: 9795, top1_acc: 0.6562, top5_acc: 0.8693, loss_cls: 1.3190, loss: 1.3190, grad_norm: 3.5963 2021-04-01 18:06:36,412 - mmaction - INFO - Epoch [24][60/660] lr: 4.000e-03, eta: 4:02:56, time: 0.757, data_time: 0.003, memory: 9795, top1_acc: 0.6477, top5_acc: 0.8734, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.6015 2021-04-01 18:06:51,577 - mmaction - INFO - Epoch [24][80/660] lr: 4.000e-03, eta: 4:02:38, time: 0.758, data_time: 0.002, memory: 9795, top1_acc: 0.6562, top5_acc: 0.8686, loss_cls: 1.3276, loss: 1.3276, grad_norm: 3.5902 2021-04-01 18:07:07,275 - mmaction - INFO - Epoch [24][100/660] lr: 4.000e-03, eta: 4:02:21, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.6502, top5_acc: 0.8693, loss_cls: 1.3309, loss: 1.3309, grad_norm: 3.6423 2021-04-01 18:07:22,866 - mmaction - INFO - Epoch [24][120/660] lr: 4.000e-03, eta: 4:02:03, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3635, loss: 1.3635, grad_norm: 3.6207 2021-04-01 18:07:38,501 - mmaction - INFO - Epoch [24][140/660] lr: 4.000e-03, eta: 4:01:46, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6465, top5_acc: 0.8662, loss_cls: 1.3469, loss: 1.3469, grad_norm: 3.6870 2021-04-01 18:07:54,128 - mmaction - INFO - Epoch [24][160/660] lr: 4.000e-03, eta: 4:01:29, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6559, top5_acc: 0.8695, loss_cls: 1.3080, loss: 1.3080, grad_norm: 3.6044 2021-04-01 18:08:09,791 - mmaction - INFO - Epoch [24][180/660] lr: 4.000e-03, eta: 4:01:11, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6584, top5_acc: 0.8709, loss_cls: 1.3167, loss: 1.3167, grad_norm: 3.6627 2021-04-01 18:08:25,795 - mmaction - INFO - Epoch [24][200/660] lr: 4.000e-03, eta: 4:00:54, time: 0.800, data_time: 0.010, memory: 9795, top1_acc: 0.6492, top5_acc: 0.8717, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.6200 2021-04-01 18:08:41,437 - mmaction - INFO - Epoch [24][220/660] lr: 4.000e-03, eta: 4:00:37, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6449, top5_acc: 0.8582, loss_cls: 1.3901, loss: 1.3901, grad_norm: 3.6062 2021-04-01 18:08:57,152 - mmaction - INFO - Epoch [24][240/660] lr: 4.000e-03, eta: 4:00:20, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6498, top5_acc: 0.8709, loss_cls: 1.3248, loss: 1.3248, grad_norm: 3.6485 2021-04-01 18:09:12,772 - mmaction - INFO - Epoch [24][260/660] lr: 4.000e-03, eta: 4:00:03, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3598, loss: 1.3598, grad_norm: 3.5897 2021-04-01 18:09:28,562 - mmaction - INFO - Epoch [24][280/660] lr: 4.000e-03, eta: 3:59:46, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6537, top5_acc: 0.8684, loss_cls: 1.3261, loss: 1.3261, grad_norm: 3.7043 2021-04-01 18:09:44,263 - mmaction - INFO - Epoch [24][300/660] lr: 4.000e-03, eta: 3:59:28, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6531, top5_acc: 0.8705, loss_cls: 1.3351, loss: 1.3351, grad_norm: 3.6683 2021-04-01 18:09:59,939 - mmaction - INFO - Epoch [24][320/660] lr: 4.000e-03, eta: 3:59:11, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6480, top5_acc: 0.8699, loss_cls: 1.3430, loss: 1.3430, grad_norm: 3.6773 2021-04-01 18:10:15,687 - mmaction - INFO - Epoch [24][340/660] lr: 4.000e-03, eta: 3:58:54, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6500, top5_acc: 0.8684, loss_cls: 1.3283, loss: 1.3283, grad_norm: 3.6399 2021-04-01 18:10:31,369 - mmaction - INFO - Epoch [24][360/660] lr: 4.000e-03, eta: 3:58:37, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6520, top5_acc: 0.8684, loss_cls: 1.3350, loss: 1.3350, grad_norm: 3.6078 2021-04-01 18:10:47,027 - mmaction - INFO - Epoch [24][380/660] lr: 4.000e-03, eta: 3:58:20, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6514, top5_acc: 0.8654, loss_cls: 1.3512, loss: 1.3512, grad_norm: 3.7140 2021-04-01 18:11:02,709 - mmaction - INFO - Epoch [24][400/660] lr: 4.000e-03, eta: 3:58:02, time: 0.783, data_time: 0.000, memory: 9795, top1_acc: 0.6453, top5_acc: 0.8645, loss_cls: 1.3757, loss: 1.3757, grad_norm: 3.6510 2021-04-01 18:11:18,363 - mmaction - INFO - Epoch [24][420/660] lr: 4.000e-03, eta: 3:57:45, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3301, loss: 1.3301, grad_norm: 3.6427 2021-04-01 18:11:34,173 - mmaction - INFO - Epoch [24][440/660] lr: 4.000e-03, eta: 3:57:28, time: 0.792, data_time: 0.002, memory: 9795, top1_acc: 0.6484, top5_acc: 0.8678, loss_cls: 1.3461, loss: 1.3461, grad_norm: 3.7401 2021-04-01 18:11:49,806 - mmaction - INFO - Epoch [24][460/660] lr: 4.000e-03, eta: 3:57:11, time: 0.781, data_time: 0.000, memory: 9795, top1_acc: 0.6516, top5_acc: 0.8686, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.7095 2021-04-01 18:12:05,386 - mmaction - INFO - Epoch [24][480/660] lr: 4.000e-03, eta: 3:56:54, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6654, top5_acc: 0.8740, loss_cls: 1.2912, loss: 1.2912, grad_norm: 3.6158 2021-04-01 18:12:21,177 - mmaction - INFO - Epoch [24][500/660] lr: 4.000e-03, eta: 3:56:36, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6604, top5_acc: 0.8771, loss_cls: 1.2793, loss: 1.2793, grad_norm: 3.6356 2021-04-01 18:12:36,988 - mmaction - INFO - Epoch [24][520/660] lr: 4.000e-03, eta: 3:56:19, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6406, top5_acc: 0.8727, loss_cls: 1.3477, loss: 1.3477, grad_norm: 3.7379 2021-04-01 18:12:52,750 - mmaction - INFO - Epoch [24][540/660] lr: 4.000e-03, eta: 3:56:02, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6455, top5_acc: 0.8623, loss_cls: 1.3588, loss: 1.3588, grad_norm: 3.6652 2021-04-01 18:13:08,541 - mmaction - INFO - Epoch [24][560/660] lr: 4.000e-03, eta: 3:55:45, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6570, top5_acc: 0.8703, loss_cls: 1.3128, loss: 1.3128, grad_norm: 3.7274 2021-04-01 18:13:24,259 - mmaction - INFO - Epoch [24][580/660] lr: 4.000e-03, eta: 3:55:28, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6514, top5_acc: 0.8643, loss_cls: 1.3568, loss: 1.3568, grad_norm: 3.6626 2021-04-01 18:13:39,976 - mmaction - INFO - Epoch [24][600/660] lr: 4.000e-03, eta: 3:55:11, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6340, top5_acc: 0.8625, loss_cls: 1.3958, loss: 1.3958, grad_norm: 3.8272 2021-04-01 18:13:55,619 - mmaction - INFO - Epoch [24][620/660] lr: 4.000e-03, eta: 3:54:54, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6418, top5_acc: 0.8668, loss_cls: 1.3537, loss: 1.3537, grad_norm: 3.7447 2021-04-01 18:14:11,314 - mmaction - INFO - Epoch [24][640/660] lr: 4.000e-03, eta: 3:54:37, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6531, top5_acc: 0.8621, loss_cls: 1.3351, loss: 1.3351, grad_norm: 3.6564 2021-04-01 18:14:26,996 - mmaction - INFO - Epoch [24][660/660] lr: 4.000e-03, eta: 3:54:20, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6452, top5_acc: 0.8654, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.7136 2021-04-01 18:14:27,786 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-01 18:15:03,021 - mmaction - INFO - Epoch [25][20/660] lr: 4.000e-03, eta: 3:54:22, time: 1.714, data_time: 0.951, memory: 9795, top1_acc: 0.6635, top5_acc: 0.8828, loss_cls: 1.2761, loss: 1.2761, grad_norm: 3.6497 2021-04-01 18:15:18,513 - mmaction - INFO - Epoch [25][40/660] lr: 4.000e-03, eta: 3:54:05, time: 0.775, data_time: 0.008, memory: 9795, top1_acc: 0.6480, top5_acc: 0.8680, loss_cls: 1.3471, loss: 1.3471, grad_norm: 3.6987 2021-04-01 18:15:34,071 - mmaction - INFO - Epoch [25][60/660] lr: 4.000e-03, eta: 3:53:48, time: 0.777, data_time: 0.002, memory: 9795, top1_acc: 0.6467, top5_acc: 0.8590, loss_cls: 1.3573, loss: 1.3573, grad_norm: 3.7884 2021-04-01 18:15:49,701 - mmaction - INFO - Epoch [25][80/660] lr: 4.000e-03, eta: 3:53:31, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6502, top5_acc: 0.8658, loss_cls: 1.3348, loss: 1.3348, grad_norm: 3.7197 2021-04-01 18:16:05,545 - mmaction - INFO - Epoch [25][100/660] lr: 4.000e-03, eta: 3:53:14, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6529, top5_acc: 0.8742, loss_cls: 1.3060, loss: 1.3060, grad_norm: 3.7069 2021-04-01 18:16:21,269 - mmaction - INFO - Epoch [25][120/660] lr: 4.000e-03, eta: 3:52:56, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6707, top5_acc: 0.8734, loss_cls: 1.2637, loss: 1.2637, grad_norm: 3.6855 2021-04-01 18:16:36,981 - mmaction - INFO - Epoch [25][140/660] lr: 4.000e-03, eta: 3:52:39, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6687, top5_acc: 0.8760, loss_cls: 1.2632, loss: 1.2632, grad_norm: 3.7325 2021-04-01 18:16:52,690 - mmaction - INFO - Epoch [25][160/660] lr: 4.000e-03, eta: 3:52:22, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6576, top5_acc: 0.8645, loss_cls: 1.3103, loss: 1.3103, grad_norm: 3.7458 2021-04-01 18:17:08,473 - mmaction - INFO - Epoch [25][180/660] lr: 4.000e-03, eta: 3:52:05, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6527, top5_acc: 0.8672, loss_cls: 1.3340, loss: 1.3340, grad_norm: 3.7641 2021-04-01 18:17:24,187 - mmaction - INFO - Epoch [25][200/660] lr: 4.000e-03, eta: 3:51:48, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6580, top5_acc: 0.8711, loss_cls: 1.2887, loss: 1.2887, grad_norm: 3.6997 2021-04-01 18:17:39,892 - mmaction - INFO - Epoch [25][220/660] lr: 4.000e-03, eta: 3:51:31, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6523, top5_acc: 0.8758, loss_cls: 1.2920, loss: 1.2920, grad_norm: 3.8215 2021-04-01 18:17:55,644 - mmaction - INFO - Epoch [25][240/660] lr: 4.000e-03, eta: 3:51:14, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6594, top5_acc: 0.8742, loss_cls: 1.2959, loss: 1.2959, grad_norm: 3.7478 2021-04-01 18:18:11,303 - mmaction - INFO - Epoch [25][260/660] lr: 4.000e-03, eta: 3:50:56, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6557, top5_acc: 0.8715, loss_cls: 1.3251, loss: 1.3251, grad_norm: 3.7697 2021-04-01 18:18:27,043 - mmaction - INFO - Epoch [25][280/660] lr: 4.000e-03, eta: 3:50:39, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.6535, top5_acc: 0.8738, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.8180 2021-04-01 18:18:42,793 - mmaction - INFO - Epoch [25][300/660] lr: 4.000e-03, eta: 3:50:22, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6732, top5_acc: 0.8783, loss_cls: 1.2694, loss: 1.2694, grad_norm: 3.8265 2021-04-01 18:18:58,575 - mmaction - INFO - Epoch [25][320/660] lr: 4.000e-03, eta: 3:50:05, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6617, top5_acc: 0.8680, loss_cls: 1.3224, loss: 1.3224, grad_norm: 3.7789 2021-04-01 18:19:14,332 - mmaction - INFO - Epoch [25][340/660] lr: 4.000e-03, eta: 3:49:48, time: 0.787, data_time: 0.000, memory: 9795, top1_acc: 0.6652, top5_acc: 0.8740, loss_cls: 1.3070, loss: 1.3070, grad_norm: 3.7557 2021-04-01 18:19:30,010 - mmaction - INFO - Epoch [25][360/660] lr: 4.000e-03, eta: 3:49:31, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6480, top5_acc: 0.8648, loss_cls: 1.3620, loss: 1.3620, grad_norm: 3.8923 2021-04-01 18:19:45,680 - mmaction - INFO - Epoch [25][380/660] lr: 4.000e-03, eta: 3:49:14, time: 0.783, data_time: 0.000, memory: 9795, top1_acc: 0.6527, top5_acc: 0.8775, loss_cls: 1.2926, loss: 1.2926, grad_norm: 3.7130 2021-04-01 18:20:01,285 - mmaction - INFO - Epoch [25][400/660] lr: 4.000e-03, eta: 3:48:57, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6547, top5_acc: 0.8746, loss_cls: 1.3113, loss: 1.3113, grad_norm: 3.7700 2021-04-01 18:20:17,015 - mmaction - INFO - Epoch [25][420/660] lr: 4.000e-03, eta: 3:48:40, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6520, top5_acc: 0.8740, loss_cls: 1.3179, loss: 1.3179, grad_norm: 3.7780 2021-04-01 18:20:32,678 - mmaction - INFO - Epoch [25][440/660] lr: 4.000e-03, eta: 3:48:23, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6652, top5_acc: 0.8717, loss_cls: 1.2786, loss: 1.2786, grad_norm: 3.7426 2021-04-01 18:20:48,305 - mmaction - INFO - Epoch [25][460/660] lr: 4.000e-03, eta: 3:48:05, time: 0.781, data_time: 0.000, memory: 9795, top1_acc: 0.6639, top5_acc: 0.8789, loss_cls: 1.2813, loss: 1.2813, grad_norm: 3.7424 2021-04-01 18:21:04,144 - mmaction - INFO - Epoch [25][480/660] lr: 4.000e-03, eta: 3:47:48, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8711, loss_cls: 1.2965, loss: 1.2965, grad_norm: 3.7787 2021-04-01 18:21:19,862 - mmaction - INFO - Epoch [25][500/660] lr: 4.000e-03, eta: 3:47:31, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6639, top5_acc: 0.8752, loss_cls: 1.3002, loss: 1.3002, grad_norm: 3.7985 2021-04-01 18:21:35,620 - mmaction - INFO - Epoch [25][520/660] lr: 4.000e-03, eta: 3:47:14, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6562, top5_acc: 0.8652, loss_cls: 1.3416, loss: 1.3416, grad_norm: 3.8940 2021-04-01 18:21:51,329 - mmaction - INFO - Epoch [25][540/660] lr: 4.000e-03, eta: 3:46:57, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6570, top5_acc: 0.8719, loss_cls: 1.3043, loss: 1.3043, grad_norm: 3.7933 2021-04-01 18:22:07,082 - mmaction - INFO - Epoch [25][560/660] lr: 4.000e-03, eta: 3:46:40, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6631, top5_acc: 0.8766, loss_cls: 1.2785, loss: 1.2785, grad_norm: 3.7416 2021-04-01 18:22:22,751 - mmaction - INFO - Epoch [25][580/660] lr: 4.000e-03, eta: 3:46:23, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6562, top5_acc: 0.8668, loss_cls: 1.3189, loss: 1.3189, grad_norm: 3.8485 2021-04-01 18:22:38,326 - mmaction - INFO - Epoch [25][600/660] lr: 4.000e-03, eta: 3:46:06, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6570, top5_acc: 0.8686, loss_cls: 1.3319, loss: 1.3319, grad_norm: 3.7355 2021-04-01 18:22:54,174 - mmaction - INFO - Epoch [25][620/660] lr: 4.000e-03, eta: 3:45:49, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6459, top5_acc: 0.8646, loss_cls: 1.3691, loss: 1.3691, grad_norm: 3.8443 2021-04-01 18:23:09,869 - mmaction - INFO - Epoch [25][640/660] lr: 4.000e-03, eta: 3:45:32, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6586, top5_acc: 0.8775, loss_cls: 1.2857, loss: 1.2857, grad_norm: 3.8211 2021-04-01 18:23:25,459 - mmaction - INFO - Epoch [25][660/660] lr: 4.000e-03, eta: 3:45:15, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6610, top5_acc: 0.8683, loss_cls: 1.2956, loss: 1.2956, grad_norm: 3.8692 2021-04-01 18:23:26,266 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-04-01 18:24:01,549 - mmaction - INFO - Epoch [26][20/660] lr: 4.000e-03, eta: 3:45:16, time: 1.711, data_time: 0.845, memory: 9795, top1_acc: 0.6678, top5_acc: 0.8727, loss_cls: 1.2805, loss: 1.2805, grad_norm: 3.9289 2021-04-01 18:24:16,894 - mmaction - INFO - Epoch [26][40/660] lr: 4.000e-03, eta: 3:44:59, time: 0.768, data_time: 0.002, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8824, loss_cls: 1.2471, loss: 1.2471, grad_norm: 3.8917 2021-04-01 18:24:32,422 - mmaction - INFO - Epoch [26][60/660] lr: 4.000e-03, eta: 3:44:41, time: 0.776, data_time: 0.002, memory: 9795, top1_acc: 0.6738, top5_acc: 0.8822, loss_cls: 1.2589, loss: 1.2589, grad_norm: 3.8669 2021-04-01 18:24:48,188 - mmaction - INFO - Epoch [26][80/660] lr: 4.000e-03, eta: 3:44:24, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.6635, top5_acc: 0.8709, loss_cls: 1.2874, loss: 1.2874, grad_norm: 3.9924 2021-04-01 18:25:04,030 - mmaction - INFO - Epoch [26][100/660] lr: 4.000e-03, eta: 3:44:07, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6586, top5_acc: 0.8740, loss_cls: 1.2862, loss: 1.2862, grad_norm: 3.9045 2021-04-01 18:25:19,698 - mmaction - INFO - Epoch [26][120/660] lr: 4.000e-03, eta: 3:43:50, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6705, top5_acc: 0.8836, loss_cls: 1.2446, loss: 1.2446, grad_norm: 3.8470 2021-04-01 18:25:35,576 - mmaction - INFO - Epoch [26][140/660] lr: 4.000e-03, eta: 3:43:33, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.6629, top5_acc: 0.8791, loss_cls: 1.2778, loss: 1.2778, grad_norm: 3.9478 2021-04-01 18:25:51,346 - mmaction - INFO - Epoch [26][160/660] lr: 4.000e-03, eta: 3:43:16, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6646, top5_acc: 0.8725, loss_cls: 1.2876, loss: 1.2876, grad_norm: 3.8719 2021-04-01 18:26:07,093 - mmaction - INFO - Epoch [26][180/660] lr: 4.000e-03, eta: 3:42:59, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6674, top5_acc: 0.8711, loss_cls: 1.2997, loss: 1.2997, grad_norm: 3.8905 2021-04-01 18:26:22,790 - mmaction - INFO - Epoch [26][200/660] lr: 4.000e-03, eta: 3:42:42, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6701, top5_acc: 0.8844, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.9235 2021-04-01 18:26:38,356 - mmaction - INFO - Epoch [26][220/660] lr: 4.000e-03, eta: 3:42:25, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.6715, top5_acc: 0.8793, loss_cls: 1.2526, loss: 1.2526, grad_norm: 3.9321 2021-04-01 18:26:54,209 - mmaction - INFO - Epoch [26][240/660] lr: 4.000e-03, eta: 3:42:08, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.6670, top5_acc: 0.8779, loss_cls: 1.2719, loss: 1.2719, grad_norm: 3.9361 2021-04-01 18:27:09,959 - mmaction - INFO - Epoch [26][260/660] lr: 4.000e-03, eta: 3:41:51, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6598, top5_acc: 0.8787, loss_cls: 1.2843, loss: 1.2843, grad_norm: 3.9448 2021-04-01 18:27:25,709 - mmaction - INFO - Epoch [26][280/660] lr: 4.000e-03, eta: 3:41:34, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6686, top5_acc: 0.8787, loss_cls: 1.2599, loss: 1.2599, grad_norm: 3.8753 2021-04-01 18:27:41,353 - mmaction - INFO - Epoch [26][300/660] lr: 4.000e-03, eta: 3:41:17, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6686, top5_acc: 0.8783, loss_cls: 1.2531, loss: 1.2531, grad_norm: 3.8992 2021-04-01 18:27:57,142 - mmaction - INFO - Epoch [26][320/660] lr: 4.000e-03, eta: 3:41:00, time: 0.790, data_time: 0.002, memory: 9795, top1_acc: 0.6662, top5_acc: 0.8762, loss_cls: 1.2687, loss: 1.2687, grad_norm: 3.9740 2021-04-01 18:28:12,890 - mmaction - INFO - Epoch [26][340/660] lr: 4.000e-03, eta: 3:40:43, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6533, top5_acc: 0.8711, loss_cls: 1.3074, loss: 1.3074, grad_norm: 3.9304 2021-04-01 18:28:28,563 - mmaction - INFO - Epoch [26][360/660] lr: 4.000e-03, eta: 3:40:26, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6693, top5_acc: 0.8811, loss_cls: 1.2517, loss: 1.2517, grad_norm: 3.8911 2021-04-01 18:28:44,354 - mmaction - INFO - Epoch [26][380/660] lr: 4.000e-03, eta: 3:40:09, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6611, top5_acc: 0.8727, loss_cls: 1.2825, loss: 1.2825, grad_norm: 3.9898 2021-04-01 18:29:00,077 - mmaction - INFO - Epoch [26][400/660] lr: 4.000e-03, eta: 3:39:52, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6633, top5_acc: 0.8756, loss_cls: 1.2849, loss: 1.2849, grad_norm: 4.0016 2021-04-01 18:29:15,863 - mmaction - INFO - Epoch [26][420/660] lr: 4.000e-03, eta: 3:39:35, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6590, top5_acc: 0.8783, loss_cls: 1.2901, loss: 1.2901, grad_norm: 3.9559 2021-04-01 18:29:31,581 - mmaction - INFO - Epoch [26][440/660] lr: 4.000e-03, eta: 3:39:18, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6662, top5_acc: 0.8746, loss_cls: 1.2879, loss: 1.2879, grad_norm: 3.9435 2021-04-01 18:29:47,300 - mmaction - INFO - Epoch [26][460/660] lr: 4.000e-03, eta: 3:39:01, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6594, top5_acc: 0.8691, loss_cls: 1.2979, loss: 1.2979, grad_norm: 4.0130 2021-04-01 18:30:03,048 - mmaction - INFO - Epoch [26][480/660] lr: 4.000e-03, eta: 3:38:44, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6650, top5_acc: 0.8734, loss_cls: 1.2852, loss: 1.2852, grad_norm: 3.9518 2021-04-01 18:30:18,837 - mmaction - INFO - Epoch [26][500/660] lr: 4.000e-03, eta: 3:38:27, time: 0.789, data_time: 0.004, memory: 9795, top1_acc: 0.6494, top5_acc: 0.8717, loss_cls: 1.3149, loss: 1.3149, grad_norm: 4.0278 2021-04-01 18:30:34,526 - mmaction - INFO - Epoch [26][520/660] lr: 4.000e-03, eta: 3:38:10, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.6678, top5_acc: 0.8789, loss_cls: 1.2968, loss: 1.2968, grad_norm: 3.9912 2021-04-01 18:30:50,339 - mmaction - INFO - Epoch [26][540/660] lr: 4.000e-03, eta: 3:37:53, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6615, top5_acc: 0.8766, loss_cls: 1.2824, loss: 1.2824, grad_norm: 4.0223 2021-04-01 18:31:05,949 - mmaction - INFO - Epoch [26][560/660] lr: 4.000e-03, eta: 3:37:36, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6680, top5_acc: 0.8803, loss_cls: 1.2558, loss: 1.2558, grad_norm: 3.9703 2021-04-01 18:31:21,811 - mmaction - INFO - Epoch [26][580/660] lr: 4.000e-03, eta: 3:37:19, time: 0.792, data_time: 0.006, memory: 9795, top1_acc: 0.6609, top5_acc: 0.8740, loss_cls: 1.2992, loss: 1.2992, grad_norm: 4.0058 2021-04-01 18:31:37,565 - mmaction - INFO - Epoch [26][600/660] lr: 4.000e-03, eta: 3:37:02, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6607, top5_acc: 0.8744, loss_cls: 1.3079, loss: 1.3079, grad_norm: 4.0168 2021-04-01 18:31:53,208 - mmaction - INFO - Epoch [26][620/660] lr: 4.000e-03, eta: 3:36:45, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6643, top5_acc: 0.8754, loss_cls: 1.2841, loss: 1.2841, grad_norm: 3.9437 2021-04-01 18:32:08,844 - mmaction - INFO - Epoch [26][640/660] lr: 4.000e-03, eta: 3:36:28, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6670, top5_acc: 0.8801, loss_cls: 1.2544, loss: 1.2544, grad_norm: 3.9984 2021-04-01 18:32:24,434 - mmaction - INFO - Epoch [26][660/660] lr: 4.000e-03, eta: 3:36:11, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6578, top5_acc: 0.8730, loss_cls: 1.2993, loss: 1.2993, grad_norm: 4.0841 2021-04-01 18:32:25,212 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-04-01 18:33:00,457 - mmaction - INFO - Epoch [27][20/660] lr: 4.000e-03, eta: 3:36:11, time: 1.730, data_time: 0.935, memory: 9795, top1_acc: 0.6729, top5_acc: 0.8791, loss_cls: 1.2398, loss: 1.2398, grad_norm: 3.9443 2021-04-01 18:33:15,855 - mmaction - INFO - Epoch [27][40/660] lr: 4.000e-03, eta: 3:35:54, time: 0.770, data_time: 0.001, memory: 9795, top1_acc: 0.6670, top5_acc: 0.8779, loss_cls: 1.2712, loss: 1.2712, grad_norm: 4.0452 2021-04-01 18:33:31,431 - mmaction - INFO - Epoch [27][60/660] lr: 4.000e-03, eta: 3:35:37, time: 0.779, data_time: 0.003, memory: 9795, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2513, loss: 1.2513, grad_norm: 4.0164 2021-04-01 18:33:47,061 - mmaction - INFO - Epoch [27][80/660] lr: 4.000e-03, eta: 3:35:20, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6680, top5_acc: 0.8744, loss_cls: 1.2612, loss: 1.2612, grad_norm: 4.0230 2021-04-01 18:34:02,773 - mmaction - INFO - Epoch [27][100/660] lr: 4.000e-03, eta: 3:35:03, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6635, top5_acc: 0.8814, loss_cls: 1.2661, loss: 1.2661, grad_norm: 4.0922 2021-04-01 18:34:18,480 - mmaction - INFO - Epoch [27][120/660] lr: 4.000e-03, eta: 3:34:46, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6729, top5_acc: 0.8863, loss_cls: 1.2378, loss: 1.2378, grad_norm: 4.0281 2021-04-01 18:34:34,277 - mmaction - INFO - Epoch [27][140/660] lr: 4.000e-03, eta: 3:34:29, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6691, top5_acc: 0.8727, loss_cls: 1.2728, loss: 1.2728, grad_norm: 4.1180 2021-04-01 18:34:50,032 - mmaction - INFO - Epoch [27][160/660] lr: 4.000e-03, eta: 3:34:12, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6785, top5_acc: 0.8809, loss_cls: 1.2300, loss: 1.2300, grad_norm: 4.0080 2021-04-01 18:35:05,646 - mmaction - INFO - Epoch [27][180/660] lr: 4.000e-03, eta: 3:33:55, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.2268, loss: 1.2268, grad_norm: 3.9692 2021-04-01 18:35:21,418 - mmaction - INFO - Epoch [27][200/660] lr: 4.000e-03, eta: 3:33:38, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6678, top5_acc: 0.8869, loss_cls: 1.2221, loss: 1.2221, grad_norm: 4.0171 2021-04-01 18:35:37,238 - mmaction - INFO - Epoch [27][220/660] lr: 4.000e-03, eta: 3:33:21, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6512, top5_acc: 0.8650, loss_cls: 1.3272, loss: 1.3272, grad_norm: 4.2035 2021-04-01 18:35:52,974 - mmaction - INFO - Epoch [27][240/660] lr: 4.000e-03, eta: 3:33:04, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.6725, top5_acc: 0.8848, loss_cls: 1.2506, loss: 1.2506, grad_norm: 4.1470 2021-04-01 18:36:08,789 - mmaction - INFO - Epoch [27][260/660] lr: 4.000e-03, eta: 3:32:47, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6658, top5_acc: 0.8816, loss_cls: 1.2543, loss: 1.2543, grad_norm: 4.1296 2021-04-01 18:36:24,562 - mmaction - INFO - Epoch [27][280/660] lr: 4.000e-03, eta: 3:32:30, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6760, top5_acc: 0.8842, loss_cls: 1.2349, loss: 1.2349, grad_norm: 3.9359 2021-04-01 18:36:40,314 - mmaction - INFO - Epoch [27][300/660] lr: 4.000e-03, eta: 3:32:13, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6689, top5_acc: 0.8850, loss_cls: 1.2306, loss: 1.2306, grad_norm: 4.1541 2021-04-01 18:36:56,062 - mmaction - INFO - Epoch [27][320/660] lr: 4.000e-03, eta: 3:31:56, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6807, top5_acc: 0.8797, loss_cls: 1.2289, loss: 1.2289, grad_norm: 4.1173 2021-04-01 18:37:11,772 - mmaction - INFO - Epoch [27][340/660] lr: 4.000e-03, eta: 3:31:39, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6830, top5_acc: 0.8805, loss_cls: 1.2385, loss: 1.2385, grad_norm: 4.0759 2021-04-01 18:37:27,396 - mmaction - INFO - Epoch [27][360/660] lr: 4.000e-03, eta: 3:31:22, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6672, top5_acc: 