2021-03-26 10:39:48,841 - 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: 1.2.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.12.0+e2d64d8 ------------------------------------------------------------ 2021-03-26 10:39:48,849 - mmaction - INFO - Distributed training: True 2021-03-26 10:39:48,849 - mmaction - INFO - Config: /mnt/lustre/huangbinkun/mmaction2/configs/_base_/models/trn_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False, partial_bn=True), cls_head=dict( type='TRNHead', num_classes=400, in_channels=2048, num_segments=8, spatial_type='avg', relation_type='TRNMultiScale', hidden_dim=256, dropout_ratio=0.8, init_std=0.001), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) /mnt/lustre/huangbinkun/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/huangbinkun/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/huangbinkun/mmaction2/configs/recognition/trn/trn_r50_1x1x8_50e_sthv1_rgb.py _base_ = [ '../../_base_/models/trn_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/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' 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') sthv1_flip_label_map = {2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52} img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) 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='Flip', flip_ratio=0.5, flip_label_map=sthv1_flip_label_map), 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, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict(lr=0.002, paramwise_cfg=dict(fc_lr5=False), weight_decay=5e-4) # learning policy lr_config = dict(policy='step', step=[30, 45]) total_epochs = 50 # runtime settings find_unused_parameters = True work_dir = './work_dirs/trn_r50_1x1x8_50e_sthv1_rgb/' 2021-03-26 10:39:48,849 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-03-26 10:39:54,425 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-03-26 10:39:55,215 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-40, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/trn_flip_sthv1/20210326_103942 2021-03-26 10:39:55,215 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-03-26 10:39:55,226 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 10:40:30,837 - mmaction - INFO - Epoch [1][20/673] lr: 2.000e-03, eta: 16:37:56, time: 1.780, data_time: 0.870, memory: 11010, top1_acc: 0.0059, top5_acc: 0.0379, loss_cls: 5.1722, loss: 5.1722, grad_norm: 4.5201 2021-03-26 10:40:45,074 - mmaction - INFO - Epoch [1][40/673] lr: 2.000e-03, eta: 11:37:52, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.0113, top5_acc: 0.0418, loss_cls: 5.1184, loss: 5.1184, grad_norm: 4.0027 2021-03-26 10:40:59,357 - mmaction - INFO - Epoch [1][60/673] lr: 2.000e-03, eta: 9:58:18, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.0105, top5_acc: 0.0566, loss_cls: 5.0843, loss: 5.0843, grad_norm: 3.6315 2021-03-26 10:41:13,663 - mmaction - INFO - Epoch [1][80/673] lr: 2.000e-03, eta: 9:08:31, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.0117, top5_acc: 0.0625, loss_cls: 5.0657, loss: 5.0657, grad_norm: 3.5517 2021-03-26 10:41:27,968 - mmaction - INFO - Epoch [1][100/673] lr: 2.000e-03, eta: 8:38:30, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.0195, top5_acc: 0.0590, loss_cls: 5.0516, loss: 5.0516, grad_norm: 3.9461 2021-03-26 10:41:42,286 - mmaction - INFO - Epoch [1][120/673] lr: 2.000e-03, eta: 8:18:33, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.0195, top5_acc: 0.0727, loss_cls: 5.0162, loss: 5.0162, grad_norm: 4.6783 2021-03-26 10:41:56,621 - mmaction - INFO - Epoch [1][140/673] lr: 2.000e-03, eta: 8:04:15, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0277, top5_acc: 0.0973, loss_cls: 4.9697, loss: 4.9697, grad_norm: 5.5492 2021-03-26 10:42:10,936 - mmaction - INFO - Epoch [1][160/673] lr: 2.000e-03, eta: 7:53:25, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.0320, top5_acc: 0.1137, loss_cls: 4.9326, loss: 4.9326, grad_norm: 6.5478 2021-03-26 10:42:25,261 - mmaction - INFO - Epoch [1][180/673] lr: 2.000e-03, eta: 7:44:57, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.0336, top5_acc: 0.1191, loss_cls: 4.8512, loss: 4.8512, grad_norm: 7.6469 2021-03-26 10:42:39,601 - mmaction - INFO - Epoch [1][200/673] lr: 2.000e-03, eta: 7:38:09, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0422, top5_acc: 0.1418, loss_cls: 4.8226, loss: 4.8226, grad_norm: 8.1720 2021-03-26 10:42:53,964 - mmaction - INFO - Epoch [1][220/673] lr: 2.000e-03, eta: 7:32:39, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.0492, top5_acc: 0.1602, loss_cls: 4.7515, loss: 4.7515, grad_norm: 8.3100 2021-03-26 10:43:08,312 - mmaction - INFO - Epoch [1][240/673] lr: 2.000e-03, eta: 7:27:58, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0492, top5_acc: 0.1555, loss_cls: 4.7212, loss: 4.7212, grad_norm: 8.5940 2021-03-26 10:43:22,661 - mmaction - INFO - Epoch [1][260/673] lr: 2.000e-03, eta: 7:23:58, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0605, top5_acc: 0.1707, loss_cls: 4.6825, loss: 4.6825, grad_norm: 8.6121 2021-03-26 10:43:37,014 - mmaction - INFO - Epoch [1][280/673] lr: 2.000e-03, eta: 7:20:31, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.0621, top5_acc: 0.1805, loss_cls: 4.6393, loss: 4.6393, grad_norm: 8.6672 2021-03-26 10:43:51,362 - mmaction - INFO - Epoch [1][300/673] lr: 2.000e-03, eta: 7:17:29, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0637, top5_acc: 0.2062, loss_cls: 4.5711, loss: 4.5711, grad_norm: 8.8182 2021-03-26 10:44:05,708 - mmaction - INFO - Epoch [1][320/673] lr: 2.000e-03, eta: 7:14:48, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0695, top5_acc: 0.2070, loss_cls: 4.5388, loss: 4.5388, grad_norm: 9.0644 2021-03-26 10:44:20,034 - mmaction - INFO - Epoch [1][340/673] lr: 2.000e-03, eta: 7:12:22, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.0824, top5_acc: 0.2211, loss_cls: 4.5036, loss: 4.5036, grad_norm: 9.1837 2021-03-26 10:44:34,389 - mmaction - INFO - Epoch [1][360/673] lr: 2.000e-03, eta: 7:10:14, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.0738, top5_acc: 0.2293, loss_cls: 4.5048, loss: 4.5048, grad_norm: 9.4304 2021-03-26 10:44:48,739 - mmaction - INFO - Epoch [1][380/673] lr: 2.000e-03, eta: 7:08:17, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0777, top5_acc: 0.2391, loss_cls: 4.4174, loss: 4.4174, grad_norm: 9.2785 2021-03-26 10:45:03,080 - mmaction - INFO - Epoch [1][400/673] lr: 2.000e-03, eta: 7:06:29, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.0801, top5_acc: 0.2285, loss_cls: 4.4564, loss: 4.4564, grad_norm: 9.6503 2021-03-26 10:45:17,400 - mmaction - INFO - Epoch [1][420/673] lr: 2.000e-03, eta: 7:04:49, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.0914, top5_acc: 0.2496, loss_cls: 4.4353, loss: 4.4353, grad_norm: 9.2376 2021-03-26 10:45:31,757 - mmaction - INFO - Epoch [1][440/673] lr: 2.000e-03, eta: 7:03:20, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.0949, top5_acc: 0.2535, loss_cls: 4.3853, loss: 4.3853, grad_norm: 9.7218 2021-03-26 10:45:46,165 - mmaction - INFO - Epoch [1][460/673] lr: 2.000e-03, eta: 7:02:00, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.0977, top5_acc: 0.2727, loss_cls: 4.2987, loss: 4.2987, grad_norm: 9.5188 2021-03-26 10:46:00,560 - mmaction - INFO - Epoch [1][480/673] lr: 2.000e-03, eta: 7:00:45, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.0949, top5_acc: 0.2664, loss_cls: 4.3467, loss: 4.3467, grad_norm: 9.5319 2021-03-26 10:46:14,955 - mmaction - INFO - Epoch [1][500/673] lr: 2.000e-03, eta: 6:59:35, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.1000, top5_acc: 0.2758, loss_cls: 4.2744, loss: 4.2744, grad_norm: 9.9520 2021-03-26 10:46:29,289 - mmaction - INFO - Epoch [1][520/673] lr: 2.000e-03, eta: 6:58:26, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1027, top5_acc: 0.2797, loss_cls: 4.2235, loss: 4.2235, grad_norm: 9.8800 2021-03-26 10:46:43,636 - mmaction - INFO - Epoch [1][540/673] lr: 2.000e-03, eta: 6:57:20, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1062, top5_acc: 0.2883, loss_cls: 4.2330, loss: 4.2330, grad_norm: 9.6566 2021-03-26 10:46:58,041 - mmaction - INFO - Epoch [1][560/673] lr: 2.000e-03, eta: 6:56:23, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.1184, top5_acc: 0.3137, loss_cls: 4.1381, loss: 4.1381, grad_norm: 9.8059 2021-03-26 10:47:12,539 - mmaction - INFO - Epoch [1][580/673] lr: 2.000e-03, eta: 6:55:33, time: 0.725, data_time: 0.001, memory: 11010, top1_acc: 0.1164, top5_acc: 0.3020, loss_cls: 4.2054, loss: 4.2054, grad_norm: 10.1469 2021-03-26 10:47:26,910 - mmaction - INFO - Epoch [1][600/673] lr: 2.000e-03, eta: 6:54:39, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.1164, top5_acc: 0.3000, loss_cls: 4.1806, loss: 4.1806, grad_norm: 9.3963 2021-03-26 10:47:41,294 - mmaction - INFO - Epoch [1][620/673] lr: 2.000e-03, eta: 6:53:49, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.1160, top5_acc: 0.3066, loss_cls: 4.1877, loss: 4.1877, grad_norm: 9.8506 2021-03-26 10:47:55,775 - mmaction - INFO - Epoch [1][640/673] lr: 2.000e-03, eta: 6:53:05, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.1227, top5_acc: 0.3055, loss_cls: 4.1859, loss: 4.1859, grad_norm: 9.9318 2021-03-26 10:48:10,153 - mmaction - INFO - Epoch [1][660/673] lr: 2.000e-03, eta: 6:52:18, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.1289, top5_acc: 0.3207, loss_cls: 4.1461, loss: 4.1461, grad_norm: 10.4902 2021-03-26 10:48:19,571 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-26 10:48:54,627 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 10:48:54,794 - mmaction - INFO - top1_acc 0.1113 top5_acc 0.3024 2021-03-26 10:48:54,794 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 10:48:54,804 - mmaction - INFO - mean_acc 0.0989 2021-03-26 10:48:55,097 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-03-26 10:48:55,098 - mmaction - INFO - Best top1_acc is 0.1113 at 1 epoch. 2021-03-26 10:48:55,102 - mmaction - INFO - Epoch(val) [1][673] top1_acc: 0.1113, top5_acc: 0.3024, mean_class_accuracy: 0.0989 2021-03-26 10:48:55,110 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 10:49:27,302 - mmaction - INFO - Epoch [2][20/673] lr: 2.000e-03, eta: 6:57:47, time: 1.609, data_time: 0.883, memory: 11010, top1_acc: 0.1281, top5_acc: 0.3289, loss_cls: 4.0915, loss: 4.0915, grad_norm: 10.1817 2021-03-26 10:49:41,595 - mmaction - INFO - Epoch [2][40/673] lr: 2.000e-03, eta: 6:56:49, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.1488, top5_acc: 0.3535, loss_cls: 4.0153, loss: 4.0153, grad_norm: 10.5583 2021-03-26 10:49:55,888 - mmaction - INFO - Epoch [2][60/673] lr: 2.000e-03, eta: 6:55:54, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.1383, top5_acc: 0.3523, loss_cls: 4.0107, loss: 4.0107, grad_norm: 9.8163 2021-03-26 10:50:10,195 - mmaction - INFO - Epoch [2][80/673] lr: 2.000e-03, eta: 6:55:02, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.1430, top5_acc: 0.3426, loss_cls: 4.0199, loss: 4.0199, grad_norm: 10.6689 2021-03-26 10:50:24,524 - mmaction - INFO - Epoch [2][100/673] lr: 2.000e-03, eta: 6:54:12, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.1480, top5_acc: 0.3434, loss_cls: 4.0195, loss: 4.0195, grad_norm: 10.2852 2021-03-26 10:50:38,866 - mmaction - INFO - Epoch [2][120/673] lr: 2.000e-03, eta: 6:53:25, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.1410, top5_acc: 0.3637, loss_cls: 3.9727, loss: 3.9727, grad_norm: 10.5790 2021-03-26 10:50:53,189 - mmaction - INFO - Epoch [2][140/673] lr: 2.000e-03, eta: 6:52:38, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.1375, top5_acc: 0.3500, loss_cls: 4.0034, loss: 4.0034, grad_norm: 10.2432 2021-03-26 10:51:07,949 - mmaction - INFO - Epoch [2][160/673] lr: 2.000e-03, eta: 6:52:11, time: 0.738, data_time: 0.023, memory: 11010, top1_acc: 0.1387, top5_acc: 0.3465, loss_cls: 4.0152, loss: 4.0152, grad_norm: 10.4036 2021-03-26 10:51:22,280 - mmaction - INFO - Epoch [2][180/673] lr: 2.000e-03, eta: 6:51:27, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1437, top5_acc: 0.3453, loss_cls: 4.0112, loss: 4.0112, grad_norm: 9.7829 2021-03-26 10:51:36,647 - mmaction - INFO - Epoch [2][200/673] lr: 2.000e-03, eta: 6:50:46, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.1629, top5_acc: 0.3777, loss_cls: 3.8569, loss: 3.8569, grad_norm: 10.0988 2021-03-26 10:51:51,113 - mmaction - INFO - Epoch [2][220/673] lr: 2.000e-03, eta: 6:50:10, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.1562, top5_acc: 0.3750, loss_cls: 3.9206, loss: 3.9206, grad_norm: 10.4635 2021-03-26 10:52:05,540 - mmaction - INFO - Epoch [2][240/673] lr: 2.000e-03, eta: 6:49:34, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.1555, top5_acc: 0.3633, loss_cls: 3.9297, loss: 3.9297, grad_norm: 10.2979 2021-03-26 10:52:19,946 - mmaction - INFO - Epoch [2][260/673] lr: 2.000e-03, eta: 6:48:57, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.1602, top5_acc: 0.3918, loss_cls: 3.8365, loss: 3.8365, grad_norm: 10.3807 2021-03-26 10:52:34,265 - mmaction - INFO - Epoch [2][280/673] lr: 2.000e-03, eta: 6:48:19, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.1523, top5_acc: 0.3715, loss_cls: 3.9460, loss: 3.9460, grad_norm: 9.8533 2021-03-26 10:52:48,624 - mmaction - INFO - Epoch [2][300/673] lr: 2.000e-03, eta: 6:47:43, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.1551, top5_acc: 0.3664, loss_cls: 3.8858, loss: 3.8858, grad_norm: 10.0731 2021-03-26 10:53:03,067 - mmaction - INFO - Epoch [2][320/673] lr: 2.000e-03, eta: 6:47:10, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.1664, top5_acc: 0.3891, loss_cls: 3.8493, loss: 3.8493, grad_norm: 10.2534 2021-03-26 10:53:17,491 - mmaction - INFO - Epoch [2][340/673] lr: 2.000e-03, eta: 6:46:38, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.1832, top5_acc: 0.3902, loss_cls: 3.8483, loss: 3.8483, grad_norm: 10.4452 2021-03-26 10:53:31,955 - mmaction - INFO - Epoch [2][360/673] lr: 2.000e-03, eta: 6:46:08, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.1797, top5_acc: 0.4109, loss_cls: 3.8119, loss: 3.8119, grad_norm: 10.2879 2021-03-26 10:53:46,385 - mmaction - INFO - Epoch [2][380/673] lr: 2.000e-03, eta: 6:45:37, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.1699, top5_acc: 0.3891, loss_cls: 3.8334, loss: 3.8334, grad_norm: 10.8037 2021-03-26 10:54:00,801 - mmaction - INFO - Epoch [2][400/673] lr: 2.000e-03, eta: 6:45:06, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.1695, top5_acc: 0.3879, loss_cls: 3.8358, loss: 3.8358, grad_norm: 10.3526 2021-03-26 10:54:15,133 - mmaction - INFO - Epoch [2][420/673] lr: 2.000e-03, eta: 6:44:34, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1641, top5_acc: 0.3934, loss_cls: 3.7953, loss: 3.7953, grad_norm: 10.4652 2021-03-26 10:54:29,450 - mmaction - INFO - Epoch [2][440/673] lr: 2.000e-03, eta: 6:44:02, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.1691, top5_acc: 0.4039, loss_cls: 3.7898, loss: 3.7898, grad_norm: 11.2756 2021-03-26 10:54:43,818 - mmaction - INFO - Epoch [2][460/673] lr: 2.000e-03, eta: 6:43:31, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.1734, top5_acc: 0.4035, loss_cls: 3.7685, loss: 3.7685, grad_norm: 10.4137 2021-03-26 10:54:58,181 - mmaction - INFO - Epoch [2][480/673] lr: 2.000e-03, eta: 6:43:02, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.1848, top5_acc: 0.4094, loss_cls: 3.7767, loss: 3.7767, grad_norm: 10.3472 2021-03-26 10:55:12,561 - mmaction - INFO - Epoch [2][500/673] lr: 2.000e-03, eta: 6:42:33, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.2066, top5_acc: 0.4191, loss_cls: 3.6595, loss: 3.6595, grad_norm: 10.8319 2021-03-26 10:55:26,907 - mmaction - INFO - Epoch [2][520/673] lr: 2.000e-03, eta: 6:42:03, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1754, top5_acc: 0.4109, loss_cls: 3.7643, loss: 3.7643, grad_norm: 10.4243 2021-03-26 10:55:41,244 - mmaction - INFO - Epoch [2][540/673] lr: 2.000e-03, eta: 6:41:35, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1797, top5_acc: 0.3988, loss_cls: 3.7727, loss: 3.7727, grad_norm: 10.9024 2021-03-26 10:55:55,580 - mmaction - INFO - Epoch [2][560/673] lr: 2.000e-03, eta: 6:41:06, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1824, top5_acc: 0.4098, loss_cls: 3.7596, loss: 3.7596, grad_norm: 10.1122 2021-03-26 10:56:09,922 - mmaction - INFO - Epoch [2][580/673] lr: 2.000e-03, eta: 6:40:38, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1941, top5_acc: 0.4395, loss_cls: 3.6296, loss: 3.6296, grad_norm: 9.9667 2021-03-26 10:56:24,287 - mmaction - INFO - Epoch [2][600/673] lr: 2.000e-03, eta: 6:40:11, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.1863, top5_acc: 0.4301, loss_cls: 3.7113, loss: 3.7113, grad_norm: 10.5809 2021-03-26 10:56:38,630 - mmaction - INFO - Epoch [2][620/673] lr: 2.000e-03, eta: 6:39:44, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.1797, top5_acc: 0.4180, loss_cls: 3.7083, loss: 3.7083, grad_norm: 10.2952 2021-03-26 10:56:53,026 - mmaction - INFO - Epoch [2][640/673] lr: 2.000e-03, eta: 6:39:19, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.1992, top5_acc: 0.4336, loss_cls: 3.6705, loss: 3.6705, grad_norm: 10.5843 2021-03-26 10:57:07,388 - mmaction - INFO - Epoch [2][660/673] lr: 2.000e-03, eta: 6:38:53, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.1934, top5_acc: 0.4348, loss_cls: 3.6423, loss: 3.6423, grad_norm: 10.5843 2021-03-26 10:57:16,725 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-26 10:57:52,180 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 10:57:52,340 - mmaction - INFO - top1_acc 0.1488 top5_acc 0.3732 2021-03-26 10:57:52,341 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 10:57:52,350 - mmaction - INFO - mean_acc 0.1266 2021-03-26 10:57:52,735 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-26 10:57:52,735 - mmaction - INFO - Best top1_acc is 0.1488 at 2 epoch. 