0.8768, loss_cls: 1.2725, loss: 1.2725, grad_norm: 4.1175 2021-04-01 18:37:43,150 - mmaction - INFO - Epoch [27][380/660] lr: 4.000e-03, eta: 3:31:05, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6732, top5_acc: 0.8799, loss_cls: 1.2479, loss: 1.2479, grad_norm: 4.0797 2021-04-01 18:37:58,863 - mmaction - INFO - Epoch [27][400/660] lr: 4.000e-03, eta: 3:30:48, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6740, top5_acc: 0.8865, loss_cls: 1.2278, loss: 1.2278, grad_norm: 3.9935 2021-04-01 18:38:14,536 - mmaction - INFO - Epoch [27][420/660] lr: 4.000e-03, eta: 3:30:31, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6713, top5_acc: 0.8768, loss_cls: 1.2458, loss: 1.2458, grad_norm: 4.2241 2021-04-01 18:38:30,277 - mmaction - INFO - Epoch [27][440/660] lr: 4.000e-03, eta: 3:30:14, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8824, loss_cls: 1.2326, loss: 1.2326, grad_norm: 4.1207 2021-04-01 18:38:46,000 - mmaction - INFO - Epoch [27][460/660] lr: 4.000e-03, eta: 3:29:57, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6646, top5_acc: 0.8812, loss_cls: 1.2716, loss: 1.2716, grad_norm: 4.0702 2021-04-01 18:39:01,748 - mmaction - INFO - Epoch [27][480/660] lr: 4.000e-03, eta: 3:29:40, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6553, top5_acc: 0.8752, loss_cls: 1.2812, loss: 1.2812, grad_norm: 4.1675 2021-04-01 18:39:17,501 - mmaction - INFO - Epoch [27][500/660] lr: 4.000e-03, eta: 3:29:23, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6668, top5_acc: 0.8734, loss_cls: 1.2834, loss: 1.2834, grad_norm: 4.1447 2021-04-01 18:39:33,322 - mmaction - INFO - Epoch [27][520/660] lr: 4.000e-03, eta: 3:29:06, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8742, loss_cls: 1.2743, loss: 1.2743, grad_norm: 4.1608 2021-04-01 18:39:48,993 - mmaction - INFO - Epoch [27][540/660] lr: 4.000e-03, eta: 3:28:49, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6752, top5_acc: 0.8885, loss_cls: 1.2055, loss: 1.2055, grad_norm: 4.1445 2021-04-01 18:40:04,784 - mmaction - INFO - Epoch [27][560/660] lr: 4.000e-03, eta: 3:28:33, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8764, loss_cls: 1.2447, loss: 1.2447, grad_norm: 4.2318 2021-04-01 18:40:20,472 - mmaction - INFO - Epoch [27][580/660] lr: 4.000e-03, eta: 3:28:16, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6592, top5_acc: 0.8713, loss_cls: 1.2949, loss: 1.2949, grad_norm: 4.1383 2021-04-01 18:40:36,152 - mmaction - INFO - Epoch [27][600/660] lr: 4.000e-03, eta: 3:27:59, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6645, top5_acc: 0.8793, loss_cls: 1.2649, loss: 1.2649, grad_norm: 4.1473 2021-04-01 18:40:51,917 - mmaction - INFO - Epoch [27][620/660] lr: 4.000e-03, eta: 3:27:42, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6551, top5_acc: 0.8746, loss_cls: 1.2947, loss: 1.2947, grad_norm: 4.1640 2021-04-01 18:41:07,592 - mmaction - INFO - Epoch [27][640/660] lr: 4.000e-03, eta: 3:27:25, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6646, top5_acc: 0.8711, loss_cls: 1.2990, loss: 1.2990, grad_norm: 4.2090 2021-04-01 18:41:23,162 - mmaction - INFO - Epoch [27][660/660] lr: 4.000e-03, eta: 3:27:08, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6574, top5_acc: 0.8734, loss_cls: 1.2934, loss: 1.2934, grad_norm: 4.1543 2021-04-01 18:41:23,917 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-04-01 18:41:59,686 - mmaction - INFO - Epoch [28][20/660] lr: 4.000e-03, eta: 3:27:07, time: 1.729, data_time: 0.922, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8871, loss_cls: 1.1952, loss: 1.1952, grad_norm: 3.9619 2021-04-01 18:42:14,987 - mmaction - INFO - Epoch [28][40/660] lr: 4.000e-03, eta: 3:26:49, time: 0.766, data_time: 0.004, memory: 9795, top1_acc: 0.6799, top5_acc: 0.8881, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.1840 2021-04-01 18:42:30,523 - mmaction - INFO - Epoch [28][60/660] lr: 4.000e-03, eta: 3:26:32, time: 0.776, data_time: 0.002, memory: 9795, top1_acc: 0.6709, top5_acc: 0.8785, loss_cls: 1.2479, loss: 1.2479, grad_norm: 4.1668 2021-04-01 18:42:46,221 - mmaction - INFO - Epoch [28][80/660] lr: 4.000e-03, eta: 3:26:15, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.6723, top5_acc: 0.8805, loss_cls: 1.2386, loss: 1.2386, grad_norm: 4.1434 2021-04-01 18:43:01,865 - mmaction - INFO - Epoch [28][100/660] lr: 4.000e-03, eta: 3:25:58, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6746, top5_acc: 0.8789, loss_cls: 1.2620, loss: 1.2620, grad_norm: 4.1973 2021-04-01 18:43:17,589 - mmaction - INFO - Epoch [28][120/660] lr: 4.000e-03, eta: 3:25:41, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.6549, top5_acc: 0.8826, loss_cls: 1.2791, loss: 1.2791, grad_norm: 4.1745 2021-04-01 18:43:33,391 - mmaction - INFO - Epoch [28][140/660] lr: 4.000e-03, eta: 3:25:25, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6775, top5_acc: 0.8836, loss_cls: 1.2317, loss: 1.2317, grad_norm: 4.1628 2021-04-01 18:43:49,192 - mmaction - INFO - Epoch [28][160/660] lr: 4.000e-03, eta: 3:25:08, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6775, top5_acc: 0.8791, loss_cls: 1.2321, loss: 1.2321, grad_norm: 4.1828 2021-04-01 18:44:04,838 - mmaction - INFO - Epoch [28][180/660] lr: 4.000e-03, eta: 3:24:51, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6686, top5_acc: 0.8723, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.2964 2021-04-01 18:44:20,591 - mmaction - INFO - Epoch [28][200/660] lr: 4.000e-03, eta: 3:24:34, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6773, top5_acc: 0.8824, loss_cls: 1.2306, loss: 1.2306, grad_norm: 4.1625 2021-04-01 18:44:36,352 - mmaction - INFO - Epoch [28][220/660] lr: 4.000e-03, eta: 3:24:17, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6715, top5_acc: 0.8822, loss_cls: 1.2413, loss: 1.2413, grad_norm: 4.2284 2021-04-01 18:44:52,058 - mmaction - INFO - Epoch [28][240/660] lr: 4.000e-03, eta: 3:24:00, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6695, top5_acc: 0.8762, loss_cls: 1.2717, loss: 1.2717, grad_norm: 4.3124 2021-04-01 18:45:07,772 - mmaction - INFO - Epoch [28][260/660] lr: 4.000e-03, eta: 3:23:43, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8869, loss_cls: 1.2202, loss: 1.2202, grad_norm: 4.1010 2021-04-01 18:45:23,557 - mmaction - INFO - Epoch [28][280/660] lr: 4.000e-03, eta: 3:23:26, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6721, top5_acc: 0.8775, loss_cls: 1.2490, loss: 1.2490, grad_norm: 4.3115 2021-04-01 18:45:39,184 - mmaction - INFO - Epoch [28][300/660] lr: 4.000e-03, eta: 3:23:09, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6771, top5_acc: 0.8865, loss_cls: 1.2073, loss: 1.2073, grad_norm: 4.1124 2021-04-01 18:45:54,934 - mmaction - INFO - Epoch [28][320/660] lr: 4.000e-03, eta: 3:22:52, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6639, top5_acc: 0.8756, loss_cls: 1.2833, loss: 1.2833, grad_norm: 4.3338 2021-04-01 18:46:10,727 - mmaction - INFO - Epoch [28][340/660] lr: 4.000e-03, eta: 3:22:35, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6832, top5_acc: 0.8852, loss_cls: 1.2065, loss: 1.2065, grad_norm: 4.2310 2021-04-01 18:46:26,421 - mmaction - INFO - Epoch [28][360/660] lr: 4.000e-03, eta: 3:22:18, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6645, top5_acc: 0.8742, loss_cls: 1.2828, loss: 1.2828, grad_norm: 4.3446 2021-04-01 18:46:42,194 - mmaction - INFO - Epoch [28][380/660] lr: 4.000e-03, eta: 3:22:01, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6762, top5_acc: 0.8828, loss_cls: 1.2145, loss: 1.2145, grad_norm: 4.2202 2021-04-01 18:46:57,878 - mmaction - INFO - Epoch [28][400/660] lr: 4.000e-03, eta: 3:21:45, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6656, top5_acc: 0.8691, loss_cls: 1.2824, loss: 1.2824, grad_norm: 4.3300 2021-04-01 18:47:13,644 - mmaction - INFO - Epoch [28][420/660] lr: 4.000e-03, eta: 3:21:28, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6877, top5_acc: 0.8943, loss_cls: 1.1972, loss: 1.1972, grad_norm: 4.1918 2021-04-01 18:47:29,463 - mmaction - INFO - Epoch [28][440/660] lr: 4.000e-03, eta: 3:21:11, time: 0.791, data_time: 0.007, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8857, loss_cls: 1.2082, loss: 1.2082, grad_norm: 4.3163 2021-04-01 18:47:45,190 - mmaction - INFO - Epoch [28][460/660] lr: 4.000e-03, eta: 3:20:54, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6891, top5_acc: 0.8842, loss_cls: 1.2141, loss: 1.2141, grad_norm: 4.2853 2021-04-01 18:48:00,925 - mmaction - INFO - Epoch [28][480/660] lr: 4.000e-03, eta: 3:20:37, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6691, top5_acc: 0.8770, loss_cls: 1.2575, loss: 1.2575, grad_norm: 4.3240 2021-04-01 18:48:16,578 - mmaction - INFO - Epoch [28][500/660] lr: 4.000e-03, eta: 3:20:20, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6721, top5_acc: 0.8836, loss_cls: 1.2270, loss: 1.2270, grad_norm: 4.3386 2021-04-01 18:48:32,443 - mmaction - INFO - Epoch [28][520/660] lr: 4.000e-03, eta: 3:20:03, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.6652, top5_acc: 0.8771, loss_cls: 1.2780, loss: 1.2780, grad_norm: 4.4628 2021-04-01 18:48:48,124 - mmaction - INFO - Epoch [28][540/660] lr: 4.000e-03, eta: 3:19:46, time: 0.783, data_time: 0.000, memory: 9795, top1_acc: 0.6502, top5_acc: 0.8760, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.2932 2021-04-01 18:49:03,901 - mmaction - INFO - Epoch [28][560/660] lr: 4.000e-03, eta: 3:19:29, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6736, top5_acc: 0.8852, loss_cls: 1.2220, loss: 1.2220, grad_norm: 4.2381 2021-04-01 18:49:19,640 - mmaction - INFO - Epoch [28][580/660] lr: 4.000e-03, eta: 3:19:13, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6723, top5_acc: 0.8834, loss_cls: 1.2351, loss: 1.2351, grad_norm: 4.3475 2021-04-01 18:49:35,507 - mmaction - INFO - Epoch [28][600/660] lr: 4.000e-03, eta: 3:18:56, time: 0.793, data_time: 0.000, memory: 9795, top1_acc: 0.6729, top5_acc: 0.8855, loss_cls: 1.2442, loss: 1.2442, grad_norm: 4.4328 2021-04-01 18:49:51,213 - mmaction - INFO - Epoch [28][620/660] lr: 4.000e-03, eta: 3:18:39, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6744, top5_acc: 0.8803, loss_cls: 1.2537, loss: 1.2537, grad_norm: 4.2970 2021-04-01 18:50:06,987 - mmaction - INFO - Epoch [28][640/660] lr: 4.000e-03, eta: 3:18:22, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6670, top5_acc: 0.8764, loss_cls: 1.2688, loss: 1.2688, grad_norm: 4.2234 2021-04-01 18:50:22,564 - mmaction - INFO - Epoch [28][660/660] lr: 4.000e-03, eta: 3:18:05, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6598, top5_acc: 0.8721, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.2992 2021-04-01 18:50:23,371 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-04-01 18:50:58,550 - mmaction - INFO - Epoch [29][20/660] lr: 4.000e-03, eta: 3:18:03, time: 1.711, data_time: 0.946, memory: 9795, top1_acc: 0.6805, top5_acc: 0.8832, loss_cls: 1.2212, loss: 1.2212, grad_norm: 4.3330 2021-04-01 18:51:13,726 - mmaction - INFO - Epoch [29][40/660] lr: 4.000e-03, eta: 3:17:45, time: 0.759, data_time: 0.002, memory: 9795, top1_acc: 0.6879, top5_acc: 0.8883, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.2697 2021-04-01 18:51:29,231 - mmaction - INFO - Epoch [29][60/660] lr: 4.000e-03, eta: 3:17:28, time: 0.775, data_time: 0.002, memory: 9795, top1_acc: 0.6764, top5_acc: 0.8898, loss_cls: 1.2098, loss: 1.2098, grad_norm: 4.2246 2021-04-01 18:51:44,993 - mmaction - INFO - Epoch [29][80/660] lr: 4.000e-03, eta: 3:17:11, time: 0.789, data_time: 0.002, memory: 9795, top1_acc: 0.6701, top5_acc: 0.8895, loss_cls: 1.2271, loss: 1.2271, grad_norm: 4.3553 2021-04-01 18:52:00,731 - mmaction - INFO - Epoch [29][100/660] lr: 4.000e-03, eta: 3:16:55, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8857, loss_cls: 1.2185, loss: 1.2185, grad_norm: 4.2782 2021-04-01 18:52:16,594 - mmaction - INFO - Epoch [29][120/660] lr: 4.000e-03, eta: 3:16:38, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.6748, top5_acc: 0.8879, loss_cls: 1.2124, loss: 1.2124, grad_norm: 4.3198 2021-04-01 18:52:32,360 - mmaction - INFO - Epoch [29][140/660] lr: 4.000e-03, eta: 3:16:21, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6738, top5_acc: 0.8836, loss_cls: 1.2333, loss: 1.2333, grad_norm: 4.3695 2021-04-01 18:52:48,179 - mmaction - INFO - Epoch [29][160/660] lr: 4.000e-03, eta: 3:16:04, time: 0.790, data_time: 0.000, memory: 9795, top1_acc: 0.6594, top5_acc: 0.8787, loss_cls: 1.2745, loss: 1.2745, grad_norm: 4.4262 2021-04-01 18:53:03,886 - mmaction - INFO - Epoch [29][180/660] lr: 4.000e-03, eta: 3:15:47, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6865, top5_acc: 0.8885, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.3632 2021-04-01 18:53:19,779 - mmaction - INFO - Epoch [29][200/660] lr: 4.000e-03, eta: 3:15:30, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.6768, top5_acc: 0.8795, loss_cls: 1.2579, loss: 1.2579, grad_norm: 4.3990 2021-04-01 18:53:35,452 - mmaction - INFO - Epoch [29][220/660] lr: 4.000e-03, eta: 3:15:13, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6830, top5_acc: 0.8848, loss_cls: 1.2156, loss: 1.2156, grad_norm: 4.3429 2021-04-01 18:53:51,305 - mmaction - INFO - Epoch [29][240/660] lr: 4.000e-03, eta: 3:14:57, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.6846, top5_acc: 0.8930, loss_cls: 1.1982, loss: 1.1982, grad_norm: 4.3941 2021-04-01 18:54:07,122 - mmaction - INFO - Epoch [29][260/660] lr: 4.000e-03, eta: 3:14:40, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6818, top5_acc: 0.8775, loss_cls: 1.2382, loss: 1.2382, grad_norm: 4.3645 2021-04-01 18:54:22,897 - mmaction - INFO - Epoch [29][280/660] lr: 4.000e-03, eta: 3:14:23, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6805, top5_acc: 0.8846, loss_cls: 1.2171, loss: 1.2171, grad_norm: 4.2728 2021-04-01 18:54:38,593 - mmaction - INFO - Epoch [29][300/660] lr: 4.000e-03, eta: 3:14:06, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6750, top5_acc: 0.8760, loss_cls: 1.2436, loss: 1.2436, grad_norm: 4.3614 2021-04-01 18:54:54,280 - mmaction - INFO - Epoch [29][320/660] lr: 4.000e-03, eta: 3:13:49, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6889, top5_acc: 0.8828, loss_cls: 1.2092, loss: 1.2092, grad_norm: 4.2553 2021-04-01 18:55:09,986 - mmaction - INFO - Epoch [29][340/660] lr: 4.000e-03, eta: 3:13:32, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.1899, loss: 1.1899, grad_norm: 4.3983 2021-04-01 18:55:25,746 - mmaction - INFO - Epoch [29][360/660] lr: 4.000e-03, eta: 3:13:15, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6811, top5_acc: 0.8922, loss_cls: 1.2068, loss: 1.2068, grad_norm: 4.4573 2021-04-01 18:55:41,552 - mmaction - INFO - Epoch [29][380/660] lr: 4.000e-03, eta: 3:12:59, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6787, top5_acc: 0.8859, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.3881 2021-04-01 18:55:57,318 - mmaction - INFO - Epoch [29][400/660] lr: 4.000e-03, eta: 3:12:42, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6805, top5_acc: 0.8797, loss_cls: 1.2134, loss: 1.2134, grad_norm: 4.3758 2021-04-01 18:56:13,001 - mmaction - INFO - Epoch [29][420/660] lr: 4.000e-03, eta: 3:12:25, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6787, top5_acc: 0.8893, loss_cls: 1.2010, loss: 1.2010, grad_norm: 4.4658 2021-04-01 18:56:28,684 - mmaction - INFO - Epoch [29][440/660] lr: 4.000e-03, eta: 3:12:08, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6871, top5_acc: 0.8834, loss_cls: 1.2118, loss: 1.2118, grad_norm: 4.3567 2021-04-01 18:56:44,454 - mmaction - INFO - Epoch [29][460/660] lr: 4.000e-03, eta: 3:11:51, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6809, top5_acc: 0.8822, loss_cls: 1.2214, loss: 1.2214, grad_norm: 4.4639 2021-04-01 18:57:00,247 - mmaction - INFO - Epoch [29][480/660] lr: 4.000e-03, eta: 3:11:34, time: 0.790, data_time: 0.002, memory: 9795, top1_acc: 0.6699, top5_acc: 0.8801, loss_cls: 1.2513, loss: 1.2513, grad_norm: 4.4112 2021-04-01 18:57:15,962 - mmaction - INFO - Epoch [29][500/660] lr: 4.000e-03, eta: 3:11:18, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6775, top5_acc: 0.8889, loss_cls: 1.2304, loss: 1.2304, grad_norm: 4.4210 2021-04-01 18:57:31,753 - mmaction - INFO - Epoch [29][520/660] lr: 4.000e-03, eta: 3:11:01, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6678, top5_acc: 0.8834, loss_cls: 1.2520, loss: 1.2520, grad_norm: 4.4918 2021-04-01 18:57:47,493 - mmaction - INFO - Epoch [29][540/660] lr: 4.000e-03, eta: 3:10:44, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6756, top5_acc: 0.8809, loss_cls: 1.2251, loss: 1.2251, grad_norm: 4.4602 2021-04-01 18:58:03,207 - mmaction - INFO - Epoch [29][560/660] lr: 4.000e-03, eta: 3:10:27, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6701, top5_acc: 0.8844, loss_cls: 1.2306, loss: 1.2306, grad_norm: 4.4700 2021-04-01 18:58:18,881 - mmaction - INFO - Epoch [29][580/660] lr: 4.000e-03, eta: 3:10:10, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6777, top5_acc: 0.8848, loss_cls: 1.2297, loss: 1.2297, grad_norm: 4.5083 2021-04-01 18:58:34,644 - mmaction - INFO - Epoch [29][600/660] lr: 4.000e-03, eta: 3:09:53, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6828, top5_acc: 0.8834, loss_cls: 1.2231, loss: 1.2231, grad_norm: 4.5200 2021-04-01 18:58:50,399 - mmaction - INFO - Epoch [29][620/660] lr: 4.000e-03, eta: 3:09:37, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6785, top5_acc: 0.8826, loss_cls: 1.1983, loss: 1.1983, grad_norm: 4.5197 2021-04-01 18:59:06,066 - mmaction - INFO - Epoch [29][640/660] lr: 4.000e-03, eta: 3:09:20, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6715, top5_acc: 0.8891, loss_cls: 1.2195, loss: 1.2195, grad_norm: 4.4138 2021-04-01 18:59:21,635 - mmaction - INFO - Epoch [29][660/660] lr: 4.000e-03, eta: 3:09:03, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.6759, top5_acc: 0.8835, loss_cls: 1.2342, loss: 1.2342, grad_norm: 4.4713 2021-04-01 18:59:22,412 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-04-01 18:59:58,027 - mmaction - INFO - Epoch [30][20/660] lr: 4.000e-03, eta: 3:08:59, time: 1.724, data_time: 0.912, memory: 9795, top1_acc: 0.6820, top5_acc: 0.8910, loss_cls: 1.1949, loss: 1.1949, grad_norm: 4.4189 2021-04-01 19:00:13,378 - mmaction - INFO - Epoch [30][40/660] lr: 4.000e-03, eta: 3:08:42, time: 0.768, data_time: 0.001, memory: 9795, top1_acc: 0.6826, top5_acc: 0.8834, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.4608 2021-04-01 19:00:29,053 - mmaction - INFO - Epoch [30][60/660] lr: 4.000e-03, eta: 3:08:25, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.6900, top5_acc: 0.8846, loss_cls: 1.2176, loss: 1.2176, grad_norm: 4.5320 2021-04-01 19:00:44,756 - mmaction - INFO - Epoch [30][80/660] lr: 4.000e-03, eta: 3:08:09, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6994, top5_acc: 0.8924, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.3278 2021-04-01 19:01:00,513 - mmaction - INFO - Epoch [30][100/660] lr: 4.000e-03, eta: 3:07:52, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.6887, top5_acc: 0.8963, loss_cls: 1.1624, loss: 1.1624, grad_norm: 4.5144 2021-04-01 19:01:16,297 - mmaction - INFO - Epoch [30][120/660] lr: 4.000e-03, eta: 3:07:35, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6926, top5_acc: 0.8984, loss_cls: 1.1654, loss: 1.1654, grad_norm: 4.5268 2021-04-01 19:01:32,050 - mmaction - INFO - Epoch [30][140/660] lr: 4.000e-03, eta: 3:07:18, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6926, top5_acc: 0.8912, loss_cls: 1.1745, loss: 1.1745, grad_norm: 4.4854 2021-04-01 19:01:47,836 - mmaction - INFO - Epoch [30][160/660] lr: 4.000e-03, eta: 3:07:01, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6871, top5_acc: 0.8943, loss_cls: 1.1574, loss: 1.1574, grad_norm: 4.5910 2021-04-01 19:02:03,471 - mmaction - INFO - Epoch [30][180/660] lr: 4.000e-03, eta: 3:06:44, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6793, top5_acc: 0.8902, loss_cls: 1.1900, loss: 1.1900, grad_norm: 4.4661 2021-04-01 19:02:19,243 - mmaction - INFO - Epoch [30][200/660] lr: 4.000e-03, eta: 3:06:28, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6910, top5_acc: 0.8896, loss_cls: 1.1606, loss: 1.1606, grad_norm: 4.4643 2021-04-01 19:02:35,084 - mmaction - INFO - Epoch [30][220/660] lr: 4.000e-03, eta: 3:06:11, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6830, top5_acc: 0.8875, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.5904 2021-04-01 19:02:50,923 - mmaction - INFO - Epoch [30][240/660] lr: 4.000e-03, eta: 3:05:54, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6797, top5_acc: 0.8922, loss_cls: 1.1755, loss: 1.1755, grad_norm: 4.5915 2021-04-01 19:03:06,526 - mmaction - INFO - Epoch [30][260/660] lr: 4.000e-03, eta: 3:05:37, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6754, top5_acc: 0.8850, loss_cls: 1.2203, loss: 1.2203, grad_norm: 4.5801 2021-04-01 19:03:22,289 - mmaction - INFO - Epoch [30][280/660] lr: 4.000e-03, eta: 3:05:20, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6742, top5_acc: 0.8818, loss_cls: 1.2211, loss: 1.2211, grad_norm: 4.5519 2021-04-01 19:03:38,047 - mmaction - INFO - Epoch [30][300/660] lr: 4.000e-03, eta: 3:05:03, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6834, top5_acc: 0.8809, loss_cls: 1.2123, loss: 1.2123, grad_norm: 4.4841 2021-04-01 19:03:53,797 - mmaction - INFO - Epoch [30][320/660] lr: 4.000e-03, eta: 3:04:47, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6846, top5_acc: 0.8855, loss_cls: 1.2045, loss: 1.2045, grad_norm: 4.5586 2021-04-01 19:04:10,681 - mmaction - INFO - Epoch [30][340/660] lr: 4.000e-03, eta: 3:04:31, time: 0.844, data_time: 0.001, memory: 9795, top1_acc: 0.6746, top5_acc: 0.8859, loss_cls: 1.2228, loss: 1.2228, grad_norm: 4.6462 2021-04-01 19:04:26,585 - mmaction - INFO - Epoch [30][360/660] lr: 4.000e-03, eta: 3:04:14, time: 0.795, data_time: 0.001, memory: 9795, top1_acc: 0.6777, top5_acc: 0.8893, loss_cls: 1.2154, loss: 1.2154, grad_norm: 4.5857 2021-04-01 19:04:42,294 - mmaction - INFO - Epoch [30][380/660] lr: 4.000e-03, eta: 3:03:57, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8787, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.6032 2021-04-01 19:04:57,971 - mmaction - INFO - Epoch [30][400/660] lr: 4.000e-03, eta: 3:03:40, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6734, top5_acc: 0.8902, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.5653 2021-04-01 19:05:13,645 - mmaction - INFO - Epoch [30][420/660] lr: 4.000e-03, eta: 3:03:23, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6729, top5_acc: 0.8867, loss_cls: 1.2137, loss: 1.2137, grad_norm: 4.7059 2021-04-01 19:05:29,335 - mmaction - INFO - Epoch [30][440/660] lr: 4.000e-03, eta: 3:03:07, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6770, top5_acc: 0.8891, loss_cls: 1.2125, loss: 1.2125, grad_norm: 4.6634 2021-04-01 19:05:44,956 - mmaction - INFO - Epoch [30][460/660] lr: 4.000e-03, eta: 3:02:50, time: 0.781, data_time: 0.002, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8816, loss_cls: 1.2188, loss: 1.2188, grad_norm: 4.5012 2021-04-01 19:06:00,685 - mmaction - INFO - Epoch [30][480/660] lr: 4.000e-03, eta: 3:02:33, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6850, top5_acc: 0.8893, loss_cls: 1.1809, loss: 1.1809, grad_norm: 4.5399 2021-04-01 19:06:16,424 - mmaction - INFO - Epoch [30][500/660] lr: 4.000e-03, eta: 3:02:16, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.5695 2021-04-01 19:06:32,104 - mmaction - INFO - Epoch [30][520/660] lr: 4.000e-03, eta: 3:01:59, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6869, top5_acc: 0.8881, loss_cls: 1.1894, loss: 1.1894, grad_norm: 4.5504 2021-04-01 19:06:47,777 - mmaction - INFO - Epoch [30][540/660] lr: 4.000e-03, eta: 3:01:42, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6834, top5_acc: 0.8842, loss_cls: 1.2065, loss: 1.2065, grad_norm: 4.5949 2021-04-01 19:07:03,506 - mmaction - INFO - Epoch [30][560/660] lr: 4.000e-03, eta: 3:01:26, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.6814, top5_acc: 0.8871, loss_cls: 1.2070, loss: 1.2070, grad_norm: 4.5621 2021-04-01 19:07:19,186 - mmaction - INFO - Epoch [30][580/660] lr: 4.000e-03, eta: 3:01:09, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6678, top5_acc: 0.8811, loss_cls: 1.2344, loss: 1.2344, grad_norm: 4.7387 2021-04-01 19:07:34,892 - mmaction - INFO - Epoch [30][600/660] lr: 4.000e-03, eta: 3:00:52, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6729, top5_acc: 0.8801, loss_cls: 1.2373, loss: 1.2373, grad_norm: 4.6338 2021-04-01 19:07:50,679 - mmaction - INFO - Epoch [30][620/660] lr: 4.000e-03, eta: 3:00:35, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6684, top5_acc: 0.8844, loss_cls: 1.2486, loss: 1.2486, grad_norm: 4.7141 2021-04-01 19:08:06,389 - mmaction - INFO - Epoch [30][640/660] lr: 4.000e-03, eta: 3:00:18, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8883, loss_cls: 1.2073, loss: 1.2073, grad_norm: 4.5266 2021-04-01 19:08:21,896 - mmaction - INFO - Epoch [30][660/660] lr: 4.000e-03, eta: 3:00:01, time: 0.775, data_time: 0.001, memory: 9795, top1_acc: 0.6820, top5_acc: 0.8838, loss_cls: 1.2086, loss: 1.2086, grad_norm: 4.5171 2021-04-01 19:08:22,625 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-04-01 19:08:57,986 - mmaction - INFO - Epoch [31][20/660] lr: 4.000e-03, eta: 2:59:57, time: 1.738, data_time: 0.945, memory: 9795, top1_acc: 0.6994, top5_acc: 0.8979, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.5359 2021-04-01 19:09:13,229 - mmaction - INFO - Epoch [31][40/660] lr: 4.000e-03, eta: 2:59:40, time: 0.761, data_time: 0.000, memory: 9795, top1_acc: 0.6887, top5_acc: 0.8889, loss_cls: 1.1642, loss: 1.1642, grad_norm: 4.6440 2021-04-01 19:09:28,840 - mmaction - INFO - Epoch [31][60/660] lr: 4.000e-03, eta: 2:59:23, time: 0.781, data_time: 0.003, memory: 9795, top1_acc: 0.6926, top5_acc: 0.8914, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.5244 2021-04-01 19:09:44,539 - mmaction - INFO - Epoch [31][80/660] lr: 4.000e-03, eta: 2:59:06, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6873, top5_acc: 0.8908, loss_cls: 1.1883, loss: 1.1883, grad_norm: 4.7467 2021-04-01 19:10:00,271 - mmaction - INFO - Epoch [31][100/660] lr: 4.000e-03, eta: 2:58:50, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6947, top5_acc: 0.8918, loss_cls: 1.1541, loss: 1.1541, grad_norm: 4.5655 2021-04-01 19:10:15,937 - mmaction - INFO - Epoch [31][120/660] lr: 4.000e-03, eta: 2:58:33, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6822, top5_acc: 0.8916, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.6540 2021-04-01 19:10:31,721 - mmaction - INFO - Epoch [31][140/660] lr: 4.000e-03, eta: 2:58:16, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8832, loss_cls: 1.2218, loss: 1.2218, grad_norm: 4.7902 2021-04-01 19:10:47,524 - mmaction - INFO - Epoch [31][160/660] lr: 4.000e-03, eta: 2:57:59, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8803, loss_cls: 1.2193, loss: 1.2193, grad_norm: 4.7825 2021-04-01 19:11:03,176 - mmaction - INFO - Epoch [31][180/660] lr: 4.000e-03, eta: 2:57:42, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6816, top5_acc: 0.8852, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.7181 2021-04-01 19:11:18,868 - mmaction - INFO - Epoch [31][200/660] lr: 4.000e-03, eta: 2:57:25, time: 0.785, data_time: 0.004, memory: 9795, top1_acc: 0.6801, top5_acc: 0.8885, loss_cls: 1.1980, loss: 1.1980, grad_norm: 4.7833 2021-04-01 19:11:34,613 - mmaction - INFO - Epoch [31][220/660] lr: 4.000e-03, eta: 2:57:09, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6787, top5_acc: 0.8883, loss_cls: 1.2072, loss: 1.2072, grad_norm: 4.7153 2021-04-01 19:11:50,434 - mmaction - INFO - Epoch [31][240/660] lr: 4.000e-03, eta: 2:56:52, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6838, top5_acc: 0.8881, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.6179 2021-04-01 19:12:06,131 - mmaction - INFO - Epoch [31][260/660] lr: 4.000e-03, eta: 2:56:35, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6816, top5_acc: 0.8863, loss_cls: 1.1966, loss: 1.1966, grad_norm: 4.6569 2021-04-01 19:12:21,848 - mmaction - INFO - Epoch [31][280/660] lr: 4.000e-03, eta: 2:56:18, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6807, top5_acc: 0.8898, loss_cls: 1.1976, loss: 1.1976, grad_norm: 4.6951 2021-04-01 19:12:37,583 - mmaction - INFO - Epoch [31][300/660] lr: 4.000e-03, eta: 2:56:02, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6932, top5_acc: 0.8887, loss_cls: 1.1656, loss: 1.1656, grad_norm: 4.5735 2021-04-01 19:12:53,266 - mmaction - INFO - Epoch [31][320/660] lr: 4.000e-03, eta: 2:55:45, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6861, top5_acc: 0.8885, loss_cls: 1.1850, loss: 1.1850, grad_norm: 4.6289 2021-04-01 19:13:08,966 - mmaction - INFO - Epoch [31][340/660] lr: 4.000e-03, eta: 2:55:28, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6863, top5_acc: 0.8887, loss_cls: 1.1872, loss: 1.1872, grad_norm: 4.6768 2021-04-01 19:13:24,696 - mmaction - INFO - Epoch [31][360/660] lr: 4.000e-03, eta: 2:55:11, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6797, top5_acc: 0.8889, loss_cls: 1.2063, loss: 1.2063, grad_norm: 4.7765 2021-04-01 19:13:40,397 - mmaction - INFO - Epoch [31][380/660] lr: 4.000e-03, eta: 2:54:54, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6795, top5_acc: 0.8875, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.7680 2021-04-01 19:13:56,095 - mmaction - INFO - Epoch [31][400/660] lr: 4.000e-03, eta: 2:54:38, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6947, top5_acc: 0.9010, loss_cls: 1.1258, loss: 1.1258, grad_norm: 4.5247 2021-04-01 19:14:11,882 - mmaction - INFO - Epoch [31][420/660] lr: 4.000e-03, eta: 2:54:21, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6764, top5_acc: 0.8875, loss_cls: 1.2088, loss: 1.2088, grad_norm: 4.7877 2021-04-01 19:14:27,655 - mmaction - INFO - Epoch [31][440/660] lr: 4.000e-03, eta: 2:54:04, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6820, top5_acc: 0.8809, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.7476 2021-04-01 19:14:43,380 - mmaction - INFO - Epoch [31][460/660] lr: 4.000e-03, eta: 2:53:47, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1759, loss: 1.1759, grad_norm: 4.6976 2021-04-01 19:14:59,161 - mmaction - INFO - Epoch [31][480/660] lr: 4.000e-03, eta: 2:53:31, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8883, loss_cls: 1.2013, loss: 1.2013, grad_norm: 4.8134 2021-04-01 19:15:14,757 - mmaction - INFO - Epoch [31][500/660] lr: 4.000e-03, eta: 2:53:14, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6863, top5_acc: 0.8861, loss_cls: 1.2005, loss: 1.2005, grad_norm: 4.7588 2021-04-01 19:15:30,500 - mmaction - INFO - Epoch [31][520/660] lr: 4.000e-03, eta: 2:52:57, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6682, top5_acc: 0.8824, loss_cls: 1.2348, loss: 1.2348, grad_norm: 4.8233 2021-04-01 19:15:46,129 - mmaction - INFO - Epoch [31][540/660] lr: 4.000e-03, eta: 2:52:40, time: 0.782, data_time: 0.002, memory: 9795, top1_acc: 0.6805, top5_acc: 0.8822, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.7469 2021-04-01 19:16:01,916 - mmaction - INFO - Epoch [31][560/660] lr: 4.000e-03, eta: 2:52:23, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6900, top5_acc: 0.8906, loss_cls: 1.1527, loss: 1.1527, grad_norm: 4.6560 2021-04-01 19:16:17,665 - mmaction - INFO - Epoch [31][580/660] lr: 4.000e-03, eta: 2:52:07, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6799, top5_acc: 0.8816, loss_cls: 1.2230, loss: 1.2230, grad_norm: 4.6588 2021-04-01 19:16:33,362 - mmaction - INFO - Epoch [31][600/660] lr: 4.000e-03, eta: 2:51:50, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6902, top5_acc: 0.8951, loss_cls: 1.1618, loss: 1.1618, grad_norm: 4.7121 2021-04-01 19:16:49,135 - mmaction - INFO - Epoch [31][620/660] lr: 4.000e-03, eta: 2:51:33, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6814, top5_acc: 0.8863, loss_cls: 1.2004, loss: 1.2004, grad_norm: 4.6551 2021-04-01 19:17:04,963 - mmaction - INFO - Epoch [31][640/660] lr: 4.000e-03, eta: 2:51:16, time: 0.791, data_time: 0.000, memory: 9795, top1_acc: 0.6768, top5_acc: 0.8883, loss_cls: 1.2016, loss: 1.2016, grad_norm: 4.7371 2021-04-01 19:17:20,560 - mmaction - INFO - Epoch [31][660/660] lr: 4.000e-03, eta: 2:51:00, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6832, top5_acc: 0.8835, loss_cls: 1.2130, loss: 1.2130, grad_norm: 4.8566 2021-04-01 19:17:21,288 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-04-01 19:17:56,326 - mmaction - INFO - Epoch [32][20/660] lr: 4.000e-03, eta: 2:50:53, time: 1.659, data_time: 0.876, memory: 9795, top1_acc: 0.6918, top5_acc: 0.8910, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.7409 2021-04-01 19:18:11,612 - mmaction - INFO - Epoch [32][40/660] lr: 4.000e-03, eta: 2:50:36, time: 0.765, data_time: 0.004, memory: 9795, top1_acc: 0.6873, top5_acc: 0.8961, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.8504 2021-04-01 19:18:27,228 - mmaction - INFO - Epoch [32][60/660] lr: 4.000e-03, eta: 2:50:20, time: 0.780, data_time: 0.002, memory: 9795, top1_acc: 0.6830, top5_acc: 0.8846, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.9110 2021-04-01 19:18:42,751 - mmaction - INFO - Epoch [32][80/660] lr: 4.000e-03, eta: 2:50:03, time: 0.777, data_time: 0.002, memory: 9795, top1_acc: 0.6994, top5_acc: 0.8920, loss_cls: 1.1478, loss: 1.1478, grad_norm: 4.7939 2021-04-01 19:18:58,459 - mmaction - INFO - Epoch [32][100/660] lr: 4.000e-03, eta: 2:49:46, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6988, top5_acc: 0.8961, loss_cls: 1.1463, loss: 1.1463, grad_norm: 4.7697 2021-04-01 19:19:14,214 - mmaction - INFO - Epoch [32][120/660] lr: 4.000e-03, eta: 2:49:29, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.6965, top5_acc: 0.8930, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.6665 2021-04-01 19:19:30,061 - mmaction - INFO - Epoch [32][140/660] lr: 4.000e-03, eta: 2:49:12, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.6947, top5_acc: 0.8910, loss_cls: 1.1601, loss: 1.1601, grad_norm: 4.7789 2021-04-01 19:19:45,811 - mmaction - INFO - Epoch [32][160/660] lr: 4.000e-03, eta: 2:48:56, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6955, top5_acc: 0.8900, loss_cls: 1.1570, loss: 1.1570, grad_norm: 4.7503 2021-04-01 19:20:01,540 - mmaction - INFO - Epoch [32][180/660] lr: 4.000e-03, eta: 2:48:39, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6975, top5_acc: 0.8955, loss_cls: 1.1341, loss: 1.1341, grad_norm: 4.7786 2021-04-01 19:20:17,232 - mmaction - INFO - Epoch [32][200/660] lr: 4.000e-03, eta: 2:48:22, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6980, top5_acc: 0.8957, loss_cls: 1.1362, loss: 1.1362, grad_norm: 4.8651 2021-04-01 19:20:33,058 - mmaction - INFO - Epoch [32][220/660] lr: 4.000e-03, eta: 2:48:05, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6908, top5_acc: 0.8947, loss_cls: 1.1560, loss: 1.1560, grad_norm: 4.9207 2021-04-01 19:20:48,778 - mmaction - INFO - Epoch [32][240/660] lr: 4.000e-03, eta: 2:47:49, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6881, top5_acc: 0.8887, loss_cls: 1.1893, loss: 1.1893, grad_norm: 4.8947 2021-04-01 19:21:04,519 - mmaction - INFO - Epoch [32][260/660] lr: 4.000e-03, eta: 2:47:32, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6908, top5_acc: 0.8939, loss_cls: 1.1614, loss: 1.1614, grad_norm: 4.8164 2021-04-01 19:21:20,290 - mmaction - INFO - Epoch [32][280/660] lr: 4.000e-03, eta: 2:47:15, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6854, top5_acc: 0.8922, loss_cls: 1.1709, loss: 1.1709, grad_norm: 4.7229 2021-04-01 19:21:35,962 - mmaction - INFO - Epoch [32][300/660] lr: 4.000e-03, eta: 2:46:58, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6834, top5_acc: 0.8873, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.7932 2021-04-01 19:21:51,649 - mmaction - INFO - Epoch [32][320/660] lr: 4.000e-03, eta: 2:46:42, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6975, top5_acc: 0.8936, loss_cls: 1.1445, loss: 1.1445, grad_norm: 4.7822 2021-04-01 19:22:07,456 - mmaction - INFO - Epoch [32][340/660] lr: 4.000e-03, eta: 2:46:25, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6807, top5_acc: 0.8869, loss_cls: 1.1864, loss: 1.1864, grad_norm: 4.8309 2021-04-01 19:22:23,241 - mmaction - INFO - Epoch [32][360/660] lr: 4.000e-03, eta: 2:46:08, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6785, top5_acc: 0.8889, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.9285 2021-04-01 19:22:38,944 - mmaction - INFO - Epoch [32][380/660] lr: 4.000e-03, eta: 2:45:52, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6896, top5_acc: 0.8951, loss_cls: 1.1627, loss: 1.1627, grad_norm: 4.8147 2021-04-01 19:22:54,678 - mmaction - INFO - Epoch [32][400/660] lr: 4.000e-03, eta: 2:45:35, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6986, top5_acc: 0.8895, loss_cls: 1.1531, loss: 1.1531, grad_norm: 4.7575 2021-04-01 19:23:10,429 - mmaction - INFO - Epoch [32][420/660] lr: 4.000e-03, eta: 2:45:18, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6936, top5_acc: 0.8848, loss_cls: 1.1901, loss: 1.1901, grad_norm: 4.8834 2021-04-01 19:23:26,267 - mmaction - INFO - Epoch [32][440/660] lr: 4.000e-03, eta: 2:45:01, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8908, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.8695 2021-04-01 19:23:42,008 - mmaction - INFO - Epoch [32][460/660] lr: 4.000e-03, eta: 2:44:45, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6807, top5_acc: 0.8846, loss_cls: 1.2260, loss: 1.2260, grad_norm: 4.9824 2021-04-01 19:23:57,747 - mmaction - INFO - Epoch [32][480/660] lr: 4.000e-03, eta: 2:44:28, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6908, top5_acc: 0.8971, loss_cls: 1.1503, loss: 1.1503, grad_norm: 4.8349 2021-04-01 19:24:13,463 - mmaction - INFO - Epoch [32][500/660] lr: 4.000e-03, eta: 2:44:11, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6818, top5_acc: 0.8912, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.9728 2021-04-01 19:24:29,273 - mmaction - INFO - Epoch [32][520/660] lr: 4.000e-03, eta: 2:43:54, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6854, top5_acc: 0.8887, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.9032 2021-04-01 19:24:45,011 - mmaction - INFO - Epoch [32][540/660] lr: 4.000e-03, eta: 2:43:38, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6934, top5_acc: 0.8955, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.8322 2021-04-01 19:25:00,803 - mmaction - INFO - Epoch [32][560/660] lr: 4.000e-03, eta: 2:43:21, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6814, top5_acc: 0.8840, loss_cls: 1.2213, loss: 1.2213, grad_norm: 4.8284 2021-04-01 19:25:16,515 - mmaction - INFO - Epoch [32][580/660] lr: 4.000e-03, eta: 2:43:04, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8936, loss_cls: 1.1385, loss: 1.1385, grad_norm: 4.7725 2021-04-01 19:25:32,145 - mmaction - INFO - Epoch [32][600/660] lr: 4.000e-03, eta: 2:42:48, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6920, top5_acc: 0.8914, loss_cls: 1.1511, loss: 1.1511, grad_norm: 4.8910 2021-04-01 19:25:47,942 - mmaction - INFO - Epoch [32][620/660] lr: 4.000e-03, eta: 2:42:31, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6834, top5_acc: 0.8943, loss_cls: 1.1650, loss: 1.1650, grad_norm: 5.0316 2021-04-01 19:26:03,738 - mmaction - INFO - Epoch [32][640/660] lr: 4.000e-03, eta: 2:42:14, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6877, top5_acc: 0.8846, loss_cls: 1.1975, loss: 1.1975, grad_norm: 5.0228 2021-04-01 19:26:19,333 - mmaction - INFO - Epoch [32][660/660] lr: 4.000e-03, eta: 2:41:57, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6765, top5_acc: 0.8923, loss_cls: 1.2036, loss: 1.2036, grad_norm: 4.9664 2021-04-01 19:26:20,114 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-04-01 19:26:55,281 - mmaction - INFO - Epoch [33][20/660] lr: 4.000e-03, eta: 2:41:50, time: 1.642, data_time: 0.852, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8980, loss_cls: 1.1443, loss: 1.1443, grad_norm: 4.8697 2021-04-01 19:27:10,604 - mmaction - INFO - Epoch [33][40/660] lr: 4.000e-03, eta: 2:41:33, time: 0.767, data_time: 0.001, memory: 9795, top1_acc: 0.6986, top5_acc: 0.8951, loss_cls: 1.1498, loss: 1.1498, grad_norm: 4.8766 2021-04-01 19:27:26,097 - mmaction - INFO - Epoch [33][60/660] lr: 4.000e-03, eta: 2:41:16, time: 0.774, data_time: 0.002, memory: 9795, top1_acc: 0.6932, top5_acc: 0.8895, loss_cls: 1.1543, loss: 1.1543, grad_norm: 4.8082 2021-04-01 19:27:41,887 - mmaction - INFO - Epoch [33][80/660] lr: 4.000e-03, eta: 2:41:00, time: 0.790, data_time: 0.002, memory: 9795, top1_acc: 0.6936, top5_acc: 0.8916, loss_cls: 1.1640, loss: 1.1640, grad_norm: 4.9008 2021-04-01 19:27:57,625 - mmaction - INFO - Epoch [33][100/660] lr: 4.000e-03, eta: 2:40:43, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7021, top5_acc: 0.8910, loss_cls: 1.1491, loss: 1.1491, grad_norm: 4.8825 2021-04-01 19:28:13,295 - mmaction - INFO - Epoch [33][120/660] lr: 4.000e-03, eta: 2:40:26, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6967, top5_acc: 0.8994, loss_cls: 1.1430, loss: 1.1430, grad_norm: 4.8979 2021-04-01 19:28:29,110 - mmaction - INFO - Epoch [33][140/660] lr: 4.000e-03, eta: 2:40:10, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7016, top5_acc: 0.8984, loss_cls: 1.1278, loss: 1.1278, grad_norm: 4.9052 2021-04-01 19:28:44,839 - mmaction - INFO - Epoch [33][160/660] lr: 4.000e-03, eta: 2:39:53, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8945, loss_cls: 1.1420, loss: 1.1420, grad_norm: 4.9178 2021-04-01 19:29:00,562 - mmaction - INFO - Epoch [33][180/660] lr: 4.000e-03, eta: 2:39:36, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.7006, top5_acc: 0.8979, loss_cls: 1.1190, loss: 1.1190, grad_norm: 4.9349 2021-04-01 19:29:16,290 - mmaction - INFO - Epoch [33][200/660] lr: 4.000e-03, eta: 2:39:19, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6896, top5_acc: 0.8914, loss_cls: 1.1784, loss: 1.1784, grad_norm: 5.0534 2021-04-01 19:29:32,051 - mmaction - INFO - Epoch [33][220/660] lr: 4.000e-03, eta: 2:39:03, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6887, top5_acc: 0.8895, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.0817 2021-04-01 19:29:47,801 - mmaction - INFO - Epoch [33][240/660] lr: 4.000e-03, eta: 2:38:46, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6998, top5_acc: 0.8975, loss_cls: 1.1097, loss: 1.1097, grad_norm: 4.9036 2021-04-01 19:30:03,452 - mmaction - INFO - Epoch [33][260/660] lr: 4.000e-03, eta: 2:38:29, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6949, top5_acc: 0.8906, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.8980 2021-04-01 19:30:19,252 - mmaction - INFO - Epoch [33][280/660] lr: 4.000e-03, eta: 2:38:13, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8873, loss_cls: 1.1726, loss: 1.1726, grad_norm: 4.9164 2021-04-01 19:30:35,090 - mmaction - INFO - Epoch [33][300/660] lr: 4.000e-03, eta: 2:37:56, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7035, top5_acc: 0.8924, loss_cls: 1.1393, loss: 1.1393, grad_norm: 4.8792 2021-04-01 19:30:50,796 - mmaction - INFO - Epoch [33][320/660] lr: 4.000e-03, eta: 2:37:39, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6898, top5_acc: 0.8967, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.0408 2021-04-01 19:31:06,543 - mmaction - INFO - Epoch [33][340/660] lr: 4.000e-03, eta: 2:37:23, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6855, top5_acc: 0.8885, loss_cls: 1.1873, loss: 1.1873, grad_norm: 5.1711 2021-04-01 19:31:22,248 - mmaction - INFO - Epoch [33][360/660] lr: 4.000e-03, eta: 2:37:06, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8980, loss_cls: 1.1384, loss: 1.1384, grad_norm: 4.9628 2021-04-01 19:31:37,994 - mmaction - INFO - Epoch [33][380/660] lr: 4.000e-03, eta: 2:36:49, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.6941, top5_acc: 0.8930, loss_cls: 1.1630, loss: 1.1630, grad_norm: 5.0965 2021-04-01 19:31:53,747 - mmaction - INFO - Epoch [33][400/660] lr: 4.000e-03, eta: 2:36:32, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6803, top5_acc: 0.8846, loss_cls: 1.2115, loss: 1.2115, grad_norm: 5.1043 2021-04-01 19:32:09,349 - mmaction - INFO - Epoch [33][420/660] lr: 4.000e-03, eta: 2:36:16, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6908, top5_acc: 0.8936, loss_cls: 1.1598, loss: 1.1598, grad_norm: 4.9977 2021-04-01 19:32:25,139 - mmaction - INFO - Epoch [33][440/660] lr: 4.000e-03, eta: 2:35:59, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8926, loss_cls: 1.1654, loss: 1.1654, grad_norm: 5.0078 2021-04-01 19:32:40,836 - mmaction - INFO - Epoch [33][460/660] lr: 4.000e-03, eta: 2:35:42, time: 0.784, data_time: 0.000, memory: 9795, top1_acc: 0.6889, top5_acc: 0.8900, loss_cls: 1.1671, loss: 1.1671, grad_norm: 5.0872 2021-04-01 19:32:56,651 - mmaction - INFO - Epoch [33][480/660] lr: 4.000e-03, eta: 2:35:26, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.6912, top5_acc: 0.8891, loss_cls: 1.1933, loss: 1.1933, grad_norm: 5.0298 2021-04-01 19:33:12,345 - mmaction - INFO - Epoch [33][500/660] lr: 4.000e-03, eta: 2:35:09, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8904, loss_cls: 1.1546, loss: 1.1546, grad_norm: 4.9578 2021-04-01 19:33:28,002 - mmaction - INFO - Epoch [33][520/660] lr: 4.000e-03, eta: 2:34:52, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6896, top5_acc: 0.8984, loss_cls: 1.1440, loss: 1.1440, grad_norm: 4.9818 2021-04-01 19:33:43,657 - mmaction - INFO - Epoch [33][540/660] lr: 4.000e-03, eta: 2:34:35, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6879, top5_acc: 0.8854, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.0674 2021-04-01 19:33:59,458 - mmaction - INFO - Epoch [33][560/660] lr: 4.000e-03, eta: 2:34:19, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6910, top5_acc: 0.8891, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.0556 2021-04-01 19:34:15,110 - mmaction - INFO - Epoch [33][580/660] lr: 4.000e-03, eta: 2:34:02, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6879, top5_acc: 0.8873, loss_cls: 1.1823, loss: 1.1823, grad_norm: 4.9758 2021-04-01 19:34:30,763 - mmaction - INFO - Epoch [33][600/660] lr: 4.000e-03, eta: 2:33:45, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6896, top5_acc: 0.8965, loss_cls: 1.1666, loss: 1.1666, grad_norm: 4.9809 2021-04-01 19:34:46,515 - mmaction - INFO - Epoch [33][620/660] lr: 4.000e-03, eta: 2:33:29, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1459, loss: 1.1459, grad_norm: 5.0049 2021-04-01 19:35:02,219 - mmaction - INFO - Epoch [33][640/660] lr: 4.000e-03, eta: 2:33:12, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6918, top5_acc: 0.8900, loss_cls: 1.1594, loss: 1.1594, grad_norm: 5.0900 2021-04-01 19:35:17,825 - mmaction - INFO - Epoch [33][660/660] lr: 4.000e-03, eta: 2:32:55, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.6812, top5_acc: 0.8862, loss_cls: 1.1999, loss: 1.1999, grad_norm: 5.0584 2021-04-01 19:35:18,602 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-04-01 19:35:54,098 - mmaction - INFO - Epoch [34][20/660] lr: 4.000e-03, eta: 2:32:48, time: 1.700, data_time: 0.909, memory: 9795, top1_acc: 0.6990, top5_acc: 0.8939, loss_cls: 1.1388, loss: 1.1388, grad_norm: 4.9809 2021-04-01 19:36:09,475 - mmaction - INFO - Epoch [34][40/660] lr: 4.000e-03, eta: 2:32:31, time: 0.769, data_time: 0.001, memory: 9795, top1_acc: 0.7061, top5_acc: 0.8996, loss_cls: 1.1080, loss: 1.1080, grad_norm: 5.0292 2021-04-01 19:36:25,050 - mmaction - INFO - Epoch [34][60/660] lr: 4.000e-03, eta: 2:32:14, time: 0.779, data_time: 0.003, memory: 9795, top1_acc: 0.7037, top5_acc: 0.8961, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.0078 2021-04-01 19:36:40,719 - mmaction - INFO - Epoch [34][80/660] lr: 4.000e-03, eta: 2:31:58, time: 0.784, data_time: 0.002, memory: 9795, top1_acc: 0.7041, top5_acc: 0.8947, loss_cls: 1.1414, loss: 1.1414, grad_norm: 5.0033 2021-04-01 19:36:56,491 - mmaction - INFO - Epoch [34][100/660] lr: 4.000e-03, eta: 2:31:41, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6902, top5_acc: 0.8934, loss_cls: 1.1681, loss: 1.1681, grad_norm: 5.0734 2021-04-01 19:37:12,222 - mmaction - INFO - Epoch [34][120/660] lr: 4.000e-03, eta: 2:31:24, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6912, top5_acc: 0.8867, loss_cls: 1.1824, loss: 1.1824, grad_norm: 5.0131 2021-04-01 19:37:27,964 - mmaction - INFO - Epoch [34][140/660] lr: 4.000e-03, eta: 2:31:07, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7029, top5_acc: 0.9002, loss_cls: 1.1071, loss: 1.1071, grad_norm: 5.0235 2021-04-01 19:37:43,705 - mmaction - INFO - Epoch [34][160/660] lr: 4.000e-03, eta: 2:30:51, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7154, top5_acc: 0.9029, loss_cls: 1.0967, loss: 1.0967, grad_norm: 5.1118 2021-04-01 19:37:59,414 - mmaction - INFO - Epoch [34][180/660] lr: 4.000e-03, eta: 2:30:34, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.6994, top5_acc: 0.8955, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.1882 2021-04-01 19:38:15,059 - mmaction - INFO - Epoch [34][200/660] lr: 4.000e-03, eta: 2:30:17, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6902, top5_acc: 0.8896, loss_cls: 1.1761, loss: 1.1761, grad_norm: 5.2782 2021-04-01 19:38:30,881 - mmaction - INFO - Epoch [34][220/660] lr: 4.000e-03, eta: 2:30:01, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8926, loss_cls: 1.1341, loss: 1.1341, grad_norm: 5.0742 2021-04-01 19:38:46,673 - mmaction - INFO - Epoch [34][240/660] lr: 4.000e-03, eta: 2:29:44, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6867, top5_acc: 0.8951, loss_cls: 1.1575, loss: 1.1575, grad_norm: 5.0757 2021-04-01 19:39:02,435 - mmaction - INFO - Epoch [34][260/660] lr: 4.000e-03, eta: 2:29:27, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7035, top5_acc: 0.8951, loss_cls: 1.1218, loss: 1.1218, grad_norm: 5.0956 2021-04-01 19:39:18,228 - mmaction - INFO - Epoch [34][280/660] lr: 4.000e-03, eta: 2:29:11, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1274, loss: 1.1274, grad_norm: 5.1000 2021-04-01 19:39:33,829 - mmaction - INFO - Epoch [34][300/660] lr: 4.000e-03, eta: 2:28:54, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8957, loss_cls: 1.1576, loss: 1.1576, grad_norm: 5.2085 2021-04-01 19:39:49,597 - mmaction - INFO - Epoch [34][320/660] lr: 4.000e-03, eta: 2:28:37, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6990, top5_acc: 0.8951, loss_cls: 1.1458, loss: 1.1458, grad_norm: 5.1207 2021-04-01 19:40:05,338 - mmaction - INFO - Epoch [34][340/660] lr: 4.000e-03, eta: 2:28:21, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8965, loss_cls: 1.1337, loss: 1.1337, grad_norm: 