2021-03-26 10:57:52,739 - mmaction - INFO - Epoch(val) [2][673] top1_acc: 0.1488, top5_acc: 0.3732, mean_class_accuracy: 0.1266 2021-03-26 10:57:52,745 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 10:58:25,143 - mmaction - INFO - Epoch [3][20/673] lr: 2.000e-03, eta: 6:41:36, time: 1.620, data_time: 0.894, memory: 11010, top1_acc: 0.2141, top5_acc: 0.4426, loss_cls: 3.5854, loss: 3.5854, grad_norm: 10.9482 2021-03-26 10:58:39,423 - mmaction - INFO - Epoch [3][40/673] lr: 2.000e-03, eta: 6:41:06, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.1949, top5_acc: 0.4387, loss_cls: 3.6517, loss: 3.6517, grad_norm: 10.9931 2021-03-26 10:58:53,721 - mmaction - INFO - Epoch [3][60/673] lr: 2.000e-03, eta: 6:40:37, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.2141, top5_acc: 0.4566, loss_cls: 3.5718, loss: 3.5718, grad_norm: 10.7012 2021-03-26 10:59:08,014 - mmaction - INFO - Epoch [3][80/673] lr: 2.000e-03, eta: 6:40:08, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.2059, top5_acc: 0.4449, loss_cls: 3.5932, loss: 3.5932, grad_norm: 11.0447 2021-03-26 10:59:22,352 - mmaction - INFO - Epoch [3][100/673] lr: 2.000e-03, eta: 6:39:41, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2039, top5_acc: 0.4422, loss_cls: 3.5911, loss: 3.5911, grad_norm: 10.4515 2021-03-26 10:59:36,738 - mmaction - INFO - Epoch [3][120/673] lr: 2.000e-03, eta: 6:39:15, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.2336, top5_acc: 0.4750, loss_cls: 3.4503, loss: 3.4503, grad_norm: 10.6827 2021-03-26 10:59:51,171 - mmaction - INFO - Epoch [3][140/673] lr: 2.000e-03, eta: 6:38:50, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.2164, top5_acc: 0.4641, loss_cls: 3.5333, loss: 3.5333, grad_norm: 11.2213 2021-03-26 11:00:05,659 - mmaction - INFO - Epoch [3][160/673] lr: 2.000e-03, eta: 6:38:27, time: 0.724, data_time: 0.006, memory: 11010, top1_acc: 0.2035, top5_acc: 0.4516, loss_cls: 3.5844, loss: 3.5844, grad_norm: 10.4873 2021-03-26 11:00:20,019 - mmaction - INFO - Epoch [3][180/673] lr: 2.000e-03, eta: 6:38:01, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2301, top5_acc: 0.4660, loss_cls: 3.4869, loss: 3.4869, grad_norm: 10.7643 2021-03-26 11:00:34,344 - mmaction - INFO - Epoch [3][200/673] lr: 2.000e-03, eta: 6:37:35, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.2223, top5_acc: 0.4668, loss_cls: 3.5322, loss: 3.5322, grad_norm: 11.0449 2021-03-26 11:00:48,658 - mmaction - INFO - Epoch [3][220/673] lr: 2.000e-03, eta: 6:37:09, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.2211, top5_acc: 0.4676, loss_cls: 3.5491, loss: 3.5491, grad_norm: 10.6300 2021-03-26 11:01:02,983 - mmaction - INFO - Epoch [3][240/673] lr: 2.000e-03, eta: 6:36:43, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.2148, top5_acc: 0.4664, loss_cls: 3.5011, loss: 3.5011, grad_norm: 10.8913 2021-03-26 11:01:17,326 - mmaction - INFO - Epoch [3][260/673] lr: 2.000e-03, eta: 6:36:18, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2145, top5_acc: 0.4422, loss_cls: 3.5881, loss: 3.5881, grad_norm: 10.9826 2021-03-26 11:01:31,688 - mmaction - INFO - Epoch [3][280/673] lr: 2.000e-03, eta: 6:35:54, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2184, top5_acc: 0.4504, loss_cls: 3.5419, loss: 3.5419, grad_norm: 10.6627 2021-03-26 11:01:46,046 - mmaction - INFO - Epoch [3][300/673] lr: 2.000e-03, eta: 6:35:30, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2215, top5_acc: 0.4652, loss_cls: 3.5060, loss: 3.5060, grad_norm: 10.6809 2021-03-26 11:02:00,542 - mmaction - INFO - Epoch [3][320/673] lr: 2.000e-03, eta: 6:35:09, time: 0.725, data_time: 0.000, memory: 11010, top1_acc: 0.2285, top5_acc: 0.4715, loss_cls: 3.4608, loss: 3.4608, grad_norm: 10.5357 2021-03-26 11:02:14,878 - mmaction - INFO - Epoch [3][340/673] lr: 2.000e-03, eta: 6:34:45, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2215, top5_acc: 0.4492, loss_cls: 3.5365, loss: 3.5365, grad_norm: 10.6732 2021-03-26 11:02:29,263 - mmaction - INFO - Epoch [3][360/673] lr: 2.000e-03, eta: 6:34:22, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.2367, top5_acc: 0.4789, loss_cls: 3.4853, loss: 3.4853, grad_norm: 10.3219 2021-03-26 11:02:43,687 - mmaction - INFO - Epoch [3][380/673] lr: 2.000e-03, eta: 6:34:00, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.2168, top5_acc: 0.4602, loss_cls: 3.5313, loss: 3.5313, grad_norm: 10.7078 2021-03-26 11:02:58,094 - mmaction - INFO - Epoch [3][400/673] lr: 2.000e-03, eta: 6:33:37, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.2246, top5_acc: 0.4711, loss_cls: 3.4752, loss: 3.4752, grad_norm: 10.6505 2021-03-26 11:03:12,446 - mmaction - INFO - Epoch [3][420/673] lr: 2.000e-03, eta: 6:33:14, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2293, top5_acc: 0.4645, loss_cls: 3.4632, loss: 3.4632, grad_norm: 11.0177 2021-03-26 11:03:26,803 - mmaction - INFO - Epoch [3][440/673] lr: 2.000e-03, eta: 6:32:52, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2313, top5_acc: 0.4793, loss_cls: 3.4763, loss: 3.4763, grad_norm: 10.8075 2021-03-26 11:03:41,150 - mmaction - INFO - Epoch [3][460/673] lr: 2.000e-03, eta: 6:32:29, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2379, top5_acc: 0.4914, loss_cls: 3.4101, loss: 3.4101, grad_norm: 10.4724 2021-03-26 11:03:55,593 - mmaction - INFO - Epoch [3][480/673] lr: 2.000e-03, eta: 6:32:08, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.2316, top5_acc: 0.4852, loss_cls: 3.4102, loss: 3.4102, grad_norm: 10.3290 2021-03-26 11:04:09,912 - mmaction - INFO - Epoch [3][500/673] lr: 2.000e-03, eta: 6:31:45, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.2375, top5_acc: 0.4984, loss_cls: 3.3970, loss: 3.3970, grad_norm: 10.6055 2021-03-26 11:04:24,524 - mmaction - INFO - Epoch [3][520/673] lr: 2.000e-03, eta: 6:31:28, time: 0.731, data_time: 0.008, memory: 11010, top1_acc: 0.2301, top5_acc: 0.4859, loss_cls: 3.4635, loss: 3.4635, grad_norm: 10.7678 2021-03-26 11:04:38,897 - mmaction - INFO - Epoch [3][540/673] lr: 2.000e-03, eta: 6:31:06, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.2402, top5_acc: 0.4707, loss_cls: 3.4849, loss: 3.4849, grad_norm: 10.8412 2021-03-26 11:04:53,242 - mmaction - INFO - Epoch [3][560/673] lr: 2.000e-03, eta: 6:30:44, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2484, top5_acc: 0.4992, loss_cls: 3.3655, loss: 3.3655, grad_norm: 10.7269 2021-03-26 11:05:07,650 - mmaction - INFO - Epoch [3][580/673] lr: 2.000e-03, eta: 6:30:23, time: 0.721, data_time: 0.001, memory: 11010, top1_acc: 0.2285, top5_acc: 0.4816, loss_cls: 3.4296, loss: 3.4296, grad_norm: 10.1922 2021-03-26 11:05:22,010 - mmaction - INFO - Epoch [3][600/673] lr: 2.000e-03, eta: 6:30:02, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2363, top5_acc: 0.4977, loss_cls: 3.4058, loss: 3.4058, grad_norm: 10.9198 2021-03-26 11:05:36,356 - mmaction - INFO - Epoch [3][620/673] lr: 2.000e-03, eta: 6:29:40, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2293, top5_acc: 0.4859, loss_cls: 3.4072, loss: 3.4072, grad_norm: 10.9207 2021-03-26 11:05:50,716 - mmaction - INFO - Epoch [3][640/673] lr: 2.000e-03, eta: 6:29:19, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2434, top5_acc: 0.5113, loss_cls: 3.3641, loss: 3.3641, grad_norm: 10.8746 2021-03-26 11:06:05,131 - mmaction - INFO - Epoch [3][660/673] lr: 2.000e-03, eta: 6:28:59, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.2437, top5_acc: 0.5016, loss_cls: 3.3602, loss: 3.3602, grad_norm: 11.3223 2021-03-26 11:06:14,528 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-26 11:06:52,796 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:06:52,957 - mmaction - INFO - top1_acc 0.1699 top5_acc 0.4116 2021-03-26 11:06:52,957 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:06:52,967 - mmaction - INFO - mean_acc 0.1568 2021-03-26 11:06:53,609 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-03-26 11:06:53,609 - mmaction - INFO - Best top1_acc is 0.1699 at 3 epoch. 2021-03-26 11:06:53,613 - mmaction - INFO - Epoch(val) [3][673] top1_acc: 0.1699, top5_acc: 0.4116, mean_class_accuracy: 0.1568 2021-03-26 11:06:53,615 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:07:25,634 - mmaction - INFO - Epoch [4][20/673] lr: 2.000e-03, eta: 6:30:34, time: 1.601, data_time: 0.887, memory: 11010, top1_acc: 0.2535, top5_acc: 0.5129, loss_cls: 3.3257, loss: 3.3257, grad_norm: 10.7617 2021-03-26 11:07:39,920 - mmaction - INFO - Epoch [4][40/673] lr: 2.000e-03, eta: 6:30:11, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.2453, top5_acc: 0.5125, loss_cls: 3.3139, loss: 3.3139, grad_norm: 11.2770 2021-03-26 11:07:54,241 - mmaction - INFO - Epoch [4][60/673] lr: 2.000e-03, eta: 6:29:48, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.2594, top5_acc: 0.5066, loss_cls: 3.2974, loss: 3.2974, grad_norm: 11.0908 2021-03-26 11:08:08,585 - mmaction - INFO - Epoch [4][80/673] lr: 2.000e-03, eta: 6:29:26, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2586, top5_acc: 0.5207, loss_cls: 3.3006, loss: 3.3006, grad_norm: 11.0880 2021-03-26 11:08:22,901 - mmaction - INFO - Epoch [4][100/673] lr: 2.000e-03, eta: 6:29:04, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.2512, top5_acc: 0.5047, loss_cls: 3.3285, loss: 3.3285, grad_norm: 11.1644 2021-03-26 11:08:37,263 - mmaction - INFO - Epoch [4][120/673] lr: 2.000e-03, eta: 6:28:43, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2766, top5_acc: 0.5320, loss_cls: 3.2119, loss: 3.2119, grad_norm: 11.0026 2021-03-26 11:08:51,725 - mmaction - INFO - Epoch [4][140/673] lr: 2.000e-03, eta: 6:28:23, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.2570, top5_acc: 0.4996, loss_cls: 3.3172, loss: 3.3172, grad_norm: 10.6960 2021-03-26 11:09:06,090 - mmaction - INFO - Epoch [4][160/673] lr: 2.000e-03, eta: 6:28:02, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2613, top5_acc: 0.5094, loss_cls: 3.2841, loss: 3.2841, grad_norm: 10.8436 2021-03-26 11:09:20,472 - mmaction - INFO - Epoch [4][180/673] lr: 2.000e-03, eta: 6:27:41, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.2797, top5_acc: 0.5371, loss_cls: 3.2223, loss: 3.2223, grad_norm: 11.1054 2021-03-26 11:09:34,927 - mmaction - INFO - Epoch [4][200/673] lr: 2.000e-03, eta: 6:27:22, time: 0.723, data_time: 0.001, memory: 11010, top1_acc: 0.2656, top5_acc: 0.5332, loss_cls: 3.2211, loss: 3.2211, grad_norm: 11.1902 2021-03-26 11:09:49,280 - mmaction - INFO - Epoch [4][220/673] lr: 2.000e-03, eta: 6:27:01, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2602, top5_acc: 0.5184, loss_cls: 3.2878, loss: 3.2878, grad_norm: 10.7448 2021-03-26 11:10:03,633 - mmaction - INFO - Epoch [4][240/673] lr: 2.000e-03, eta: 6:26:40, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2723, top5_acc: 0.5281, loss_cls: 3.2170, loss: 3.2170, grad_norm: 10.7166 2021-03-26 11:10:18,072 - mmaction - INFO - Epoch [4][260/673] lr: 2.000e-03, eta: 6:26:20, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.2520, top5_acc: 0.5215, loss_cls: 3.2977, loss: 3.2977, grad_norm: 10.9445 2021-03-26 11:10:32,398 - mmaction - INFO - Epoch [4][280/673] lr: 2.000e-03, eta: 6:25:59, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.2574, top5_acc: 0.5250, loss_cls: 3.2475, loss: 3.2475, grad_norm: 11.2427 2021-03-26 11:10:46,846 - mmaction - INFO - Epoch [4][300/673] lr: 2.000e-03, eta: 6:25:40, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.2719, top5_acc: 0.5207, loss_cls: 3.2728, loss: 3.2728, grad_norm: 11.0204 2021-03-26 11:11:01,291 - mmaction - INFO - Epoch [4][320/673] lr: 2.000e-03, eta: 6:25:21, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.2707, top5_acc: 0.5352, loss_cls: 3.2221, loss: 3.2221, grad_norm: 11.2744 2021-03-26 11:11:15,766 - mmaction - INFO - Epoch [4][340/673] lr: 2.000e-03, eta: 6:25:02, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.2754, top5_acc: 0.5301, loss_cls: 3.2262, loss: 3.2262, grad_norm: 11.0977 2021-03-26 11:11:30,126 - mmaction - INFO - Epoch [4][360/673] lr: 2.000e-03, eta: 6:24:42, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2703, top5_acc: 0.5156, loss_cls: 3.2770, loss: 3.2770, grad_norm: 10.5890 2021-03-26 11:11:44,503 - mmaction - INFO - Epoch [4][380/673] lr: 2.000e-03, eta: 6:24:22, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2812, top5_acc: 0.5406, loss_cls: 3.1450, loss: 3.1450, grad_norm: 10.9750 2021-03-26 11:11:59,004 - mmaction - INFO - Epoch [4][400/673] lr: 2.000e-03, eta: 6:24:04, time: 0.725, data_time: 0.001, memory: 11010, top1_acc: 0.2621, top5_acc: 0.5324, loss_cls: 3.2234, loss: 3.2234, grad_norm: 11.3555 2021-03-26 11:12:13,405 - mmaction - INFO - Epoch [4][420/673] lr: 2.000e-03, eta: 6:23:45, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.2652, top5_acc: 0.5336, loss_cls: 3.2564, loss: 3.2564, grad_norm: 10.6553 2021-03-26 11:12:27,815 - mmaction - INFO - Epoch [4][440/673] lr: 2.000e-03, eta: 6:23:26, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.2895, top5_acc: 0.5477, loss_cls: 3.1420, loss: 3.1420, grad_norm: 10.8141 2021-03-26 11:12:42,215 - mmaction - INFO - Epoch [4][460/673] lr: 2.000e-03, eta: 6:23:07, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.2781, top5_acc: 0.5305, loss_cls: 3.1863, loss: 3.1863, grad_norm: 11.0461 2021-03-26 11:12:56,558 - mmaction - INFO - Epoch [4][480/673] lr: 2.000e-03, eta: 6:22:47, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.2770, top5_acc: 0.5215, loss_cls: 3.2194, loss: 3.2194, grad_norm: 10.8700 2021-03-26 11:13:10,900 - mmaction - INFO - Epoch [4][500/673] lr: 2.000e-03, eta: 6:22:27, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2926, top5_acc: 0.5402, loss_cls: 3.1765, loss: 3.1765, grad_norm: 11.1811 2021-03-26 11:13:25,259 - mmaction - INFO - Epoch [4][520/673] lr: 2.000e-03, eta: 6:22:08, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2715, top5_acc: 0.5371, loss_cls: 3.2135, loss: 3.2135, grad_norm: 10.8126 2021-03-26 11:13:39,591 - mmaction - INFO - Epoch [4][540/673] lr: 2.000e-03, eta: 6:21:48, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2430, top5_acc: 0.5238, loss_cls: 3.2430, loss: 3.2430, grad_norm: 11.2864 2021-03-26 11:13:53,951 - mmaction - INFO - Epoch [4][560/673] lr: 2.000e-03, eta: 6:21:29, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2836, top5_acc: 0.5363, loss_cls: 3.1757, loss: 3.1757, grad_norm: 10.7964 2021-03-26 11:14:08,326 - mmaction - INFO - Epoch [4][580/673] lr: 2.000e-03, eta: 6:21:10, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.2801, top5_acc: 0.5398, loss_cls: 3.1662, loss: 3.1662, grad_norm: 10.5320 2021-03-26 11:14:22,694 - mmaction - INFO - Epoch [4][600/673] lr: 2.000e-03, eta: 6:20:51, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2855, top5_acc: 0.5527, loss_cls: 3.1196, loss: 3.1196, grad_norm: 11.2383 2021-03-26 11:14:37,104 - mmaction - INFO - Epoch [4][620/673] lr: 2.000e-03, eta: 6:20:32, time: 0.721, data_time: 0.001, memory: 11010, top1_acc: 0.2805, top5_acc: 0.5250, loss_cls: 3.2231, loss: 3.2231, grad_norm: 10.5027 2021-03-26 11:14:51,494 - mmaction - INFO - Epoch [4][640/673] lr: 2.000e-03, eta: 6:20:14, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.2734, top5_acc: 0.5254, loss_cls: 3.2246, loss: 3.2246, grad_norm: 11.1317 2021-03-26 11:15:05,929 - mmaction - INFO - Epoch [4][660/673] lr: 2.000e-03, eta: 6:19:56, time: 0.722, data_time: 0.001, memory: 11010, top1_acc: 0.2785, top5_acc: 0.5355, loss_cls: 3.1776, loss: 3.1776, grad_norm: 10.8585 2021-03-26 11:15:15,257 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-26 11:15:53,477 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:15:53,633 - mmaction - INFO - top1_acc 0.1998 top5_acc 0.4592 2021-03-26 11:15:53,633 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:15:53,642 - mmaction - INFO - mean_acc 0.1740 2021-03-26 11:15:56,546 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-26 11:15:56,547 - mmaction - INFO - Best top1_acc is 0.1998 at 4 epoch. 