5.0547 2021-04-01 19:40:21,195 - mmaction - INFO - Epoch [34][360/660] lr: 4.000e-03, eta: 2:28:04, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.6906, top5_acc: 0.8879, loss_cls: 1.1623, loss: 1.1623, grad_norm: 5.1565 2021-04-01 19:40:36,873 - mmaction - INFO - Epoch [34][380/660] lr: 4.000e-03, eta: 2:27:47, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6951, top5_acc: 0.8967, loss_cls: 1.1534, loss: 1.1534, grad_norm: 5.1279 2021-04-01 19:40:52,619 - mmaction - INFO - Epoch [34][400/660] lr: 4.000e-03, eta: 2:27:31, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6947, top5_acc: 0.8879, loss_cls: 1.1686, loss: 1.1686, grad_norm: 5.1621 2021-04-01 19:41:08,332 - mmaction - INFO - Epoch [34][420/660] lr: 4.000e-03, eta: 2:27:14, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.6826, top5_acc: 0.8896, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.2466 2021-04-01 19:41:24,135 - mmaction - INFO - Epoch [34][440/660] lr: 4.000e-03, eta: 2:26:57, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7055, top5_acc: 0.8959, loss_cls: 1.1298, loss: 1.1298, grad_norm: 5.1053 2021-04-01 19:41:39,852 - mmaction - INFO - Epoch [34][460/660] lr: 4.000e-03, eta: 2:26:41, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6971, top5_acc: 0.8996, loss_cls: 1.1290, loss: 1.1290, grad_norm: 5.2475 2021-04-01 19:41:55,568 - mmaction - INFO - Epoch [34][480/660] lr: 4.000e-03, eta: 2:26:24, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6865, top5_acc: 0.8930, loss_cls: 1.1785, loss: 1.1785, grad_norm: 5.2297 2021-04-01 19:42:11,164 - mmaction - INFO - Epoch [34][500/660] lr: 4.000e-03, eta: 2:26:07, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7012, top5_acc: 0.8953, loss_cls: 1.1338, loss: 1.1338, grad_norm: 5.2183 2021-04-01 19:42:26,885 - mmaction - INFO - Epoch [34][520/660] lr: 4.000e-03, eta: 2:25:51, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7049, top5_acc: 0.9043, loss_cls: 1.1066, loss: 1.1066, grad_norm: 5.2040 2021-04-01 19:42:42,560 - mmaction - INFO - Epoch [34][540/660] lr: 4.000e-03, eta: 2:25:34, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6965, top5_acc: 0.8902, loss_cls: 1.1542, loss: 1.1542, grad_norm: 5.2431 2021-04-01 19:42:58,340 - mmaction - INFO - Epoch [34][560/660] lr: 4.000e-03, eta: 2:25:17, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6918, top5_acc: 0.8859, loss_cls: 1.1725, loss: 1.1725, grad_norm: 5.1697 2021-04-01 19:43:14,124 - mmaction - INFO - Epoch [34][580/660] lr: 4.000e-03, eta: 2:25:01, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6916, top5_acc: 0.8855, loss_cls: 1.1617, loss: 1.1617, grad_norm: 5.2140 2021-04-01 19:43:29,810 - mmaction - INFO - Epoch [34][600/660] lr: 4.000e-03, eta: 2:24:44, time: 0.783, data_time: 0.000, memory: 9795, top1_acc: 0.6986, top5_acc: 0.8918, loss_cls: 1.1593, loss: 1.1593, grad_norm: 5.1090 2021-04-01 19:43:45,567 - mmaction - INFO - Epoch [34][620/660] lr: 4.000e-03, eta: 2:24:27, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8984, loss_cls: 1.1587, loss: 1.1587, grad_norm: 5.1930 2021-04-01 19:44:01,314 - mmaction - INFO - Epoch [34][640/660] lr: 4.000e-03, eta: 2:24:11, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6947, top5_acc: 0.8900, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.1660 2021-04-01 19:44:16,839 - mmaction - INFO - Epoch [34][660/660] lr: 4.000e-03, eta: 2:23:54, time: 0.777, data_time: 0.001, memory: 9795, top1_acc: 0.6967, top5_acc: 0.8996, loss_cls: 1.1217, loss: 1.1217, grad_norm: 5.1960 2021-04-01 19:44:17,609 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-04-01 19:44:52,904 - mmaction - INFO - Epoch [35][20/660] lr: 4.000e-03, eta: 2:23:46, time: 1.723, data_time: 0.849, memory: 9795, top1_acc: 0.7080, top5_acc: 0.9094, loss_cls: 1.0915, loss: 1.0915, grad_norm: 5.0741 2021-04-01 19:45:08,184 - mmaction - INFO - Epoch [35][40/660] lr: 4.000e-03, eta: 2:23:29, time: 0.763, data_time: 0.001, memory: 9795, top1_acc: 0.7123, top5_acc: 0.8996, loss_cls: 1.1149, loss: 1.1149, grad_norm: 5.1285 2021-04-01 19:45:23,833 - mmaction - INFO - Epoch [35][60/660] lr: 4.000e-03, eta: 2:23:13, time: 0.783, data_time: 0.003, memory: 9795, top1_acc: 0.6955, top5_acc: 0.8904, loss_cls: 1.1484, loss: 1.1484, grad_norm: 5.1730 2021-04-01 19:45:39,672 - mmaction - INFO - Epoch [35][80/660] lr: 4.000e-03, eta: 2:22:56, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7113, top5_acc: 0.8990, loss_cls: 1.0935, loss: 1.0935, grad_norm: 5.1346 2021-04-01 19:45:55,386 - mmaction - INFO - Epoch [35][100/660] lr: 4.000e-03, eta: 2:22:39, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7082, top5_acc: 0.8994, loss_cls: 1.0981, loss: 1.0981, grad_norm: 5.0388 2021-04-01 19:46:11,159 - mmaction - INFO - Epoch [35][120/660] lr: 4.000e-03, eta: 2:22:23, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6953, top5_acc: 0.9020, loss_cls: 1.1268, loss: 1.1268, grad_norm: 5.2819 2021-04-01 19:46:26,863 - mmaction - INFO - Epoch [35][140/660] lr: 4.000e-03, eta: 2:22:06, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7051, top5_acc: 0.8990, loss_cls: 1.1121, loss: 1.1121, grad_norm: 5.2009 2021-04-01 19:46:42,625 - mmaction - INFO - Epoch [35][160/660] lr: 4.000e-03, eta: 2:21:49, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7133, top5_acc: 0.8998, loss_cls: 1.0905, loss: 1.0905, grad_norm: 5.1235 2021-04-01 19:46:58,427 - mmaction - INFO - Epoch [35][180/660] lr: 4.000e-03, eta: 2:21:33, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7092, top5_acc: 0.9018, loss_cls: 1.0779, loss: 1.0779, grad_norm: 5.0867 2021-04-01 19:47:14,231 - mmaction - INFO - Epoch [35][200/660] lr: 4.000e-03, eta: 2:21:16, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7055, top5_acc: 0.9023, loss_cls: 1.1089, loss: 1.1089, grad_norm: 5.1925 2021-04-01 19:47:29,959 - mmaction - INFO - Epoch [35][220/660] lr: 4.000e-03, eta: 2:20:59, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7020, top5_acc: 0.8936, loss_cls: 1.1380, loss: 1.1380, grad_norm: 5.3181 2021-04-01 19:47:45,737 - mmaction - INFO - Epoch [35][240/660] lr: 4.000e-03, eta: 2:20:43, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7010, top5_acc: 0.8951, loss_cls: 1.1286, loss: 1.1286, grad_norm: 5.1985 2021-04-01 19:48:01,493 - mmaction - INFO - Epoch [35][260/660] lr: 4.000e-03, eta: 2:20:26, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7010, top5_acc: 0.8959, loss_cls: 1.1257, loss: 1.1257, grad_norm: 5.4306 2021-04-01 19:48:17,159 - mmaction - INFO - Epoch [35][280/660] lr: 4.000e-03, eta: 2:20:10, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7016, top5_acc: 0.8967, loss_cls: 1.1220, loss: 1.1220, grad_norm: 5.2658 2021-04-01 19:48:32,831 - mmaction - INFO - Epoch [35][300/660] lr: 4.000e-03, eta: 2:19:53, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7082, top5_acc: 0.8938, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.1929 2021-04-01 19:48:48,653 - mmaction - INFO - Epoch [35][320/660] lr: 4.000e-03, eta: 2:19:36, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7012, top5_acc: 0.9006, loss_cls: 1.1157, loss: 1.1157, grad_norm: 5.1660 2021-04-01 19:49:04,445 - mmaction - INFO - Epoch [35][340/660] lr: 4.000e-03, eta: 2:19:20, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6973, top5_acc: 0.8945, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.1178 2021-04-01 19:49:20,074 - mmaction - INFO - Epoch [35][360/660] lr: 4.000e-03, eta: 2:19:03, time: 0.781, data_time: 0.006, memory: 9795, top1_acc: 0.6975, top5_acc: 0.8984, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.3350 2021-04-01 19:49:35,810 - mmaction - INFO - Epoch [35][380/660] lr: 4.000e-03, eta: 2:18:46, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7090, top5_acc: 0.9014, loss_cls: 1.1009, loss: 1.1009, grad_norm: 5.1488 2021-04-01 19:49:51,661 - mmaction - INFO - Epoch [35][400/660] lr: 4.000e-03, eta: 2:18:30, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.6939, top5_acc: 0.8918, loss_cls: 1.1457, loss: 1.1457, grad_norm: 5.2981 2021-04-01 19:50:07,421 - mmaction - INFO - Epoch [35][420/660] lr: 4.000e-03, eta: 2:18:13, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6984, top5_acc: 0.8920, loss_cls: 1.1443, loss: 1.1443, grad_norm: 5.2557 2021-04-01 19:50:23,107 - mmaction - INFO - Epoch [35][440/660] lr: 4.000e-03, eta: 2:17:56, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8945, loss_cls: 1.1536, loss: 1.1536, grad_norm: 5.3032 2021-04-01 19:50:38,694 - mmaction - INFO - Epoch [35][460/660] lr: 4.000e-03, eta: 2:17:40, time: 0.780, data_time: 0.002, memory: 9795, top1_acc: 0.7027, top5_acc: 0.8939, loss_cls: 1.1513, loss: 1.1513, grad_norm: 5.2304 2021-04-01 19:50:54,436 - mmaction - INFO - Epoch [35][480/660] lr: 4.000e-03, eta: 2:17:23, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6986, top5_acc: 0.8900, loss_cls: 1.1468, loss: 1.1468, grad_norm: 5.2894 2021-04-01 19:51:10,069 - mmaction - INFO - Epoch [35][500/660] lr: 4.000e-03, eta: 2:17:06, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8947, loss_cls: 1.1535, loss: 1.1535, grad_norm: 5.2037 2021-04-01 19:51:25,804 - mmaction - INFO - Epoch [35][520/660] lr: 4.000e-03, eta: 2:16:50, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6898, top5_acc: 0.8904, loss_cls: 1.1665, loss: 1.1665, grad_norm: 5.3914 2021-04-01 19:51:41,492 - mmaction - INFO - Epoch [35][540/660] lr: 4.000e-03, eta: 2:16:33, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8947, loss_cls: 1.1552, loss: 1.1552, grad_norm: 5.2116 2021-04-01 19:51:57,088 - mmaction - INFO - Epoch [35][560/660] lr: 4.000e-03, eta: 2:16:16, time: 0.779, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8887, loss_cls: 1.1789, loss: 1.1789, grad_norm: 5.3484 2021-04-01 19:52:12,851 - mmaction - INFO - Epoch [35][580/660] lr: 4.000e-03, eta: 2:16:00, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6895, top5_acc: 0.8930, loss_cls: 1.1579, loss: 1.1579, grad_norm: 5.3090 2021-04-01 19:52:28,592 - mmaction - INFO - Epoch [35][600/660] lr: 4.000e-03, eta: 2:15:43, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8922, loss_cls: 1.1794, loss: 1.1794, grad_norm: 5.2958 2021-04-01 19:52:44,372 - mmaction - INFO - Epoch [35][620/660] lr: 4.000e-03, eta: 2:15:27, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7027, top5_acc: 0.9008, loss_cls: 1.1345, loss: 1.1345, grad_norm: 5.1352 2021-04-01 19:53:00,046 - mmaction - INFO - Epoch [35][640/660] lr: 4.000e-03, eta: 2:15:10, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6910, top5_acc: 0.8912, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.4412 2021-04-01 19:53:15,649 - mmaction - INFO - Epoch [35][660/660] lr: 4.000e-03, eta: 2:14:53, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8913, loss_cls: 1.1646, loss: 1.1646, grad_norm: 5.2863 2021-04-01 19:53:16,468 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-04-01 19:53:53,506 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 19:53:54,044 - mmaction - INFO - top1_acc 0.5897 top5_acc 0.8568 2021-04-01 19:53:54,044 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 19:53:54,081 - mmaction - INFO - mean_acc 0.5228 2021-04-01 19:53:55,037 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2021-04-01 19:53:55,038 - mmaction - INFO - Best top1_acc is 0.5897 at 35 epoch. 2021-04-01 19:53:55,051 - mmaction - INFO - Epoch(val) [35][660] top1_acc: 0.5897, top5_acc: 0.8568, mean_class_accuracy: 0.5228 2021-04-01 19:54:31,972 - mmaction - INFO - Epoch [36][20/660] lr: 4.000e-03, eta: 2:14:46, time: 1.845, data_time: 1.073, memory: 9795, top1_acc: 0.7199, top5_acc: 0.9047, loss_cls: 1.0667, loss: 1.0667, grad_norm: 5.1718 2021-04-01 19:54:47,356 - mmaction - INFO - Epoch [36][40/660] lr: 4.000e-03, eta: 2:14:29, time: 0.769, data_time: 0.003, memory: 9795, top1_acc: 0.6916, top5_acc: 0.8938, loss_cls: 1.1495, loss: 1.1495, grad_norm: 5.4020 2021-04-01 19:55:02,892 - mmaction - INFO - Epoch [36][60/660] lr: 4.000e-03, eta: 2:14:12, time: 0.777, data_time: 0.002, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0657, loss: 1.0657, grad_norm: 5.0966 2021-04-01 19:55:18,445 - mmaction - INFO - Epoch [36][80/660] lr: 4.000e-03, eta: 2:13:56, time: 0.778, data_time: 0.002, memory: 9795, top1_acc: 0.7098, top5_acc: 0.8986, loss_cls: 1.0793, loss: 1.0793, grad_norm: 5.3316 2021-04-01 19:55:34,156 - mmaction - INFO - Epoch [36][100/660] lr: 4.000e-03, eta: 2:13:39, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.7025, top5_acc: 0.9020, loss_cls: 1.1033, loss: 1.1033, grad_norm: 5.3509 2021-04-01 19:55:49,761 - mmaction - INFO - Epoch [36][120/660] lr: 4.000e-03, eta: 2:13:22, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7049, top5_acc: 0.8947, loss_cls: 1.1129, loss: 1.1129, grad_norm: 5.3135 2021-04-01 19:56:05,583 - mmaction - INFO - Epoch [36][140/660] lr: 4.000e-03, eta: 2:13:06, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7035, top5_acc: 0.8973, loss_cls: 1.1230, loss: 1.1230, grad_norm: 5.3068 2021-04-01 19:56:21,440 - mmaction - INFO - Epoch [36][160/660] lr: 4.000e-03, eta: 2:12:49, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.7029, top5_acc: 0.8980, loss_cls: 1.1154, loss: 1.1154, grad_norm: 5.5533 2021-04-01 19:56:37,185 - mmaction - INFO - Epoch [36][180/660] lr: 4.000e-03, eta: 2:12:32, time: 0.786, data_time: 0.000, memory: 9795, top1_acc: 0.7137, top5_acc: 0.8963, loss_cls: 1.1028, loss: 1.1028, grad_norm: 5.1897 2021-04-01 19:56:52,932 - mmaction - INFO - Epoch [36][200/660] lr: 4.000e-03, eta: 2:12:16, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7076, top5_acc: 0.9031, loss_cls: 1.1033, loss: 1.1033, grad_norm: 5.2674 2021-04-01 19:57:08,660 - mmaction - INFO - Epoch [36][220/660] lr: 4.000e-03, eta: 2:11:59, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7064, top5_acc: 0.8939, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.4207 2021-04-01 19:57:24,403 - mmaction - INFO - Epoch [36][240/660] lr: 4.000e-03, eta: 2:11:43, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7014, top5_acc: 0.8957, loss_cls: 1.1099, loss: 1.1099, grad_norm: 5.3611 2021-04-01 19:57:40,164 - mmaction - INFO - Epoch [36][260/660] lr: 4.000e-03, eta: 2:11:26, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7033, top5_acc: 0.8934, loss_cls: 1.1262, loss: 1.1262, grad_norm: 5.4275 2021-04-01 19:57:55,871 - mmaction - INFO - Epoch [36][280/660] lr: 4.000e-03, eta: 2:11:09, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7045, top5_acc: 0.9027, loss_cls: 1.0834, loss: 1.0834, grad_norm: 5.3273 2021-04-01 19:58:11,519 - mmaction - INFO - Epoch [36][300/660] lr: 4.000e-03, eta: 2:10:53, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7012, top5_acc: 0.8975, loss_cls: 1.1224, loss: 1.1224, grad_norm: 5.4214 2021-04-01 19:58:27,314 - mmaction - INFO - Epoch [36][320/660] lr: 4.000e-03, eta: 2:10:36, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7025, top5_acc: 0.8984, loss_cls: 1.1102, loss: 1.1102, grad_norm: 5.4216 2021-04-01 19:58:43,042 - mmaction - INFO - Epoch [36][340/660] lr: 4.000e-03, eta: 2:10:19, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7027, top5_acc: 0.8947, loss_cls: 1.1303, loss: 1.1303, grad_norm: 5.3575 2021-04-01 19:58:58,723 - mmaction - INFO - Epoch [36][360/660] lr: 4.000e-03, eta: 2:10:03, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7105, top5_acc: 0.9051, loss_cls: 1.0847, loss: 1.0847, grad_norm: 5.3861 2021-04-01 19:59:14,459 - mmaction - INFO - Epoch [36][380/660] lr: 4.000e-03, eta: 2:09:46, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7031, top5_acc: 0.8928, loss_cls: 1.1381, loss: 1.1381, grad_norm: 5.4932 2021-04-01 19:59:30,170 - mmaction - INFO - Epoch [36][400/660] lr: 4.000e-03, eta: 2:09:30, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7074, top5_acc: 0.8967, loss_cls: 1.1071, loss: 1.1071, grad_norm: 5.3155 2021-04-01 19:59:45,892 - mmaction - INFO - Epoch [36][420/660] lr: 4.000e-03, eta: 2:09:13, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6982, top5_acc: 0.9006, loss_cls: 1.1160, loss: 1.1160, grad_norm: 5.3277 2021-04-01 20:00:01,612 - mmaction - INFO - Epoch [36][440/660] lr: 4.000e-03, eta: 2:08:56, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7143, top5_acc: 0.8932, loss_cls: 1.1122, loss: 1.1122, grad_norm: 5.3380 2021-04-01 20:00:17,323 - mmaction - INFO - Epoch [36][460/660] lr: 4.000e-03, eta: 2:08:40, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6920, top5_acc: 0.8957, loss_cls: 1.1542, loss: 1.1542, grad_norm: 5.4268 2021-04-01 20:00:32,912 - mmaction - INFO - Epoch [36][480/660] lr: 4.000e-03, eta: 2:08:23, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7006, top5_acc: 0.9029, loss_cls: 1.1238, loss: 1.1238, grad_norm: 5.3649 2021-04-01 20:00:48,707 - mmaction - INFO - Epoch [36][500/660] lr: 4.000e-03, eta: 2:08:06, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7006, top5_acc: 0.8982, loss_cls: 1.1198, loss: 1.1198, grad_norm: 5.5099 2021-04-01 20:01:04,482 - mmaction - INFO - Epoch [36][520/660] lr: 4.000e-03, eta: 2:07:50, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6900, top5_acc: 0.8951, loss_cls: 1.1389, loss: 1.1389, grad_norm: 5.4925 2021-04-01 20:01:20,282 - mmaction - INFO - Epoch [36][540/660] lr: 4.000e-03, eta: 2:07:33, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6984, top5_acc: 0.8986, loss_cls: 1.1257, loss: 1.1257, grad_norm: 5.4212 2021-04-01 20:01:35,987 - mmaction - INFO - Epoch [36][560/660] lr: 4.000e-03, eta: 2:07:17, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6957, top5_acc: 0.8936, loss_cls: 1.1473, loss: 1.1473, grad_norm: 5.4475 2021-04-01 20:01:51,683 - mmaction - INFO - Epoch [36][580/660] lr: 4.000e-03, eta: 2:07:00, time: 0.784, data_time: 0.000, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8951, loss_cls: 1.1490, loss: 1.1490, grad_norm: 5.4086 2021-04-01 20:02:07,418 - mmaction - INFO - Epoch [36][600/660] lr: 4.000e-03, eta: 2:06:44, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6967, top5_acc: 0.9012, loss_cls: 1.1073, loss: 1.1073, grad_norm: 5.3963 2021-04-01 20:02:23,194 - mmaction - INFO - Epoch [36][620/660] lr: 4.000e-03, eta: 2:06:27, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6871, top5_acc: 0.8938, loss_cls: 1.1564, loss: 1.1564, grad_norm: 5.3512 2021-04-01 20:02:39,006 - mmaction - INFO - Epoch [36][640/660] lr: 4.000e-03, eta: 2:06:10, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7107, top5_acc: 0.8988, loss_cls: 1.1056, loss: 1.1056, grad_norm: 5.4227 2021-04-01 20:02:54,641 - mmaction - INFO - Epoch [36][660/660] lr: 4.000e-03, eta: 2:05:54, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6954, top5_acc: 0.8952, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.5081 2021-04-01 20:02:55,505 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-04-01 20:03:33,189 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 20:03:33,549 - mmaction - INFO - top1_acc 0.5880 top5_acc 0.8567 2021-04-01 20:03:33,549 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 20:03:33,574 - mmaction - INFO - mean_acc 0.5278 2021-04-01 20:03:33,583 - mmaction - INFO - Epoch(val) [36][660] top1_acc: 0.5880, top5_acc: 0.8567, mean_class_accuracy: 0.5278 2021-04-01 20:04:24,041 - mmaction - INFO - Epoch [37][20/660] lr: 4.000e-03, eta: 2:05:51, time: 2.522, data_time: 1.770, memory: 9795, top1_acc: 0.7219, top5_acc: 0.9082, loss_cls: 1.0697, loss: 1.0697, grad_norm: 5.2780 2021-04-01 20:04:39,411 - mmaction - INFO - Epoch [37][40/660] lr: 4.000e-03, eta: 2:05:34, time: 0.768, data_time: 0.004, memory: 9795, top1_acc: 0.7123, top5_acc: 0.8975, loss_cls: 1.0921, loss: 1.0921, grad_norm: 5.4606 2021-04-01 20:04:54,823 - mmaction - INFO - Epoch [37][60/660] lr: 4.000e-03, eta: 2:05:17, time: 0.771, data_time: 0.002, memory: 9795, top1_acc: 0.7129, top5_acc: 0.9078, loss_cls: 1.0717, loss: 1.0717, grad_norm: 5.3479 2021-04-01 20:05:10,426 - mmaction - INFO - Epoch [37][80/660] lr: 4.000e-03, eta: 2:05:00, time: 0.780, data_time: 0.002, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8896, loss_cls: 1.1178, loss: 1.1178, grad_norm: 5.4574 2021-04-01 20:05:26,048 - mmaction - INFO - Epoch [37][100/660] lr: 4.000e-03, eta: 2:04:44, time: 0.781, data_time: 0.002, memory: 9795, top1_acc: 0.7064, top5_acc: 0.8984, loss_cls: 1.1105, loss: 1.1105, grad_norm: 5.4048 2021-04-01 20:05:41,833 - mmaction - INFO - Epoch [37][120/660] lr: 4.000e-03, eta: 2:04:27, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9115, loss_cls: 1.0607, loss: 1.0607, grad_norm: 5.4641 2021-04-01 20:05:57,589 - mmaction - INFO - Epoch [37][140/660] lr: 4.000e-03, eta: 2:04:11, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.7018, top5_acc: 0.8926, loss_cls: 1.1244, loss: 1.1244, grad_norm: 5.4669 2021-04-01 20:06:13,216 - mmaction - INFO - Epoch [37][160/660] lr: 4.000e-03, eta: 2:03:54, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7115, top5_acc: 0.8963, loss_cls: 1.0925, loss: 1.0925, grad_norm: 5.3733 2021-04-01 20:06:29,033 - mmaction - INFO - Epoch [37][180/660] lr: 4.000e-03, eta: 2:03:37, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7066, top5_acc: 0.8953, loss_cls: 1.1160, loss: 1.1160, grad_norm: 5.6285 2021-04-01 20:06:44,762 - mmaction - INFO - Epoch [37][200/660] lr: 4.000e-03, eta: 2:03:21, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7027, top5_acc: 0.9002, loss_cls: 1.0958, loss: 1.0958, grad_norm: 5.4410 2021-04-01 20:07:00,331 - mmaction - INFO - Epoch [37][220/660] lr: 4.000e-03, eta: 2:03:04, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.7033, top5_acc: 0.8980, loss_cls: 1.1189, loss: 1.1189, grad_norm: 5.4557 2021-04-01 20:07:16,174 - mmaction - INFO - Epoch [37][240/660] lr: 4.000e-03, eta: 2:02:47, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.7137, top5_acc: 0.9027, loss_cls: 1.0859, loss: 1.0859, grad_norm: 5.4609 2021-04-01 20:07:31,959 - mmaction - INFO - Epoch [37][260/660] lr: 4.000e-03, eta: 2:02:31, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6912, top5_acc: 0.8891, loss_cls: 1.1592, loss: 1.1592, grad_norm: 5.6840 2021-04-01 20:07:47,765 - mmaction - INFO - Epoch [37][280/660] lr: 4.000e-03, eta: 2:02:14, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7068, top5_acc: 0.8990, loss_cls: 1.1034, loss: 1.1034, grad_norm: 5.5256 2021-04-01 20:08:03,503 - mmaction - INFO - Epoch [37][300/660] lr: 4.000e-03, eta: 2:01:58, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7068, top5_acc: 0.8984, loss_cls: 1.1052, loss: 1.1052, grad_norm: 5.5895 2021-04-01 20:08:19,220 - mmaction - INFO - Epoch [37][320/660] lr: 4.000e-03, eta: 2:01:41, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7018, top5_acc: 0.9000, loss_cls: 1.1129, loss: 1.1129, grad_norm: 5.5140 2021-04-01 20:08:34,834 - mmaction - INFO - Epoch [37][340/660] lr: 4.000e-03, eta: 2:01:24, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.6996, top5_acc: 0.8895, loss_cls: 1.1400, loss: 1.1400, grad_norm: 5.5037 2021-04-01 20:08:50,621 - mmaction - INFO - Epoch [37][360/660] lr: 4.000e-03, eta: 2:01:08, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7018, top5_acc: 0.8994, loss_cls: 1.1069, loss: 1.1069, grad_norm: 5.6185 2021-04-01 20:09:06,457 - mmaction - INFO - Epoch [37][380/660] lr: 4.000e-03, eta: 2:00:51, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.6951, top5_acc: 0.8930, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.6072 2021-04-01 20:09:22,229 - mmaction - INFO - Epoch [37][400/660] lr: 4.000e-03, eta: 2:00:35, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9029, loss_cls: 1.0911, loss: 1.0911, grad_norm: 5.4000 2021-04-01 20:09:37,941 - mmaction - INFO - Epoch [37][420/660] lr: 4.000e-03, eta: 2:00:18, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7008, top5_acc: 0.8955, loss_cls: 1.1106, loss: 1.1106, grad_norm: 5.5003 2021-04-01 20:09:53,694 - mmaction - INFO - Epoch [37][440/660] lr: 4.000e-03, eta: 2:00:01, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7027, top5_acc: 0.8994, loss_cls: 1.1307, loss: 1.1307, grad_norm: 5.5902 2021-04-01 20:10:09,463 - mmaction - INFO - Epoch [37][460/660] lr: 4.000e-03, eta: 1:59:45, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6934, top5_acc: 0.8930, loss_cls: 1.1548, loss: 1.1548, grad_norm: 5.5095 2021-04-01 20:10:25,172 - mmaction - INFO - Epoch [37][480/660] lr: 4.000e-03, eta: 1:59:28, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7072, top5_acc: 0.9010, loss_cls: 1.1195, loss: 1.1195, grad_norm: 5.5655 2021-04-01 20:10:40,965 - mmaction - INFO - Epoch [37][500/660] lr: 4.000e-03, eta: 1:59:12, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7090, top5_acc: 0.8939, loss_cls: 1.1078, loss: 1.1078, grad_norm: 5.4715 2021-04-01 20:10:56,780 - mmaction - INFO - Epoch [37][520/660] lr: 4.000e-03, eta: 1:58:55, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7041, top5_acc: 0.9027, loss_cls: 1.1163, loss: 1.1163, grad_norm: 5.6701 2021-04-01 20:11:12,469 - mmaction - INFO - Epoch [37][540/660] lr: 4.000e-03, eta: 1:58:38, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7021, top5_acc: 0.8965, loss_cls: 1.1344, loss: 1.1344, grad_norm: 5.6756 2021-04-01 20:11:28,228 - mmaction - INFO - Epoch [37][560/660] lr: 4.000e-03, eta: 1:58:22, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7096, top5_acc: 0.9029, loss_cls: 1.0934, loss: 1.0934, grad_norm: 5.4180 2021-04-01 20:11:43,945 - mmaction - INFO - Epoch [37][580/660] lr: 4.000e-03, eta: 1:58:05, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7074, top5_acc: 0.8961, loss_cls: 1.1288, loss: 1.1288, grad_norm: 5.5725 2021-04-01 20:11:59,680 - mmaction - INFO - Epoch [37][600/660] lr: 4.000e-03, eta: 1:57:49, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.6963, top5_acc: 0.8898, loss_cls: 1.1391, loss: 1.1391, grad_norm: 5.5645 2021-04-01 20:12:15,424 - mmaction - INFO - Epoch [37][620/660] lr: 4.000e-03, eta: 1:57:32, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6951, top5_acc: 0.9016, loss_cls: 1.1244, loss: 1.1244, grad_norm: 5.5210 2021-04-01 20:12:31,187 - mmaction - INFO - Epoch [37][640/660] lr: 4.000e-03, eta: 1:57:16, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7018, top5_acc: 0.9008, loss_cls: 1.1037, loss: 1.1037, grad_norm: 5.4333 2021-04-01 20:12:46,839 - mmaction - INFO - Epoch [37][660/660] lr: 4.000e-03, eta: 1:56:59, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8966, loss_cls: 1.1351, loss: 1.1351, grad_norm: 5.5260 2021-04-01 20:12:47,744 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-04-01 20:13:23,794 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 20:13:24,151 - mmaction - INFO - top1_acc 0.5895 top5_acc 0.8537 2021-04-01 20:13:24,151 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 20:13:24,175 - mmaction - INFO - mean_acc 0.5234 2021-04-01 20:13:24,183 - mmaction - INFO - Epoch(val) [37][660] top1_acc: 0.5895, top5_acc: 0.8537, mean_class_accuracy: 0.5234 2021-04-01 20:14:12,259 - mmaction - INFO - Epoch [38][20/660] lr: 4.000e-03, eta: 1:56:54, time: 2.403, data_time: 1.630, memory: 9795, top1_acc: 0.7199, top5_acc: 0.9082, loss_cls: 1.0616, loss: 1.0616, grad_norm: 5.4765 2021-04-01 20:14:27,674 - mmaction - INFO - Epoch [38][40/660] lr: 4.000e-03, eta: 1:56:37, time: 0.771, data_time: 0.002, memory: 9795, top1_acc: 0.7139, top5_acc: 0.9043, loss_cls: 1.0751, loss: 1.0751, grad_norm: 5.5575 2021-04-01 20:14:43,224 - mmaction - INFO - Epoch [38][60/660] lr: 4.000e-03, eta: 1:56:20, time: 0.778, data_time: 0.004, memory: 9795, top1_acc: 0.7025, top5_acc: 0.8975, loss_cls: 1.1216, loss: 1.1216, grad_norm: 5.5630 2021-04-01 20:14:58,913 - mmaction - INFO - Epoch [38][80/660] lr: 4.000e-03, eta: 1:56:04, time: 0.784, data_time: 0.002, memory: 9795, top1_acc: 0.7176, top5_acc: 0.9037, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.5998 2021-04-01 20:15:14,442 - mmaction - INFO - Epoch [38][100/660] lr: 4.000e-03, eta: 1:55:47, time: 0.777, data_time: 0.002, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9014, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.6187 2021-04-01 20:15:30,133 - mmaction - INFO - Epoch [38][120/660] lr: 4.000e-03, eta: 1:55:30, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7127, top5_acc: 0.8996, loss_cls: 1.0796, loss: 1.0796, grad_norm: 5.6233 2021-04-01 20:15:45,857 - mmaction - INFO - Epoch [38][140/660] lr: 4.000e-03, eta: 1:55:14, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7002, top5_acc: 0.9020, loss_cls: 1.1116, loss: 1.1116, grad_norm: 5.6806 2021-04-01 20:16:01,615 - mmaction - INFO - Epoch [38][160/660] lr: 4.000e-03, eta: 1:54:57, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7131, top5_acc: 0.9041, loss_cls: 1.0868, loss: 1.0868, grad_norm: 5.5896 2021-04-01 20:16:17,360 - mmaction - INFO - Epoch [38][180/660] lr: 4.000e-03, eta: 1:54:41, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7186, top5_acc: 0.9086, loss_cls: 1.0468, loss: 1.0468, grad_norm: 5.4804 2021-04-01 20:16:33,036 - mmaction - INFO - Epoch [38][200/660] lr: 4.000e-03, eta: 1:54:24, time: 0.783, data_time: 0.000, memory: 9795, top1_acc: 0.7170, top5_acc: 0.8982, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.5600 2021-04-01 20:16:48,767 - mmaction - INFO - Epoch [38][220/660] lr: 4.000e-03, eta: 1:54:07, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7057, top5_acc: 0.9047, loss_cls: 1.0868, loss: 1.0868, grad_norm: 5.5745 2021-04-01 20:17:04,494 - mmaction - INFO - Epoch [38][240/660] lr: 4.000e-03, eta: 1:53:51, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7020, top5_acc: 0.8965, loss_cls: 1.1230, loss: 1.1230, grad_norm: 5.5540 2021-04-01 20:17:20,174 - mmaction - INFO - Epoch [38][260/660] lr: 4.000e-03, eta: 1:53:34, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7135, top5_acc: 0.8965, loss_cls: 1.1062, loss: 1.1062, grad_norm: 5.5841 2021-04-01 20:17:35,896 - mmaction - INFO - Epoch [38][280/660] lr: 4.000e-03, eta: 1:53:17, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7109, top5_acc: 0.9023, loss_cls: 1.0810, loss: 1.0810, grad_norm: 5.5608 2021-04-01 20:17:51,696 - mmaction - INFO - Epoch [38][300/660] lr: 4.000e-03, eta: 1:53:01, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7152, top5_acc: 0.9055, loss_cls: 1.0702, loss: 1.0702, grad_norm: 5.5818 2021-04-01 20:18:07,443 - mmaction - INFO - Epoch [38][320/660] lr: 4.000e-03, eta: 1:52:44, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.6998, top5_acc: 0.8951, loss_cls: 1.1235, loss: 1.1235, grad_norm: 5.7342 2021-04-01 20:18:23,183 - mmaction - INFO - Epoch [38][340/660] lr: 4.000e-03, eta: 1:52:28, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8967, loss_cls: 1.1400, loss: 1.1400, grad_norm: 5.6852 2021-04-01 20:18:39,040 - mmaction - INFO - Epoch [38][360/660] lr: 4.000e-03, eta: 1:52:11, time: 0.792, data_time: 0.000, memory: 9795, top1_acc: 0.7055, top5_acc: 0.9018, loss_cls: 1.1206, loss: 1.1206, grad_norm: 5.6869 2021-04-01 20:18:54,830 - mmaction - INFO - Epoch [38][380/660] lr: 4.000e-03, eta: 1:51:55, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7168, top5_acc: 0.9045, loss_cls: 1.0720, loss: 1.0720, grad_norm: 5.5598 2021-04-01 20:19:10,625 - mmaction - INFO - Epoch [38][400/660] lr: 4.000e-03, eta: 1:51:38, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.6988, top5_acc: 0.9010, loss_cls: 1.1108, loss: 1.1108, grad_norm: 5.6812 2021-04-01 20:19:26,414 - mmaction - INFO - Epoch [38][420/660] lr: 4.000e-03, eta: 1:51:21, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.6996, top5_acc: 0.8957, loss_cls: 1.1364, loss: 1.1364, grad_norm: 5.6862 2021-04-01 20:19:42,108 - mmaction - INFO - Epoch [38][440/660] lr: 4.000e-03, eta: 1:51:05, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7117, top5_acc: 0.8965, loss_cls: 1.1113, loss: 1.1113, grad_norm: 5.6538 2021-04-01 20:19:57,874 - mmaction - INFO - Epoch [38][460/660] lr: 4.000e-03, eta: 1:50:48, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7182, top5_acc: 0.9037, loss_cls: 1.0642, loss: 1.0642, grad_norm: 5.6457 2021-04-01 20:20:13,592 - mmaction - INFO - Epoch [38][480/660] lr: 4.000e-03, eta: 1:50:32, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7131, top5_acc: 0.9027, loss_cls: 1.0805, loss: 1.0805, grad_norm: 5.7420 2021-04-01 20:20:29,293 - mmaction - INFO - Epoch [38][500/660] lr: 4.000e-03, eta: 1:50:15, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7021, top5_acc: 0.8973, loss_cls: 1.1211, loss: 1.1211, grad_norm: 5.6835 2021-04-01 20:20:45,054 - mmaction - INFO - Epoch [38][520/660] lr: 4.000e-03, eta: 1:49:59, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7221, top5_acc: 0.9037, loss_cls: 1.0619, loss: 1.0619, grad_norm: 5.5454 2021-04-01 20:21:00,687 - mmaction - INFO - Epoch [38][540/660] lr: 4.000e-03, eta: 1:49:42, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7070, top5_acc: 0.9010, loss_cls: 1.0957, loss: 1.0957, grad_norm: 5.7144 2021-04-01 20:21:16,424 - mmaction - INFO - Epoch [38][560/660] lr: 4.000e-03, eta: 1:49:25, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7072, top5_acc: 0.9021, loss_cls: 1.1038, loss: 1.1038, grad_norm: 5.6455 2021-04-01 20:21:32,215 - mmaction - INFO - Epoch [38][580/660] lr: 4.000e-03, eta: 1:49:09, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7195, top5_acc: 0.9041, loss_cls: 1.0684, loss: 1.0684, grad_norm: 5.5384 2021-04-01 20:21:47,891 - mmaction - INFO - Epoch [38][600/660] lr: 4.000e-03, eta: 1:48:52, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7021, top5_acc: 0.8951, loss_cls: 1.1257, loss: 1.1257, grad_norm: 5.7260 2021-04-01 20:22:03,708 - mmaction - INFO - Epoch [38][620/660] lr: 4.000e-03, eta: 1:48:36, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7012, top5_acc: 0.8971, loss_cls: 1.1433, loss: 1.1433, grad_norm: 5.7789 2021-04-01 20:22:19,418 - mmaction - INFO - Epoch [38][640/660] lr: 4.000e-03, eta: 1:48:19, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7033, top5_acc: 0.8959, loss_cls: 1.1199, loss: 1.1199, grad_norm: 5.6741 2021-04-01 20:22:35,085 - mmaction - INFO - Epoch [38][660/660] lr: 4.000e-03, eta: 1:48:02, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7052, top5_acc: 0.9025, loss_cls: 1.1031, loss: 1.1031, grad_norm: 5.6046 2021-04-01 20:22:35,825 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-04-01 20:23:14,772 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 20:23:15,126 - mmaction - INFO - top1_acc 0.5872 top5_acc 0.8530 2021-04-01 20:23:15,127 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 20:23:15,150 - mmaction - INFO - mean_acc 0.5274 2021-04-01 20:23:15,158 - mmaction - INFO - Epoch(val) [38][660] top1_acc: 0.5872, top5_acc: 0.8530, mean_class_accuracy: 0.5274 2021-04-01 20:24:05,746 - mmaction - INFO - Epoch [39][20/660] lr: 4.000e-03, eta: 1:47:57, time: 2.528, data_time: 1.770, memory: 9795, top1_acc: 0.7166, top5_acc: 0.9021, loss_cls: 1.0724, loss: 1.0724, grad_norm: 5.5965 2021-04-01 20:24:20,746 - mmaction - INFO - Epoch [39][40/660] lr: 4.000e-03, eta: 1:47:40, time: 0.750, data_time: 0.003, memory: 9795, top1_acc: 0.7078, top5_acc: 0.8957, loss_cls: 1.1042, loss: 1.1042, grad_norm: 5.6764 2021-04-01 20:24:36,131 - mmaction - INFO - Epoch [39][60/660] lr: 4.000e-03, eta: 1:47:23, time: 0.769, data_time: 0.004, memory: 9795, top1_acc: 0.7113, top5_acc: 0.8975, loss_cls: 1.1088, loss: 1.1088, grad_norm: 5.6670 2021-04-01 20:24:51,801 - mmaction - INFO - Epoch [39][80/660] lr: 4.000e-03, eta: 1:47:07, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.7049, top5_acc: 0.8998, loss_cls: 1.1082, loss: 1.1082, grad_norm: 5.7659 2021-04-01 20:25:07,447 - mmaction - INFO - Epoch [39][100/660] lr: 4.000e-03, eta: 1:46:50, time: 0.782, data_time: 0.002, memory: 9795, top1_acc: 0.7195, top5_acc: 0.9031, loss_cls: 1.0688, loss: 1.0688, grad_norm: 5.6067 2021-04-01 20:25:23,229 - mmaction - INFO - Epoch [39][120/660] lr: 4.000e-03, eta: 1:46:33, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7016, top5_acc: 0.9041, loss_cls: 1.0915, loss: 1.0915, grad_norm: 5.8298 2021-04-01 20:25:38,930 - mmaction - INFO - Epoch [39][140/660] lr: 4.000e-03, eta: 1:46:17, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7150, top5_acc: 0.8984, loss_cls: 1.0696, loss: 1.0696, grad_norm: 5.6903 2021-04-01 20:25:54,609 - mmaction - INFO - Epoch [39][160/660] lr: 4.000e-03, eta: 1:46:00, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7125, top5_acc: 0.9047, loss_cls: 1.0743, loss: 1.0743, grad_norm: 5.7697 2021-04-01 20:26:10,272 - mmaction - INFO - Epoch [39][180/660] lr: 4.000e-03, eta: 1:45:44, time: 0.782, data_time: 0.000, memory: 9795, top1_acc: 0.7146, top5_acc: 0.9076, loss_cls: 1.0653, loss: 1.0653, grad_norm: 5.6477 2021-04-01 20:26:25,881 - mmaction - INFO - Epoch [39][200/660] lr: 4.000e-03, eta: 1:45:27, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7189, top5_acc: 0.8957, loss_cls: 1.1101, loss: 1.1101, grad_norm: 5.7502 2021-04-01 20:26:41,533 - mmaction - INFO - Epoch [39][220/660] lr: 4.000e-03, eta: 1:45:10, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7154, top5_acc: 0.8984, loss_cls: 1.0835, loss: 1.0835, grad_norm: 5.6668 2021-04-01 20:26:57,101 - mmaction - INFO - Epoch [39][240/660] lr: 4.000e-03, eta: 1:44:54, time: 0.779, data_time: 0.002, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9096, loss_cls: 1.0658, loss: 1.0658, grad_norm: 5.5636 2021-04-01 20:27:12,691 - mmaction - INFO - Epoch [39][260/660] lr: 4.000e-03, eta: 1:44:37, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7244, top5_acc: 0.9039, loss_cls: 1.0533, loss: 1.0533, grad_norm: 5.7717 2021-04-01 20:27:28,389 - mmaction - INFO - Epoch [39][280/660] lr: 4.000e-03, eta: 1:44:20, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7205, top5_acc: 0.9064, loss_cls: 1.0761, loss: 1.0761, grad_norm: 5.8022 2021-04-01 20:27:44,215 - mmaction - INFO - Epoch [39][300/660] lr: 4.000e-03, eta: 1:44:04, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7092, top5_acc: 0.9029, loss_cls: 1.0777, loss: 1.0777, grad_norm: 5.7089 2021-04-01 20:27:59,884 - mmaction - INFO - Epoch [39][320/660] lr: 4.000e-03, eta: 1:43:47, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.6973, top5_acc: 0.8965, loss_cls: 1.1206, loss: 1.1206, grad_norm: 5.9732 2021-04-01 20:28:15,683 - mmaction - INFO - Epoch [39][340/660] lr: 4.000e-03, eta: 1:43:31, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7070, top5_acc: 0.9004, loss_cls: 1.0894, loss: 1.0894, grad_norm: 5.7978 2021-04-01 20:28:31,391 - mmaction - INFO - Epoch [39][360/660] lr: 4.000e-03, eta: 1:43:14, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7072, top5_acc: 0.8971, loss_cls: 1.1145, loss: 1.1145, grad_norm: 5.7726 2021-04-01 20:28:47,115 - mmaction - INFO - Epoch [39][380/660] lr: 4.000e-03, eta: 1:42:58, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7178, top5_acc: 0.8998, loss_cls: 1.0928, loss: 1.0928, grad_norm: 5.7435 2021-04-01 20:29:02,877 - mmaction - INFO - Epoch [39][400/660] lr: 4.000e-03, eta: 1:42:41, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7119, top5_acc: 0.9020, loss_cls: 1.0913, loss: 1.0913, grad_norm: 5.7181 2021-04-01 20:29:18,603 - mmaction - INFO - Epoch [39][420/660] lr: 4.000e-03, eta: 1:42:24, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7104, top5_acc: 0.9000, loss_cls: 1.1053, loss: 1.1053, grad_norm: 5.8058 2021-04-01 20:29:34,296 - mmaction - INFO - Epoch [39][440/660] lr: 4.000e-03, eta: 1:42:08, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7113, top5_acc: 0.9014, loss_cls: 1.0935, loss: 1.0935, grad_norm: 5.7209 2021-04-01 20:29:50,005 - mmaction - INFO - Epoch [39][460/660] lr: 4.000e-03, eta: 1:41:51, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7111, top5_acc: 0.9012, loss_cls: 1.0864, loss: 1.0864, grad_norm: 5.8217 2021-04-01 20:30:05,785 - mmaction - INFO - Epoch [39][480/660] lr: 4.000e-03, eta: 1:41:35, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7057, top5_acc: 0.8990, loss_cls: 1.1034, loss: 1.1034, grad_norm: 5.8060 2021-04-01 20:30:21,577 - mmaction - INFO - Epoch [39][500/660] lr: 4.000e-03, eta: 1:41:18, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7080, top5_acc: 0.8988, loss_cls: 1.1133, loss: 1.1133, grad_norm: 5.8884 2021-04-01 20:30:37,228 - mmaction - INFO - Epoch [39][520/660] lr: 4.000e-03, eta: 1:41:02, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.6949, top5_acc: 0.8988, loss_cls: 1.1234, loss: 1.1234, grad_norm: 5.9141 2021-04-01 20:30:53,099 - mmaction - INFO - Epoch [39][540/660] lr: 4.000e-03, eta: 1:40:45, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.7145, top5_acc: 0.9021, loss_cls: 1.0840, loss: 1.0840, grad_norm: 5.7880 2021-04-01 20:31:08,689 - mmaction - INFO - Epoch [39][560/660] lr: 4.000e-03, eta: 1:40:28, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7018, top5_acc: 0.8980, loss_cls: 1.1357, loss: 1.1357, grad_norm: 5.8703 2021-04-01 20:31:24,405 - mmaction - INFO - Epoch [39][580/660] lr: 4.000e-03, eta: 1:40:12, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7027, top5_acc: 0.8979, loss_cls: 1.1285, loss: 1.1285, grad_norm: 5.9880 2021-04-01 20:31:40,076 - mmaction - INFO - Epoch [39][600/660] lr: 4.000e-03, eta: 1:39:55, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7002, top5_acc: 0.9000, loss_cls: 1.0979, loss: 1.0979, grad_norm: 5.8253 2021-04-01 20:31:55,943 - mmaction - INFO - Epoch [39][620/660] lr: 4.000e-03, eta: 1:39:39, time: 0.793, data_time: 0.000, memory: 9795, top1_acc: 0.7047, top5_acc: 0.8973, loss_cls: 1.1148, loss: 1.1148, grad_norm: 5.6811 2021-04-01 20:32:11,766 - mmaction - INFO - Epoch [39][640/660] lr: 4.000e-03, eta: 1:39:22, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7063, top5_acc: 0.9043, loss_cls: 1.0816, loss: 1.0816, grad_norm: 5.7529 2021-04-01 20:32:27,287 - mmaction - INFO - Epoch [39][660/660] lr: 4.000e-03, eta: 1:39:06, time: 0.776, data_time: 0.001, memory: 9795, top1_acc: 0.6979, top5_acc: 0.8956, loss_cls: 1.1344, loss: 1.1344, grad_norm: 5.9084 2021-04-01 20:32:28,809 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-04-01 20:33:05,459 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 20:33:05,812 - mmaction - INFO - top1_acc 0.5840 top5_acc 0.8546 2021-04-01 20:33:05,812 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 20:33:05,836 - mmaction - INFO - mean_acc 0.5234 2021-04-01 20:33:05,844 - mmaction - INFO - Epoch(val) [39][660] top1_acc: 0.5840, top5_acc: 0.8546, mean_class_accuracy: 0.5234 2021-04-01 20:33:54,256 - mmaction - INFO - Epoch [40][20/660] lr: 4.000e-03, eta: 1:38:58, time: 2.420, data_time: 1.659, memory: 9795, top1_acc: 0.7402, top5_acc: 0.9090, loss_cls: 0.9924, loss: 0.9924, grad_norm: 5.4568 2021-04-01 20:34:09,368 - mmaction - INFO - Epoch [40][40/660] lr: 4.000e-03, eta: 1:38:41, time: 0.756, data_time: 0.003, memory: 9795, top1_acc: 0.7215, top5_acc: 0.9057, loss_cls: 1.0556, loss: 1.0556, grad_norm: 5.7409 2021-04-01 20:34:24,807 - mmaction - INFO - Epoch [40][60/660] lr: 4.000e-03, eta: 1:38:25, time: 0.772, data_time: 0.003, memory: 9795, top1_acc: 0.7172, top5_acc: 0.9057, loss_cls: 1.0592, loss: 1.0592, grad_norm: 5.8325 2021-04-01 20:34:40,335 - mmaction - INFO - Epoch [40][80/660] lr: 4.000e-03, eta: 1:38:08, time: 0.776, data_time: 0.002, memory: 9795, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0586, loss: 1.0586, grad_norm: 5.7017 2021-04-01 20:34:55,933 - mmaction - INFO - Epoch [40][100/660] lr: 4.000e-03, eta: 1:37:51, time: 0.780, data_time: 0.002, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9055, loss_cls: 1.0542, loss: 1.0542, grad_norm: 5.8485 2021-04-01 20:35:11,543 - mmaction - INFO - Epoch [40][120/660] lr: 4.000e-03, eta: 1:37:35, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7145, top5_acc: 0.8990, loss_cls: 1.0766, loss: 1.0766, grad_norm: 5.9010 2021-04-01 20:35:27,193 - mmaction - INFO - Epoch [40][140/660] lr: 4.000e-03, eta: 1:37:18, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7145, top5_acc: 0.8990, loss_cls: 1.1036, loss: 1.1036, grad_norm: 6.0135 2021-04-01 20:35:42,908 - mmaction - INFO - Epoch [40][160/660] lr: 4.000e-03, eta: 1:37:02, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7125, top5_acc: 0.9033, loss_cls: 1.0761, loss: 1.0761, grad_norm: 5.8346 2021-04-01 20:35:58,549 - mmaction - INFO - Epoch [40][180/660] lr: 4.000e-03, eta: 1:36:45, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7238, top5_acc: 0.9033, loss_cls: 1.0592, loss: 1.0592, grad_norm: 5.8534 2021-04-01 20:36:14,391 - mmaction - INFO - Epoch [40][200/660] lr: 4.000e-03, eta: 1:36:28, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7137, top5_acc: 0.9025, loss_cls: 1.0974, loss: 1.0974, grad_norm: 6.0164 2021-04-01 20:36:30,083 - mmaction - INFO - Epoch [40][220/660] lr: 4.000e-03, eta: 1:36:12, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7246, top5_acc: 0.9102, loss_cls: 1.0213, loss: 1.0213, grad_norm: 5.7322 2021-04-01 20:36:45,672 - mmaction - INFO - Epoch [40][240/660] lr: 4.000e-03, eta: 1:35:55, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7176, top5_acc: 0.9031, loss_cls: 1.0831, loss: 1.0831, grad_norm: 5.9499 2021-04-01 20:37:01,211 - mmaction - INFO - Epoch [40][260/660] lr: 4.000e-03, eta: 1:35:39, time: 0.777, data_time: 0.001, memory: 9795, top1_acc: 0.6979, top5_acc: 0.9021, loss_cls: 1.0901, loss: 1.0901, grad_norm: 6.0334 2021-04-01 20:37:16,947 - mmaction - INFO - Epoch [40][280/660] lr: 4.000e-03, eta: 1:35:22, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7146, top5_acc: 0.9055, loss_cls: 1.0698, loss: 1.0698, grad_norm: 5.8051 2021-04-01 20:37:32,802 - mmaction - INFO - Epoch [40][300/660] lr: 4.000e-03, eta: 1:35:06, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.7057, top5_acc: 0.8988, loss_cls: 1.0972, loss: 1.0972, grad_norm: 5.9654 2021-04-01 20:37:48,594 - mmaction - INFO - Epoch [40][320/660] lr: 4.000e-03, eta: 1:34:49, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7178, top5_acc: 0.9021, loss_cls: 1.0699, loss: 1.0699, grad_norm: 5.8520 2021-04-01 20:38:04,381 - mmaction - INFO - Epoch [40][340/660] lr: 4.000e-03, eta: 1:34:32, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7203, top5_acc: 0.9045, loss_cls: 1.0661, loss: 1.0661, grad_norm: 5.8789 2021-04-01 20:38:20,189 - mmaction - INFO - Epoch [40][360/660] lr: 4.000e-03, eta: 1:34:16, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7111, top5_acc: 0.9021, loss_cls: 1.0866, loss: 1.0866, grad_norm: 5.8478 2021-04-01 20:38:35,922 - mmaction - INFO - Epoch [40][380/660] lr: 4.000e-03, eta: 1:33:59, time: 0.786, data_time: 0.000, memory: 9795, top1_acc: 0.7111, top5_acc: 0.9039, loss_cls: 1.0755, loss: 1.0755, grad_norm: 5.8334 2021-04-01 20:38:51,708 - mmaction - INFO - Epoch [40][400/660] lr: 4.000e-03, eta: 1:33:43, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7033, top5_acc: 0.8965, loss_cls: 1.1224, loss: 1.1224, grad_norm: 6.0926 2021-04-01 20:39:07,453 - mmaction - INFO - Epoch [40][420/660] lr: 4.000e-03, eta: 1:33:26, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7092, top5_acc: 0.9041, loss_cls: 1.1034, loss: 1.1034, grad_norm: 5.8765 2021-04-01 20:39:23,170 - mmaction - INFO - Epoch [40][440/660] lr: 4.000e-03, eta: 1:33:10, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7160, top5_acc: 0.9025, loss_cls: 1.0775, loss: 1.0775, grad_norm: 5.8744 2021-04-01 20:39:38,860 - mmaction - INFO - Epoch [40][460/660] lr: 4.000e-03, eta: 1:32:53, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7051, top5_acc: 0.9035, loss_cls: 1.0831, loss: 1.0831, grad_norm: 5.8459 2021-04-01 20:39:54,614 - mmaction - INFO - Epoch [40][480/660] lr: 4.000e-03, eta: 1:32:36, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7000, top5_acc: 0.9061, loss_cls: 1.0908, loss: 1.0908, grad_norm: 6.0907 2021-04-01 20:40:10,443 - mmaction - INFO - Epoch [40][500/660] lr: 4.000e-03, eta: 1:32:20, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7088, top5_acc: 0.9035, loss_cls: 1.0939, loss: 1.0939, grad_norm: 6.0804 2021-04-01 20:40:26,138 - mmaction - INFO - Epoch [40][520/660] lr: 4.000e-03, eta: 1:32:03, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7064, top5_acc: 0.8969, loss_cls: 1.1022, loss: 1.1022, grad_norm: 5.9176 2021-04-01 20:40:41,961 - mmaction - INFO - Epoch [40][540/660] lr: 4.000e-03, eta: 1:31:47, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7080, top5_acc: 0.9029, loss_cls: 1.0995, loss: 1.0995, grad_norm: 6.0230 2021-04-01 20:40:57,632 - mmaction - INFO - Epoch [40][560/660] lr: 4.000e-03, eta: 1:31:30, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7070, top5_acc: 0.8961, loss_cls: 1.1105, loss: 1.1105, grad_norm: 5.9960 2021-04-01 20:41:13,406 - mmaction - INFO - Epoch [40][580/660] lr: 4.000e-03, eta: 1:31:14, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7021, top5_acc: 0.8984, loss_cls: 1.1041, loss: 1.1041, grad_norm: 5.9718 2021-04-01 20:41:29,114 - mmaction - INFO - Epoch [40][600/660] lr: 4.000e-03, eta: 1:30:57, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.6990, top5_acc: 0.8887, loss_cls: 1.1506, loss: 1.1506, grad_norm: 5.9003 2021-04-01 20:41:44,864 - mmaction - INFO - Epoch [40][620/660] lr: 4.000e-03, eta: 1:30:41, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7029, top5_acc: 0.8984, loss_cls: 1.1283, loss: 1.1283, grad_norm: 5.9404 2021-04-01 20:42:00,593 - mmaction - INFO - Epoch [40][640/660] lr: 4.000e-03, eta: 1:30:24, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9064, loss_cls: 1.0920, loss: 1.0920, grad_norm: 6.0449 2021-04-01 20:42:16,146 - mmaction - INFO - Epoch [40][660/660] lr: 4.000e-03, eta: 1:30:07, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.7166, top5_acc: 0.9023, loss_cls: 1.0783, loss: 1.0783, grad_norm: 5.9614 2021-04-01 20:42:17,451 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-04-01 20:42:55,088 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 20:42:55,443 - mmaction - INFO - top1_acc 0.5873 top5_acc 0.8528 2021-04-01 20:42:55,444 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 20:42:55,468 - mmaction - INFO - mean_acc 0.5287 2021-04-01 20:42:55,476 - mmaction - INFO - Epoch(val) [40][660] top1_acc: 0.5873, top5_acc: 0.8528, mean_class_accuracy: 0.5287 2021-04-01 20:43:48,866 - mmaction - INFO - Epoch [41][20/660] lr: 4.000e-04, eta: 1:30:00, time: 2.668, data_time: 1.912, memory: 9795, top1_acc: 0.7270, top5_acc: 0.9127, loss_cls: 1.0266, loss: 1.0266, grad_norm: 5.6840 2021-04-01 20:44:04,191 - mmaction - INFO - Epoch [41][40/660] lr: 4.000e-04, eta: 1:29:44, time: 0.767, data_time: 0.003, memory: 9795, top1_acc: 0.7348, top5_acc: 0.9100, loss_cls: 1.0124, loss: 1.0124, grad_norm: 5.6069 2021-04-01 20:44:19,501 - mmaction - INFO - Epoch [41][60/660] lr: 4.000e-04, eta: 1:29:27, time: 0.766, data_time: 0.004, memory: 9795, top1_acc: 0.7225, top5_acc: 0.9143, loss_cls: 1.0330, loss: 1.0330, grad_norm: 5.8046 2021-04-01 20:44:35,146 - mmaction - INFO - Epoch [41][80/660] lr: 4.000e-04, eta: 1:29:10, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7186, top5_acc: 