2021-03-26 11:15:56,553 - mmaction - INFO - Epoch(val) [4][673] top1_acc: 0.1998, top5_acc: 0.4592, mean_class_accuracy: 0.1740 2021-03-26 11:15:56,555 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:16:26,962 - mmaction - INFO - Epoch [5][20/673] lr: 2.000e-03, eta: 6:20:41, time: 1.520, data_time: 0.804, memory: 11010, top1_acc: 0.3012, top5_acc: 0.5461, loss_cls: 3.0762, loss: 3.0762, grad_norm: 11.2977 2021-03-26 11:16:41,277 - mmaction - INFO - Epoch [5][40/673] lr: 2.000e-03, eta: 6:20:21, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.2926, top5_acc: 0.5414, loss_cls: 3.1206, loss: 3.1206, grad_norm: 11.3153 2021-03-26 11:16:55,613 - mmaction - INFO - Epoch [5][60/673] lr: 2.000e-03, eta: 6:20:02, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3055, top5_acc: 0.5637, loss_cls: 3.0366, loss: 3.0366, grad_norm: 11.2549 2021-03-26 11:17:09,947 - mmaction - INFO - Epoch [5][80/673] lr: 2.000e-03, eta: 6:19:42, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2957, top5_acc: 0.5555, loss_cls: 3.1075, loss: 3.1075, grad_norm: 11.1823 2021-03-26 11:17:24,272 - mmaction - INFO - Epoch [5][100/673] lr: 2.000e-03, eta: 6:19:23, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.3066, top5_acc: 0.5625, loss_cls: 3.0357, loss: 3.0357, grad_norm: 10.8584 2021-03-26 11:17:38,615 - mmaction - INFO - Epoch [5][120/673] lr: 2.000e-03, eta: 6:19:03, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2992, top5_acc: 0.5699, loss_cls: 3.0578, loss: 3.0578, grad_norm: 11.2841 2021-03-26 11:17:52,959 - mmaction - INFO - Epoch [5][140/673] lr: 2.000e-03, eta: 6:18:44, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2926, top5_acc: 0.5574, loss_cls: 3.0942, loss: 3.0942, grad_norm: 10.9921 2021-03-26 11:18:07,389 - mmaction - INFO - Epoch [5][160/673] lr: 2.000e-03, eta: 6:18:26, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.2980, top5_acc: 0.5539, loss_cls: 3.0814, loss: 3.0814, grad_norm: 10.8541 2021-03-26 11:18:21,846 - mmaction - INFO - Epoch [5][180/673] lr: 2.000e-03, eta: 6:18:08, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.2867, top5_acc: 0.5547, loss_cls: 3.0756, loss: 3.0756, grad_norm: 10.8889 2021-03-26 11:18:36,204 - mmaction - INFO - Epoch [5][200/673] lr: 2.000e-03, eta: 6:17:49, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2992, top5_acc: 0.5664, loss_cls: 3.0637, loss: 3.0637, grad_norm: 11.5881 2021-03-26 11:18:50,661 - mmaction - INFO - Epoch [5][220/673] lr: 2.000e-03, eta: 6:17:32, time: 0.723, data_time: 0.001, memory: 11010, top1_acc: 0.2852, top5_acc: 0.5441, loss_cls: 3.1483, loss: 3.1483, grad_norm: 10.5809 2021-03-26 11:19:05,022 - mmaction - INFO - Epoch [5][240/673] lr: 2.000e-03, eta: 6:17:13, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.2867, top5_acc: 0.5652, loss_cls: 3.0560, loss: 3.0560, grad_norm: 11.0852 2021-03-26 11:19:19,379 - mmaction - INFO - Epoch [5][260/673] lr: 2.000e-03, eta: 6:16:54, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3051, top5_acc: 0.5930, loss_cls: 3.0060, loss: 3.0060, grad_norm: 10.9276 2021-03-26 11:19:33,799 - mmaction - INFO - Epoch [5][280/673] lr: 2.000e-03, eta: 6:16:36, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3051, top5_acc: 0.5641, loss_cls: 3.0722, loss: 3.0722, grad_norm: 11.1788 2021-03-26 11:19:48,267 - mmaction - INFO - Epoch [5][300/673] lr: 2.000e-03, eta: 6:16:19, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3039, top5_acc: 0.5672, loss_cls: 3.0537, loss: 3.0537, grad_norm: 10.7456 2021-03-26 11:20:02,598 - mmaction - INFO - Epoch [5][320/673] lr: 2.000e-03, eta: 6:16:00, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.2777, top5_acc: 0.5414, loss_cls: 3.1616, loss: 3.1616, grad_norm: 11.1125 2021-03-26 11:20:17,071 - mmaction - INFO - Epoch [5][340/673] lr: 2.000e-03, eta: 6:15:43, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.2910, top5_acc: 0.5504, loss_cls: 3.1454, loss: 3.1454, grad_norm: 11.0915 2021-03-26 11:20:31,505 - mmaction - INFO - Epoch [5][360/673] lr: 2.000e-03, eta: 6:15:25, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.2844, top5_acc: 0.5605, loss_cls: 3.0699, loss: 3.0699, grad_norm: 10.9596 2021-03-26 11:20:45,960 - mmaction - INFO - Epoch [5][380/673] lr: 2.000e-03, eta: 6:15:08, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3086, top5_acc: 0.5687, loss_cls: 3.0184, loss: 3.0184, grad_norm: 10.9772 2021-03-26 11:21:00,422 - mmaction - INFO - Epoch [5][400/673] lr: 2.000e-03, eta: 6:14:50, time: 0.723, data_time: 0.001, memory: 11010, top1_acc: 0.2867, top5_acc: 0.5602, loss_cls: 3.1072, loss: 3.1072, grad_norm: 11.0565 2021-03-26 11:21:14,788 - mmaction - INFO - Epoch [5][420/673] lr: 2.000e-03, eta: 6:14:32, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3039, top5_acc: 0.5723, loss_cls: 3.0401, loss: 3.0401, grad_norm: 10.9109 2021-03-26 11:21:29,156 - mmaction - INFO - Epoch [5][440/673] lr: 2.000e-03, eta: 6:14:14, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3043, top5_acc: 0.5559, loss_cls: 3.1236, loss: 3.1236, grad_norm: 11.1392 2021-03-26 11:21:43,665 - mmaction - INFO - Epoch [5][460/673] lr: 2.000e-03, eta: 6:13:57, time: 0.726, data_time: 0.001, memory: 11010, top1_acc: 0.3043, top5_acc: 0.5605, loss_cls: 3.0462, loss: 3.0462, grad_norm: 10.7392 2021-03-26 11:21:58,087 - mmaction - INFO - Epoch [5][480/673] lr: 2.000e-03, eta: 6:13:40, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3063, top5_acc: 0.5664, loss_cls: 3.0586, loss: 3.0586, grad_norm: 10.6837 2021-03-26 11:22:12,567 - mmaction - INFO - Epoch [5][500/673] lr: 2.000e-03, eta: 6:13:23, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.3137, top5_acc: 0.5832, loss_cls: 2.9535, loss: 2.9535, grad_norm: 11.0701 2021-03-26 11:22:26,988 - mmaction - INFO - Epoch [5][520/673] lr: 2.000e-03, eta: 6:13:05, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3027, top5_acc: 0.5641, loss_cls: 3.0174, loss: 3.0174, grad_norm: 10.9199 2021-03-26 11:22:41,457 - mmaction - INFO - Epoch [5][540/673] lr: 2.000e-03, eta: 6:12:49, time: 0.724, data_time: 0.001, memory: 11010, top1_acc: 0.3117, top5_acc: 0.5750, loss_cls: 3.0234, loss: 3.0234, grad_norm: 10.7453 2021-03-26 11:22:56,001 - mmaction - INFO - Epoch [5][560/673] lr: 2.000e-03, eta: 6:12:32, time: 0.727, data_time: 0.006, memory: 11010, top1_acc: 0.3219, top5_acc: 0.5770, loss_cls: 2.9599, loss: 2.9599, grad_norm: 10.9270 2021-03-26 11:23:10,404 - mmaction - INFO - Epoch [5][580/673] lr: 2.000e-03, eta: 6:12:15, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.2953, top5_acc: 0.5789, loss_cls: 2.9985, loss: 2.9985, grad_norm: 10.9390 2021-03-26 11:23:24,845 - mmaction - INFO - Epoch [5][600/673] lr: 2.000e-03, eta: 6:11:58, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3109, top5_acc: 0.5801, loss_cls: 3.0263, loss: 3.0263, grad_norm: 10.8480 2021-03-26 11:23:39,188 - mmaction - INFO - Epoch [5][620/673] lr: 2.000e-03, eta: 6:11:40, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3086, top5_acc: 0.5746, loss_cls: 3.0450, loss: 3.0450, grad_norm: 11.3720 2021-03-26 11:23:53,645 - mmaction - INFO - Epoch [5][640/673] lr: 2.000e-03, eta: 6:11:23, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3195, top5_acc: 0.5855, loss_cls: 2.9846, loss: 2.9846, grad_norm: 10.9188 2021-03-26 11:24:08,023 - mmaction - INFO - Epoch [5][660/673] lr: 2.000e-03, eta: 6:11:05, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.3094, top5_acc: 0.5789, loss_cls: 2.9884, loss: 2.9884, grad_norm: 11.1704 2021-03-26 11:24:17,349 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-26 11:24:56,001 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:24:56,162 - mmaction - INFO - top1_acc 0.2101 top5_acc 0.4728 2021-03-26 11:24:56,162 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:24:56,172 - mmaction - INFO - mean_acc 0.1921 2021-03-26 11:24:56,503 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-03-26 11:24:56,503 - mmaction - INFO - Best top1_acc is 0.2101 at 5 epoch. 2021-03-26 11:24:56,508 - mmaction - INFO - Epoch(val) [5][673] top1_acc: 0.2101, top5_acc: 0.4728, mean_class_accuracy: 0.1921 2021-03-26 11:24:56,510 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:25:28,532 - mmaction - INFO - Epoch [6][20/673] lr: 2.000e-03, eta: 6:11:50, time: 1.601, data_time: 0.820, memory: 11010, top1_acc: 0.3250, top5_acc: 0.6000, loss_cls: 2.8859, loss: 2.8859, grad_norm: 10.8098 2021-03-26 11:25:42,808 - mmaction - INFO - Epoch [6][40/673] lr: 2.000e-03, eta: 6:11:31, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.3176, top5_acc: 0.5930, loss_cls: 2.9485, loss: 2.9485, grad_norm: 11.1087 2021-03-26 11:25:57,138 - mmaction - INFO - Epoch [6][60/673] lr: 2.000e-03, eta: 6:11:13, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3223, top5_acc: 0.5996, loss_cls: 2.9261, loss: 2.9261, grad_norm: 11.2154 2021-03-26 11:26:11,477 - mmaction - INFO - Epoch [6][80/673] lr: 2.000e-03, eta: 6:10:55, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3215, top5_acc: 0.5875, loss_cls: 2.8823, loss: 2.8823, grad_norm: 10.6923 2021-03-26 11:26:25,797 - mmaction - INFO - Epoch [6][100/673] lr: 2.000e-03, eta: 6:10:36, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.3266, top5_acc: 0.6000, loss_cls: 2.8721, loss: 2.8721, grad_norm: 10.9208 2021-03-26 11:26:40,151 - mmaction - INFO - Epoch [6][120/673] lr: 2.000e-03, eta: 6:10:18, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3219, top5_acc: 0.5934, loss_cls: 2.9056, loss: 2.9056, grad_norm: 10.9229 2021-03-26 11:26:54,593 - mmaction - INFO - Epoch [6][140/673] lr: 2.000e-03, eta: 6:10:01, time: 0.722, data_time: 0.001, memory: 11010, top1_acc: 0.3379, top5_acc: 0.5922, loss_cls: 2.9005, loss: 2.9005, grad_norm: 10.6675 2021-03-26 11:27:08,996 - mmaction - INFO - Epoch [6][160/673] lr: 2.000e-03, eta: 6:09:44, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3223, top5_acc: 0.5836, loss_cls: 2.9247, loss: 2.9247, grad_norm: 10.8669 2021-03-26 11:27:23,455 - mmaction - INFO - Epoch [6][180/673] lr: 2.000e-03, eta: 6:09:27, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3223, top5_acc: 0.5910, loss_cls: 2.8909, loss: 2.8909, grad_norm: 10.8895 2021-03-26 11:27:37,897 - mmaction - INFO - Epoch [6][200/673] lr: 2.000e-03, eta: 6:09:09, time: 0.722, data_time: 0.001, memory: 11010, top1_acc: 0.3395, top5_acc: 0.5926, loss_cls: 2.8939, loss: 2.8939, grad_norm: 10.8976 2021-03-26 11:27:52,327 - mmaction - INFO - Epoch [6][220/673] lr: 2.000e-03, eta: 6:08:52, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3070, top5_acc: 0.5887, loss_cls: 2.9936, loss: 2.9936, grad_norm: 11.0608 2021-03-26 11:28:06,766 - mmaction - INFO - Epoch [6][240/673] lr: 2.000e-03, eta: 6:08:35, time: 0.722, data_time: 0.001, memory: 11010, top1_acc: 0.3348, top5_acc: 0.5973, loss_cls: 2.8850, loss: 2.8850, grad_norm: 11.2473 2021-03-26 11:28:21,165 - mmaction - INFO - Epoch [6][260/673] lr: 2.000e-03, eta: 6:08:18, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3301, top5_acc: 0.6062, loss_cls: 2.8887, loss: 2.8887, grad_norm: 11.1356 2021-03-26 11:28:35,532 - mmaction - INFO - Epoch [6][280/673] lr: 2.000e-03, eta: 6:08:00, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3250, top5_acc: 0.5949, loss_cls: 2.8949, loss: 2.8949, grad_norm: 11.1464 2021-03-26 11:28:49,978 - mmaction - INFO - Epoch [6][300/673] lr: 2.000e-03, eta: 6:07:43, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3176, top5_acc: 0.5938, loss_cls: 2.9021, loss: 2.9021, grad_norm: 11.0791 2021-03-26 11:29:04,423 - mmaction - INFO - Epoch [6][320/673] lr: 2.000e-03, eta: 6:07:26, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3379, top5_acc: 0.6102, loss_cls: 2.8686, loss: 2.8686, grad_norm: 10.8982 2021-03-26 11:29:18,842 - mmaction - INFO - Epoch [6][340/673] lr: 2.000e-03, eta: 6:07:09, time: 0.721, data_time: 0.001, memory: 11010, top1_acc: 0.3129, top5_acc: 0.5848, loss_cls: 2.9626, loss: 2.9626, grad_norm: 10.5321 2021-03-26 11:29:33,197 - mmaction - INFO - Epoch [6][360/673] lr: 2.000e-03, eta: 6:06:52, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3328, top5_acc: 0.6125, loss_cls: 2.8666, loss: 2.8666, grad_norm: 11.0132 2021-03-26 11:29:47,636 - mmaction - INFO - Epoch [6][380/673] lr: 2.000e-03, eta: 6:06:35, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3262, top5_acc: 0.6035, loss_cls: 2.8725, loss: 2.8725, grad_norm: 11.0231 2021-03-26 11:30:02,008 - mmaction - INFO - Epoch [6][400/673] lr: 2.000e-03, eta: 6:06:17, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.3129, top5_acc: 0.5832, loss_cls: 2.9886, loss: 2.9886, grad_norm: 11.2992 2021-03-26 11:30:16,499 - mmaction - INFO - Epoch [6][420/673] lr: 2.000e-03, eta: 6:06:01, time: 0.724, data_time: 0.001, memory: 11010, top1_acc: 0.3500, top5_acc: 0.6137, loss_cls: 2.8265, loss: 2.8265, grad_norm: 11.0846 2021-03-26 11:30:30,859 - mmaction - INFO - Epoch [6][440/673] lr: 2.000e-03, eta: 6:05:43, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.3434, top5_acc: 0.6051, loss_cls: 2.8405, loss: 2.8405, grad_norm: 10.7440 2021-03-26 11:30:45,281 - mmaction - INFO - Epoch [6][460/673] lr: 2.000e-03, eta: 6:05:27, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3219, top5_acc: 0.5895, loss_cls: 2.9623, loss: 2.9623, grad_norm: 11.0090 2021-03-26 11:30:59,778 - mmaction - INFO - Epoch [6][480/673] lr: 2.000e-03, eta: 6:05:10, time: 0.725, data_time: 0.001, memory: 11010, top1_acc: 0.3187, top5_acc: 0.5895, loss_cls: 2.8790, loss: 2.8790, grad_norm: 11.0687 2021-03-26 11:31:14,098 - mmaction - INFO - Epoch [6][500/673] lr: 2.000e-03, eta: 6:04:53, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.3230, top5_acc: 0.6012, loss_cls: 2.8878, loss: 2.8878, grad_norm: 11.1189 2021-03-26 11:31:28,459 - mmaction - INFO - Epoch [6][520/673] lr: 2.000e-03, eta: 6:04:35, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3270, top5_acc: 0.6043, loss_cls: 2.8688, loss: 2.8688, grad_norm: 11.2794 2021-03-26 11:31:42,938 - mmaction - INFO - Epoch [6][540/673] lr: 2.000e-03, eta: 6:04:19, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.3273, top5_acc: 0.5840, loss_cls: 2.9280, loss: 2.9280, grad_norm: 10.6454 2021-03-26 11:31:57,365 - mmaction - INFO - Epoch [6][560/673] lr: 2.000e-03, eta: 6:04:02, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3328, top5_acc: 0.6137, loss_cls: 2.8511, loss: 2.8511, grad_norm: 10.7103 2021-03-26 11:32:11,768 - mmaction - INFO - Epoch [6][580/673] lr: 2.000e-03, eta: 6:03:45, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3340, top5_acc: 0.6043, loss_cls: 2.8655, loss: 2.8655, grad_norm: 10.7261 2021-03-26 11:32:26,125 - mmaction - INFO - Epoch [6][600/673] lr: 2.000e-03, eta: 6:03:28, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3434, top5_acc: 0.6090, loss_cls: 2.8265, loss: 2.8265, grad_norm: 10.8914 2021-03-26 11:32:40,581 - mmaction - INFO - Epoch [6][620/673] lr: 2.000e-03, eta: 6:03:12, time: 0.723, data_time: 0.001, memory: 11010, top1_acc: 0.3277, top5_acc: 0.5969, loss_cls: 2.8680, loss: 2.8680, grad_norm: 11.0943 2021-03-26 11:32:54,987 - mmaction - INFO - Epoch [6][640/673] lr: 2.000e-03, eta: 6:02:55, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3449, top5_acc: 0.6027, loss_cls: 2.8777, loss: 2.8777, grad_norm: 10.6095 2021-03-26 11:33:09,487 - mmaction - INFO - Epoch [6][660/673] lr: 2.000e-03, eta: 6:02:39, time: 0.725, data_time: 0.001, memory: 11010, top1_acc: 0.3281, top5_acc: 0.6039, loss_cls: 2.8296, loss: 2.8296, grad_norm: 10.8048 2021-03-26 11:33:18,834 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-26 11:33:58,334 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:33:58,485 - mmaction - INFO - top1_acc 0.2156 top5_acc 0.4777 2021-03-26 11:33:58,485 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:33:58,494 - mmaction - INFO - mean_acc 0.1940 2021-03-26 11:33:59,100 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-26 11:33:59,100 - mmaction - INFO - Best top1_acc is 0.2156 at 6 epoch. 2021-03-26 11:33:59,114 - mmaction - INFO - Epoch(val) [6][673] top1_acc: 0.2156, top5_acc: 0.4777, mean_class_accuracy: 0.1940 2021-03-26 11:33:59,116 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:34:31,800 - mmaction - INFO - Epoch [7][20/673] lr: 2.000e-03, eta: 6:03:16, time: 1.634, data_time: 0.906, memory: 11010, top1_acc: 0.3414, top5_acc: 0.6125, loss_cls: 2.7995, loss: 2.7995, grad_norm: 11.1159 2021-03-26 11:34:46,157 - mmaction - INFO - Epoch [7][40/673] lr: 2.000e-03, eta: 6:02:58, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3262, top5_acc: 0.6102, loss_cls: 2.8152, loss: 2.8152, grad_norm: 10.9357 2021-03-26 11:35:00,484 - mmaction - INFO - Epoch [7][60/673] lr: 2.000e-03, eta: 6:02:41, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.3551, top5_acc: 0.6238, loss_cls: 2.7303, loss: 2.7303, grad_norm: 11.2821 2021-03-26 11:35:14,837 - mmaction - INFO - Epoch [7][80/673] lr: 2.000e-03, eta: 6:02:23, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3391, top5_acc: 0.6047, loss_cls: 2.7921, loss: 2.7921, grad_norm: 10.8036 2021-03-26 11:35:29,168 - mmaction - INFO - Epoch [7][100/673] lr: 2.000e-03, eta: 6:02:06, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3508, top5_acc: 0.6082, loss_cls: 2.7896, loss: 2.7896, grad_norm: 11.0102 2021-03-26 11:35:43,509 - mmaction - INFO - Epoch [7][120/673] lr: 2.000e-03, eta: 6:01:48, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3508, top5_acc: 0.6047, loss_cls: 2.8313, loss: 2.8313, grad_norm: 10.7889 2021-03-26 11:35:57,923 - mmaction - INFO - Epoch [7][140/673] lr: 2.000e-03, eta: 6:01:32, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3383, top5_acc: 0.6219, loss_cls: 2.7858, loss: 2.7858, grad_norm: 11.0181 2021-03-26 11:36:12,365 - mmaction - INFO - Epoch [7][160/673] lr: 2.000e-03, eta: 6:01:15, time: 0.722, data_time: 0.001, memory: 11010, top1_acc: 0.3543, top5_acc: 0.6402, loss_cls: 2.7184, loss: 2.7184, grad_norm: 11.4095 2021-03-26 11:36:26,786 - mmaction - INFO - Epoch [7][180/673] lr: 2.000e-03, eta: 6:00:58, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3418, top5_acc: 0.6016, loss_cls: 2.8487, loss: 2.8487, grad_norm: 10.8688 2021-03-26 11:36:41,156 - mmaction - INFO - Epoch [7][200/673] lr: 2.000e-03, eta: 6:00:41, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3480, top5_acc: 0.6293, loss_cls: 2.7629, loss: 2.7629, grad_norm: 10.7041 2021-03-26 11:36:55,580 - mmaction - INFO - Epoch [7][220/673] lr: 2.000e-03, eta: 6:00:24, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3719, top5_acc: 0.6309, loss_cls: 2.7396, loss: 2.7396, grad_norm: 10.7354 2021-03-26 11:37:09,929 - mmaction - INFO - Epoch [7][240/673] lr: 2.000e-03, eta: 6:00:07, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3555, top5_acc: 0.6195, loss_cls: 2.7732, loss: 2.7732, grad_norm: 11.2539 2021-03-26 11:37:24,459 - mmaction - INFO - Epoch [7][260/673] lr: 2.000e-03, eta: 5:59:51, time: 0.727, data_time: 0.000, memory: 11010, top1_acc: 0.3488, top5_acc: 0.6312, loss_cls: 2.7736, loss: 2.7736, grad_norm: 10.9136 2021-03-26 11:37:38,848 - mmaction - INFO - Epoch [7][280/673] lr: 2.000e-03, eta: 5:59:34, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.3391, top5_acc: 0.6109, loss_cls: 2.8247, loss: 2.8247, grad_norm: 10.9849 2021-03-26 11:37:53,215 - mmaction - INFO - Epoch [7][300/673] lr: 2.000e-03, eta: 5:59:17, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3531, top5_acc: 0.6293, loss_cls: 2.7471, loss: 2.7471, grad_norm: 11.2683 2021-03-26 