0.9035, loss_cls: 1.0582, loss: 1.0582, grad_norm: 5.7470 2021-04-01 20:44:50,792 - mmaction - INFO - Epoch [41][100/660] lr: 4.000e-04, eta: 1:28:54, time: 0.782, data_time: 0.002, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9223, loss_cls: 0.9434, loss: 0.9434, grad_norm: 5.5125 2021-04-01 20:45:06,487 - mmaction - INFO - Epoch [41][120/660] lr: 4.000e-04, eta: 1:28:37, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7396, top5_acc: 0.9127, loss_cls: 0.9858, loss: 0.9858, grad_norm: 5.6605 2021-04-01 20:45:22,180 - mmaction - INFO - Epoch [41][140/660] lr: 4.000e-04, eta: 1:28:20, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7400, top5_acc: 0.9156, loss_cls: 0.9750, loss: 0.9750, grad_norm: 5.6821 2021-04-01 20:45:37,890 - mmaction - INFO - Epoch [41][160/660] lr: 4.000e-04, eta: 1:28:04, time: 0.784, data_time: 0.000, memory: 9795, top1_acc: 0.7428, top5_acc: 0.9193, loss_cls: 0.9527, loss: 0.9527, grad_norm: 5.6552 2021-04-01 20:45:53,658 - mmaction - INFO - Epoch [41][180/660] lr: 4.000e-04, eta: 1:27:47, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9135, loss_cls: 0.9878, loss: 0.9878, grad_norm: 5.6998 2021-04-01 20:46:09,383 - mmaction - INFO - Epoch [41][200/660] lr: 4.000e-04, eta: 1:27:31, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7395, top5_acc: 0.9125, loss_cls: 0.9833, loss: 0.9833, grad_norm: 5.6611 2021-04-01 20:46:25,026 - mmaction - INFO - Epoch [41][220/660] lr: 4.000e-04, eta: 1:27:14, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7418, top5_acc: 0.9162, loss_cls: 0.9721, loss: 0.9721, grad_norm: 5.6790 2021-04-01 20:46:40,614 - mmaction - INFO - Epoch [41][240/660] lr: 4.000e-04, eta: 1:26:58, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7480, top5_acc: 0.9131, loss_cls: 0.9615, loss: 0.9615, grad_norm: 5.5769 2021-04-01 20:46:56,369 - mmaction - INFO - Epoch [41][260/660] lr: 4.000e-04, eta: 1:26:41, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9096, loss_cls: 0.9852, loss: 0.9852, grad_norm: 5.6189 2021-04-01 20:47:12,166 - mmaction - INFO - Epoch [41][280/660] lr: 4.000e-04, eta: 1:26:24, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7402, top5_acc: 0.9168, loss_cls: 0.9557, loss: 0.9557, grad_norm: 5.6935 2021-04-01 20:47:27,887 - mmaction - INFO - Epoch [41][300/660] lr: 4.000e-04, eta: 1:26:08, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7490, top5_acc: 0.9158, loss_cls: 0.9461, loss: 0.9461, grad_norm: 5.6017 2021-04-01 20:47:43,539 - mmaction - INFO - Epoch [41][320/660] lr: 4.000e-04, eta: 1:25:51, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9174, loss_cls: 0.9488, loss: 0.9488, grad_norm: 5.6433 2021-04-01 20:47:59,283 - mmaction - INFO - Epoch [41][340/660] lr: 4.000e-04, eta: 1:25:35, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9176, loss_cls: 0.9488, loss: 0.9488, grad_norm: 5.6582 2021-04-01 20:48:15,018 - mmaction - INFO - Epoch [41][360/660] lr: 4.000e-04, eta: 1:25:18, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7467, top5_acc: 0.9244, loss_cls: 0.9509, loss: 0.9509, grad_norm: 5.7109 2021-04-01 20:48:30,737 - mmaction - INFO - Epoch [41][380/660] lr: 4.000e-04, eta: 1:25:02, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7447, top5_acc: 0.9146, loss_cls: 0.9513, loss: 0.9513, grad_norm: 5.6922 2021-04-01 20:48:46,443 - mmaction - INFO - Epoch [41][400/660] lr: 4.000e-04, eta: 1:24:45, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7473, top5_acc: 0.9197, loss_cls: 0.9449, loss: 0.9449, grad_norm: 5.5687 2021-04-01 20:49:02,157 - mmaction - INFO - Epoch [41][420/660] lr: 4.000e-04, eta: 1:24:28, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7467, top5_acc: 0.9154, loss_cls: 0.9681, loss: 0.9681, grad_norm: 5.6674 2021-04-01 20:49:17,855 - mmaction - INFO - Epoch [41][440/660] lr: 4.000e-04, eta: 1:24:12, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7463, top5_acc: 0.9197, loss_cls: 0.9429, loss: 0.9429, grad_norm: 5.7779 2021-04-01 20:49:33,635 - mmaction - INFO - Epoch [41][460/660] lr: 4.000e-04, eta: 1:23:55, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9158, loss_cls: 0.9649, loss: 0.9649, grad_norm: 5.7572 2021-04-01 20:49:49,281 - mmaction - INFO - Epoch [41][480/660] lr: 4.000e-04, eta: 1:23:39, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7439, top5_acc: 0.9191, loss_cls: 0.9329, loss: 0.9329, grad_norm: 5.7545 2021-04-01 20:50:05,002 - mmaction - INFO - Epoch [41][500/660] lr: 4.000e-04, eta: 1:23:22, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7357, top5_acc: 0.9213, loss_cls: 0.9609, loss: 0.9609, grad_norm: 5.7398 2021-04-01 20:50:20,771 - mmaction - INFO - Epoch [41][520/660] lr: 4.000e-04, eta: 1:23:06, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7432, top5_acc: 0.9186, loss_cls: 0.9560, loss: 0.9560, grad_norm: 5.6749 2021-04-01 20:50:36,464 - mmaction - INFO - Epoch [41][540/660] lr: 4.000e-04, eta: 1:22:49, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.9003, loss: 0.9003, grad_norm: 5.6431 2021-04-01 20:50:52,222 - mmaction - INFO - Epoch [41][560/660] lr: 4.000e-04, eta: 1:22:33, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7402, top5_acc: 0.9135, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.8878 2021-04-01 20:51:07,939 - mmaction - INFO - Epoch [41][580/660] lr: 4.000e-04, eta: 1:22:16, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.7545, top5_acc: 0.9168, loss_cls: 0.9410, loss: 0.9410, grad_norm: 5.5938 2021-04-01 20:51:23,709 - mmaction - INFO - Epoch [41][600/660] lr: 4.000e-04, eta: 1:21:59, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7488, top5_acc: 0.9189, loss_cls: 0.9321, loss: 0.9321, grad_norm: 5.8493 2021-04-01 20:51:39,499 - mmaction - INFO - Epoch [41][620/660] lr: 4.000e-04, eta: 1:21:43, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9146, loss_cls: 0.9490, loss: 0.9490, grad_norm: 5.7453 2021-04-01 20:51:55,276 - mmaction - INFO - Epoch [41][640/660] lr: 4.000e-04, eta: 1:21:26, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7449, top5_acc: 0.9215, loss_cls: 0.9397, loss: 0.9397, grad_norm: 5.7047 2021-04-01 20:52:11,006 - mmaction - INFO - Epoch [41][660/660] lr: 4.000e-04, eta: 1:21:10, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7467, top5_acc: 0.9169, loss_cls: 0.9421, loss: 0.9421, grad_norm: 5.6901 2021-04-01 20:52:12,177 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-04-01 20:52:50,657 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 20:52:51,016 - mmaction - INFO - top1_acc 0.6039 top5_acc 0.8638 2021-04-01 20:52:51,017 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 20:52:51,040 - mmaction - INFO - mean_acc 0.5462 2021-04-01 20:52:53,084 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-04-01 20:52:53,106 - mmaction - INFO - Best top1_acc is 0.6039 at 41 epoch. 2021-04-01 20:52:53,179 - mmaction - INFO - Epoch(val) [41][660] top1_acc: 0.6039, top5_acc: 0.8638, mean_class_accuracy: 0.5462 2021-04-01 20:53:37,999 - mmaction - INFO - Epoch [42][20/660] lr: 4.000e-04, eta: 1:21:00, time: 2.239, data_time: 1.475, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9254, loss_cls: 0.9114, loss: 0.9114, grad_norm: 5.6726 2021-04-01 20:53:53,228 - mmaction - INFO - Epoch [42][40/660] lr: 4.000e-04, eta: 1:20:43, time: 0.761, data_time: 0.003, memory: 9795, top1_acc: 0.7527, top5_acc: 0.9209, loss_cls: 0.9282, loss: 0.9282, grad_norm: 5.7030 2021-04-01 20:54:08,634 - mmaction - INFO - Epoch [42][60/660] lr: 4.000e-04, eta: 1:20:26, time: 0.770, data_time: 0.002, memory: 9795, top1_acc: 0.7377, top5_acc: 0.9152, loss_cls: 0.9507, loss: 0.9507, grad_norm: 5.8468 2021-04-01 20:54:24,218 - mmaction - INFO - Epoch [42][80/660] lr: 4.000e-04, eta: 1:20:10, time: 0.779, data_time: 0.003, memory: 9795, top1_acc: 0.7471, top5_acc: 0.9143, loss_cls: 0.9517, loss: 0.9517, grad_norm: 5.7608 2021-04-01 20:54:39,847 - mmaction - INFO - Epoch [42][100/660] lr: 4.000e-04, eta: 1:19:53, time: 0.781, data_time: 0.002, memory: 9795, top1_acc: 0.7434, top5_acc: 0.9189, loss_cls: 0.9409, loss: 0.9409, grad_norm: 5.8310 2021-04-01 20:54:55,541 - mmaction - INFO - Epoch [42][120/660] lr: 4.000e-04, eta: 1:19:37, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7596, top5_acc: 0.9215, loss_cls: 0.9311, loss: 0.9311, grad_norm: 5.7895 2021-04-01 20:55:11,322 - mmaction - INFO - Epoch [42][140/660] lr: 4.000e-04, eta: 1:19:20, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7506, top5_acc: 0.9187, loss_cls: 0.9159, loss: 0.9159, grad_norm: 5.7114 2021-04-01 20:55:26,987 - mmaction - INFO - Epoch [42][160/660] lr: 4.000e-04, eta: 1:19:03, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7592, top5_acc: 0.9270, loss_cls: 0.8841, loss: 0.8841, grad_norm: 5.6733 2021-04-01 20:55:42,712 - mmaction - INFO - Epoch [42][180/660] lr: 4.000e-04, eta: 1:18:47, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7514, top5_acc: 0.9215, loss_cls: 0.9351, loss: 0.9351, grad_norm: 5.8069 2021-04-01 20:55:58,408 - mmaction - INFO - Epoch [42][200/660] lr: 4.000e-04, eta: 1:18:30, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7510, top5_acc: 0.9189, loss_cls: 0.9280, loss: 0.9280, grad_norm: 5.8333 2021-04-01 20:56:14,160 - mmaction - INFO - Epoch [42][220/660] lr: 4.000e-04, eta: 1:18:14, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7580, top5_acc: 0.9215, loss_cls: 0.9179, loss: 0.9179, grad_norm: 5.6784 2021-04-01 20:56:29,894 - mmaction - INFO - Epoch [42][240/660] lr: 4.000e-04, eta: 1:17:57, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.7543, top5_acc: 0.9205, loss_cls: 0.9329, loss: 0.9329, grad_norm: 5.7163 2021-04-01 20:56:46,308 - mmaction - INFO - Epoch [42][260/660] lr: 4.000e-04, eta: 1:17:41, time: 0.822, data_time: 0.034, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9166, loss_cls: 0.9432, loss: 0.9432, grad_norm: 5.8011 2021-04-01 20:57:02,026 - mmaction - INFO - Epoch [42][280/660] lr: 4.000e-04, eta: 1:17:24, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.7605, top5_acc: 0.9195, loss_cls: 0.9145, loss: 0.9145, grad_norm: 5.7667 2021-04-01 20:57:17,672 - mmaction - INFO - Epoch [42][300/660] lr: 4.000e-04, eta: 1:17:08, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7486, top5_acc: 0.9170, loss_cls: 0.9540, loss: 0.9540, grad_norm: 5.8393 2021-04-01 20:57:33,450 - mmaction - INFO - Epoch [42][320/660] lr: 4.000e-04, eta: 1:16:51, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7566, top5_acc: 0.9205, loss_cls: 0.9168, loss: 0.9168, grad_norm: 5.7451 2021-04-01 20:57:49,298 - mmaction - INFO - Epoch [42][340/660] lr: 4.000e-04, eta: 1:16:35, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9191, loss_cls: 0.9406, loss: 0.9406, grad_norm: 5.8513 2021-04-01 20:58:05,054 - mmaction - INFO - Epoch [42][360/660] lr: 4.000e-04, eta: 1:16:18, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7605, top5_acc: 0.9232, loss_cls: 0.9012, loss: 0.9012, grad_norm: 5.7374 2021-04-01 20:58:20,750 - mmaction - INFO - Epoch [42][380/660] lr: 4.000e-04, eta: 1:16:02, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7496, top5_acc: 0.9156, loss_cls: 0.9548, loss: 0.9548, grad_norm: 5.8557 2021-04-01 20:58:36,559 - mmaction - INFO - Epoch [42][400/660] lr: 4.000e-04, eta: 1:15:45, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9170, loss_cls: 0.9682, loss: 0.9682, grad_norm: 5.8823 2021-04-01 20:58:52,336 - mmaction - INFO - Epoch [42][420/660] lr: 4.000e-04, eta: 1:15:28, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7670, top5_acc: 0.9176, loss_cls: 0.9073, loss: 0.9073, grad_norm: 5.7349 2021-04-01 20:59:08,146 - mmaction - INFO - Epoch [42][440/660] lr: 4.000e-04, eta: 1:15:12, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7568, top5_acc: 0.9197, loss_cls: 0.9189, loss: 0.9189, grad_norm: 5.6900 2021-04-01 20:59:23,901 - mmaction - INFO - Epoch [42][460/660] lr: 4.000e-04, eta: 1:14:55, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7607, top5_acc: 0.9176, loss_cls: 0.9098, loss: 0.9098, grad_norm: 5.8014 2021-04-01 20:59:39,689 - mmaction - INFO - Epoch [42][480/660] lr: 4.000e-04, eta: 1:14:39, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9491, loss: 0.9491, grad_norm: 5.8686 2021-04-01 20:59:55,432 - mmaction - INFO - Epoch [42][500/660] lr: 4.000e-04, eta: 1:14:22, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9262, loss_cls: 0.8921, loss: 0.8921, grad_norm: 5.7281 2021-04-01 21:00:11,154 - mmaction - INFO - Epoch [42][520/660] lr: 4.000e-04, eta: 1:14:06, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9162, loss_cls: 0.9207, loss: 0.9207, grad_norm: 5.7077 2021-04-01 21:00:26,856 - mmaction - INFO - Epoch [42][540/660] lr: 4.000e-04, eta: 1:13:49, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7498, top5_acc: 0.9150, loss_cls: 0.9530, loss: 0.9530, grad_norm: 5.8327 2021-04-01 21:00:42,538 - mmaction - INFO - Epoch [42][560/660] lr: 4.000e-04, eta: 1:13:33, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9232, loss_cls: 0.9238, loss: 0.9238, grad_norm: 5.8412 2021-04-01 21:00:58,207 - mmaction - INFO - Epoch [42][580/660] lr: 4.000e-04, eta: 1:13:16, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.9578, loss: 0.9578, grad_norm: 5.8979 2021-04-01 21:01:13,972 - mmaction - INFO - Epoch [42][600/660] lr: 4.000e-04, eta: 1:13:00, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7654, top5_acc: 0.9293, loss_cls: 0.8838, loss: 0.8838, grad_norm: 5.7046 2021-04-01 21:01:29,702 - mmaction - INFO - Epoch [42][620/660] lr: 4.000e-04, eta: 1:12:43, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7553, top5_acc: 0.9143, loss_cls: 0.9425, loss: 0.9425, grad_norm: 5.8045 2021-04-01 21:01:45,406 - mmaction - INFO - Epoch [42][640/660] lr: 4.000e-04, eta: 1:12:27, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7514, top5_acc: 0.9187, loss_cls: 0.9313, loss: 0.9313, grad_norm: 5.8524 2021-04-01 21:02:00,977 - mmaction - INFO - Epoch [42][660/660] lr: 4.000e-04, eta: 1:12:10, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7529, top5_acc: 0.9233, loss_cls: 0.9253, loss: 0.9253, grad_norm: 5.8849 2021-04-01 21:02:02,494 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-04-01 21:02:39,474 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 21:02:39,920 - mmaction - INFO - top1_acc 0.6076 top5_acc 0.8642 2021-04-01 21:02:39,920 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 21:02:39,946 - mmaction - INFO - mean_acc 0.5487 2021-04-01 21:02:41,073 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-04-01 21:02:41,074 - mmaction - INFO - Best top1_acc is 0.6076 at 42 epoch. 2021-04-01 21:02:41,089 - mmaction - INFO - Epoch(val) [42][660] top1_acc: 0.6076, top5_acc: 0.8642, mean_class_accuracy: 0.5487 2021-04-01 21:03:31,135 - mmaction - INFO - Epoch [43][20/660] lr: 4.000e-04, eta: 1:12:00, time: 2.501, data_time: 1.753, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9176, loss_cls: 0.9336, loss: 0.9336, grad_norm: 5.8826 2021-04-01 21:03:46,589 - mmaction - INFO - Epoch [43][40/660] lr: 4.000e-04, eta: 1:11:43, time: 0.773, data_time: 0.003, memory: 9795, top1_acc: 0.7457, top5_acc: 0.9135, loss_cls: 0.9424, loss: 0.9424, grad_norm: 5.8842 2021-04-01 21:04:02,037 - mmaction - INFO - Epoch [43][60/660] lr: 4.000e-04, eta: 1:11:27, time: 0.772, data_time: 0.002, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9213, loss_cls: 0.9017, loss: 0.9017, grad_norm: 5.8243 2021-04-01 21:04:17,634 - mmaction - INFO - Epoch [43][80/660] lr: 4.000e-04, eta: 1:11:10, time: 0.780, data_time: 0.002, memory: 9795, top1_acc: 0.7486, top5_acc: 0.9127, loss_cls: 0.9599, loss: 0.9599, grad_norm: 5.9901 2021-04-01 21:04:33,397 - mmaction - INFO - Epoch [43][100/660] lr: 4.000e-04, eta: 1:10:54, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.7604, top5_acc: 0.9215, loss_cls: 0.8979, loss: 0.8979, grad_norm: 5.8163 2021-04-01 21:04:49,132 - mmaction - INFO - Epoch [43][120/660] lr: 4.000e-04, eta: 1:10:37, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7646, top5_acc: 0.9250, loss_cls: 0.8778, loss: 0.8778, grad_norm: 5.8330 2021-04-01 21:05:04,835 - mmaction - INFO - Epoch [43][140/660] lr: 4.000e-04, eta: 1:10:20, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7582, top5_acc: 0.9201, loss_cls: 0.9096, loss: 0.9096, grad_norm: 5.7667 2021-04-01 21:05:20,646 - mmaction - INFO - Epoch [43][160/660] lr: 4.000e-04, eta: 1:10:04, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9156, loss_cls: 0.9445, loss: 0.9445, grad_norm: 6.0378 2021-04-01 21:05:36,400 - mmaction - INFO - Epoch [43][180/660] lr: 4.000e-04, eta: 1:09:47, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7559, top5_acc: 0.9207, loss_cls: 0.9176, loss: 0.9176, grad_norm: 5.9166 2021-04-01 21:05:52,194 - mmaction - INFO - Epoch [43][200/660] lr: 4.000e-04, eta: 1:09:31, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7553, top5_acc: 0.9262, loss_cls: 0.8988, loss: 0.8988, grad_norm: 5.8452 2021-04-01 21:06:08,042 - mmaction - INFO - Epoch [43][220/660] lr: 4.000e-04, eta: 1:09:14, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7496, top5_acc: 0.9211, loss_cls: 0.9370, loss: 0.9370, grad_norm: 6.0049 2021-04-01 21:06:23,790 - mmaction - INFO - Epoch [43][240/660] lr: 4.000e-04, eta: 1:08:58, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7572, top5_acc: 0.9219, loss_cls: 0.9130, loss: 0.9130, grad_norm: 5.8567 2021-04-01 21:06:39,503 - mmaction - INFO - Epoch [43][260/660] lr: 4.000e-04, eta: 1:08:41, time: 0.786, data_time: 0.006, memory: 9795, top1_acc: 0.7496, top5_acc: 0.9199, loss_cls: 0.9349, loss: 0.9349, grad_norm: 5.8441 2021-04-01 21:06:55,304 - mmaction - INFO - Epoch [43][280/660] lr: 4.000e-04, eta: 1:08:25, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7619, top5_acc: 0.9201, loss_cls: 0.8989, loss: 0.8989, grad_norm: 5.7493 2021-04-01 21:07:11,046 - mmaction - INFO - Epoch [43][300/660] lr: 4.000e-04, eta: 1:08:08, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7639, top5_acc: 0.9254, loss_cls: 0.8823, loss: 0.8823, grad_norm: 5.7842 2021-04-01 21:07:26,793 - mmaction - INFO - Epoch [43][320/660] lr: 4.000e-04, eta: 1:07:52, time: 0.786, data_time: 0.000, memory: 9795, top1_acc: 0.7592, top5_acc: 0.9186, loss_cls: 0.8994, loss: 0.8994, grad_norm: 5.8336 2021-04-01 21:07:42,611 - mmaction - INFO - Epoch [43][340/660] lr: 4.000e-04, eta: 1:07:35, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7529, top5_acc: 0.9230, loss_cls: 0.9167, loss: 0.9167, grad_norm: 5.8834 2021-04-01 21:07:58,373 - mmaction - INFO - Epoch [43][360/660] lr: 4.000e-04, eta: 1:07:19, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7535, top5_acc: 0.9184, loss_cls: 0.9264, loss: 0.9264, grad_norm: 5.9490 2021-04-01 21:08:14,161 - mmaction - INFO - Epoch [43][380/660] lr: 4.000e-04, eta: 1:07:02, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7674, top5_acc: 0.9232, loss_cls: 0.8907, loss: 0.8907, grad_norm: 5.8593 2021-04-01 21:08:30,002 - mmaction - INFO - Epoch [43][400/660] lr: 4.000e-04, eta: 1:06:46, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7627, top5_acc: 0.9203, loss_cls: 0.9103, loss: 0.9103, grad_norm: 5.8782 2021-04-01 21:08:45,621 - mmaction - INFO - Epoch [43][420/660] lr: 4.000e-04, eta: 1:06:29, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7420, top5_acc: 0.9186, loss_cls: 0.9497, loss: 0.9497, grad_norm: 5.9460 2021-04-01 21:09:01,365 - mmaction - INFO - Epoch [43][440/660] lr: 4.000e-04, eta: 1:06:12, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7529, top5_acc: 0.9195, loss_cls: 0.9162, loss: 0.9162, grad_norm: 5.9736 2021-04-01 21:09:17,101 - mmaction - INFO - Epoch [43][460/660] lr: 4.000e-04, eta: 1:05:56, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7559, top5_acc: 0.9219, loss_cls: 0.9208, loss: 0.9208, grad_norm: 5.9940 2021-04-01 21:09:32,816 - mmaction - INFO - Epoch [43][480/660] lr: 4.000e-04, eta: 1:05:39, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7549, top5_acc: 0.9187, loss_cls: 0.9173, loss: 0.9173, grad_norm: 5.9984 2021-04-01 21:09:48,586 - mmaction - INFO - Epoch [43][500/660] lr: 4.000e-04, eta: 1:05:23, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7631, top5_acc: 0.9193, loss_cls: 0.8988, loss: 0.8988, grad_norm: 5.9564 2021-04-01 21:10:04,367 - mmaction - INFO - Epoch [43][520/660] lr: 4.000e-04, eta: 1:05:06, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7537, top5_acc: 0.9186, loss_cls: 0.9275, loss: 0.9275, grad_norm: 5.8487 2021-04-01 21:10:20,014 - mmaction - INFO - Epoch [43][540/660] lr: 4.000e-04, eta: 1:04:50, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9042, loss: 0.9042, grad_norm: 5.9573 2021-04-01 21:10:35,744 - mmaction - INFO - Epoch [43][560/660] lr: 4.000e-04, eta: 1:04:33, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7545, top5_acc: 0.9195, loss_cls: 0.9131, loss: 0.9131, grad_norm: 5.9607 2021-04-01 21:10:51,509 - mmaction - INFO - Epoch [43][580/660] lr: 4.000e-04, eta: 1:04:17, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9264, loss_cls: 0.9015, loss: 0.9015, grad_norm: 5.9049 2021-04-01 21:11:07,142 - mmaction - INFO - Epoch [43][600/660] lr: 4.000e-04, eta: 1:04:00, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7520, top5_acc: 0.9236, loss_cls: 0.9161, loss: 0.9161, grad_norm: 5.9916 2021-04-01 21:11:22,875 - mmaction - INFO - Epoch [43][620/660] lr: 4.000e-04, eta: 1:03:44, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7551, top5_acc: 0.9180, loss_cls: 0.9209, loss: 0.9209, grad_norm: 5.9522 2021-04-01 21:11:38,591 - mmaction - INFO - Epoch [43][640/660] lr: 4.000e-04, eta: 1:03:27, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7533, top5_acc: 0.9152, loss_cls: 0.9125, loss: 0.9125, grad_norm: 6.0336 2021-04-01 21:11:54,210 - mmaction - INFO - Epoch [43][660/660] lr: 4.000e-04, eta: 1:03:11, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7526, top5_acc: 0.9212, loss_cls: 0.9340, loss: 0.9340, grad_norm: 6.0280 2021-04-01 21:11:55,055 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-04-01 21:12:31,955 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 21:12:32,566 - mmaction - INFO - top1_acc 0.6070 top5_acc 0.8653 2021-04-01 21:12:32,614 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 21:12:32,734 - mmaction - INFO - mean_acc 0.5500 2021-04-01 21:12:32,758 - mmaction - INFO - Epoch(val) [43][660] top1_acc: 0.6070, top5_acc: 0.8653, mean_class_accuracy: 0.5500 2021-04-01 21:13:15,490 - mmaction - INFO - Epoch [44][20/660] lr: 4.000e-04, eta: 1:02:58, time: 2.133, data_time: 1.365, memory: 9795, top1_acc: 0.7646, top5_acc: 0.9258, loss_cls: 0.8761, loss: 0.8761, grad_norm: 5.8920 2021-04-01 21:13:30,547 - mmaction - INFO - Epoch [44][40/660] lr: 4.000e-04, eta: 1:02:42, time: 0.753, data_time: 0.003, memory: 9795, top1_acc: 0.7611, top5_acc: 0.9207, loss_cls: 0.9018, loss: 0.9018, grad_norm: 5.8850 2021-04-01 21:13:46,005 - mmaction - INFO - Epoch [44][60/660] lr: 4.000e-04, eta: 1:02:25, time: 0.773, data_time: 0.004, memory: 9795, top1_acc: 0.7607, top5_acc: 0.9287, loss_cls: 0.8749, loss: 0.8749, grad_norm: 5.8208 2021-04-01 21:14:01,514 - mmaction - INFO - Epoch [44][80/660] lr: 4.000e-04, eta: 1:02:09, time: 0.776, data_time: 0.002, memory: 9795, top1_acc: 0.7582, top5_acc: 0.9195, loss_cls: 0.9019, loss: 0.9019, grad_norm: 6.0200 2021-04-01 21:14:17,287 - mmaction - INFO - Epoch [44][100/660] lr: 4.000e-04, eta: 1:01:52, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7619, top5_acc: 0.9160, loss_cls: 0.9189, loss: 0.9189, grad_norm: 5.9717 2021-04-01 21:14:32,902 - mmaction - INFO - Epoch [44][120/660] lr: 4.000e-04, eta: 1:01:36, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7582, top5_acc: 0.9240, loss_cls: 0.9018, loss: 0.9018, grad_norm: 5.9341 2021-04-01 21:14:48,469 - mmaction - INFO - Epoch [44][140/660] lr: 4.000e-04, eta: 1:01:19, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7654, top5_acc: 0.9313, loss_cls: 0.8744, loss: 0.8744, grad_norm: 5.9833 2021-04-01 21:15:04,274 - mmaction - INFO - Epoch [44][160/660] lr: 4.000e-04, eta: 1:01:02, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7588, top5_acc: 0.9203, loss_cls: 0.9154, loss: 0.9154, grad_norm: 6.0219 2021-04-01 21:15:20,068 - mmaction - INFO - Epoch [44][180/660] lr: 4.000e-04, eta: 1:00:46, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7658, top5_acc: 0.9223, loss_cls: 0.8846, loss: 0.8846, grad_norm: 5.8128 2021-04-01 21:15:35,798 - mmaction - INFO - Epoch [44][200/660] lr: 4.000e-04, eta: 1:00:29, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7596, top5_acc: 0.9219, loss_cls: 0.8980, loss: 0.8980, grad_norm: 5.9666 2021-04-01 21:15:51,528 - mmaction - INFO - Epoch [44][220/660] lr: 4.000e-04, eta: 1:00:13, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7604, top5_acc: 0.9229, loss_cls: 0.9036, loss: 0.9036, grad_norm: 5.9831 2021-04-01 21:16:07,327 - mmaction - INFO - Epoch [44][240/660] lr: 4.000e-04, eta: 0:59:56, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7529, top5_acc: 0.9199, loss_cls: 0.9250, loss: 0.9250, grad_norm: 6.0271 2021-04-01 21:16:22,903 - mmaction - INFO - Epoch [44][260/660] lr: 4.000e-04, eta: 0:59:40, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7621, top5_acc: 0.9270, loss_cls: 0.8948, loss: 0.8948, grad_norm: 6.0142 2021-04-01 21:16:38,614 - mmaction - INFO - Epoch [44][280/660] lr: 4.000e-04, eta: 0:59:23, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7623, top5_acc: 0.9258, loss_cls: 0.8903, loss: 0.8903, grad_norm: 6.0550 