11:38:07,558 - mmaction - INFO - Epoch [7][320/673] lr: 2.000e-03, eta: 5:59:00, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.3430, top5_acc: 0.6148, loss_cls: 2.8263, loss: 2.8263, grad_norm: 11.2779 2021-03-26 11:38:21,983 - mmaction - INFO - Epoch [7][340/673] lr: 2.000e-03, eta: 5:58:43, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3531, top5_acc: 0.6215, loss_cls: 2.8205, loss: 2.8205, grad_norm: 10.8948 2021-03-26 11:38:36,426 - mmaction - INFO - Epoch [7][360/673] lr: 2.000e-03, eta: 5:58:27, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3414, top5_acc: 0.6160, loss_cls: 2.8219, loss: 2.8219, grad_norm: 10.8108 2021-03-26 11:38:50,829 - mmaction - INFO - Epoch [7][380/673] lr: 2.000e-03, eta: 5:58:10, time: 0.721, data_time: 0.001, memory: 11010, top1_acc: 0.3641, top5_acc: 0.6105, loss_cls: 2.7598, loss: 2.7598, grad_norm: 10.9746 2021-03-26 11:39:05,231 - mmaction - INFO - Epoch [7][400/673] lr: 2.000e-03, eta: 5:57:53, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3570, top5_acc: 0.6371, loss_cls: 2.7200, loss: 2.7200, grad_norm: 10.9295 2021-03-26 11:39:19,644 - mmaction - INFO - Epoch [7][420/673] lr: 2.000e-03, eta: 5:57:37, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3477, top5_acc: 0.6188, loss_cls: 2.7956, loss: 2.7956, grad_norm: 11.5267 2021-03-26 11:39:34,104 - mmaction - INFO - Epoch [7][440/673] lr: 2.000e-03, eta: 5:57:21, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3422, top5_acc: 0.6141, loss_cls: 2.7991, loss: 2.7991, grad_norm: 10.7106 2021-03-26 11:39:48,548 - mmaction - INFO - Epoch [7][460/673] lr: 2.000e-03, eta: 5:57:04, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3445, top5_acc: 0.6203, loss_cls: 2.7852, loss: 2.7852, grad_norm: 10.7708 2021-03-26 11:40:03,070 - mmaction - INFO - Epoch [7][480/673] lr: 2.000e-03, eta: 5:56:48, time: 0.726, data_time: 0.001, memory: 11010, top1_acc: 0.3504, top5_acc: 0.6340, loss_cls: 2.7239, loss: 2.7239, grad_norm: 10.9900 2021-03-26 11:40:17,497 - mmaction - INFO - Epoch [7][500/673] lr: 2.000e-03, eta: 5:56:32, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3586, top5_acc: 0.6074, loss_cls: 2.7683, loss: 2.7683, grad_norm: 11.0411 2021-03-26 11:40:31,963 - mmaction - INFO - Epoch [7][520/673] lr: 2.000e-03, eta: 5:56:16, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3656, top5_acc: 0.6207, loss_cls: 2.7583, loss: 2.7583, grad_norm: 11.0139 2021-03-26 11:40:46,403 - mmaction - INFO - Epoch [7][540/673] lr: 2.000e-03, eta: 5:55:59, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3664, top5_acc: 0.6293, loss_cls: 2.7353, loss: 2.7353, grad_norm: 10.5581 2021-03-26 11:41:00,731 - mmaction - INFO - Epoch [7][560/673] lr: 2.000e-03, eta: 5:55:42, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.3688, top5_acc: 0.6262, loss_cls: 2.7162, loss: 2.7162, grad_norm: 10.9578 2021-03-26 11:41:15,070 - mmaction - INFO - Epoch [7][580/673] lr: 2.000e-03, eta: 5:55:26, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3422, top5_acc: 0.6293, loss_cls: 2.7739, loss: 2.7739, grad_norm: 11.2331 2021-03-26 11:41:29,496 - mmaction - INFO - Epoch [7][600/673] lr: 2.000e-03, eta: 5:55:09, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3566, top5_acc: 0.6258, loss_cls: 2.7302, loss: 2.7302, grad_norm: 10.9932 2021-03-26 11:41:43,912 - mmaction - INFO - Epoch [7][620/673] lr: 2.000e-03, eta: 5:54:53, time: 0.721, data_time: 0.001, memory: 11010, top1_acc: 0.3516, top5_acc: 0.6270, loss_cls: 2.7793, loss: 2.7793, grad_norm: 10.6298 2021-03-26 11:41:58,419 - mmaction - INFO - Epoch [7][640/673] lr: 2.000e-03, eta: 5:54:37, time: 0.726, data_time: 0.001, memory: 11010, top1_acc: 0.3695, top5_acc: 0.6293, loss_cls: 2.6866, loss: 2.6866, grad_norm: 11.1584 2021-03-26 11:42:12,847 - mmaction - INFO - Epoch [7][660/673] lr: 2.000e-03, eta: 5:54:21, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3539, top5_acc: 0.6258, loss_cls: 2.7743, loss: 2.7743, grad_norm: 10.4311 2021-03-26 11:42:22,238 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-26 11:43:00,384 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:43:00,545 - mmaction - INFO - top1_acc 0.2387 top5_acc 0.5043 2021-03-26 11:43:00,546 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:43:00,556 - mmaction - INFO - mean_acc 0.2105 2021-03-26 11:43:03,551 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-03-26 11:43:03,551 - mmaction - INFO - Best top1_acc is 0.2387 at 7 epoch. 2021-03-26 11:43:03,558 - mmaction - INFO - Epoch(val) [7][673] top1_acc: 0.2387, top5_acc: 0.5043, mean_class_accuracy: 0.2105 2021-03-26 11:43:03,561 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:43:34,661 - mmaction - INFO - Epoch [8][20/673] lr: 2.000e-03, eta: 5:54:38, time: 1.555, data_time: 0.837, memory: 11010, top1_acc: 0.3645, top5_acc: 0.6398, loss_cls: 2.7135, loss: 2.7135, grad_norm: 10.8537 2021-03-26 11:43:48,994 - mmaction - INFO - Epoch [8][40/673] lr: 2.000e-03, eta: 5:54:21, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3859, top5_acc: 0.6332, loss_cls: 2.6633, loss: 2.6633, grad_norm: 11.3130 2021-03-26 11:44:03,343 - mmaction - INFO - Epoch [8][60/673] lr: 2.000e-03, eta: 5:54:04, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3516, top5_acc: 0.6191, loss_cls: 2.7238, loss: 2.7238, grad_norm: 10.7275 2021-03-26 11:44:17,669 - mmaction - INFO - Epoch [8][80/673] lr: 2.000e-03, eta: 5:53:47, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.3805, top5_acc: 0.6516, loss_cls: 2.5730, loss: 2.5730, grad_norm: 11.2737 2021-03-26 11:44:32,026 - mmaction - INFO - Epoch [8][100/673] lr: 2.000e-03, eta: 5:53:30, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3816, top5_acc: 0.6473, loss_cls: 2.6357, loss: 2.6357, grad_norm: 10.8266 2021-03-26 11:44:46,370 - mmaction - INFO - Epoch [8][120/673] lr: 2.000e-03, eta: 5:53:14, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.3641, top5_acc: 0.6328, loss_cls: 2.6947, loss: 2.6947, grad_norm: 11.0308 2021-03-26 11:45:00,807 - mmaction - INFO - Epoch [8][140/673] lr: 2.000e-03, eta: 5:52:57, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3703, top5_acc: 0.6508, loss_cls: 2.6561, loss: 2.6561, grad_norm: 11.3386 2021-03-26 11:45:15,206 - mmaction - INFO - Epoch [8][160/673] lr: 2.000e-03, eta: 5:52:41, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3844, top5_acc: 0.6625, loss_cls: 2.6288, loss: 2.6288, grad_norm: 11.2456 2021-03-26 11:45:29,656 - mmaction - INFO - Epoch [8][180/673] lr: 2.000e-03, eta: 5:52:25, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3719, top5_acc: 0.6367, loss_cls: 2.6884, loss: 2.6884, grad_norm: 10.9900 2021-03-26 11:45:44,079 - mmaction - INFO - Epoch [8][200/673] lr: 2.000e-03, eta: 5:52:08, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3844, top5_acc: 0.6602, loss_cls: 2.5888, loss: 2.5888, grad_norm: 11.2418 2021-03-26 11:45:58,424 - mmaction - INFO - Epoch [8][220/673] lr: 2.000e-03, eta: 5:51:51, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3770, top5_acc: 0.6426, loss_cls: 2.6437, loss: 2.6437, grad_norm: 11.1930 2021-03-26 11:46:12,898 - mmaction - INFO - Epoch [8][240/673] lr: 2.000e-03, eta: 5:51:35, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.3551, top5_acc: 0.6281, loss_cls: 2.7224, loss: 2.7224, grad_norm: 11.2918 2021-03-26 11:46:27,355 - mmaction - INFO - Epoch [8][260/673] lr: 2.000e-03, eta: 5:51:19, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3527, top5_acc: 0.6410, loss_cls: 2.7301, loss: 2.7301, grad_norm: 11.3847 2021-03-26 11:46:41,731 - mmaction - INFO - Epoch [8][280/673] lr: 2.000e-03, eta: 5:51:03, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.3668, top5_acc: 0.6539, loss_cls: 2.6393, loss: 2.6393, grad_norm: 11.3520 2021-03-26 11:46:56,104 - mmaction - INFO - Epoch [8][300/673] lr: 2.000e-03, eta: 5:50:46, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.3680, top5_acc: 0.6184, loss_cls: 2.7629, loss: 2.7629, grad_norm: 10.8211 2021-03-26 11:47:10,586 - mmaction - INFO - Epoch [8][320/673] lr: 2.000e-03, eta: 5:50:30, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.3801, top5_acc: 0.6500, loss_cls: 2.6773, loss: 2.6773, grad_norm: 10.9747 2021-03-26 11:47:25,039 - mmaction - INFO - Epoch [8][340/673] lr: 2.000e-03, eta: 5:50:14, time: 0.723, data_time: 0.001, memory: 11010, top1_acc: 0.3855, top5_acc: 0.6488, loss_cls: 2.6397, loss: 2.6397, grad_norm: 11.2692 2021-03-26 11:47:39,471 - mmaction - INFO - Epoch [8][360/673] lr: 2.000e-03, eta: 5:49:58, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3770, top5_acc: 0.6387, loss_cls: 2.6560, loss: 2.6560, grad_norm: 10.8386 2021-03-26 11:47:53,948 - mmaction - INFO - Epoch [8][380/673] lr: 2.000e-03, eta: 5:49:42, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.3543, top5_acc: 0.6289, loss_cls: 2.7173, loss: 2.7173, grad_norm: 10.7537 2021-03-26 11:48:08,400 - mmaction - INFO - Epoch [8][400/673] lr: 2.000e-03, eta: 5:49:26, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3742, top5_acc: 0.6566, loss_cls: 2.6238, loss: 2.6238, grad_norm: 11.0069 2021-03-26 11:48:22,845 - mmaction - INFO - Epoch [8][420/673] lr: 2.000e-03, eta: 5:49:10, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3574, top5_acc: 0.6480, loss_cls: 2.6645, loss: 2.6645, grad_norm: 10.6683 2021-03-26 11:48:37,314 - mmaction - INFO - Epoch [8][440/673] lr: 2.000e-03, eta: 5:48:54, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3871, top5_acc: 0.6656, loss_cls: 2.5604, loss: 2.5604, grad_norm: 10.9096 2021-03-26 11:48:51,682 - mmaction - INFO - Epoch [8][460/673] lr: 2.000e-03, eta: 5:48:38, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.3770, top5_acc: 0.6449, loss_cls: 2.6722, loss: 2.6722, grad_norm: 11.2332 2021-03-26 11:49:06,055 - mmaction - INFO - Epoch [8][480/673] lr: 2.000e-03, eta: 5:48:21, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3578, top5_acc: 0.6344, loss_cls: 2.6968, loss: 2.6968, grad_norm: 10.7246 2021-03-26 11:49:20,588 - mmaction - INFO - Epoch [8][500/673] lr: 2.000e-03, eta: 5:48:06, time: 0.727, data_time: 0.001, memory: 11010, top1_acc: 0.3770, top5_acc: 0.6457, loss_cls: 2.6466, loss: 2.6466, grad_norm: 10.8457 2021-03-26 11:49:35,018 - mmaction - INFO - Epoch [8][520/673] lr: 2.000e-03, eta: 5:47:49, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3699, top5_acc: 0.6277, loss_cls: 2.6972, loss: 2.6972, grad_norm: 10.9995 2021-03-26 11:49:49,461 - mmaction - INFO - Epoch [8][540/673] lr: 2.000e-03, eta: 5:47:33, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3727, top5_acc: 0.6410, loss_cls: 2.6627, loss: 2.6627, grad_norm: 10.9543 2021-03-26 11:50:03,858 - mmaction - INFO - Epoch [8][560/673] lr: 2.000e-03, eta: 5:47:17, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3730, top5_acc: 0.6391, loss_cls: 2.6810, loss: 2.6810, grad_norm: 11.0170 2021-03-26 11:50:18,218 - mmaction - INFO - Epoch [8][580/673] lr: 2.000e-03, eta: 5:47:01, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3820, top5_acc: 0.6492, loss_cls: 2.6000, loss: 2.6000, grad_norm: 10.9659 2021-03-26 11:50:32,560 - mmaction - INFO - Epoch [8][600/673] lr: 2.000e-03, eta: 5:46:44, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3887, top5_acc: 0.6449, loss_cls: 2.6338, loss: 2.6338, grad_norm: 11.0772 2021-03-26 11:50:46,988 - mmaction - INFO - Epoch [8][620/673] lr: 2.000e-03, eta: 5:46:28, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3691, top5_acc: 0.6348, loss_cls: 2.6846, loss: 2.6846, grad_norm: 11.0830 2021-03-26 11:51:01,435 - mmaction - INFO - Epoch [8][640/673] lr: 2.000e-03, eta: 5:46:12, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.3699, top5_acc: 0.6551, loss_cls: 2.6519, loss: 2.6519, grad_norm: 10.6241 2021-03-26 11:51:15,788 - mmaction - INFO - Epoch [8][660/673] lr: 2.000e-03, eta: 5:45:56, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3578, top5_acc: 0.6359, loss_cls: 2.7244, loss: 2.7244, grad_norm: 11.0856 2021-03-26 11:51:25,194 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-26 11:52:05,920 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:52:06,072 - mmaction - INFO - top1_acc 0.2454 top5_acc 0.5079 2021-03-26 11:52:06,072 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:52:06,081 - mmaction - INFO - mean_acc 0.2164 2021-03-26 11:52:09,042 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-26 11:52:09,042 - mmaction - INFO - Best top1_acc is 0.2454 at 8 epoch. 2021-03-26 11:52:09,046 - mmaction - INFO - Epoch(val) [8][673] top1_acc: 0.2454, top5_acc: 0.5079, mean_class_accuracy: 0.2164 2021-03-26 11:52:09,048 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:52:38,832 - mmaction - INFO - Epoch [9][20/673] lr: 2.000e-03, eta: 5:46:01, time: 1.489, data_time: 0.772, memory: 11010, top1_acc: 0.3656, top5_acc: 0.6473, loss_cls: 2.6683, loss: 2.6683, grad_norm: 11.0924 2021-03-26 11:52:53,161 - mmaction - INFO - Epoch [9][40/673] lr: 2.000e-03, eta: 5:45:44, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.3832, top5_acc: 0.6484, loss_cls: 2.6364, loss: 2.6364, grad_norm: 10.8988 2021-03-26 11:53:07,489 - mmaction - INFO - Epoch [9][60/673] lr: 2.000e-03, eta: 5:45:27, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4031, top5_acc: 0.6637, loss_cls: 2.5355, loss: 2.5355, grad_norm: 10.7752 2021-03-26 11:53:21,773 - mmaction - INFO - Epoch [9][80/673] lr: 2.000e-03, eta: 5:45:11, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.3988, top5_acc: 0.6777, loss_cls: 2.5019, loss: 2.5019, grad_norm: 11.1846 2021-03-26 11:53:36,105 - mmaction - INFO - Epoch [9][100/673] lr: 2.000e-03, eta: 5:44:54, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3766, top5_acc: 0.6574, loss_cls: 2.6183, loss: 2.6183, grad_norm: 11.0700 2021-03-26 11:53:50,414 - mmaction - INFO - Epoch [9][120/673] lr: 2.000e-03, eta: 5:44:37, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.3883, top5_acc: 0.6656, loss_cls: 2.5400, loss: 2.5400, grad_norm: 11.0374 2021-03-26 11:54:04,817 - mmaction - INFO - Epoch [9][140/673] lr: 2.000e-03, eta: 5:44:21, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.3816, top5_acc: 0.6625, loss_cls: 2.5615, loss: 2.5615, grad_norm: 11.0249 2021-03-26 11:54:19,164 - mmaction - INFO - Epoch [9][160/673] lr: 2.000e-03, eta: 5:44:05, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.3848, top5_acc: 0.6707, loss_cls: 2.5280, loss: 2.5280, grad_norm: 11.1574 2021-03-26 11:54:33,485 - mmaction - INFO - Epoch [9][180/673] lr: 2.000e-03, eta: 5:43:48, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.3945, top5_acc: 0.6637, loss_cls: 2.5740, loss: 2.5740, grad_norm: 10.7334 2021-03-26 11:54:47,939 - mmaction - INFO - Epoch [9][200/673] lr: 2.000e-03, eta: 5:43:32, time: 0.723, data_time: 0.001, memory: 11010, top1_acc: 0.3949, top5_acc: 0.6520, loss_cls: 2.5470, loss: 2.5470, grad_norm: 10.7101 2021-03-26 11:55:02,410 - mmaction - INFO - Epoch [9][220/673] lr: 2.000e-03, eta: 5:43:17, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.3766, top5_acc: 0.6594, loss_cls: 2.6078, loss: 2.6078, grad_norm: 11.5813 2021-03-26 11:55:16,880 - mmaction - INFO - Epoch [9][240/673] lr: 2.000e-03, eta: 5:43:01, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3840, top5_acc: 0.6590, loss_cls: 2.5767, loss: 2.5767, grad_norm: 11.3187 2021-03-26 11:55:31,282 - mmaction - INFO - Epoch [9][260/673] lr: 2.000e-03, eta: 5:42:45, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.3844, top5_acc: 0.6547, loss_cls: 2.5610, loss: 2.5610, grad_norm: 11.0148 2021-03-26 11:55:45,630 - mmaction - INFO - Epoch [9][280/673] lr: 2.000e-03, eta: 5:42:28, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.3898, top5_acc: 0.6730, loss_cls: 2.5499, loss: 2.5499, grad_norm: 11.0254 2021-03-26 11:56:00,084 - mmaction - INFO - Epoch [9][300/673] lr: 2.000e-03, eta: 5:42:13, time: 0.723, data_time: 0.002, memory: 11010, top1_acc: 0.3855, top5_acc: 0.6410, loss_cls: 2.6315, loss: 2.6315, grad_norm: 11.0464 2021-03-26 11:56:14,527 - mmaction - INFO - Epoch [9][320/673] lr: 2.000e-03, eta: 5:41:57, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.4055, top5_acc: 0.6645, loss_cls: 2.5350, loss: 2.5350, grad_norm: 10.8936 2021-03-26 11:56:29,038 - mmaction - INFO - Epoch [9][340/673] lr: 2.000e-03, eta: 5:41:41, time: 0.726, data_time: 0.001, memory: 11010, top1_acc: 0.4074, top5_acc: 0.6703, loss_cls: 2.4714, loss: 2.4714, grad_norm: 11.2823 2021-03-26 11:56:43,429 - mmaction - INFO - Epoch [9][360/673] lr: 2.000e-03, eta: 5:41:25, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.3867, top5_acc: 0.6434, loss_cls: 2.6113, loss: 2.6113, grad_norm: 11.2808 2021-03-26 11:56:57,817 - mmaction - INFO - Epoch [9][380/673] lr: 2.000e-03, eta: 5:41:09, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4051, top5_acc: 0.6672, loss_cls: 2.4858, loss: 2.4858, grad_norm: 10.7912 2021-03-26 11:57:12,371 - mmaction - INFO - Epoch [9][400/673] lr: 2.000e-03, eta: 5:40:54, time: 0.727, data_time: 0.000, memory: 11010, top1_acc: 0.3891, top5_acc: 0.6648, loss_cls: 2.5389, loss: 2.5389, grad_norm: 11.0981 2021-03-26 11:57:26,773 - mmaction - INFO - Epoch [9][420/673] lr: 2.000e-03, eta: 5:40:38, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.3852, top5_acc: 0.6668, loss_cls: 2.5781, loss: 2.5781, grad_norm: 11.0985 2021-03-26 11:57:41,154 - mmaction - INFO - Epoch [9][440/673] lr: 2.000e-03, eta: 5:40:22, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.3934, top5_acc: 0.6875, loss_cls: 2.5085, loss: 2.5085, grad_norm: 11.1022 2021-03-26 11:57:55,725 - mmaction - INFO - Epoch [9][460/673] lr: 2.000e-03, eta: 5:40:06, time: 0.728, data_time: 0.000, memory: 11010, top1_acc: 0.3832, top5_acc: 0.6613, loss_cls: 2.6167, loss: 2.6167, grad_norm: 11.1015 2021-03-26 11:58:10,081 - mmaction - INFO - Epoch [9][480/673] lr: 2.000e-03, eta: 5:39:50, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.3801, top5_acc: 0.6402, loss_cls: 2.6455, loss: 2.6455, grad_norm: 10.8216 2021-03-26 11:58:24,463 - mmaction - INFO - Epoch [9][500/673] lr: 2.000e-03, eta: 5:39:34, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4152, top5_acc: 0.6773, loss_cls: 2.4617, loss: 2.4617, grad_norm: 10.9210 2021-03-26 11:58:38,948 - mmaction - INFO - Epoch [9][520/673] lr: 2.000e-03, eta: 5:39:18, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.3863, top5_acc: 0.6590, loss_cls: 2.5936, loss: 2.5936, grad_norm: 10.7518 2021-03-26 11:58:53,320 - mmaction - INFO - Epoch [9][540/673] lr: 2.000e-03, eta: 5:39:02, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.3793, top5_acc: 0.6598, loss_cls: 2.5259, loss: 2.5259, grad_norm: 10.6193 2021-03-26 11:59:07,734 - mmaction - INFO - Epoch [9][560/673] lr: 2.000e-03, eta: 5:38:47, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.3746, top5_acc: 0.6535, loss_cls: 2.6335, loss: 2.6335, grad_norm: 11.1570 2021-03-26 11:59:22,091 - mmaction - INFO - Epoch [9][580/673] lr: 2.000e-03, eta: 5:38:30, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4078, top5_acc: 0.6656, loss_cls: 2.5208, loss: 2.5208, grad_norm: 10.6621 2021-03-26 11:59:36,561 - mmaction - INFO - Epoch [9][600/673] lr: 2.000e-03, eta: 5:38:15, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.3781, top5_acc: 0.6422, loss_cls: 2.6238, loss: 2.6238, grad_norm: 11.1311 2021-03-26 11:59:50,996 - mmaction - INFO - Epoch [9][620/673] lr: 2.000e-03, eta: 5:37:59, time: 0.722, data_time: 0.001, memory: 11010, top1_acc: 0.3770, top5_acc: 0.6582, loss_cls: 2.5705, loss: 2.5705, grad_norm: 10.9061 2021-03-26 12:00:05,758 - mmaction - INFO - Epoch [9][640/673] lr: 2.000e-03, eta: 5:37:45, time: 0.736, data_time: 0.000, memory: 11010, top1_acc: 0.3926, top5_acc: 0.6633, loss_cls: 2.5585, loss: 2.5585, grad_norm: 10.7214 2021-03-26 12:00:20,202 - mmaction - INFO - Epoch [9][660/673] lr: 2.000e-03, eta: 5:37:29, time: 0.724, data_time: 0.005, memory: 11010, top1_acc: 0.3988, top5_acc: 0.6609, loss_cls: 2.5627, loss: 2.5627, grad_norm: 10.9164 2021-03-26 12:00:45,624 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-26 12:02:24,233 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:02:24,396 - mmaction - INFO - top1_acc 0.2533 top5_acc 0.5194 2021-03-26 12:02:24,397 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:02:24,425 - mmaction - INFO - mean_acc 0.2228 2021-03-26 12:02:25,344 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-03-26 12:02:25,344 - mmaction - INFO - Best top1_acc is 0.2533 at 9 epoch. 2021-03-26 12:02:25,360 - mmaction - INFO - Epoch(val) [9][673] top1_acc: 0.2533, top5_acc: 0.5194, mean_class_accuracy: 0.2228 2021-03-26 12:02:25,363 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:02:56,761 - mmaction - INFO - Epoch [10][20/673] lr: 2.000e-03, eta: 5:37:37, time: 1.570, data_time: 0.856, memory: 11010, top1_acc: 0.3832, top5_acc: 0.6582, loss_cls: 2.5436, loss: 2.5436, grad_norm: 10.8290 2021-03-26 12:03:10,903 - mmaction - INFO - Epoch [10][40/673] lr: 2.000e-03, eta: 5:37:20, time: 0.707, data_time: 0.000, memory: 11010, top1_acc: 0.4016, top5_acc: 0.6730, loss_cls: 2.5055, loss: 2.5055, grad_norm: 10.8279 2021-03-26 12:03:25,040 - mmaction - INFO - Epoch [10][60/673] lr: 2.000e-03, eta: 5:37:03, time: 0.707, data_time: 0.000, memory: 11010, top1_acc: 0.4012, top5_acc: 0.6840, loss_cls: 2.4290, loss: 2.4290, grad_norm: 11.4527 2021-03-26 12:03:39,240 - mmaction - INFO - Epoch [10][80/673] lr: 2.000e-03, eta: 5:36:46, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4020, top5_acc: 0.6711, loss_cls: 2.4838, loss: 2.4838, grad_norm: 10.8079 2021-03-26 12:03:53,411 - mmaction - INFO - Epoch [10][100/673] lr: 2.000e-03, eta: 5:36:29, time: 0.708, data_time: 0.000, memory: 11010, top1_acc: 0.4055, top5_acc: 0.6816, loss_cls: 2.4515, loss: 2.4515, grad_norm: 10.9097 2021-03-26 12:04:07,606 - mmaction - INFO - Epoch [10][120/673] lr: 2.000e-03, eta: 5:36:12, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.4094, top5_acc: 0.6832, loss_cls: 2.4595, loss: 2.4595, grad_norm: 10.9941 2021-03-26 12:04:21,814 - mmaction - INFO - Epoch [10][140/673] lr: 2.000e-03, eta: 5:35:55, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.3836, top5_acc: 0.6715, loss_cls: 2.5309, loss: 2.5309, grad_norm: 11.0070 2021-03-26 12:04:36,053 - mmaction - INFO - Epoch [10][160/673] lr: 2.000e-03, eta: 5:35:39, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.3949, top5_acc: 0.6660, loss_cls: 2.5509, loss: 2.5509, grad_norm: 10.8877 2021-03-26 12:04:50,243 - mmaction - INFO - Epoch [10][180/673] lr: 2.000e-03, eta: 5:35:22, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.3930, top5_acc: 0.6625, loss_cls: 2.5776, loss: 2.5776, grad_norm: 11.3347 2021-03-26 12:05:04,474 - mmaction - INFO - Epoch [10][200/673] lr: 2.000e-03, eta: 5:35:05, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4035, top5_acc: 0.6715, loss_cls: 2.5075, loss: 2.5075, grad_norm: 10.9717 2021-03-26 12:05:18,740 - mmaction - INFO - Epoch [10][220/673] lr: 2.000e-03, eta: 5:34:49, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.3988, top5_acc: 0.6770, loss_cls: 2.4815, loss: 2.4815, grad_norm: 10.8440 2021-03-26 12:05:32,955 - mmaction - INFO - Epoch [10][240/673] lr: 2.000e-03, eta: 5:34:32, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.3953, top5_acc: 0.6672, loss_cls: 2.5377, loss: 2.5377, grad_norm: 11.1012 2021-03-26 12:05:47,335 - mmaction - INFO - Epoch [10][260/673] lr: 2.000e-03, eta: 5:34:16, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4039, top5_acc: 0.6727, loss_cls: 2.4855, loss: 2.4855, grad_norm: 10.9546 2021-03-26 12:06:01,540 - mmaction - INFO - Epoch [10][280/673] lr: 2.000e-03, eta: 5:34:00, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.3898, top5_acc: 0.6594, loss_cls: 2.5880, loss: 2.5880, grad_norm: 11.0145 2021-03-26 12:06:15,761 - mmaction - INFO - Epoch [10][300/673] lr: 2.000e-03, eta: 5:33:43, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4098, top5_acc: 0.6867, loss_cls: 2.4577, loss: 2.4577, grad_norm: 10.6934 2021-03-26 12:06:30,015 - mmaction - INFO - Epoch [10][320/673] lr: 2.000e-03, eta: 5:33:26, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.3977, top5_acc: 0.6809, loss_cls: 2.5081, loss: 2.5081, grad_norm: 10.9495 2021-03-26 12:06:44,314 - mmaction - INFO - Epoch [10][340/673] lr: 2.000e-03, eta: 5:33:10, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.3969, top5_acc: 0.6723, loss_cls: 2.5173, loss: 2.5173, grad_norm: 11.3025 2021-03-26 12:06:58,521 - mmaction - INFO - Epoch [10][360/673] lr: 2.000e-03, eta: 5:32:54, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6750, loss_cls: 2.4929, loss: 2.4929, grad_norm: 11.2417 2021-03-26 12:07:12,833 - mmaction - INFO - Epoch [10][380/673] lr: 2.000e-03, eta: 5:32:37, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4039, top5_acc: 0.6750, loss_cls: 2.4995, loss: 2.4995, grad_norm: 10.9033 2021-03-26 12:07:27,051 - mmaction - INFO - Epoch [10][400/673] lr: 2.000e-03, eta: 5:32:21, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.3949, top5_acc: 0.6691, loss_cls: 2.5278, loss: 2.5278, grad_norm: 10.9239 2021-03-26 12:07:41,384 - mmaction - INFO - Epoch [10][420/673] lr: 2.000e-03, eta: 5:32:05, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.3949, top5_acc: 0.6852, loss_cls: 2.4689, loss: 2.4689, grad_norm: 10.9399 2021-03-26 12:07:55,613 - mmaction - INFO - Epoch [10][440/673] lr: 2.000e-03, eta: 5:31:48, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.3934, top5_acc: 0.6695, loss_cls: 2.5351, loss: 2.5351, grad_norm: 11.2557 2021-03-26 12:08:09,931 - mmaction - INFO - Epoch [10][460/673] lr: 2.000e-03, eta: 5:31:32, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4023, top5_acc: 0.6551, loss_cls: 2.5316, loss: 2.5316, grad_norm: 10.8453 2021-03-26 12:08:24,151 - mmaction - INFO - Epoch [10][480/673] lr: 2.000e-03, eta: 5:31:16, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4156, top5_acc: 0.6828, loss_cls: 2.4728, loss: 2.4728, grad_norm: 10.8505 2021-03-26 12:08:38,502 - mmaction - INFO - Epoch [10][500/673] lr: 2.000e-03, eta: 5:31:00, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4191, top5_acc: 0.6922, loss_cls: 2.4142, loss: 2.4142, grad_norm: 11.1101 2021-03-26 12:08:52,849 - mmaction - INFO - Epoch [10][520/673] lr: 2.000e-03, eta: 5:30:44, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.3863, top5_acc: 0.6492, loss_cls: 2.5929, loss: 2.5929, grad_norm: 10.6762 2021-03-26 12:09:07,139 - mmaction - INFO - Epoch [10][540/673] lr: 2.000e-03, eta: 5:30:28, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4145, top5_acc: 0.6676, loss_cls: 2.4998, loss: 2.4998, grad_norm: 10.8640 2021-03-26 12:09:21,373 - mmaction - INFO - Epoch [10][560/673] lr: 2.000e-03, eta: 5:30:11, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4219, top5_acc: 0.6813, loss_cls: 2.4234, loss: 2.4234, grad_norm: 11.1200 2021-03-26 12:09:35,701 - mmaction - INFO - Epoch [10][580/673] lr: 2.000e-03, eta: 5:29:55, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4004, top5_acc: 0.6680, loss_cls: 2.5317, loss: 2.5317, grad_norm: 11.0485 2021-03-26 12:09:49,984 - mmaction - INFO - Epoch [10][600/673] lr: 2.000e-03, eta: 5:29:39, time: 0.714, data_time: 0.003, memory: 11010, top1_acc: 0.4273, top5_acc: 0.6691, loss_cls: 2.4735, loss: 2.4735, grad_norm: 11.0667 2021-03-26 12:10:04,392 - mmaction - INFO - Epoch [10][620/673] lr: 2.000e-03, eta: 5:29:23, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.4129, top5_acc: 0.6742, loss_cls: 2.4393, loss: 2.4393, grad_norm: 10.5614 2021-03-26 12:10:18,649 - mmaction - INFO - Epoch [10][640/673] lr: 2.000e-03, eta: 5:29:07, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4266, top5_acc: 0.6801, loss_cls: 2.4631, loss: 2.4631, grad_norm: 10.6072 2021-03-26 12:10:32,973 - mmaction - INFO - Epoch [10][660/673] lr: 2.000e-03, eta: 5:28:51, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4203, top5_acc: 0.6711, loss_cls: 2.4724, loss: 2.4724, grad_norm: 10.7235 2021-03-26 12:10:42,460 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-26 12:11:21,462 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:11:21,616 - mmaction - INFO - top1_acc 0.2514 top5_acc 0.5319 2021-03-26 12:11:21,616 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:11:21,625 - mmaction - INFO - mean_acc 0.2216 2021-03-26 12:11:21,628 - mmaction - INFO - Epoch(val) [10][673] top1_acc: 0.2514, top5_acc: 0.5319, mean_class_accuracy: 0.2216 2021-03-26 12:11:21,634 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:11:54,793 - mmaction - INFO - Epoch [11][20/673] lr: 2.000e-03, eta: 5:29:03, time: 1.658, data_time: 0.934, memory: 11010, top1_acc: 0.4035, top5_acc: 0.6652, loss_cls: 2.5310, loss: 2.5310, grad_norm: 11.1504 2021-03-26 12:12:09,007 - mmaction - INFO - Epoch [11][40/673] lr: 2.000e-03, eta: 5:28:46, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4070, top5_acc: 0.6836, loss_cls: 2.4650, loss: 2.4650, grad_norm: 11.1669 2021-03-26 12:12:23,202 - mmaction - INFO - Epoch [11][60/673] lr: 2.000e-03, eta: 5:28:30, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4195, top5_acc: 0.7012, loss_cls: 2.4071, loss: 2.4071, grad_norm: 11.1704 2021-03-26 12:12:37,435 - mmaction - INFO - Epoch [11][80/673] lr: 2.000e-03, eta: 5:28:13, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4336, top5_acc: 0.6949, loss_cls: 2.3801, loss: 2.3801, grad_norm: 10.8569 2021-03-26 12:12:51,643 - mmaction - INFO - Epoch [11][100/673] lr: 2.000e-03, eta: 5:27:57, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4215, top5_acc: 0.6887, loss_cls: 2.3934, loss: 2.3934, grad_norm: 11.0530 2021-03-26 12:13:05,874 - mmaction - INFO - Epoch [11][120/673] lr: 2.000e-03, eta: 5:27:40, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4066, top5_acc: 0.6910, loss_cls: 2.4363, loss: 2.4363, grad_norm: 11.3466 2021-03-26 12:13:20,145 - mmaction - INFO - Epoch [11][140/673] lr: 2.000e-03, eta: 5:27:24, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6895, loss_cls: 2.4233, loss: 2.4233, grad_norm: 11.2160 2021-03-26 12:13:34,387 - mmaction - INFO - Epoch [11][160/673] lr: 2.000e-03, eta: 5:27:08, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4184, top5_acc: 0.6836, loss_cls: 2.4529, loss: 2.4529, grad_norm: 11.3617 2021-03-26 12:13:48,694 - mmaction - INFO - Epoch [11][180/673] lr: 2.000e-03, eta: 5:26:52, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4184, top5_acc: 0.6730, loss_cls: 2.4477, loss: 2.4477, grad_norm: 11.0739 2021-03-26 12:14:03,047 - mmaction - INFO - Epoch [11][200/673] lr: 2.000e-03, eta: 5:26:36, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4180, top5_acc: 0.6848, loss_cls: 2.4124, loss: 2.4124, grad_norm: 11.6025 2021-03-26 12:14:17,324 - mmaction - INFO - Epoch [11][220/673] lr: 2.000e-03, eta: 5:26:20, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.3996, top5_acc: 0.6828, loss_cls: 2.4490, loss: 2.4490, grad_norm: 11.1902 2021-03-26 12:14:31,628 - mmaction - INFO - Epoch [11][240/673] lr: 2.000e-03, eta: 5:26:03, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4199, top5_acc: 0.6863, loss_cls: 2.4041, loss: 2.4041, grad_norm: 11.3179 2021-03-26 12:14:45,859 - mmaction - INFO - Epoch [11][260/673] lr: 2.000e-03, eta: 5:25:47, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4242, top5_acc: 0.6777, loss_cls: 2.4335, loss: 2.4335, grad_norm: 10.8085 2021-03-26 12:15:00,171 - mmaction - INFO - Epoch [11][280/673] lr: 2.000e-03, eta: 5:25:31, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4285, top5_acc: 0.6867, loss_cls: 2.3870, loss: 2.3870, grad_norm: 10.6976 2021-03-26 12:15:14,423 - mmaction - INFO - Epoch [11][300/673] lr: 2.000e-03, eta: 5:25:15, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4184, top5_acc: 0.6906, loss_cls: 2.4181, loss: 2.4181, grad_norm: 10.7819 2021-03-26 12:15:28,804 - mmaction - INFO - Epoch [11][320/673] lr: 2.000e-03, eta: 5:24:59, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4188, top5_acc: 0.6844, loss_cls: 2.4076, loss: 2.4076, grad_norm: 11.2079 2021-03-26 12:15:43,150 - mmaction - INFO - Epoch [11][340/673] lr: 2.000e-03, eta: 5:24:43, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4480, top5_acc: 0.6980, loss_cls: 2.3468, loss: 2.3468, grad_norm: 10.7944 2021-03-26 12:15:57,423 - mmaction - INFO - Epoch [11][360/673] lr: 2.000e-03, eta: 5:24:27, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.4164, top5_acc: 0.7039, loss_cls: 2.3667, loss: 2.3667, grad_norm: 11.1681 2021-03-26 12:16:11,780 - mmaction - INFO - Epoch [11][380/673] lr: 2.000e-03, eta: 5:24:11, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.4188, top5_acc: 0.6809, loss_cls: 2.4214, loss: 2.4214, grad_norm: 11.0517 2021-03-26 12:16:26,145 - mmaction - INFO - Epoch [11][400/673] lr: 2.000e-03, eta: 5:23:56, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4211, top5_acc: 0.6793, loss_cls: 2.4455, loss: 2.4455, grad_norm: 10.7781 2021-03-26 12:16:40,467 - mmaction - INFO - Epoch [11][420/673] lr: 2.000e-03, eta: 5:23:40, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4227, top5_acc: 0.6867, loss_cls: 2.4015, loss: 2.4015, grad_norm: 10.7622 2021-03-26 12:16:54,692 - mmaction - INFO - Epoch [11][440/673] lr: 2.000e-03, eta: 5:23:24, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4266, top5_acc: 0.6914, loss_cls: 2.4103, loss: 2.4103, grad_norm: 11.2835 2021-03-26 12:17:08,939 - mmaction - INFO - Epoch [11][460/673] lr: 2.000e-03, eta: 5:23:07, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4117, top5_acc: 0.6695, loss_cls: 2.4699, loss: 2.4699, grad_norm: 10.7134 2021-03-26 12:17:23,244 - mmaction - INFO - Epoch [11][480/673] lr: 2.000e-03, eta: 5:22:51, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4191, top5_acc: 0.6770, loss_cls: 2.4391, loss: 2.4391, grad_norm: 10.7300 2021-03-26 12:17:37,597 - mmaction - INFO - Epoch [11][500/673] lr: 2.000e-03, eta: 5:22:36, time: 0.718, data_time: 0.002, memory: 11010, top1_acc: 0.4309, top5_acc: 0.6934, loss_cls: 2.3873, loss: 2.3873, grad_norm: 10.3732 2021-03-26 12:17:51,938 - mmaction - INFO - Epoch [11][520/673] lr: 2.000e-03, eta: 5:22:20, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4113, top5_acc: 0.6988, loss_cls: 2.4240, loss: 2.4240, grad_norm: 11.1597 2021-03-26 12:18:06,287 - mmaction - INFO - Epoch [11][540/673] lr: 2.000e-03, eta: 5:22:04, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4070, top5_acc: 0.6754, loss_cls: 2.4774, loss: 2.4774, grad_norm: 10.8051 2021-03-26 12:18:20,520 - mmaction - INFO - Epoch [11][560/673] lr: 2.000e-03, eta: 5:21:48, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4285, top5_acc: 0.7020, loss_cls: 2.3414, loss: 2.3414, grad_norm: 11.1385 2021-03-26 12:18:34,834 - mmaction - INFO - Epoch [11][580/673] lr: 2.000e-03, eta: 5:21:32, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4203, top5_acc: 0.6805, loss_cls: 2.4326, loss: 2.4326, grad_norm: 11.5267 2021-03-26 12:18:49,098 - mmaction - INFO - Epoch [11][600/673] lr: 2.000e-03, eta: 5:21:16, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6832, loss_cls: 2.4553, loss: 2.4553, grad_norm: 11.0925 2021-03-26 12:19:03,429 - mmaction - INFO - Epoch [11][620/673] lr: 2.000e-03, eta: 5:21:00, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4078, top5_acc: 0.6801, loss_cls: 2.4407, loss: 2.4407, grad_norm: 10.6419 2021-03-26 12:19:18,882 - mmaction - INFO - Epoch [11][640/673] lr: 2.000e-03, eta: 5:20:48, time: 0.771, data_time: 0.000, memory: 11010, top1_acc: 0.4031, top5_acc: 0.6738, loss_cls: 2.4749, loss: 2.4749, grad_norm: 10.8141 2021-03-26 12:19:33,109 - mmaction - INFO - Epoch [11][660/673] lr: 