2021-04-01 21:16:54,395 - mmaction - INFO - Epoch [44][300/660] lr: 4.000e-04, eta: 0:59:07, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9229, loss_cls: 0.8966, loss: 0.8966, grad_norm: 5.9595 2021-04-01 21:17:10,157 - mmaction - INFO - Epoch [44][320/660] lr: 4.000e-04, eta: 0:58:50, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9238, loss_cls: 0.8876, loss: 0.8876, grad_norm: 5.9565 2021-04-01 21:17:25,934 - mmaction - INFO - Epoch [44][340/660] lr: 4.000e-04, eta: 0:58:34, time: 0.789, data_time: 0.002, memory: 9795, top1_acc: 0.7645, top5_acc: 0.9240, loss_cls: 0.8910, loss: 0.8910, grad_norm: 5.7864 2021-04-01 21:17:41,734 - mmaction - INFO - Epoch [44][360/660] lr: 4.000e-04, eta: 0:58:17, time: 0.790, data_time: 0.002, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9174, loss_cls: 0.9027, loss: 0.9027, grad_norm: 5.9577 2021-04-01 21:17:57,326 - mmaction - INFO - Epoch [44][380/660] lr: 4.000e-04, eta: 0:58:01, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9256, loss_cls: 0.8866, loss: 0.8866, grad_norm: 5.9602 2021-04-01 21:18:13,133 - mmaction - INFO - Epoch [44][400/660] lr: 4.000e-04, eta: 0:57:44, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7697, top5_acc: 0.9225, loss_cls: 0.8771, loss: 0.8771, grad_norm: 5.8210 2021-04-01 21:18:28,896 - mmaction - INFO - Epoch [44][420/660] lr: 4.000e-04, eta: 0:57:28, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9252, loss_cls: 0.8948, loss: 0.8948, grad_norm: 6.0485 2021-04-01 21:18:44,635 - mmaction - INFO - Epoch [44][440/660] lr: 4.000e-04, eta: 0:57:11, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7699, top5_acc: 0.9232, loss_cls: 0.8751, loss: 0.8751, grad_norm: 5.8798 2021-04-01 21:19:00,333 - mmaction - INFO - Epoch [44][460/660] lr: 4.000e-04, eta: 0:56:55, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9166, loss_cls: 0.9532, loss: 0.9532, grad_norm: 6.1974 2021-04-01 21:19:16,084 - mmaction - INFO - Epoch [44][480/660] lr: 4.000e-04, eta: 0:56:38, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9279, loss_cls: 0.8802, loss: 0.8802, grad_norm: 5.8946 2021-04-01 21:19:31,894 - mmaction - INFO - Epoch [44][500/660] lr: 4.000e-04, eta: 0:56:22, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9252, loss_cls: 0.8928, loss: 0.8928, grad_norm: 5.9647 2021-04-01 21:19:47,660 - mmaction - INFO - Epoch [44][520/660] lr: 4.000e-04, eta: 0:56:05, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7604, top5_acc: 0.9223, loss_cls: 0.9045, loss: 0.9045, grad_norm: 6.0341 2021-04-01 21:20:03,459 - mmaction - INFO - Epoch [44][540/660] lr: 4.000e-04, eta: 0:55:49, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9244, loss_cls: 0.8776, loss: 0.8776, grad_norm: 5.9207 2021-04-01 21:20:19,156 - mmaction - INFO - Epoch [44][560/660] lr: 4.000e-04, eta: 0:55:32, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9285, loss_cls: 0.8824, loss: 0.8824, grad_norm: 6.0300 2021-04-01 21:20:34,830 - mmaction - INFO - Epoch [44][580/660] lr: 4.000e-04, eta: 0:55:15, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7643, top5_acc: 0.9344, loss_cls: 0.8762, loss: 0.8762, grad_norm: 6.0427 2021-04-01 21:20:50,586 - mmaction - INFO - Epoch [44][600/660] lr: 4.000e-04, eta: 0:54:59, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7568, top5_acc: 0.9273, loss_cls: 0.8929, loss: 0.8929, grad_norm: 5.9195 2021-04-01 21:21:06,363 - mmaction - INFO - Epoch [44][620/660] lr: 4.000e-04, eta: 0:54:42, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7559, top5_acc: 0.9178, loss_cls: 0.9226, loss: 0.9226, grad_norm: 6.1157 2021-04-01 21:21:22,020 - mmaction - INFO - Epoch [44][640/660] lr: 4.000e-04, eta: 0:54:26, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9309, loss_cls: 0.8700, loss: 0.8700, grad_norm: 5.8863 2021-04-01 21:21:37,664 - mmaction - INFO - Epoch [44][660/660] lr: 4.000e-04, eta: 0:54:09, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7569, top5_acc: 0.9310, loss_cls: 0.8791, loss: 0.8791, grad_norm: 5.9741 2021-04-01 21:21:38,440 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-04-01 21:22:16,162 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 21:22:16,520 - mmaction - INFO - top1_acc 0.6072 top5_acc 0.8662 2021-04-01 21:22:16,521 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 21:22:16,545 - mmaction - INFO - mean_acc 0.5509 2021-04-01 21:22:16,553 - mmaction - INFO - Epoch(val) [44][660] top1_acc: 0.6072, top5_acc: 0.8662, mean_class_accuracy: 0.5509 2021-04-01 21:23:10,033 - mmaction - INFO - Epoch [45][20/660] lr: 4.000e-04, eta: 0:53:58, time: 2.673, data_time: 1.912, memory: 9795, top1_acc: 0.7713, top5_acc: 0.9207, loss_cls: 0.8840, loss: 0.8840, grad_norm: 5.9330 2021-04-01 21:23:25,083 - mmaction - INFO - Epoch [45][40/660] lr: 4.000e-04, eta: 0:53:41, time: 0.752, data_time: 0.003, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9287, loss_cls: 0.8871, loss: 0.8871, grad_norm: 6.0246 2021-04-01 21:23:40,424 - mmaction - INFO - Epoch [45][60/660] lr: 4.000e-04, eta: 0:53:25, time: 0.767, data_time: 0.004, memory: 9795, top1_acc: 0.7598, top5_acc: 0.9217, loss_cls: 0.8838, loss: 0.8838, grad_norm: 5.9001 2021-04-01 21:23:55,811 - mmaction - INFO - Epoch [45][80/660] lr: 4.000e-04, eta: 0:53:08, time: 0.770, data_time: 0.002, memory: 9795, top1_acc: 0.7645, top5_acc: 0.9248, loss_cls: 0.8939, loss: 0.8939, grad_norm: 5.9423 2021-04-01 21:24:11,622 - mmaction - INFO - Epoch [45][100/660] lr: 4.000e-04, eta: 0:52:52, time: 0.790, data_time: 0.004, memory: 9795, top1_acc: 0.7527, top5_acc: 0.9182, loss_cls: 0.9122, loss: 0.9122, grad_norm: 6.0952 2021-04-01 21:24:27,345 - mmaction - INFO - Epoch [45][120/660] lr: 4.000e-04, eta: 0:52:35, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7662, top5_acc: 0.9285, loss_cls: 0.8637, loss: 0.8637, grad_norm: 5.9209 2021-04-01 21:24:42,984 - mmaction - INFO - Epoch [45][140/660] lr: 4.000e-04, eta: 0:52:19, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7666, top5_acc: 0.9271, loss_cls: 0.8737, loss: 0.8737, grad_norm: 5.9510 2021-04-01 21:24:58,682 - mmaction - INFO - Epoch [45][160/660] lr: 4.000e-04, eta: 0:52:02, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.7545, top5_acc: 0.9229, loss_cls: 0.9188, loss: 0.9188, grad_norm: 6.1005 2021-04-01 21:25:14,461 - mmaction - INFO - Epoch [45][180/660] lr: 4.000e-04, eta: 0:51:46, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7627, top5_acc: 0.9234, loss_cls: 0.8828, loss: 0.8828, grad_norm: 5.9852 2021-04-01 21:25:30,284 - mmaction - INFO - Epoch [45][200/660] lr: 4.000e-04, eta: 0:51:29, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9262, loss_cls: 0.8856, loss: 0.8856, grad_norm: 5.9680 2021-04-01 21:25:45,945 - mmaction - INFO - Epoch [45][220/660] lr: 4.000e-04, eta: 0:51:13, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9238, loss_cls: 0.8813, loss: 0.8813, grad_norm: 6.0350 2021-04-01 21:26:01,756 - mmaction - INFO - Epoch [45][240/660] lr: 4.000e-04, eta: 0:50:56, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9238, loss_cls: 0.8802, loss: 0.8802, grad_norm: 5.9617 2021-04-01 21:26:17,408 - mmaction - INFO - Epoch [45][260/660] lr: 4.000e-04, eta: 0:50:40, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7537, top5_acc: 0.9221, loss_cls: 0.9048, loss: 0.9048, grad_norm: 6.0731 2021-04-01 21:26:33,133 - mmaction - INFO - Epoch [45][280/660] lr: 4.000e-04, eta: 0:50:23, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7584, top5_acc: 0.9199, loss_cls: 0.8948, loss: 0.8948, grad_norm: 6.0677 2021-04-01 21:26:48,953 - mmaction - INFO - Epoch [45][300/660] lr: 4.000e-04, eta: 0:50:06, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9168, loss_cls: 0.8987, loss: 0.8987, grad_norm: 5.9389 2021-04-01 21:27:04,681 - mmaction - INFO - Epoch [45][320/660] lr: 4.000e-04, eta: 0:49:50, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7709, top5_acc: 0.9275, loss_cls: 0.8647, loss: 0.8647, grad_norm: 5.8903 2021-04-01 21:27:20,421 - mmaction - INFO - Epoch [45][340/660] lr: 4.000e-04, eta: 0:49:33, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9223, loss_cls: 0.8964, loss: 0.8964, grad_norm: 6.1428 2021-04-01 21:27:36,041 - mmaction - INFO - Epoch [45][360/660] lr: 4.000e-04, eta: 0:49:17, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9273, loss_cls: 0.8907, loss: 0.8907, grad_norm: 6.0701 2021-04-01 21:27:51,836 - mmaction - INFO - Epoch [45][380/660] lr: 4.000e-04, eta: 0:49:00, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7666, top5_acc: 0.9268, loss_cls: 0.8706, loss: 0.8706, grad_norm: 5.9428 2021-04-01 21:28:07,587 - mmaction - INFO - Epoch [45][400/660] lr: 4.000e-04, eta: 0:48:44, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9166, loss_cls: 0.9026, loss: 0.9026, grad_norm: 6.0544 2021-04-01 21:28:23,253 - mmaction - INFO - Epoch [45][420/660] lr: 4.000e-04, eta: 0:48:27, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7645, top5_acc: 0.9197, loss_cls: 0.9019, loss: 0.9019, grad_norm: 6.1330 2021-04-01 21:28:38,970 - mmaction - INFO - Epoch [45][440/660] lr: 4.000e-04, eta: 0:48:11, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7707, top5_acc: 0.9236, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.9677 2021-04-01 21:28:54,784 - mmaction - INFO - Epoch [45][460/660] lr: 4.000e-04, eta: 0:47:54, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7553, top5_acc: 0.9250, loss_cls: 0.8927, loss: 0.8927, grad_norm: 6.1117 2021-04-01 21:29:10,584 - mmaction - INFO - Epoch [45][480/660] lr: 4.000e-04, eta: 0:47:38, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9229, loss_cls: 0.8816, loss: 0.8816, grad_norm: 6.0151 2021-04-01 21:29:26,245 - mmaction - INFO - Epoch [45][500/660] lr: 4.000e-04, eta: 0:47:21, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7574, top5_acc: 0.9199, loss_cls: 0.8987, loss: 0.8987, grad_norm: 6.0046 2021-04-01 21:29:41,942 - mmaction - INFO - Epoch [45][520/660] lr: 4.000e-04, eta: 0:47:05, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7582, top5_acc: 0.9213, loss_cls: 0.9013, loss: 0.9013, grad_norm: 6.1488 2021-04-01 21:29:57,727 - mmaction - INFO - Epoch [45][540/660] lr: 4.000e-04, eta: 0:46:48, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7627, top5_acc: 0.9217, loss_cls: 0.9044, loss: 0.9044, grad_norm: 6.0843 2021-04-01 21:30:13,402 - mmaction - INFO - Epoch [45][560/660] lr: 4.000e-04, eta: 0:46:32, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7645, top5_acc: 0.9238, loss_cls: 0.8859, loss: 0.8859, grad_norm: 6.0842 2021-04-01 21:30:29,184 - mmaction - INFO - Epoch [45][580/660] lr: 4.000e-04, eta: 0:46:15, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7553, top5_acc: 0.9225, loss_cls: 0.9144, loss: 0.9144, grad_norm: 6.2390 2021-04-01 21:30:44,776 - mmaction - INFO - Epoch [45][600/660] lr: 4.000e-04, eta: 0:45:59, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7639, top5_acc: 0.9246, loss_cls: 0.8815, loss: 0.8815, grad_norm: 6.0527 2021-04-01 21:31:00,592 - mmaction - INFO - Epoch [45][620/660] lr: 4.000e-04, eta: 0:45:42, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7639, top5_acc: 0.9234, loss_cls: 0.8941, loss: 0.8941, grad_norm: 6.1095 2021-04-01 21:31:16,235 - mmaction - INFO - Epoch [45][640/660] lr: 4.000e-04, eta: 0:45:26, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7674, top5_acc: 0.9268, loss_cls: 0.8707, loss: 0.8707, grad_norm: 5.9274 2021-04-01 21:31:31,829 - mmaction - INFO - Epoch [45][660/660] lr: 4.000e-04, eta: 0:45:09, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7649, top5_acc: 0.9271, loss_cls: 0.8833, loss: 0.8833, grad_norm: 6.0189 2021-04-01 21:31:32,995 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-04-01 21:32:12,137 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 21:32:12,497 - mmaction - INFO - top1_acc 0.6077 top5_acc 0.8659 2021-04-01 21:32:12,497 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 21:32:12,521 - mmaction - INFO - mean_acc 0.5501 2021-04-01 21:32:13,568 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. 2021-04-01 21:32:13,568 - mmaction - INFO - Best top1_acc is 0.6077 at 45 epoch. 2021-04-01 21:32:13,584 - mmaction - INFO - Epoch(val) [45][660] top1_acc: 0.6077, top5_acc: 0.8659, mean_class_accuracy: 0.5501 2021-04-01 21:33:01,961 - mmaction - INFO - Epoch [46][20/660] lr: 4.000e-04, eta: 0:44:56, time: 2.418, data_time: 1.664, memory: 9795, top1_acc: 0.7646, top5_acc: 0.9254, loss_cls: 0.8765, loss: 0.8765, grad_norm: 5.9903 2021-04-01 21:33:17,190 - mmaction - INFO - Epoch [46][40/660] lr: 4.000e-04, eta: 0:44:40, time: 0.762, data_time: 0.002, memory: 9795, top1_acc: 0.7615, top5_acc: 0.9244, loss_cls: 0.8845, loss: 0.8845, grad_norm: 6.1698 2021-04-01 21:33:32,674 - mmaction - INFO - Epoch [46][60/660] lr: 4.000e-04, eta: 0:44:23, time: 0.774, data_time: 0.004, memory: 9795, top1_acc: 0.7607, top5_acc: 0.9291, loss_cls: 0.8916, loss: 0.8916, grad_norm: 6.1602 2021-04-01 21:33:48,288 - mmaction - INFO - Epoch [46][80/660] lr: 4.000e-04, eta: 0:44:07, time: 0.780, data_time: 0.002, memory: 9795, top1_acc: 0.7668, top5_acc: 0.9266, loss_cls: 0.8820, loss: 0.8820, grad_norm: 5.9853 2021-04-01 21:34:04,014 - mmaction - INFO - Epoch [46][100/660] lr: 4.000e-04, eta: 0:43:50, time: 0.786, data_time: 0.002, memory: 9795, top1_acc: 0.7689, top5_acc: 0.9279, loss_cls: 0.8651, loss: 0.8651, grad_norm: 6.0537 2021-04-01 21:34:19,635 - mmaction - INFO - Epoch [46][120/660] lr: 4.000e-04, eta: 0:43:34, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7717, top5_acc: 0.9287, loss_cls: 0.8648, loss: 0.8648, grad_norm: 6.0055 2021-04-01 21:34:35,295 - mmaction - INFO - Epoch [46][140/660] lr: 4.000e-04, eta: 0:43:17, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7801, top5_acc: 0.9357, loss_cls: 0.8190, loss: 0.8190, grad_norm: 5.9543 2021-04-01 21:34:51,010 - mmaction - INFO - Epoch [46][160/660] lr: 4.000e-04, eta: 0:43:01, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7611, top5_acc: 0.9256, loss_cls: 0.8813, loss: 0.8813, grad_norm: 5.9968 2021-04-01 21:35:06,657 - mmaction - INFO - Epoch [46][180/660] lr: 4.000e-04, eta: 0:42:44, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9213, loss_cls: 0.9006, loss: 0.9006, grad_norm: 6.2078 2021-04-01 21:35:22,405 - mmaction - INFO - Epoch [46][200/660] lr: 4.000e-04, eta: 0:42:28, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9219, loss_cls: 0.8792, loss: 0.8792, grad_norm: 6.1293 2021-04-01 21:35:38,078 - mmaction - INFO - Epoch [46][220/660] lr: 4.000e-04, eta: 0:42:11, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7635, top5_acc: 0.9236, loss_cls: 0.8840, loss: 0.8840, grad_norm: 6.1247 2021-04-01 21:35:53,744 - mmaction - INFO - Epoch [46][240/660] lr: 4.000e-04, eta: 0:41:55, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7660, top5_acc: 0.9221, loss_cls: 0.8820, loss: 0.8820, grad_norm: 6.0494 2021-04-01 21:36:09,487 - mmaction - INFO - Epoch [46][260/660] lr: 4.000e-04, eta: 0:41:38, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7598, top5_acc: 0.9234, loss_cls: 0.8874, loss: 0.8874, grad_norm: 6.0384 2021-04-01 21:36:25,346 - mmaction - INFO - Epoch [46][280/660] lr: 4.000e-04, eta: 0:41:22, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9262, loss_cls: 0.8975, loss: 0.8975, grad_norm: 6.1893 2021-04-01 21:36:41,121 - mmaction - INFO - Epoch [46][300/660] lr: 4.000e-04, eta: 0:41:05, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7512, top5_acc: 0.9203, loss_cls: 0.9213, loss: 0.9213, grad_norm: 6.2802 2021-04-01 21:36:56,931 - mmaction - INFO - Epoch [46][320/660] lr: 4.000e-04, eta: 0:40:49, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7670, top5_acc: 0.9277, loss_cls: 0.8703, loss: 0.8703, grad_norm: 5.9559 2021-04-01 21:37:12,510 - mmaction - INFO - Epoch [46][340/660] lr: 4.000e-04, eta: 0:40:32, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7740, top5_acc: 0.9254, loss_cls: 0.8620, loss: 0.8620, grad_norm: 6.0535 2021-04-01 21:37:28,158 - mmaction - INFO - Epoch [46][360/660] lr: 4.000e-04, eta: 0:40:16, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9223, loss_cls: 0.8970, loss: 0.8970, grad_norm: 6.2300 2021-04-01 21:37:43,850 - mmaction - INFO - Epoch [46][380/660] lr: 4.000e-04, eta: 0:39:59, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9266, loss_cls: 0.8672, loss: 0.8672, grad_norm: 6.1860 2021-04-01 21:37:59,551 - mmaction - INFO - Epoch [46][400/660] lr: 4.000e-04, eta: 0:39:43, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7652, top5_acc: 0.9211, loss_cls: 0.8825, loss: 0.8825, grad_norm: 6.1608 2021-04-01 21:38:15,334 - mmaction - INFO - Epoch [46][420/660] lr: 4.000e-04, eta: 0:39:26, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9250, loss_cls: 0.8600, loss: 0.8600, grad_norm: 5.9362 2021-04-01 21:38:31,209 - mmaction - INFO - Epoch [46][440/660] lr: 4.000e-04, eta: 0:39:10, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.7650, top5_acc: 0.9244, loss_cls: 0.8876, loss: 0.8876, grad_norm: 6.1661 2021-04-01 21:38:46,983 - mmaction - INFO - Epoch [46][460/660] lr: 4.000e-04, eta: 0:38:53, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7662, top5_acc: 0.9281, loss_cls: 0.8654, loss: 0.8654, grad_norm: 6.1621 2021-04-01 21:39:02,780 - mmaction - INFO - Epoch [46][480/660] lr: 4.000e-04, eta: 0:38:37, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9299, loss_cls: 0.8536, loss: 0.8536, grad_norm: 6.0734 2021-04-01 21:39:18,508 - mmaction - INFO - Epoch [46][500/660] lr: 4.000e-04, eta: 0:38:20, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9229, loss_cls: 0.8840, loss: 0.8840, grad_norm: 6.0505 2021-04-01 21:39:34,137 - mmaction - INFO - Epoch [46][520/660] lr: 4.000e-04, eta: 0:38:04, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7543, top5_acc: 0.9178, loss_cls: 0.9125, loss: 0.9125, grad_norm: 6.1890 2021-04-01 21:39:49,940 - mmaction - INFO - Epoch [46][540/660] lr: 4.000e-04, eta: 0:37:47, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9295, loss_cls: 0.8628, loss: 0.8628, grad_norm: 6.1037 2021-04-01 21:40:05,758 - mmaction - INFO - Epoch [46][560/660] lr: 4.000e-04, eta: 0:37:31, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7566, top5_acc: 0.9281, loss_cls: 0.8919, loss: 0.8919, grad_norm: 6.1391 2021-04-01 21:40:21,521 - mmaction - INFO - Epoch [46][580/660] lr: 4.000e-04, eta: 0:37:14, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7652, top5_acc: 0.9205, loss_cls: 0.8968, loss: 0.8968, grad_norm: 6.1068 2021-04-01 21:40:37,362 - mmaction - INFO - Epoch [46][600/660] lr: 4.000e-04, eta: 0:36:58, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7621, top5_acc: 0.9152, loss_cls: 0.9072, loss: 0.9072, grad_norm: 6.1835 2021-04-01 21:40:53,067 - mmaction - INFO - Epoch [46][620/660] lr: 4.000e-04, eta: 0:36:41, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7668, top5_acc: 0.9285, loss_cls: 0.8728, loss: 0.8728, grad_norm: 6.1995 2021-04-01 21:41:08,734 - mmaction - INFO - Epoch [46][640/660] lr: 4.000e-04, eta: 0:36:25, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7654, top5_acc: 0.9246, loss_cls: 0.8830, loss: 0.8830, grad_norm: 6.1481 2021-04-01 21:41:24,340 - mmaction - INFO - Epoch [46][660/660] lr: 4.000e-04, eta: 0:36:08, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7622, top5_acc: 0.9212, loss_cls: 0.9009, loss: 0.9009, grad_norm: 6.2911 2021-04-01 21:41:25,142 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-04-01 21:42:02,257 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 21:42:02,904 - mmaction - INFO - top1_acc 0.6072 top5_acc 0.8654 2021-04-01 21:42:02,985 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 21:42:03,024 - mmaction - INFO - mean_acc 0.5537 2021-04-01 21:42:03,053 - mmaction - INFO - Epoch(val) [46][660] top1_acc: 0.6072, top5_acc: 0.8654, mean_class_accuracy: 0.5537 2021-04-01 21:42:50,727 - mmaction - INFO - Epoch [47][20/660] lr: 4.000e-04, eta: 0:35:54, time: 2.382, data_time: 1.627, memory: 9795, top1_acc: 0.7729, top5_acc: 0.9273, loss_cls: 0.8425, loss: 0.8425, grad_norm: 6.1219 2021-04-01 21:43:06,001 - mmaction - INFO - Epoch [47][40/660] lr: 4.000e-04, eta: 0:35:38, time: 0.764, data_time: 0.003, memory: 9795, top1_acc: 0.7627, top5_acc: 0.9211, loss_cls: 0.8816, loss: 0.8816, grad_norm: 6.1896 2021-04-01 21:43:21,512 - mmaction - INFO - Epoch [47][60/660] lr: 4.000e-04, eta: 0:35:21, time: 0.775, data_time: 0.004, memory: 9795, top1_acc: 0.7689, top5_acc: 0.9256, loss_cls: 0.8675, loss: 0.8675, grad_norm: 6.1878 2021-04-01 21:43:37,174 - mmaction - INFO - Epoch [47][80/660] lr: 4.000e-04, eta: 0:35:05, time: 0.783, data_time: 0.002, memory: 9795, top1_acc: 0.7631, top5_acc: 0.9184, loss_cls: 0.9031, loss: 0.9031, grad_norm: 6.1648 2021-04-01 21:43:52,935 - mmaction - INFO - Epoch [47][100/660] lr: 4.000e-04, eta: 0:34:48, time: 0.788, data_time: 0.002, memory: 9795, top1_acc: 0.7686, top5_acc: 0.9271, loss_cls: 0.8657, loss: 0.8657, grad_norm: 6.0701 2021-04-01 21:44:08,624 - mmaction - INFO - Epoch [47][120/660] lr: 4.000e-04, eta: 0:34:32, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7676, top5_acc: 0.9244, loss_cls: 0.8741, loss: 0.8741, grad_norm: 6.1363 2021-04-01 21:44:24,402 - mmaction - INFO - Epoch [47][140/660] lr: 4.000e-04, eta: 0:34:15, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7600, top5_acc: 0.9199, loss_cls: 0.9138, loss: 0.9138, grad_norm: 6.3650 2021-04-01 21:44:40,141 - mmaction - INFO - Epoch [47][160/660] lr: 4.000e-04, eta: 0:33:59, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.7598, top5_acc: 0.9227, loss_cls: 0.8846, loss: 0.8846, grad_norm: 6.2486 2021-04-01 21:44:55,901 - mmaction - INFO - Epoch [47][180/660] lr: 4.000e-04, eta: 0:33:42, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7629, top5_acc: 0.9240, loss_cls: 0.8791, loss: 0.8791, grad_norm: 6.1110 2021-04-01 21:45:11,644 - mmaction - INFO - Epoch [47][200/660] lr: 4.000e-04, eta: 0:33:26, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7717, top5_acc: 0.9254, loss_cls: 0.8580, loss: 0.8580, grad_norm: 5.9975 2021-04-01 21:45:27,466 - mmaction - INFO - Epoch [47][220/660] lr: 4.000e-04, eta: 0:33:09, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7691, top5_acc: 0.9277, loss_cls: 0.8659, loss: 0.8659, grad_norm: 6.0715 2021-04-01 21:45:43,285 - mmaction - INFO - Epoch [47][240/660] lr: 4.000e-04, eta: 0:32:53, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7598, top5_acc: 0.9227, loss_cls: 0.8880, loss: 0.8880, grad_norm: 6.1994 2021-04-01 21:45:58,995 - mmaction - INFO - Epoch [47][260/660] lr: 4.000e-04, eta: 0:32:36, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.7727, top5_acc: 0.9328, loss_cls: 0.8451, loss: 0.8451, grad_norm: 6.0759 2021-04-01 21:46:14,805 - mmaction - INFO - Epoch [47][280/660] lr: 4.000e-04, eta: 0:32:20, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7670, top5_acc: 0.9293, loss_cls: 0.8539, loss: 0.8539, grad_norm: 6.0800 2021-04-01 21:46:30,597 - mmaction - INFO - Epoch [47][300/660] lr: 4.000e-04, eta: 0:32:03, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7623, top5_acc: 0.9256, loss_cls: 0.8981, loss: 0.8981, grad_norm: 6.2770 2021-04-01 21:46:46,337 - mmaction - INFO - Epoch [47][320/660] lr: 4.000e-04, eta: 0:31:47, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7686, top5_acc: 0.9248, loss_cls: 0.8611, loss: 0.8611, grad_norm: 6.1071 2021-04-01 21:47:01,964 - mmaction - INFO - Epoch [47][340/660] lr: 4.000e-04, eta: 0:31:30, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7684, top5_acc: 0.9266, loss_cls: 0.8656, loss: 0.8656, grad_norm: 6.2487 2021-04-01 21:47:17,628 - mmaction - INFO - Epoch [47][360/660] lr: 4.000e-04, eta: 0:31:14, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9240, loss_cls: 0.8949, loss: 0.8949, grad_norm: 6.1526 2021-04-01 21:47:33,295 - mmaction - INFO - Epoch [47][380/660] lr: 4.000e-04, eta: 0:30:57, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7697, top5_acc: 0.9240, loss_cls: 0.8707, loss: 0.8707, grad_norm: 6.1187 2021-04-01 21:47:49,109 - mmaction - INFO - Epoch [47][400/660] lr: 4.000e-04, eta: 0:30:41, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7686, top5_acc: 0.9258, loss_cls: 0.8600, loss: 0.8600, grad_norm: 6.0879 2021-04-01 21:48:04,794 - mmaction - INFO - Epoch [47][420/660] lr: 4.000e-04, eta: 0:30:24, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.7607, top5_acc: 0.9227, loss_cls: 0.8779, loss: 0.8779, grad_norm: 6.1878 2021-04-01 21:48:20,548 - mmaction - INFO - Epoch [47][440/660] lr: 4.000e-04, eta: 0:30:08, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9234, loss_cls: 0.8805, loss: 0.8805, grad_norm: 6.3132 2021-04-01 21:48:36,253 - mmaction - INFO - Epoch [47][460/660] lr: 4.000e-04, eta: 0:29:51, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7660, top5_acc: 0.9221, loss_cls: 0.8722, loss: 0.8722, grad_norm: 6.1921 2021-04-01 21:48:51,958 - mmaction - INFO - Epoch [47][480/660] lr: 4.000e-04, eta: 0:29:35, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7650, top5_acc: 0.9242, loss_cls: 0.8849, loss: 0.8849, grad_norm: 6.2559 2021-04-01 21:49:07,819 - mmaction - INFO - Epoch [47][500/660] lr: 4.000e-04, eta: 0:29:18, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.7709, top5_acc: 0.9277, loss_cls: 0.8532, loss: 0.8532, grad_norm: 6.1527 2021-04-01 21:49:23,615 - mmaction - INFO - Epoch [47][520/660] lr: 4.000e-04, eta: 0:29:02, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7715, top5_acc: 0.9299, loss_cls: 0.8446, loss: 0.8446, grad_norm: 6.1018 2021-04-01 21:49:39,325 - mmaction - INFO - Epoch [47][540/660] lr: 4.000e-04, eta: 0:28:45, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7723, top5_acc: 0.9266, loss_cls: 0.8738, loss: 0.8738, grad_norm: 6.2197 2021-04-01 21:49:55,103 - mmaction - INFO - Epoch [47][560/660] lr: 4.000e-04, eta: 0:28:29, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7709, top5_acc: 0.9242, loss_cls: 0.8631, loss: 0.8631, grad_norm: 6.2580 2021-04-01 21:50:10,778 - mmaction - INFO - Epoch [47][580/660] lr: 4.000e-04, eta: 0:28:12, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7670, top5_acc: 0.9260, loss_cls: 0.8710, loss: 0.8710, grad_norm: 6.2439 2021-04-01 21:50:26,441 - mmaction - INFO - Epoch [47][600/660] lr: 4.000e-04, eta: 0:27:56, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7545, top5_acc: 0.9223, loss_cls: 0.8953, loss: 0.8953, grad_norm: 6.3384 2021-04-01 21:50:42,147 - mmaction - INFO - Epoch [47][620/660] lr: 4.000e-04, eta: 0:27:39, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7678, top5_acc: 0.9207, loss_cls: 0.8749, loss: 0.8749, grad_norm: 6.2959 2021-04-01 21:50:57,868 - mmaction - INFO - Epoch [47][640/660] lr: 4.000e-04, eta: 0:27:23, time: 0.785, data_time: 0.000, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9264, loss_cls: 0.8637, loss: 0.8637, grad_norm: 6.1062 2021-04-01 21:51:13,382 - mmaction - INFO - Epoch [47][660/660] lr: 4.000e-04, eta: 0:27:06, time: 0.776, data_time: 0.001, memory: 9795, top1_acc: 0.7769, top5_acc: 0.9322, loss_cls: 0.8304, loss: 0.8304, grad_norm: 6.2770 2021-04-01 21:51:14,187 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-04-01 21:51:49,775 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 21:51:50,135 - mmaction - INFO - top1_acc 0.6088 top5_acc 0.8656 2021-04-01 21:51:50,136 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 21:51:50,159 - mmaction - INFO - mean_acc 0.5531 2021-04-01 21:51:51,590 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. 