2.000e-03, eta: 5:20:32, time: 0.712, data_time: 0.002, memory: 11010, top1_acc: 0.4270, top5_acc: 0.6977, loss_cls: 2.4138, loss: 2.4138, grad_norm: 10.8127 2021-03-26 12:19:42,705 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-26 12:20:21,330 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:20:21,495 - mmaction - INFO - top1_acc 0.2525 top5_acc 0.5354 2021-03-26 12:20:21,495 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:20:21,505 - mmaction - INFO - mean_acc 0.2239 2021-03-26 12:20:21,508 - mmaction - INFO - Epoch(val) [11][673] top1_acc: 0.2525, top5_acc: 0.5354, mean_class_accuracy: 0.2239 2021-03-26 12:20:21,516 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:20:53,940 - mmaction - INFO - Epoch [12][20/673] lr: 2.000e-03, eta: 5:20:37, time: 1.621, data_time: 0.909, memory: 11010, top1_acc: 0.4258, top5_acc: 0.7086, loss_cls: 2.3064, loss: 2.3064, grad_norm: 11.2986 2021-03-26 12:21:08,129 - mmaction - INFO - Epoch [12][40/673] lr: 2.000e-03, eta: 5:20:21, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.4301, top5_acc: 0.6953, loss_cls: 2.3688, loss: 2.3688, grad_norm: 10.8747 2021-03-26 12:21:22,344 - mmaction - INFO - Epoch [12][60/673] lr: 2.000e-03, eta: 5:20:05, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4238, top5_acc: 0.6941, loss_cls: 2.3658, loss: 2.3658, grad_norm: 11.0502 2021-03-26 12:21:36,553 - mmaction - INFO - Epoch [12][80/673] lr: 2.000e-03, eta: 5:19:48, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4199, top5_acc: 0.6965, loss_cls: 2.4069, loss: 2.4069, grad_norm: 10.7157 2021-03-26 12:21:50,743 - mmaction - INFO - Epoch [12][100/673] lr: 2.000e-03, eta: 5:19:32, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.4391, top5_acc: 0.6906, loss_cls: 2.3629, loss: 2.3629, grad_norm: 11.2697 2021-03-26 12:22:04,963 - mmaction - INFO - Epoch [12][120/673] lr: 2.000e-03, eta: 5:19:16, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4207, top5_acc: 0.7102, loss_cls: 2.3236, loss: 2.3236, grad_norm: 10.7804 2021-03-26 12:22:19,239 - mmaction - INFO - Epoch [12][140/673] lr: 2.000e-03, eta: 5:19:00, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4496, top5_acc: 0.7152, loss_cls: 2.3069, loss: 2.3069, grad_norm: 11.0923 2021-03-26 12:22:33,448 - mmaction - INFO - Epoch [12][160/673] lr: 2.000e-03, eta: 5:18:44, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.4309, top5_acc: 0.7023, loss_cls: 2.3212, loss: 2.3212, grad_norm: 10.8823 2021-03-26 12:22:47,871 - mmaction - INFO - Epoch [12][180/673] lr: 2.000e-03, eta: 5:18:28, time: 0.721, data_time: 0.005, memory: 11010, top1_acc: 0.4258, top5_acc: 0.6934, loss_cls: 2.3701, loss: 2.3701, grad_norm: 10.9740 2021-03-26 12:23:02,135 - mmaction - INFO - Epoch [12][200/673] lr: 2.000e-03, eta: 5:18:12, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4422, top5_acc: 0.7137, loss_cls: 2.2740, loss: 2.2740, grad_norm: 11.3225 2021-03-26 12:23:16,438 - mmaction - INFO - Epoch [12][220/673] lr: 2.000e-03, eta: 5:17:56, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4262, top5_acc: 0.6840, loss_cls: 2.4124, loss: 2.4124, grad_norm: 10.8385 2021-03-26 12:23:30,746 - mmaction - INFO - Epoch [12][240/673] lr: 2.000e-03, eta: 5:17:40, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4254, top5_acc: 0.7086, loss_cls: 2.3442, loss: 2.3442, grad_norm: 10.7420 2021-03-26 12:23:44,997 - mmaction - INFO - Epoch [12][260/673] lr: 2.000e-03, eta: 5:17:24, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4434, top5_acc: 0.6949, loss_cls: 2.3162, loss: 2.3162, grad_norm: 11.1397 2021-03-26 12:23:59,332 - mmaction - INFO - Epoch [12][280/673] lr: 2.000e-03, eta: 5:17:09, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4180, top5_acc: 0.6887, loss_cls: 2.3972, loss: 2.3972, grad_norm: 10.9738 2021-03-26 12:24:13,697 - mmaction - INFO - Epoch [12][300/673] lr: 2.000e-03, eta: 5:16:53, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4281, top5_acc: 0.6852, loss_cls: 2.3804, loss: 2.3804, grad_norm: 11.1855 2021-03-26 12:24:27,996 - mmaction - INFO - Epoch [12][320/673] lr: 2.000e-03, eta: 5:16:37, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4098, top5_acc: 0.6969, loss_cls: 2.4154, loss: 2.4154, grad_norm: 11.1701 2021-03-26 12:24:42,436 - mmaction - INFO - Epoch [12][340/673] lr: 2.000e-03, eta: 5:16:22, time: 0.722, data_time: 0.011, memory: 11010, top1_acc: 0.4250, top5_acc: 0.6969, loss_cls: 2.3967, loss: 2.3967, grad_norm: 11.0577 2021-03-26 12:24:56,810 - mmaction - INFO - Epoch [12][360/673] lr: 2.000e-03, eta: 5:16:06, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4293, top5_acc: 0.7004, loss_cls: 2.3537, loss: 2.3537, grad_norm: 10.9457 2021-03-26 12:25:11,049 - mmaction - INFO - Epoch [12][380/673] lr: 2.000e-03, eta: 5:15:50, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4457, top5_acc: 0.7047, loss_cls: 2.3298, loss: 2.3298, grad_norm: 10.8705 2021-03-26 12:25:25,267 - mmaction - INFO - Epoch [12][400/673] lr: 2.000e-03, eta: 5:15:34, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4320, top5_acc: 0.7004, loss_cls: 2.3492, loss: 2.3492, grad_norm: 10.7004 2021-03-26 12:25:39,550 - mmaction - INFO - Epoch [12][420/673] lr: 2.000e-03, eta: 5:15:18, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4289, top5_acc: 0.6969, loss_cls: 2.3907, loss: 2.3907, grad_norm: 11.0304 2021-03-26 12:25:53,826 - mmaction - INFO - Epoch [12][440/673] lr: 2.000e-03, eta: 5:15:02, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4293, top5_acc: 0.6953, loss_cls: 2.3599, loss: 2.3599, grad_norm: 11.2104 2021-03-26 12:26:08,062 - mmaction - INFO - Epoch [12][460/673] lr: 2.000e-03, eta: 5:14:46, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4324, top5_acc: 0.7004, loss_cls: 2.3553, loss: 2.3553, grad_norm: 10.9604 2021-03-26 12:26:22,324 - mmaction - INFO - Epoch [12][480/673] lr: 2.000e-03, eta: 5:14:30, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4203, top5_acc: 0.6980, loss_cls: 2.3804, loss: 2.3804, grad_norm: 10.8169 2021-03-26 12:26:36,658 - mmaction - INFO - Epoch [12][500/673] lr: 2.000e-03, eta: 5:14:15, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4395, top5_acc: 0.7082, loss_cls: 2.2994, loss: 2.2994, grad_norm: 10.8828 2021-03-26 12:26:50,944 - mmaction - INFO - Epoch [12][520/673] lr: 2.000e-03, eta: 5:13:59, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4301, top5_acc: 0.7074, loss_cls: 2.3615, loss: 2.3615, grad_norm: 11.1065 2021-03-26 12:27:05,239 - mmaction - INFO - Epoch [12][540/673] lr: 2.000e-03, eta: 5:13:43, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4359, top5_acc: 0.6937, loss_cls: 2.3511, loss: 2.3511, grad_norm: 11.0178 2021-03-26 12:27:19,555 - mmaction - INFO - Epoch [12][560/673] lr: 2.000e-03, eta: 5:13:27, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4316, top5_acc: 0.7035, loss_cls: 2.3443, loss: 2.3443, grad_norm: 11.1130 2021-03-26 12:27:33,884 - mmaction - INFO - Epoch [12][580/673] lr: 2.000e-03, eta: 5:13:12, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4320, top5_acc: 0.7008, loss_cls: 2.3257, loss: 2.3257, grad_norm: 11.2347 2021-03-26 12:27:48,159 - mmaction - INFO - Epoch [12][600/673] lr: 2.000e-03, eta: 5:12:56, time: 0.714, data_time: 0.004, memory: 11010, top1_acc: 0.4199, top5_acc: 0.6859, loss_cls: 2.4074, loss: 2.4074, grad_norm: 10.5151 2021-03-26 12:28:02,430 - mmaction - INFO - Epoch [12][620/673] lr: 2.000e-03, eta: 5:12:40, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4156, top5_acc: 0.7023, loss_cls: 2.3588, loss: 2.3588, grad_norm: 11.1277 2021-03-26 12:28:16,811 - mmaction - INFO - Epoch [12][640/673] lr: 2.000e-03, eta: 5:12:25, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4352, top5_acc: 0.6910, loss_cls: 2.3754, loss: 2.3754, grad_norm: 10.6010 2021-03-26 12:28:31,038 - mmaction - INFO - Epoch [12][660/673] lr: 2.000e-03, eta: 5:12:09, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4254, top5_acc: 0.7008, loss_cls: 2.3728, loss: 2.3728, grad_norm: 11.0493 2021-03-26 12:28:40,329 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-26 12:29:19,043 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:29:19,198 - mmaction - INFO - top1_acc 0.2661 top5_acc 0.5459 2021-03-26 12:29:19,198 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:29:19,207 - mmaction - INFO - mean_acc 0.2383 2021-03-26 12:29:20,246 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-26 12:29:20,247 - mmaction - INFO - Best top1_acc is 0.2661 at 12 epoch. 2021-03-26 12:29:20,251 - mmaction - INFO - Epoch(val) [12][673] top1_acc: 0.2661, top5_acc: 0.5459, mean_class_accuracy: 0.2383 2021-03-26 12:29:20,253 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:29:51,643 - mmaction - INFO - Epoch [13][20/673] lr: 2.000e-03, eta: 5:12:07, time: 1.569, data_time: 0.843, memory: 11010, top1_acc: 0.4414, top5_acc: 0.6980, loss_cls: 2.3058, loss: 2.3058, grad_norm: 11.3735 2021-03-26 12:30:05,865 - mmaction - INFO - Epoch [13][40/673] lr: 2.000e-03, eta: 5:11:51, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4410, top5_acc: 0.7082, loss_cls: 2.3337, loss: 2.3337, grad_norm: 11.5160 2021-03-26 12:30:20,107 - mmaction - INFO - Epoch [13][60/673] lr: 2.000e-03, eta: 5:11:35, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4492, top5_acc: 0.7203, loss_cls: 2.2503, loss: 2.2503, grad_norm: 11.2153 2021-03-26 12:30:34,410 - mmaction - INFO - Epoch [13][80/673] lr: 2.000e-03, eta: 5:11:20, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4445, top5_acc: 0.7316, loss_cls: 2.2494, loss: 2.2494, grad_norm: 11.1988 2021-03-26 12:30:48,660 - mmaction - INFO - Epoch [13][100/673] lr: 2.000e-03, eta: 5:11:04, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4371, top5_acc: 0.7039, loss_cls: 2.2991, loss: 2.2991, grad_norm: 11.3732 2021-03-26 12:31:02,894 - mmaction - INFO - Epoch [13][120/673] lr: 2.000e-03, eta: 5:10:48, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4422, top5_acc: 0.7188, loss_cls: 2.2986, loss: 2.2986, grad_norm: 10.6630 2021-03-26 12:31:17,182 - mmaction - INFO - Epoch [13][140/673] lr: 2.000e-03, eta: 5:10:32, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4402, top5_acc: 0.7172, loss_cls: 2.2874, loss: 2.2874, grad_norm: 11.1860 2021-03-26 12:31:31,446 - mmaction - INFO - Epoch [13][160/673] lr: 2.000e-03, eta: 5:10:16, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4457, top5_acc: 0.7195, loss_cls: 2.2826, loss: 2.2826, grad_norm: 10.8893 2021-03-26 12:31:45,803 - mmaction - INFO - Epoch [13][180/673] lr: 2.000e-03, eta: 5:10:01, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.4469, top5_acc: 0.7105, loss_cls: 2.2688, loss: 2.2688, grad_norm: 10.7297 2021-03-26 12:32:00,138 - mmaction - INFO - Epoch [13][200/673] lr: 2.000e-03, eta: 5:09:45, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4504, top5_acc: 0.7125, loss_cls: 2.2587, loss: 2.2587, grad_norm: 10.8356 2021-03-26 12:32:14,581 - mmaction - INFO - Epoch [13][220/673] lr: 2.000e-03, eta: 5:09:30, time: 0.722, data_time: 0.008, memory: 11010, top1_acc: 0.4293, top5_acc: 0.6852, loss_cls: 2.3897, loss: 2.3897, grad_norm: 11.1395 2021-03-26 12:32:28,884 - mmaction - INFO - Epoch [13][240/673] lr: 2.000e-03, eta: 5:09:14, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4250, top5_acc: 0.6941, loss_cls: 2.3557, loss: 2.3557, grad_norm: 11.2287 2021-03-26 12:32:43,172 - mmaction - INFO - Epoch [13][260/673] lr: 2.000e-03, eta: 5:08:58, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4313, top5_acc: 0.7004, loss_cls: 2.3190, loss: 2.3190, grad_norm: 10.7861 2021-03-26 12:32:57,490 - mmaction - INFO - Epoch [13][280/673] lr: 2.000e-03, eta: 5:08:43, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4336, top5_acc: 0.7078, loss_cls: 2.3113, loss: 2.3113, grad_norm: 10.6523 2021-03-26 12:33:11,864 - mmaction - INFO - Epoch [13][300/673] lr: 2.000e-03, eta: 5:08:27, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.4527, top5_acc: 0.7328, loss_cls: 2.2162, loss: 2.2162, grad_norm: 11.1719 2021-03-26 12:33:26,092 - mmaction - INFO - Epoch [13][320/673] lr: 2.000e-03, eta: 5:08:11, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4336, top5_acc: 0.7133, loss_cls: 2.3334, loss: 2.3334, grad_norm: 11.3009 2021-03-26 12:33:40,414 - mmaction - INFO - Epoch [13][340/673] lr: 2.000e-03, eta: 5:07:56, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4184, top5_acc: 0.6777, loss_cls: 2.4374, loss: 2.4374, grad_norm: 10.7113 2021-03-26 12:33:54,710 - mmaction - INFO - Epoch [13][360/673] lr: 2.000e-03, eta: 5:07:40, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4355, top5_acc: 0.7063, loss_cls: 2.3327, loss: 2.3327, grad_norm: 11.0811 2021-03-26 12:34:09,045 - mmaction - INFO - Epoch [13][380/673] lr: 2.000e-03, eta: 5:07:24, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4434, top5_acc: 0.7055, loss_cls: 2.2869, loss: 2.2869, grad_norm: 11.0894 2021-03-26 12:34:23,415 - mmaction - INFO - Epoch [13][400/673] lr: 2.000e-03, eta: 5:07:09, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.4426, top5_acc: 0.7160, loss_cls: 2.3028, loss: 2.3028, grad_norm: 10.9336 2021-03-26 12:34:37,727 - mmaction - INFO - Epoch [13][420/673] lr: 2.000e-03, eta: 5:06:53, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4391, top5_acc: 0.7059, loss_cls: 2.3074, loss: 2.3074, grad_norm: 10.8785 2021-03-26 12:34:52,053 - mmaction - INFO - Epoch [13][440/673] lr: 2.000e-03, eta: 5:06:38, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4363, top5_acc: 0.7027, loss_cls: 2.3439, loss: 2.3439, grad_norm: 10.9100 2021-03-26 12:35:06,342 - mmaction - INFO - Epoch [13][460/673] lr: 2.000e-03, eta: 5:06:22, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4437, top5_acc: 0.7113, loss_cls: 2.2744, loss: 2.2744, grad_norm: 10.6883 2021-03-26 12:35:20,592 - mmaction - INFO - Epoch [13][480/673] lr: 2.000e-03, eta: 5:06:06, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4387, top5_acc: 0.7027, loss_cls: 2.3412, loss: 2.3412, grad_norm: 10.9135 2021-03-26 12:35:34,975 - mmaction - INFO - Epoch [13][500/673] lr: 2.000e-03, eta: 5:05:51, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4586, top5_acc: 0.7160, loss_cls: 2.2202, loss: 2.2202, grad_norm: 11.0023 2021-03-26 12:35:49,306 - mmaction - INFO - Epoch [13][520/673] lr: 2.000e-03, eta: 5:05:35, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4492, top5_acc: 0.7145, loss_cls: 2.2496, loss: 2.2496, grad_norm: 10.9980 2021-03-26 12:36:03,608 - mmaction - INFO - Epoch [13][540/673] lr: 2.000e-03, eta: 5:05:20, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4570, top5_acc: 0.7148, loss_cls: 2.2491, loss: 2.2491, grad_norm: 11.3249 2021-03-26 12:36:17,855 - mmaction - INFO - Epoch [13][560/673] lr: 2.000e-03, eta: 5:05:04, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4309, top5_acc: 0.7098, loss_cls: 2.2854, loss: 2.2854, grad_norm: 11.2299 2021-03-26 12:36:32,216 - mmaction - INFO - Epoch [13][580/673] lr: 2.000e-03, eta: 5:04:49, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4461, top5_acc: 0.7039, loss_cls: 2.3102, loss: 2.3102, grad_norm: 11.1224 2021-03-26 12:36:46,530 - mmaction - INFO - Epoch [13][600/673] lr: 2.000e-03, eta: 5:04:33, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4414, top5_acc: 0.7098, loss_cls: 2.3067, loss: 2.3067, grad_norm: 10.9134 2021-03-26 12:37:00,896 - mmaction - INFO - Epoch [13][620/673] lr: 2.000e-03, eta: 5:04:18, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4449, top5_acc: 0.7121, loss_cls: 2.2723, loss: 2.2723, grad_norm: 10.6309 2021-03-26 12:37:15,275 - mmaction - INFO - Epoch [13][640/673] lr: 2.000e-03, eta: 5:04:02, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4391, top5_acc: 0.7105, loss_cls: 2.3124, loss: 2.3124, grad_norm: 11.1651 2021-03-26 12:37:29,555 - mmaction - INFO - Epoch [13][660/673] lr: 2.000e-03, eta: 5:03:47, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4363, top5_acc: 0.7039, loss_cls: 2.3443, loss: 2.3443, grad_norm: 11.0391 2021-03-26 12:37:38,863 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-26 12:38:16,767 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:38:16,918 - mmaction - INFO - top1_acc 0.2680 top5_acc 0.5500 2021-03-26 12:38:16,919 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:38:16,928 - mmaction - INFO - mean_acc 0.2385 2021-03-26 12:38:17,874 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2021-03-26 12:38:17,875 - mmaction - INFO - Best top1_acc is 0.2680 at 13 epoch. 2021-03-26 12:38:17,879 - mmaction - INFO - Epoch(val) [13][673] top1_acc: 0.2680, top5_acc: 0.5500, mean_class_accuracy: 0.2385 2021-03-26 12:38:17,881 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:38:49,624 - mmaction - INFO - Epoch [14][20/673] lr: 2.000e-03, eta: 5:03:44, time: 1.587, data_time: 0.854, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7223, loss_cls: 2.1721, loss: 2.1721, grad_norm: 11.2854 2021-03-26 12:39:03,853 - mmaction - INFO - Epoch [14][40/673] lr: 2.000e-03, eta: 5:03:28, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4570, top5_acc: 0.7227, loss_cls: 2.2044, loss: 2.2044, grad_norm: 11.2096 2021-03-26 12:39:18,077 - mmaction - INFO - Epoch [14][60/673] lr: 2.000e-03, eta: 5:03:12, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4422, top5_acc: 0.7160, loss_cls: 2.2536, loss: 2.2536, grad_norm: 11.2935 2021-03-26 12:39:32,322 - mmaction - INFO - Epoch [14][80/673] lr: 2.000e-03, eta: 5:02:57, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4535, top5_acc: 0.7270, loss_cls: 2.2410, loss: 2.2410, grad_norm: 10.9928 2021-03-26 12:39:46,584 - mmaction - INFO - Epoch [14][100/673] lr: 2.000e-03, eta: 5:02:41, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4633, top5_acc: 0.7238, loss_cls: 2.1886, loss: 2.1886, grad_norm: 11.2447 2021-03-26 12:40:00,901 - mmaction - INFO - Epoch [14][120/673] lr: 2.000e-03, eta: 5:02:25, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7266, loss_cls: 2.1941, loss: 2.1941, grad_norm: 11.3033 2021-03-26 12:40:15,270 - mmaction - INFO - Epoch [14][140/673] lr: 2.000e-03, eta: 5:02:10, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4637, top5_acc: 0.7160, loss_cls: 2.2192, loss: 2.2192, grad_norm: 11.0035 2021-03-26 12:40:29,523 - mmaction - INFO - Epoch [14][160/673] lr: 2.000e-03, eta: 5:01:54, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4367, top5_acc: 0.7156, loss_cls: 2.3045, loss: 2.3045, grad_norm: 11.1901 2021-03-26 12:40:43,843 - mmaction - INFO - Epoch [14][180/673] lr: 2.000e-03, eta: 5:01:39, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4648, top5_acc: 0.7121, loss_cls: 2.2321, loss: 2.2321, grad_norm: 10.7753 2021-03-26 12:40:58,192 - mmaction - INFO - Epoch [14][200/673] lr: 2.000e-03, eta: 5:01:23, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.2346, loss: 2.2346, grad_norm: 11.2193 2021-03-26 12:41:12,515 - mmaction - INFO - Epoch [14][220/673] lr: 2.000e-03, eta: 5:01:08, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4430, top5_acc: 0.7164, loss_cls: 2.2875, loss: 2.2875, grad_norm: 11.2886 2021-03-26 12:41:26,871 - mmaction - INFO - Epoch [14][240/673] lr: 2.000e-03, eta: 5:00:52, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7445, loss_cls: 2.1591, loss: 2.1591, grad_norm: 10.9938 2021-03-26 12:41:41,211 - mmaction - INFO - Epoch [14][260/673] lr: 2.000e-03, eta: 5:00:37, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4586, top5_acc: 0.7098, loss_cls: 2.2253, loss: 2.2253, grad_norm: 10.7751 2021-03-26 12:41:55,514 - mmaction - INFO - Epoch [14][280/673] lr: 2.000e-03, eta: 5:00:21, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4551, top5_acc: 0.7152, loss_cls: 2.2246, loss: 2.2246, grad_norm: 10.9085 2021-03-26 12:42:09,847 - mmaction - INFO - Epoch [14][300/673] lr: 2.000e-03, eta: 5:00:06, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4512, top5_acc: 0.7137, loss_cls: 2.2712, loss: 2.2712, grad_norm: 11.0977 2021-03-26 12:42:24,229 - mmaction - INFO - Epoch [14][320/673] lr: 2.000e-03, eta: 4:59:50, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4453, top5_acc: 0.7250, loss_cls: 2.2346, loss: 2.2346, grad_norm: 11.5052 2021-03-26 12:42:38,543 - mmaction - INFO - Epoch [14][340/673] lr: 2.000e-03, eta: 4:59:35, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4441, top5_acc: 0.7211, loss_cls: 2.2771, loss: 2.2771, grad_norm: 11.1018 2021-03-26 12:42:52,899 - mmaction - INFO - Epoch [14][360/673] lr: 2.000e-03, eta: 4:59:19, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4465, top5_acc: 0.7188, loss_cls: 2.2202, loss: 2.2202, grad_norm: 10.9853 2021-03-26 12:43:07,172 - mmaction - INFO - Epoch [14][380/673] lr: 2.000e-03, eta: 4:59:04, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.4566, top5_acc: 0.7027, loss_cls: 2.2832, loss: 2.2832, grad_norm: 10.8220 2021-03-26 12:43:21,542 - mmaction - INFO - Epoch [14][400/673] lr: 2.000e-03, eta: 4:58:48, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4648, top5_acc: 0.7316, loss_cls: 2.2073, loss: 2.2073, grad_norm: 10.9842 2021-03-26 12:43:35,895 - mmaction - INFO - Epoch [14][420/673] lr: 2.000e-03, eta: 4:58:33, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4477, top5_acc: 0.7152, loss_cls: 2.2282, loss: 2.2282, grad_norm: 11.0023 2021-03-26 12:43:50,248 - mmaction - INFO - Epoch [14][440/673] lr: 2.000e-03, eta: 4:58:18, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4566, top5_acc: 0.7113, loss_cls: 2.2443, loss: 2.2443, grad_norm: 10.9395 2021-03-26 12:44:04,544 - mmaction - INFO - Epoch [14][460/673] lr: 2.000e-03, eta: 4:58:02, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4422, top5_acc: 0.7184, loss_cls: 2.2395, loss: 2.2395, grad_norm: 10.8288 2021-03-26 12:44:18,902 - mmaction - INFO - Epoch [14][480/673] lr: 2.000e-03, eta: 4:57:47, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.4379, top5_acc: 0.7086, loss_cls: 2.3096, loss: 2.3096, grad_norm: 10.7342 2021-03-26 12:44:33,213 - mmaction - INFO - Epoch [14][500/673] lr: 2.000e-03, eta: 4:57:31, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7219, loss_cls: 2.2076, loss: 2.2076, grad_norm: 10.4638 2021-03-26 12:44:47,566 - mmaction - INFO - Epoch [14][520/673] lr: 2.000e-03, eta: 4:57:16, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.4402, top5_acc: 0.7074, loss_cls: 2.2863, loss: 2.2863, grad_norm: 11.0990 2021-03-26 12:45:01,965 - mmaction - INFO - Epoch [14][540/673] lr: 2.000e-03, eta: 4:57:01, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.4379, top5_acc: 0.7160, loss_cls: 2.2919, loss: 2.2919, grad_norm: 11.0180 2021-03-26 12:45:16,330 - mmaction - INFO - Epoch [14][560/673] lr: 2.000e-03, eta: 4:56:45, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.4566, top5_acc: 0.7234, loss_cls: 2.2407, loss: 2.2407, grad_norm: 10.8598 2021-03-26 12:45:30,661 - mmaction - INFO - Epoch [14][580/673] lr: 2.000e-03, eta: 4:56:30, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4469, top5_acc: 0.7055, loss_cls: 2.2969, loss: 2.2969, grad_norm: 10.7420 2021-03-26 12:45:45,010 - mmaction - INFO - Epoch [14][600/673] lr: 2.000e-03, eta: 4:56:15, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.4477, top5_acc: 0.7270, loss_cls: 2.2307, loss: 2.2307, grad_norm: 10.8978 2021-03-26 12:45:59,373 - mmaction - INFO - Epoch [14][620/673] lr: 2.000e-03, eta: 4:55:59, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4383, top5_acc: 0.7063, loss_cls: 2.3068, loss: 2.3068, grad_norm: 10.9692 2021-03-26 12:46:13,681 - mmaction - INFO - Epoch [14][640/673] lr: 2.000e-03, eta: 4:55:44, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7184, loss_cls: 2.2174, loss: 2.2174, grad_norm: 10.9082 2021-03-26 12:46:28,006 - mmaction - INFO - Epoch [14][660/673] lr: 2.000e-03, eta: 4:55:28, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4406, top5_acc: 0.7082, loss_cls: 2.2830, loss: 2.2830, grad_norm: 10.8929 2021-03-26 12:46:37,341 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-26 12:47:17,413 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:47:17,563 - mmaction - INFO - top1_acc 0.2672 top5_acc 0.5457 2021-03-26 12:47:17,563 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:47:17,572 - mmaction - INFO - mean_acc 0.2336 2021-03-26 12:47:17,575 - mmaction - INFO - Epoch(val) [14][673] top1_acc: 0.2672, top5_acc: 0.5457, mean_class_accuracy: 0.2336 2021-03-26 12:47:17,577 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:47:50,060 - mmaction - INFO - Epoch [15][20/673] lr: 2.000e-03, eta: 4:55:26, time: 1.624, data_time: 0.908, memory: 11010, top1_acc: 0.4727, top5_acc: 0.7406, loss_cls: 2.1390, loss: 2.1390, grad_norm: 11.1091 2021-03-26 12:48:04,282 - mmaction - INFO - Epoch [15][40/673] lr: 2.000e-03, eta: 4:55:10, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1552, loss: 2.1552, grad_norm: 11.1533 2021-03-26 12:48:18,512 - mmaction - INFO - Epoch [15][60/673] lr: 2.000e-03, eta: 4:54:54, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4613, top5_acc: 0.7379, loss_cls: 2.1424, loss: 2.1424, grad_norm: 10.8091 2021-03-26 12:48:32,750 - mmaction - INFO - Epoch [15][80/673] lr: 2.000e-03, eta: 4:54:39, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4785, top5_acc: 0.7406, loss_cls: 2.1383, loss: 2.1383, grad_norm: 10.6225 2021-03-26 12:48:46,982 - mmaction - INFO - Epoch [15][100/673] lr: 2.000e-03, eta: 4:54:23, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4664, top5_acc: 0.7312, loss_cls: 2.1662, loss: 2.1662, grad_norm: 10.8867 2021-03-26 12:49:01,286 - mmaction - INFO - Epoch [15][120/673] lr: 2.000e-03, eta: 4:54:07, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4590, top5_acc: 0.7379, loss_cls: 2.1595, loss: 2.1595, grad_norm: 11.1353 2021-03-26 12:49:15,611 - mmaction - INFO - Epoch [15][140/673] lr: 2.000e-03, eta: 4:53:52, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4719, top5_acc: 0.7398, loss_cls: 2.1355, loss: 2.1355, grad_norm: 10.8955 2021-03-26 12:49:29,877 - mmaction - INFO - Epoch [15][160/673] lr: 2.000e-03, eta: 4:53:36, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7387, loss_cls: 2.1477, loss: 2.1477, grad_norm: 11.1698 2021-03-26 12:49:44,212 - mmaction - INFO - Epoch [15][180/673] lr: 2.000e-03, eta: 4:53:21, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4742, top5_acc: 0.7305, loss_cls: 2.1272, loss: 2.1272, grad_norm: 10.8286 2021-03-26 12:49:58,553 - mmaction - INFO - Epoch [15][200/673] lr: 2.000e-03, eta: 4:53:06, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.2102, loss: 2.2102, grad_norm: 10.8491 2021-03-26 12:50:12,869 - mmaction - INFO - Epoch [15][220/673] lr: 2.000e-03, eta: 4:52:50, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4543, top5_acc: 0.7266, loss_cls: 2.2216, loss: 2.2216, grad_norm: 10.8897 2021-03-26 12:50:27,151 - mmaction - INFO - Epoch [15][240/673] lr: 2.000e-03, eta: 4:52:35, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.4637, top5_acc: 0.7320, loss_cls: 2.1792, loss: 2.1792, grad_norm: 11.6073 2021-03-26 12:50:41,479 - mmaction - INFO - Epoch [15][260/673] lr: 2.000e-03, eta: 4:52:19, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4645, top5_acc: 0.7348, loss_cls: 2.1467, loss: 2.1467, grad_norm: 10.9772 2021-03-26 12:50:55,839 - mmaction - INFO - Epoch [15][280/673] lr: 2.000e-03, eta: 4:52:04, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.4406, top5_acc: 0.7270, loss_cls: 2.2746, loss: 2.2746, grad_norm: 10.6519 2021-03-26 12:51:10,154 - mmaction - INFO - Epoch [15][300/673] lr: 2.000e-03, eta: 4:51:49, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4734, top5_acc: 0.7355, loss_cls: 2.1601, loss: 2.1601, grad_norm: 10.7250 2021-03-26 12:51:24,540 - mmaction - INFO - Epoch [15][320/673] lr: 2.000e-03, eta: 4:51:33, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4516, top5_acc: 0.7137, loss_cls: 2.2517, loss: 2.2517, grad_norm: 10.9889 2021-03-26 12:51:38,796 - mmaction - INFO - Epoch [15][340/673] lr: 2.000e-03, eta: 4:51:18, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4523, top5_acc: 0.7184, loss_cls: 2.2325, loss: 2.2325, grad_norm: 10.9505 2021-03-26 12:51:53,139 - mmaction - INFO - Epoch [15][360/673] lr: 2.000e-03, eta: 4:51:02, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4648, top5_acc: 0.7379, loss_cls: 2.1355, loss: 2.1355, grad_norm: 11.1900 2021-03-26 12:52:07,491 - mmaction - INFO - Epoch [15][380/673] lr: 2.000e-03, eta: 4:50:47, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4613, top5_acc: 0.7309, loss_cls: 2.1776, loss: 2.1776, grad_norm: 10.9621 2021-03-26 12:52:21,806 - mmaction - INFO - Epoch [15][400/673] lr: 2.000e-03, eta: 4:50:32, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4734, top5_acc: 0.7312, loss_cls: 2.1938, loss: 2.1938, grad_norm: 10.7050 2021-03-26 12:52:36,180 - mmaction - INFO - Epoch [15][420/673] lr: 2.000e-03, eta: 4:50:16, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4672, top5_acc: 0.7277, loss_cls: 2.1810, loss: 2.1810, grad_norm: 10.6998 2021-03-26 12:52:50,471 - mmaction - INFO - Epoch [15][440/673] lr: 2.000e-03, eta: 4:50:01, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4605, top5_acc: 0.7227, loss_cls: 2.2050, loss: 2.2050, grad_norm: 11.0037 2021-03-26 12:53:04,861 - mmaction - INFO - Epoch [15][460/673] lr: 2.000e-03, eta: 4:49:46, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4535, top5_acc: 0.7180, loss_cls: 2.2334, loss: 2.2334, grad_norm: 10.8238 2021-03-26 12:53:19,111 - mmaction - INFO - Epoch [15][480/673] lr: 2.000e-03, eta: 4:49:30, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4656, top5_acc: 0.7191, loss_cls: 2.2296, loss: 2.2296, grad_norm: 10.9950 2021-03-26 12:53:33,372 - mmaction - INFO - Epoch [15][500/673] lr: 2.000e-03, eta: 4:49:15, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4598, top5_acc: 0.7316, loss_cls: 2.1675, loss: 2.1675, grad_norm: 10.9773 2021-03-26 12:53:47,726 - mmaction - INFO - Epoch [15][520/673] lr: 2.000e-03, eta: 4:48:59, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4512, top5_acc: 0.7141, loss_cls: 2.2250, loss: 2.2250, grad_norm: 10.8599 2021-03-26 12:54:02,091 - mmaction - INFO - Epoch [15][540/673] lr: 2.000e-03, eta: 4:48:44, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4723, top5_acc: 0.7324, loss_cls: 2.1632, loss: 2.1632, grad_norm: 10.6710 2021-03-26 12:54:16,406 - mmaction - INFO - Epoch [15][560/673] lr: 2.000e-03, eta: 4:48:29, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4656, top5_acc: 0.7266, loss_cls: 2.1865, loss: 2.1865, grad_norm: 11.1780 2021-03-26 12:54:30,773 - mmaction - INFO - Epoch [15][580/673] lr: 2.000e-03, eta: 4:48:14, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.4664, top5_acc: 0.7367, loss_cls: 2.1668, loss: 2.1668, grad_norm: 11.4063 2021-03-26 12:54:45,099 - mmaction - INFO - Epoch [15][600/673] lr: 2.000e-03, eta: 4:47:58, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4750, top5_acc: 0.7227, loss_cls: 2.1971, loss: 2.1971, grad_norm: 11.0072 2021-03-26 12:54:59,444 - mmaction - INFO - Epoch [15][620/673] lr: 2.000e-03, eta: 4:47:43, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4465, top5_acc: 0.7234, loss_cls: 2.2149, loss: 2.2149, grad_norm: 11.0996 2021-03-26 12:55:13,666 - mmaction - INFO - Epoch [15][640/673] lr: 2.000e-03, eta: 4:47:27, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4609, top5_acc: 0.7152, loss_cls: 2.2471, loss: 2.2471, grad_norm: 10.7482 2021-03-26 12:55:28,039 - mmaction - INFO - Epoch [15][660/673] lr: 2.000e-03, eta: 4:47:12, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7336, loss_cls: 2.1826, loss: 2.1826, grad_norm: 11.4045 2021-03-26 12:55:37,342 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-26 12:56:14,371 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:56:14,532 - mmaction - INFO - top1_acc 0.2785 top5_acc 0.5543 2021-03-26 12:56:14,533 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:56:14,542 - mmaction - INFO - mean_acc 0.2478 2021-03-26 12:56:14,840 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-03-26 12:56:14,840 - mmaction - INFO - Best top1_acc is 0.2785 at 15 epoch. 2021-03-26 12:56:14,845 - mmaction - INFO - Epoch(val) [15][673] top1_acc: 0.2785, top5_acc: 0.5543, mean_class_accuracy: 0.2478 2021-03-26 12:56:14,847 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:56:47,205 - mmaction - INFO - Epoch [16][20/673] lr: 2.000e-03, eta: 4:47:07, time: 1.618, data_time: 0.899, memory: 11010, top1_acc: 0.4809, top5_acc: 0.7359, loss_cls: 2.1221, loss: 2.1221, grad_norm: 10.9810 2021-03-26 12:57:01,445 - mmaction - INFO - Epoch [16][40/673] lr: 2.000e-03, eta: 4:46:52, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4656, top5_acc: 0.7332, loss_cls: 2.1698, loss: 2.1698, grad_norm: 11.3398 2021-03-26 12:57:15,663 - mmaction - INFO - Epoch [16][60/673] lr: 2.000e-03, eta: 4:46:36, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4828, top5_acc: 0.7375, loss_cls: 2.1631, loss: 2.1631, grad_norm: 11.1533 2021-03-26 12:57:29,897 - mmaction - INFO - Epoch [16][80/673] lr: 2.000e-03, eta: 4:46:20, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4816, top5_acc: 0.7352, loss_cls: 2.1580, loss: 2.1580, grad_norm: 11.0534 2021-03-26 12:57:44,163 - mmaction - INFO - Epoch [16][100/673] lr: 2.000e-03, eta: 4:46:05, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4691, top5_acc: 0.7336, loss_cls: 2.1707, loss: 2.1707, grad_norm: 11.3082 2021-03-26 12:57:58,367 - mmaction - INFO - Epoch [16][120/673] lr: 2.000e-03, eta: 4:45:49, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4770, top5_acc: 0.7395, loss_cls: 2.1413, loss: 2.1413, grad_norm: 11.0983 2021-03-26 12:58:12,696 - mmaction - INFO - Epoch [16][140/673] lr: 2.000e-03, eta: 4:45:34, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4777, top5_acc: 0.7512, loss_cls: 2.0755, loss: 2.0755, grad_norm: 11.1017 2021-03-26 12:58:27,073 - mmaction - INFO - Epoch [16][160/673] lr: 2.000e-03, eta: 4:45:19, time: 0.719, data_time: 0.007, memory: 11010, top1_acc: 0.4773, top5_acc: 0.7414, loss_cls: 2.1108, loss: 2.1108, grad_norm: 11.4025 2021-03-26 12:58:41,457 - mmaction - INFO - Epoch [16][180/673] lr: 2.000e-03, eta: 4:45:04, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4746, top5_acc: 0.7379, loss_cls: 2.1473, loss: 2.1473, grad_norm: 10.8473 2021-03-26 12:58:55,723 - mmaction - INFO - Epoch [16][200/673] lr: 2.000e-03, eta: 4:44:48, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4871, top5_acc: 0.7492, loss_cls: 2.0750, loss: 2.0750, grad_norm: 11.0283 2021-03-26 12:59:09,981 - mmaction - INFO - Epoch [16][220/673] lr: 2.000e-03, eta: 4:44:33, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4742, top5_acc: 0.7242, loss_cls: 2.1432, loss: 2.1432, grad_norm: 11.4160 2021-03-26 12:59:24,337 - mmaction - INFO - Epoch [16][240/673] lr: 2.000e-03, eta: 4:44:17, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4848, top5_acc: 0.7438, loss_cls: 2.0818, loss: 2.0818, grad_norm: 11.1232 2021-03-26 12:59:38,675 - mmaction - INFO - Epoch [16][260/673] lr: 2.000e-03, eta: 4:44:02, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4813, top5_acc: 0.7480, loss_cls: 2.0922, loss: 2.0922, grad_norm: 11.2332 2021-03-26 12:59:53,020 - mmaction - INFO - Epoch [16][280/673] lr: 2.000e-03, eta: 4:43:47, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4617, top5_acc: 0.7254, loss_cls: 2.1993, loss: 2.1993, grad_norm: 10.5973 2021-03-26 13:00:07,242 - mmaction - INFO - Epoch [16][300/673] lr: 2.000e-03, eta: 4:43:31, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4641, top5_acc: 0.7398, loss_cls: 2.1479, loss: 2.1479, grad_norm: 11.2257 2021-03-26 