2021-04-01 21:51:51,590 - mmaction - INFO - Best top1_acc is 0.6088 at 47 epoch. 2021-04-01 21:51:51,600 - mmaction - INFO - Epoch(val) [47][660] top1_acc: 0.6088, top5_acc: 0.8656, mean_class_accuracy: 0.5531 2021-04-01 21:52:38,546 - mmaction - INFO - Epoch [48][20/660] lr: 4.000e-04, eta: 0:26:52, time: 2.346, data_time: 1.534, memory: 9795, top1_acc: 0.7748, top5_acc: 0.9287, loss_cls: 0.8543, loss: 0.8543, grad_norm: 6.0881 2021-04-01 21:52:53,700 - mmaction - INFO - Epoch [48][40/660] lr: 4.000e-04, eta: 0:26:35, time: 0.757, data_time: 0.004, memory: 9795, top1_acc: 0.7639, top5_acc: 0.9281, loss_cls: 0.8611, loss: 0.8611, grad_norm: 6.3211 2021-04-01 21:53:09,156 - mmaction - INFO - Epoch [48][60/660] lr: 4.000e-04, eta: 0:26:19, time: 0.773, data_time: 0.003, memory: 9795, top1_acc: 0.7705, top5_acc: 0.9268, loss_cls: 0.8452, loss: 0.8452, grad_norm: 6.2520 2021-04-01 21:53:24,792 - mmaction - INFO - Epoch [48][80/660] lr: 4.000e-04, eta: 0:26:02, time: 0.782, data_time: 0.002, memory: 9795, top1_acc: 0.7721, top5_acc: 0.9227, loss_cls: 0.8793, loss: 0.8793, grad_norm: 6.1752 2021-04-01 21:53:40,469 - mmaction - INFO - Epoch [48][100/660] lr: 4.000e-04, eta: 0:25:46, time: 0.785, data_time: 0.002, memory: 9795, top1_acc: 0.7721, top5_acc: 0.9314, loss_cls: 0.8538, loss: 0.8538, grad_norm: 6.1663 2021-04-01 21:53:56,044 - mmaction - INFO - Epoch [48][120/660] lr: 4.000e-04, eta: 0:25:29, time: 0.778, data_time: 0.001, memory: 9795, top1_acc: 0.7709, top5_acc: 0.9273, loss_cls: 0.8494, loss: 0.8494, grad_norm: 6.2637 2021-04-01 21:54:11,689 - mmaction - INFO - Epoch [48][140/660] lr: 4.000e-04, eta: 0:25:13, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7682, top5_acc: 0.9236, loss_cls: 0.8527, loss: 0.8527, grad_norm: 6.3414 2021-04-01 21:54:27,387 - mmaction - INFO - Epoch [48][160/660] lr: 4.000e-04, eta: 0:24:56, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7699, top5_acc: 0.9313, loss_cls: 0.8520, loss: 0.8520, grad_norm: 6.2928 2021-04-01 21:54:43,123 - mmaction - INFO - Epoch [48][180/660] lr: 4.000e-04, eta: 0:24:40, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7699, top5_acc: 0.9316, loss_cls: 0.8462, loss: 0.8462, grad_norm: 6.2449 2021-04-01 21:54:58,736 - mmaction - INFO - Epoch [48][200/660] lr: 4.000e-04, eta: 0:24:23, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7732, top5_acc: 0.9270, loss_cls: 0.8473, loss: 0.8473, grad_norm: 6.2266 2021-04-01 21:55:14,394 - mmaction - INFO - Epoch [48][220/660] lr: 4.000e-04, eta: 0:24:07, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7721, top5_acc: 0.9240, loss_cls: 0.8454, loss: 0.8454, grad_norm: 6.1658 2021-04-01 21:55:30,119 - mmaction - INFO - Epoch [48][240/660] lr: 4.000e-04, eta: 0:23:50, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7658, top5_acc: 0.9287, loss_cls: 0.8577, loss: 0.8577, grad_norm: 6.3056 2021-04-01 21:55:45,822 - mmaction - INFO - Epoch [48][260/660] lr: 4.000e-04, eta: 0:23:34, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7748, top5_acc: 0.9285, loss_cls: 0.8507, loss: 0.8507, grad_norm: 6.2661 2021-04-01 21:56:01,425 - mmaction - INFO - Epoch [48][280/660] lr: 4.000e-04, eta: 0:23:17, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9246, loss_cls: 0.8810, loss: 0.8810, grad_norm: 6.3039 2021-04-01 21:56:17,097 - mmaction - INFO - Epoch [48][300/660] lr: 4.000e-04, eta: 0:23:01, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7623, top5_acc: 0.9268, loss_cls: 0.8704, loss: 0.8704, grad_norm: 6.3008 2021-04-01 21:56:32,937 - mmaction - INFO - Epoch [48][320/660] lr: 4.000e-04, eta: 0:22:44, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7740, top5_acc: 0.9299, loss_cls: 0.8627, loss: 0.8627, grad_norm: 6.2455 2021-04-01 21:56:48,650 - mmaction - INFO - Epoch [48][340/660] lr: 4.000e-04, eta: 0:22:28, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7646, top5_acc: 0.9242, loss_cls: 0.8806, loss: 0.8806, grad_norm: 6.3679 2021-04-01 21:57:04,356 - mmaction - INFO - Epoch [48][360/660] lr: 4.000e-04, eta: 0:22:12, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7717, top5_acc: 0.9275, loss_cls: 0.8437, loss: 0.8437, grad_norm: 6.1260 2021-04-01 21:57:19,992 - mmaction - INFO - Epoch [48][380/660] lr: 4.000e-04, eta: 0:21:55, time: 0.782, data_time: 0.001, memory: 9795, top1_acc: 0.7715, top5_acc: 0.9309, loss_cls: 0.8515, loss: 0.8515, grad_norm: 6.1890 2021-04-01 21:57:35,774 - mmaction - INFO - Epoch [48][400/660] lr: 4.000e-04, eta: 0:21:39, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7773, top5_acc: 0.9275, loss_cls: 0.8501, loss: 0.8501, grad_norm: 6.3250 2021-04-01 21:57:51,378 - mmaction - INFO - Epoch [48][420/660] lr: 4.000e-04, eta: 0:21:22, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7645, top5_acc: 0.9258, loss_cls: 0.8763, loss: 0.8763, grad_norm: 6.3376 2021-04-01 21:58:07,144 - mmaction - INFO - Epoch [48][440/660] lr: 4.000e-04, eta: 0:21:06, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7559, top5_acc: 0.9242, loss_cls: 0.8917, loss: 0.8917, grad_norm: 6.3195 2021-04-01 21:58:22,879 - mmaction - INFO - Epoch [48][460/660] lr: 4.000e-04, eta: 0:20:49, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7645, top5_acc: 0.9283, loss_cls: 0.8630, loss: 0.8630, grad_norm: 6.3076 2021-04-01 21:58:38,589 - mmaction - INFO - Epoch [48][480/660] lr: 4.000e-04, eta: 0:20:33, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9225, loss_cls: 0.8882, loss: 0.8882, grad_norm: 6.3245 2021-04-01 21:58:54,269 - mmaction - INFO - Epoch [48][500/660] lr: 4.000e-04, eta: 0:20:16, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7533, top5_acc: 0.9211, loss_cls: 0.9120, loss: 0.9120, grad_norm: 6.4392 2021-04-01 21:59:09,878 - mmaction - INFO - Epoch [48][520/660] lr: 4.000e-04, eta: 0:20:00, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7742, top5_acc: 0.9281, loss_cls: 0.8472, loss: 0.8472, grad_norm: 6.1176 2021-04-01 21:59:25,693 - mmaction - INFO - Epoch [48][540/660] lr: 4.000e-04, eta: 0:19:43, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7818, top5_acc: 0.9275, loss_cls: 0.8383, loss: 0.8383, grad_norm: 6.1615 2021-04-01 21:59:41,409 - mmaction - INFO - Epoch [48][560/660] lr: 4.000e-04, eta: 0:19:27, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7732, top5_acc: 0.9260, loss_cls: 0.8537, loss: 0.8537, grad_norm: 6.2261 2021-04-01 21:59:57,146 - mmaction - INFO - Epoch [48][580/660] lr: 4.000e-04, eta: 0:19:10, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9264, loss_cls: 0.8773, loss: 0.8773, grad_norm: 6.3303 2021-04-01 22:00:12,889 - mmaction - INFO - Epoch [48][600/660] lr: 4.000e-04, eta: 0:18:54, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7760, top5_acc: 0.9248, loss_cls: 0.8491, loss: 0.8491, grad_norm: 6.2555 2021-04-01 22:00:28,646 - mmaction - INFO - Epoch [48][620/660] lr: 4.000e-04, eta: 0:18:37, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7619, top5_acc: 0.9271, loss_cls: 0.8789, loss: 0.8789, grad_norm: 6.4071 2021-04-01 22:00:44,360 - mmaction - INFO - Epoch [48][640/660] lr: 4.000e-04, eta: 0:18:21, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7738, top5_acc: 0.9256, loss_cls: 0.8500, loss: 0.8500, grad_norm: 6.2233 2021-04-01 22:00:59,968 - mmaction - INFO - Epoch [48][660/660] lr: 4.000e-04, eta: 0:18:04, time: 0.780, data_time: 0.001, memory: 9795, top1_acc: 0.7724, top5_acc: 0.9285, loss_cls: 0.8524, loss: 0.8524, grad_norm: 6.3161 2021-04-01 22:01:01,054 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-04-01 22:01:38,741 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 22:01:39,100 - mmaction - INFO - top1_acc 0.6079 top5_acc 0.8660 2021-04-01 22:01:39,100 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 22:01:39,125 - mmaction - INFO - mean_acc 0.5501 2021-04-01 22:01:39,134 - mmaction - INFO - Epoch(val) [48][660] top1_acc: 0.6079, top5_acc: 0.8660, mean_class_accuracy: 0.5501 2021-04-01 22:02:30,127 - mmaction - INFO - Epoch [49][20/660] lr: 4.000e-04, eta: 0:17:49, time: 2.548, data_time: 1.781, memory: 9795, top1_acc: 0.7787, top5_acc: 0.9303, loss_cls: 0.8245, loss: 0.8245, grad_norm: 6.1326 2021-04-01 22:02:45,213 - mmaction - INFO - Epoch [49][40/660] lr: 4.000e-04, eta: 0:17:33, time: 0.754, data_time: 0.004, memory: 9795, top1_acc: 0.7742, top5_acc: 0.9275, loss_cls: 0.8390, loss: 0.8390, grad_norm: 6.1103 2021-04-01 22:03:00,635 - mmaction - INFO - Epoch [49][60/660] lr: 4.000e-04, eta: 0:17:16, time: 0.771, data_time: 0.002, memory: 9795, top1_acc: 0.7713, top5_acc: 0.9250, loss_cls: 0.8487, loss: 0.8487, grad_norm: 6.2711 2021-04-01 22:03:16,278 - mmaction - INFO - Epoch [49][80/660] lr: 4.000e-04, eta: 0:17:00, time: 0.782, data_time: 0.002, memory: 9795, top1_acc: 0.7600, top5_acc: 0.9260, loss_cls: 0.8781, loss: 0.8781, grad_norm: 6.5453 2021-04-01 22:03:34,747 - mmaction - INFO - Epoch [49][100/660] lr: 4.000e-04, eta: 0:16:43, time: 0.923, data_time: 0.151, memory: 9795, top1_acc: 0.7746, top5_acc: 0.9273, loss_cls: 0.8483, loss: 0.8483, grad_norm: 6.2441 2021-04-01 22:03:50,201 - mmaction - INFO - Epoch [49][120/660] lr: 4.000e-04, eta: 0:16:27, time: 0.773, data_time: 0.001, memory: 9795, top1_acc: 0.7703, top5_acc: 0.9240, loss_cls: 0.8573, loss: 0.8573, grad_norm: 6.2002 2021-04-01 22:04:05,953 - mmaction - INFO - Epoch [49][140/660] lr: 4.000e-04, eta: 0:16:11, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7822, top5_acc: 0.9297, loss_cls: 0.8445, loss: 0.8445, grad_norm: 6.2592 2021-04-01 22:04:21,641 - mmaction - INFO - Epoch [49][160/660] lr: 4.000e-04, eta: 0:15:54, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7668, top5_acc: 0.9260, loss_cls: 0.8517, loss: 0.8517, grad_norm: 6.2998 2021-04-01 22:04:37,372 - mmaction - INFO - Epoch [49][180/660] lr: 4.000e-04, eta: 0:15:38, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.7652, top5_acc: 0.9236, loss_cls: 0.8986, loss: 0.8986, grad_norm: 6.3091 2021-04-01 22:04:53,079 - mmaction - INFO - Epoch [49][200/660] lr: 4.000e-04, eta: 0:15:21, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7658, top5_acc: 0.9346, loss_cls: 0.8605, loss: 0.8605, grad_norm: 6.4003 2021-04-01 22:05:08,760 - mmaction - INFO - Epoch [49][220/660] lr: 4.000e-04, eta: 0:15:05, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7510, top5_acc: 0.9187, loss_cls: 0.9167, loss: 0.9167, grad_norm: 6.4704 2021-04-01 22:05:24,438 - mmaction - INFO - Epoch [49][240/660] lr: 4.000e-04, eta: 0:14:48, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7771, top5_acc: 0.9305, loss_cls: 0.8385, loss: 0.8385, grad_norm: 6.3575 2021-04-01 22:05:39,960 - mmaction - INFO - Epoch [49][260/660] lr: 4.000e-04, eta: 0:14:32, time: 0.776, data_time: 0.001, memory: 9795, top1_acc: 0.7785, top5_acc: 0.9277, loss_cls: 0.8287, loss: 0.8287, grad_norm: 6.2191 2021-04-01 22:05:55,704 - mmaction - INFO - Epoch [49][280/660] lr: 4.000e-04, eta: 0:14:15, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7637, top5_acc: 0.9225, loss_cls: 0.8923, loss: 0.8923, grad_norm: 6.4228 2021-04-01 22:06:11,547 - mmaction - INFO - Epoch [49][300/660] lr: 4.000e-04, eta: 0:13:59, time: 0.792, data_time: 0.001, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9266, loss_cls: 0.8576, loss: 0.8576, grad_norm: 6.2507 2021-04-01 22:06:27,307 - mmaction - INFO - Epoch [49][320/660] lr: 4.000e-04, eta: 0:13:42, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7621, top5_acc: 0.9293, loss_cls: 0.8512, loss: 0.8512, grad_norm: 6.2880 2021-04-01 22:06:42,953 - mmaction - INFO - Epoch [49][340/660] lr: 4.000e-04, eta: 0:13:26, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7770, top5_acc: 0.9279, loss_cls: 0.8517, loss: 0.8517, grad_norm: 6.3353 2021-04-01 22:06:58,713 - mmaction - INFO - Epoch [49][360/660] lr: 4.000e-04, eta: 0:13:09, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7785, top5_acc: 0.9299, loss_cls: 0.8454, loss: 0.8454, grad_norm: 6.4165 2021-04-01 22:07:14,389 - mmaction - INFO - Epoch [49][380/660] lr: 4.000e-04, eta: 0:12:53, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7713, top5_acc: 0.9322, loss_cls: 0.8457, loss: 0.8457, grad_norm: 6.3241 2021-04-01 22:07:30,043 - mmaction - INFO - Epoch [49][400/660] lr: 4.000e-04, eta: 0:12:36, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7717, top5_acc: 0.9301, loss_cls: 0.8448, loss: 0.8448, grad_norm: 6.2723 2021-04-01 22:07:45,928 - mmaction - INFO - Epoch [49][420/660] lr: 4.000e-04, eta: 0:12:20, time: 0.794, data_time: 0.001, memory: 9795, top1_acc: 0.7773, top5_acc: 0.9275, loss_cls: 0.8428, loss: 0.8428, grad_norm: 6.2778 2021-04-01 22:08:01,653 - mmaction - INFO - Epoch [49][440/660] lr: 4.000e-04, eta: 0:12:03, time: 0.786, data_time: 0.008, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9271, loss_cls: 0.8551, loss: 0.8551, grad_norm: 6.2990 2021-04-01 22:08:17,441 - mmaction - INFO - Epoch [49][460/660] lr: 4.000e-04, eta: 0:11:47, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7711, top5_acc: 0.9277, loss_cls: 0.8404, loss: 0.8404, grad_norm: 6.3012 2021-04-01 22:08:33,144 - mmaction - INFO - Epoch [49][480/660] lr: 4.000e-04, eta: 0:11:30, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7686, top5_acc: 0.9260, loss_cls: 0.8708, loss: 0.8708, grad_norm: 6.5353 2021-04-01 22:08:48,948 - mmaction - INFO - Epoch [49][500/660] lr: 4.000e-04, eta: 0:11:14, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7734, top5_acc: 0.9270, loss_cls: 0.8504, loss: 0.8504, grad_norm: 6.4314 2021-04-01 22:09:04,720 - mmaction - INFO - Epoch [49][520/660] lr: 4.000e-04, eta: 0:10:57, time: 0.789, data_time: 0.001, memory: 9795, top1_acc: 0.7691, top5_acc: 0.9316, loss_cls: 0.8363, loss: 0.8363, grad_norm: 6.2448 2021-04-01 22:09:20,441 - mmaction - INFO - Epoch [49][540/660] lr: 4.000e-04, eta: 0:10:41, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7652, top5_acc: 0.9293, loss_cls: 0.8681, loss: 0.8681, grad_norm: 6.4824 2021-04-01 22:09:36,170 - mmaction - INFO - Epoch [49][560/660] lr: 4.000e-04, eta: 0:10:25, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7660, top5_acc: 0.9223, loss_cls: 0.8697, loss: 0.8697, grad_norm: 6.4378 2021-04-01 22:09:51,967 - mmaction - INFO - Epoch [49][580/660] lr: 4.000e-04, eta: 0:10:08, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7574, top5_acc: 0.9199, loss_cls: 0.9002, loss: 0.9002, grad_norm: 6.5505 2021-04-01 22:10:07,592 - mmaction - INFO - Epoch [49][600/660] lr: 4.000e-04, eta: 0:09:52, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7748, top5_acc: 0.9270, loss_cls: 0.8596, loss: 0.8596, grad_norm: 6.3434 2021-04-01 22:10:23,417 - mmaction - INFO - Epoch [49][620/660] lr: 4.000e-04, eta: 0:09:35, time: 0.791, data_time: 0.001, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9293, loss_cls: 0.8621, loss: 0.8621, grad_norm: 6.3632 2021-04-01 22:10:39,228 - mmaction - INFO - Epoch [49][640/660] lr: 4.000e-04, eta: 0:09:19, time: 0.792, data_time: 0.002, memory: 9795, top1_acc: 0.7709, top5_acc: 0.9250, loss_cls: 0.8522, loss: 0.8522, grad_norm: 6.3374 2021-04-01 22:10:54,867 - mmaction - INFO - Epoch [49][660/660] lr: 4.000e-04, eta: 0:09:02, time: 0.781, data_time: 0.001, memory: 9795, top1_acc: 0.7689, top5_acc: 0.9255, loss_cls: 0.8612, loss: 0.8612, grad_norm: 6.3145 2021-04-01 22:10:57,726 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-04-01 22:11:35,086 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 22:11:35,813 - mmaction - INFO - top1_acc 0.6084 top5_acc 0.8650 2021-04-01 22:11:35,813 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 22:11:35,867 - mmaction - INFO - mean_acc 0.5512 2021-04-01 22:11:35,880 - mmaction - INFO - Epoch(val) [49][660] top1_acc: 0.6084, top5_acc: 0.8650, mean_class_accuracy: 0.5512 2021-04-01 22:12:19,519 - mmaction - INFO - Epoch [50][20/660] lr: 4.000e-04, eta: 0:08:46, time: 2.182, data_time: 1.345, memory: 9795, top1_acc: 0.7725, top5_acc: 0.9254, loss_cls: 0.8575, loss: 0.8575, grad_norm: 6.2753 2021-04-01 22:12:34,750 - mmaction - INFO - Epoch [50][40/660] lr: 4.000e-04, eta: 0:08:30, time: 0.761, data_time: 0.002, memory: 9795, top1_acc: 0.7768, top5_acc: 0.9299, loss_cls: 0.8370, loss: 0.8370, grad_norm: 6.4047 2021-04-01 22:12:50,192 - mmaction - INFO - Epoch [50][60/660] lr: 4.000e-04, eta: 0:08:13, time: 0.772, data_time: 0.005, memory: 9795, top1_acc: 0.7820, top5_acc: 0.9330, loss_cls: 0.8086, loss: 0.8086, grad_norm: 6.1816 2021-04-01 22:13:05,685 - mmaction - INFO - Epoch [50][80/660] lr: 4.000e-04, eta: 0:07:57, time: 0.774, data_time: 0.003, memory: 9795, top1_acc: 0.7682, top5_acc: 0.9277, loss_cls: 0.8741, loss: 0.8741, grad_norm: 6.3972 2021-04-01 22:13:21,411 - mmaction - INFO - Epoch [50][100/660] lr: 4.000e-04, eta: 0:07:40, time: 0.787, data_time: 0.002, memory: 9795, top1_acc: 0.7662, top5_acc: 0.9275, loss_cls: 0.8743, loss: 0.8743, grad_norm: 6.4634 2021-04-01 22:13:36,987 - mmaction - INFO - Epoch [50][120/660] lr: 4.000e-04, eta: 0:07:24, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7740, top5_acc: 0.9291, loss_cls: 0.8401, loss: 0.8401, grad_norm: 6.4145 2021-04-01 22:13:52,672 - mmaction - INFO - Epoch [50][140/660] lr: 4.000e-04, eta: 0:07:07, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7723, top5_acc: 0.9230, loss_cls: 0.8709, loss: 0.8709, grad_norm: 6.3194 2021-04-01 22:14:08,420 - mmaction - INFO - Epoch [50][160/660] lr: 4.000e-04, eta: 0:06:51, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7658, top5_acc: 0.9234, loss_cls: 0.8698, loss: 0.8698, grad_norm: 6.3745 2021-04-01 22:14:24,272 - mmaction - INFO - Epoch [50][180/660] lr: 4.000e-04, eta: 0:06:35, time: 0.793, data_time: 0.001, memory: 9795, top1_acc: 0.7723, top5_acc: 0.9291, loss_cls: 0.8512, loss: 0.8512, grad_norm: 6.3134 2021-04-01 22:14:39,970 - mmaction - INFO - Epoch [50][200/660] lr: 4.000e-04, eta: 0:06:18, time: 0.784, data_time: 0.000, memory: 9795, top1_acc: 0.7717, top5_acc: 0.9293, loss_cls: 0.8757, loss: 0.8757, grad_norm: 6.3392 2021-04-01 22:14:55,630 - mmaction - INFO - Epoch [50][220/660] lr: 4.000e-04, eta: 0:06:02, time: 0.783, data_time: 0.001, memory: 9795, top1_acc: 0.7684, top5_acc: 0.9275, loss_cls: 0.8436, loss: 0.8436, grad_norm: 6.4064 2021-04-01 22:15:11,370 - mmaction - INFO - Epoch [50][240/660] lr: 4.000e-04, eta: 0:05:45, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9289, loss_cls: 0.8347, loss: 0.8347, grad_norm: 6.2122 2021-04-01 22:15:27,140 - mmaction - INFO - Epoch [50][260/660] lr: 4.000e-04, eta: 0:05:29, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7775, top5_acc: 0.9352, loss_cls: 0.8208, loss: 0.8208, grad_norm: 6.3308 2021-04-01 22:15:42,947 - mmaction - INFO - Epoch [50][280/660] lr: 4.000e-04, eta: 0:05:12, time: 0.791, data_time: 0.002, memory: 9795, top1_acc: 0.7686, top5_acc: 0.9287, loss_cls: 0.8615, loss: 0.8615, grad_norm: 6.5394 2021-04-01 22:15:59,400 - mmaction - INFO - Epoch [50][300/660] lr: 4.000e-04, eta: 0:04:56, time: 0.823, data_time: 0.039, memory: 9795, top1_acc: 0.7637, top5_acc: 0.9258, loss_cls: 0.8636, loss: 0.8636, grad_norm: 6.4582 2021-04-01 22:16:15,141 - mmaction - INFO - Epoch [50][320/660] lr: 4.000e-04, eta: 0:04:39, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9270, loss_cls: 0.8668, loss: 0.8668, grad_norm: 6.5408 2021-04-01 22:16:30,850 - mmaction - INFO - Epoch [50][340/660] lr: 4.000e-04, eta: 0:04:23, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7770, top5_acc: 0.9297, loss_cls: 0.8207, loss: 0.8207, grad_norm: 6.3271 2021-04-01 22:16:46,607 - mmaction - INFO - Epoch [50][360/660] lr: 4.000e-04, eta: 0:04:06, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7725, top5_acc: 0.9305, loss_cls: 0.8486, loss: 0.8486, grad_norm: 6.3964 2021-04-01 22:17:02,341 - mmaction - INFO - Epoch [50][380/660] lr: 4.000e-04, eta: 0:03:50, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7678, top5_acc: 0.9223, loss_cls: 0.8847, loss: 0.8847, grad_norm: 6.4829 2021-04-01 22:17:18,059 - mmaction - INFO - Epoch [50][400/660] lr: 4.000e-04, eta: 0:03:33, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7818, top5_acc: 0.9336, loss_cls: 0.8197, loss: 0.8197, grad_norm: 6.2069 2021-04-01 22:17:33,824 - mmaction - INFO - Epoch [50][420/660] lr: 4.000e-04, eta: 0:03:17, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7682, top5_acc: 0.9258, loss_cls: 0.8673, loss: 0.8673, grad_norm: 6.4513 2021-04-01 22:17:49,532 - mmaction - INFO - Epoch [50][440/660] lr: 4.000e-04, eta: 0:03:00, time: 0.785, data_time: 0.001, memory: 9795, top1_acc: 0.7686, top5_acc: 0.9258, loss_cls: 0.8594, loss: 0.8594, grad_norm: 6.5074 2021-04-01 22:18:05,203 - mmaction - INFO - Epoch [50][460/660] lr: 4.000e-04, eta: 0:02:44, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7748, top5_acc: 0.9264, loss_cls: 0.8612, loss: 0.8612, grad_norm: 6.3844 2021-04-01 22:18:20,982 - mmaction - INFO - Epoch [50][480/660] lr: 4.000e-04, eta: 0:02:28, time: 0.790, data_time: 0.001, memory: 9795, top1_acc: 0.7803, top5_acc: 0.9303, loss_cls: 0.8418, loss: 0.8418, grad_norm: 6.4085 2021-04-01 22:18:36,666 - mmaction - INFO - Epoch [50][500/660] lr: 4.000e-04, eta: 0:02:11, time: 0.784, data_time: 0.001, memory: 9795, top1_acc: 0.7705, top5_acc: 0.9320, loss_cls: 0.8426, loss: 0.8426, grad_norm: 6.4726 2021-04-01 22:18:52,379 - mmaction - INFO - Epoch [50][520/660] lr: 4.000e-04, eta: 0:01:55, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7730, top5_acc: 0.9273, loss_cls: 0.8404, loss: 0.8404, grad_norm: 6.3697 2021-04-01 22:19:08,210 - mmaction - INFO - Epoch [50][540/660] lr: 4.000e-04, eta: 0:01:38, time: 0.791, data_time: 0.000, memory: 9795, top1_acc: 0.7686, top5_acc: 0.9287, loss_cls: 0.8629, loss: 0.8629, grad_norm: 6.4698 2021-04-01 22:19:24,122 - mmaction - INFO - Epoch [50][560/660] lr: 4.000e-04, eta: 0:01:22, time: 0.796, data_time: 0.001, memory: 9795, top1_acc: 0.7852, top5_acc: 0.9301, loss_cls: 0.8214, loss: 0.8214, grad_norm: 6.3113 2021-04-01 22:19:39,888 - mmaction - INFO - Epoch [50][580/660] lr: 4.000e-04, eta: 0:01:05, time: 0.788, data_time: 0.001, memory: 9795, top1_acc: 0.7699, top5_acc: 0.9264, loss_cls: 0.8524, loss: 0.8524, grad_norm: 6.3195 2021-04-01 22:19:55,604 - mmaction - INFO - Epoch [50][600/660] lr: 4.000e-04, eta: 0:00:49, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9297, loss_cls: 0.8478, loss: 0.8478, grad_norm: 6.4201 2021-04-01 22:20:11,320 - mmaction - INFO - Epoch [50][620/660] lr: 4.000e-04, eta: 0:00:32, time: 0.786, data_time: 0.001, memory: 9795, top1_acc: 0.7824, top5_acc: 0.9275, loss_cls: 0.8369, loss: 0.8369, grad_norm: 6.3100 2021-04-01 22:20:27,067 - mmaction - INFO - Epoch [50][640/660] lr: 4.000e-04, eta: 0:00:16, time: 0.787, data_time: 0.001, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9285, loss_cls: 0.8533, loss: 0.8533, grad_norm: 6.4939 2021-04-01 22:20:42,639 - mmaction - INFO - Epoch [50][660/660] lr: 4.000e-04, eta: 0:00:00, time: 0.779, data_time: 0.001, memory: 9795, top1_acc: 0.7765, top5_acc: 0.9269, loss_cls: 0.8329, loss: 0.8329, grad_norm: 6.3576 2021-04-01 22:20:43,587 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-04-01 22:21:24,613 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 22:21:24,976 - mmaction - INFO - top1_acc 0.6056 top5_acc 0.8640 2021-04-01 22:21:24,977 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 22:21:25,008 - mmaction - INFO - mean_acc 0.5510 2021-04-01 22:21:25,019 - mmaction - INFO - Epoch(val) [50][660] top1_acc: 0.6056, top5_acc: 0.8640, mean_class_accuracy: 0.5510