13:00:21,605 - mmaction - INFO - Epoch [16][320/673] lr: 2.000e-03, eta: 4:43:16, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4566, top5_acc: 0.7160, loss_cls: 2.2051, loss: 2.2051, grad_norm: 10.9991 2021-03-26 13:00:35,960 - mmaction - INFO - Epoch [16][340/673] lr: 2.000e-03, eta: 4:43:01, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7289, loss_cls: 2.1878, loss: 2.1878, grad_norm: 11.0334 2021-03-26 13:00:50,208 - mmaction - INFO - Epoch [16][360/673] lr: 2.000e-03, eta: 4:42:45, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4441, top5_acc: 0.7145, loss_cls: 2.2447, loss: 2.2447, grad_norm: 11.1165 2021-03-26 13:01:04,537 - mmaction - INFO - Epoch [16][380/673] lr: 2.000e-03, eta: 4:42:30, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4867, top5_acc: 0.7523, loss_cls: 2.0546, loss: 2.0546, grad_norm: 11.1093 2021-03-26 13:01:18,848 - mmaction - INFO - Epoch [16][400/673] lr: 2.000e-03, eta: 4:42:15, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4617, top5_acc: 0.7320, loss_cls: 2.1806, loss: 2.1806, grad_norm: 10.8803 2021-03-26 13:01:33,181 - mmaction - INFO - Epoch [16][420/673] lr: 2.000e-03, eta: 4:41:59, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4621, top5_acc: 0.7395, loss_cls: 2.1469, loss: 2.1469, grad_norm: 11.7405 2021-03-26 13:01:47,403 - mmaction - INFO - Epoch [16][440/673] lr: 2.000e-03, eta: 4:41:44, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4852, top5_acc: 0.7422, loss_cls: 2.0980, loss: 2.0980, grad_norm: 11.3519 2021-03-26 13:02:01,649 - mmaction - INFO - Epoch [16][460/673] lr: 2.000e-03, eta: 4:41:28, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4699, top5_acc: 0.7434, loss_cls: 2.1539, loss: 2.1539, grad_norm: 11.3547 2021-03-26 13:02:15,987 - mmaction - INFO - Epoch [16][480/673] lr: 2.000e-03, eta: 4:41:13, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7188, loss_cls: 2.1884, loss: 2.1884, grad_norm: 11.1590 2021-03-26 13:02:30,317 - mmaction - INFO - Epoch [16][500/673] lr: 2.000e-03, eta: 4:40:58, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7352, loss_cls: 2.1450, loss: 2.1450, grad_norm: 10.9827 2021-03-26 13:02:44,588 - mmaction - INFO - Epoch [16][520/673] lr: 2.000e-03, eta: 4:40:42, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4473, top5_acc: 0.7234, loss_cls: 2.1956, loss: 2.1956, grad_norm: 11.1624 2021-03-26 13:02:58,861 - mmaction - INFO - Epoch [16][540/673] lr: 2.000e-03, eta: 4:40:27, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4562, top5_acc: 0.7176, loss_cls: 2.1996, loss: 2.1996, grad_norm: 10.5967 2021-03-26 13:03:13,245 - mmaction - INFO - Epoch [16][560/673] lr: 2.000e-03, eta: 4:40:12, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4719, top5_acc: 0.7395, loss_cls: 2.1260, loss: 2.1260, grad_norm: 10.8893 2021-03-26 13:03:27,544 - mmaction - INFO - Epoch [16][580/673] lr: 2.000e-03, eta: 4:39:57, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4805, top5_acc: 0.7496, loss_cls: 2.0923, loss: 2.0923, grad_norm: 11.0997 2021-03-26 13:03:41,881 - mmaction - INFO - Epoch [16][600/673] lr: 2.000e-03, eta: 4:39:41, time: 0.717, data_time: 0.004, memory: 11010, top1_acc: 0.4742, top5_acc: 0.7441, loss_cls: 2.1261, loss: 2.1261, grad_norm: 11.0407 2021-03-26 13:03:56,120 - mmaction - INFO - Epoch [16][620/673] lr: 2.000e-03, eta: 4:39:26, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4793, top5_acc: 0.7242, loss_cls: 2.1601, loss: 2.1601, grad_norm: 10.8442 2021-03-26 13:04:10,426 - mmaction - INFO - Epoch [16][640/673] lr: 2.000e-03, eta: 4:39:11, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4723, top5_acc: 0.7336, loss_cls: 2.1268, loss: 2.1268, grad_norm: 11.0352 2021-03-26 13:04:24,779 - mmaction - INFO - Epoch [16][660/673] lr: 2.000e-03, eta: 4:38:55, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4660, top5_acc: 0.7441, loss_cls: 2.1461, loss: 2.1461, grad_norm: 11.0193 2021-03-26 13:04:34,084 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-26 13:05:13,250 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:05:13,403 - mmaction - INFO - top1_acc 0.2670 top5_acc 0.5440 2021-03-26 13:05:13,403 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:05:13,412 - mmaction - INFO - mean_acc 0.2329 2021-03-26 13:05:13,415 - mmaction - INFO - Epoch(val) [16][673] top1_acc: 0.2670, top5_acc: 0.5440, mean_class_accuracy: 0.2329 2021-03-26 13:05:13,426 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:05:46,322 - mmaction - INFO - Epoch [17][20/673] lr: 2.000e-03, eta: 4:38:50, time: 1.645, data_time: 0.888, memory: 11010, top1_acc: 0.4797, top5_acc: 0.7484, loss_cls: 2.0768, loss: 2.0768, grad_norm: 11.2836 2021-03-26 13:06:00,515 - mmaction - INFO - Epoch [17][40/673] lr: 2.000e-03, eta: 4:38:34, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4773, top5_acc: 0.7383, loss_cls: 2.0958, loss: 2.0958, grad_norm: 11.1663 2021-03-26 13:06:14,721 - mmaction - INFO - Epoch [17][60/673] lr: 2.000e-03, eta: 4:38:19, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4852, top5_acc: 0.7613, loss_cls: 2.0517, loss: 2.0517, grad_norm: 10.9312 2021-03-26 13:06:28,922 - mmaction - INFO - Epoch [17][80/673] lr: 2.000e-03, eta: 4:38:03, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.4758, top5_acc: 0.7348, loss_cls: 2.1467, loss: 2.1467, grad_norm: 11.1957 2021-03-26 13:06:43,169 - mmaction - INFO - Epoch [17][100/673] lr: 2.000e-03, eta: 4:37:48, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5098, top5_acc: 0.7539, loss_cls: 2.0218, loss: 2.0218, grad_norm: 10.8467 2021-03-26 13:06:57,387 - mmaction - INFO - Epoch [17][120/673] lr: 2.000e-03, eta: 4:37:32, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4977, top5_acc: 0.7645, loss_cls: 2.0004, loss: 2.0004, grad_norm: 11.2571 2021-03-26 13:07:11,587 - mmaction - INFO - Epoch [17][140/673] lr: 2.000e-03, eta: 4:37:17, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4746, top5_acc: 0.7539, loss_cls: 2.0963, loss: 2.0963, grad_norm: 11.2165 2021-03-26 13:07:25,866 - mmaction - INFO - Epoch [17][160/673] lr: 2.000e-03, eta: 4:37:01, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4797, top5_acc: 0.7496, loss_cls: 2.0906, loss: 2.0906, grad_norm: 11.3830 2021-03-26 13:07:40,087 - mmaction - INFO - Epoch [17][180/673] lr: 2.000e-03, eta: 4:36:46, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4672, top5_acc: 0.7484, loss_cls: 2.1026, loss: 2.1026, grad_norm: 10.9795 2021-03-26 13:07:54,393 - mmaction - INFO - Epoch [17][200/673] lr: 2.000e-03, eta: 4:36:31, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4996, top5_acc: 0.7492, loss_cls: 2.0449, loss: 2.0449, grad_norm: 10.6398 2021-03-26 13:08:08,638 - mmaction - INFO - Epoch [17][220/673] lr: 2.000e-03, eta: 4:36:15, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4598, top5_acc: 0.7367, loss_cls: 2.1792, loss: 2.1792, grad_norm: 11.4814 2021-03-26 13:08:22,938 - mmaction - INFO - Epoch [17][240/673] lr: 2.000e-03, eta: 4:36:00, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4875, top5_acc: 0.7492, loss_cls: 2.0545, loss: 2.0545, grad_norm: 10.9528 2021-03-26 13:08:37,207 - mmaction - INFO - Epoch [17][260/673] lr: 2.000e-03, eta: 4:35:45, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4734, top5_acc: 0.7277, loss_cls: 2.1774, loss: 2.1774, grad_norm: 10.8981 2021-03-26 13:08:51,538 - mmaction - INFO - Epoch [17][280/673] lr: 2.000e-03, eta: 4:35:29, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4797, top5_acc: 0.7531, loss_cls: 2.0849, loss: 2.0849, grad_norm: 11.4508 2021-03-26 13:09:05,787 - mmaction - INFO - Epoch [17][300/673] lr: 2.000e-03, eta: 4:35:14, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4836, top5_acc: 0.7375, loss_cls: 2.1144, loss: 2.1144, grad_norm: 10.9490 2021-03-26 13:09:20,012 - mmaction - INFO - Epoch [17][320/673] lr: 2.000e-03, eta: 4:34:58, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4957, top5_acc: 0.7516, loss_cls: 2.0450, loss: 2.0450, grad_norm: 10.9742 2021-03-26 13:09:34,378 - mmaction - INFO - Epoch [17][340/673] lr: 2.000e-03, eta: 4:34:43, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4797, top5_acc: 0.7449, loss_cls: 2.0968, loss: 2.0968, grad_norm: 11.0522 2021-03-26 13:09:48,617 - mmaction - INFO - Epoch [17][360/673] lr: 2.000e-03, eta: 4:34:28, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4777, top5_acc: 0.7426, loss_cls: 2.1082, loss: 2.1082, grad_norm: 11.0500 2021-03-26 13:10:02,954 - mmaction - INFO - Epoch [17][380/673] lr: 2.000e-03, eta: 4:34:13, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4762, top5_acc: 0.7445, loss_cls: 2.1428, loss: 2.1428, grad_norm: 11.1147 2021-03-26 13:10:17,279 - mmaction - INFO - Epoch [17][400/673] lr: 2.000e-03, eta: 4:33:57, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7254, loss_cls: 2.1655, loss: 2.1655, grad_norm: 11.1685 2021-03-26 13:10:31,545 - mmaction - INFO - Epoch [17][420/673] lr: 2.000e-03, eta: 4:33:42, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4785, top5_acc: 0.7395, loss_cls: 2.1318, loss: 2.1318, grad_norm: 11.0050 2021-03-26 13:10:45,832 - mmaction - INFO - Epoch [17][440/673] lr: 2.000e-03, eta: 4:33:27, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4973, top5_acc: 0.7586, loss_cls: 2.0193, loss: 2.0193, grad_norm: 10.9203 2021-03-26 13:11:00,131 - mmaction - INFO - Epoch [17][460/673] lr: 2.000e-03, eta: 4:33:12, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7316, loss_cls: 2.1502, loss: 2.1502, grad_norm: 11.2891 2021-03-26 13:11:14,454 - mmaction - INFO - Epoch [17][480/673] lr: 2.000e-03, eta: 4:32:56, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7500, loss_cls: 2.0816, loss: 2.0816, grad_norm: 10.5267 2021-03-26 13:11:28,750 - mmaction - INFO - Epoch [17][500/673] lr: 2.000e-03, eta: 4:32:41, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4820, top5_acc: 0.7465, loss_cls: 2.0757, loss: 2.0757, grad_norm: 10.9335 2021-03-26 13:11:43,106 - mmaction - INFO - Epoch [17][520/673] lr: 2.000e-03, eta: 4:32:26, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7598, loss_cls: 2.0274, loss: 2.0274, grad_norm: 10.8610 2021-03-26 13:11:57,417 - mmaction - INFO - Epoch [17][540/673] lr: 2.000e-03, eta: 4:32:11, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7383, loss_cls: 2.1445, loss: 2.1445, grad_norm: 10.6015 2021-03-26 13:12:11,655 - mmaction - INFO - Epoch [17][560/673] lr: 2.000e-03, eta: 4:31:55, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7508, loss_cls: 2.1124, loss: 2.1124, grad_norm: 11.7267 2021-03-26 13:12:26,009 - mmaction - INFO - Epoch [17][580/673] lr: 2.000e-03, eta: 4:31:40, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7418, loss_cls: 2.0668, loss: 2.0668, grad_norm: 10.7089 2021-03-26 13:12:40,249 - mmaction - INFO - Epoch [17][600/673] lr: 2.000e-03, eta: 4:31:25, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7430, loss_cls: 2.1175, loss: 2.1175, grad_norm: 10.8346 2021-03-26 13:12:54,574 - mmaction - INFO - Epoch [17][620/673] lr: 2.000e-03, eta: 4:31:10, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4844, top5_acc: 0.7539, loss_cls: 2.0337, loss: 2.0337, grad_norm: 10.9413 2021-03-26 13:13:08,900 - mmaction - INFO - Epoch [17][640/673] lr: 2.000e-03, eta: 4:30:54, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4863, top5_acc: 0.7516, loss_cls: 2.0528, loss: 2.0528, grad_norm: 10.6980 2021-03-26 13:13:23,254 - mmaction - INFO - Epoch [17][660/673] lr: 2.000e-03, eta: 4:30:39, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4578, top5_acc: 0.7484, loss_cls: 2.1421, loss: 2.1421, grad_norm: 11.1923 2021-03-26 13:13:32,637 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-26 13:14:10,300 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:14:10,450 - mmaction - INFO - top1_acc 0.2756 top5_acc 0.5638 2021-03-26 13:14:10,450 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:14:10,459 - mmaction - INFO - mean_acc 0.2421 2021-03-26 13:14:10,462 - mmaction - INFO - Epoch(val) [17][673] top1_acc: 0.2756, top5_acc: 0.5638, mean_class_accuracy: 0.2421 2021-03-26 13:14:10,464 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:14:43,049 - mmaction - INFO - Epoch [18][20/673] lr: 2.000e-03, eta: 4:30:32, time: 1.629, data_time: 0.877, memory: 11010, top1_acc: 0.4953, top5_acc: 0.7555, loss_cls: 2.0228, loss: 2.0228, grad_norm: 11.0338 2021-03-26 13:14:57,287 - mmaction - INFO - Epoch [18][40/673] lr: 2.000e-03, eta: 4:30:16, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7676, loss_cls: 1.9539, loss: 1.9539, grad_norm: 10.6998 2021-03-26 13:15:11,507 - mmaction - INFO - Epoch [18][60/673] lr: 2.000e-03, eta: 4:30:01, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7531, loss_cls: 2.0060, loss: 2.0060, grad_norm: 10.8202 2021-03-26 13:15:25,732 - mmaction - INFO - Epoch [18][80/673] lr: 2.000e-03, eta: 4:29:45, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5098, top5_acc: 0.7641, loss_cls: 1.9776, loss: 1.9776, grad_norm: 11.1184 2021-03-26 13:15:39,932 - mmaction - INFO - Epoch [18][100/673] lr: 2.000e-03, eta: 4:29:30, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4836, top5_acc: 0.7504, loss_cls: 2.0815, loss: 2.0815, grad_norm: 12.0355 2021-03-26 13:15:54,175 - mmaction - INFO - Epoch [18][120/673] lr: 2.000e-03, eta: 4:29:15, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4762, top5_acc: 0.7523, loss_cls: 2.0826, loss: 2.0826, grad_norm: 11.0537 2021-03-26 13:16:08,418 - mmaction - INFO - Epoch [18][140/673] lr: 2.000e-03, eta: 4:28:59, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4949, top5_acc: 0.7480, loss_cls: 2.0437, loss: 2.0437, grad_norm: 11.1361 2021-03-26 13:16:22,755 - mmaction - INFO - Epoch [18][160/673] lr: 2.000e-03, eta: 4:28:44, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.4918, top5_acc: 0.7441, loss_cls: 2.1103, loss: 2.1103, grad_norm: 11.3511 2021-03-26 13:16:37,052 - mmaction - INFO - Epoch [18][180/673] lr: 2.000e-03, eta: 4:28:29, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4824, top5_acc: 0.7566, loss_cls: 2.0547, loss: 2.0547, grad_norm: 11.1321 2021-03-26 13:16:51,372 - mmaction - INFO - Epoch [18][200/673] lr: 2.000e-03, eta: 4:28:14, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4887, top5_acc: 0.7578, loss_cls: 2.0193, loss: 2.0193, grad_norm: 10.8812 2021-03-26 13:17:05,674 - mmaction - INFO - Epoch [18][220/673] lr: 2.000e-03, eta: 4:27:58, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7516, loss_cls: 2.0073, loss: 2.0073, grad_norm: 10.9650 2021-03-26 13:17:19,898 - mmaction - INFO - Epoch [18][240/673] lr: 2.000e-03, eta: 4:27:43, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7598, loss_cls: 2.0333, loss: 2.0333, grad_norm: 10.6905 2021-03-26 13:17:34,128 - mmaction - INFO - Epoch [18][260/673] lr: 2.000e-03, eta: 4:27:28, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5020, top5_acc: 0.7512, loss_cls: 2.0080, loss: 2.0080, grad_norm: 11.2239 2021-03-26 13:17:48,511 - mmaction - INFO - Epoch [18][280/673] lr: 2.000e-03, eta: 4:27:13, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7375, loss_cls: 2.1109, loss: 2.1109, grad_norm: 11.2247 2021-03-26 13:18:02,821 - mmaction - INFO - Epoch [18][300/673] lr: 2.000e-03, eta: 4:26:57, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7312, loss_cls: 2.1580, loss: 2.1580, grad_norm: 11.2618 2021-03-26 13:18:17,191 - mmaction - INFO - Epoch [18][320/673] lr: 2.000e-03, eta: 4:26:42, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4949, top5_acc: 0.7500, loss_cls: 2.0370, loss: 2.0370, grad_norm: 10.8139 2021-03-26 13:18:31,498 - mmaction - INFO - Epoch [18][340/673] lr: 2.000e-03, eta: 4:26:27, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4945, top5_acc: 0.7500, loss_cls: 2.0564, loss: 2.0564, grad_norm: 11.0372 2021-03-26 13:18:45,785 - mmaction - INFO - Epoch [18][360/673] lr: 2.000e-03, eta: 4:26:12, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4895, top5_acc: 0.7461, loss_cls: 2.0865, loss: 2.0865, grad_norm: 11.0146 2021-03-26 13:19:00,028 - mmaction - INFO - Epoch [18][380/673] lr: 2.000e-03, eta: 4:25:56, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4719, top5_acc: 0.7535, loss_cls: 2.0646, loss: 2.0646, grad_norm: 11.0930 2021-03-26 13:19:14,323 - mmaction - INFO - Epoch [18][400/673] lr: 2.000e-03, eta: 4:25:41, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4926, top5_acc: 0.7586, loss_cls: 2.0484, loss: 2.0484, grad_norm: 10.9156 2021-03-26 13:19:28,631 - mmaction - INFO - Epoch [18][420/673] lr: 2.000e-03, eta: 4:25:26, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4906, top5_acc: 0.7574, loss_cls: 2.0106, loss: 2.0106, grad_norm: 10.8719 2021-03-26 13:19:42,970 - mmaction - INFO - Epoch [18][440/673] lr: 2.000e-03, eta: 4:25:11, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4938, top5_acc: 0.7535, loss_cls: 1.9963, loss: 1.9963, grad_norm: 10.7636 2021-03-26 13:19:57,203 - mmaction - INFO - Epoch [18][460/673] lr: 2.000e-03, eta: 4:24:56, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4953, top5_acc: 0.7719, loss_cls: 1.9877, loss: 1.9877, grad_norm: 11.1377 2021-03-26 13:20:11,508 - mmaction - INFO - Epoch [18][480/673] lr: 2.000e-03, eta: 4:24:40, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7445, loss_cls: 2.1153, loss: 2.1153, grad_norm: 11.3263 2021-03-26 13:20:25,765 - mmaction - INFO - Epoch [18][500/673] lr: 2.000e-03, eta: 4:24:25, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4891, top5_acc: 0.7453, loss_cls: 2.0907, loss: 2.0907, grad_norm: 11.2009 2021-03-26 13:20:40,119 - mmaction - INFO - Epoch [18][520/673] lr: 2.000e-03, eta: 4:24:10, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4734, top5_acc: 0.7395, loss_cls: 2.1442, loss: 2.1442, grad_norm: 10.7552 2021-03-26 13:20:54,433 - mmaction - INFO - Epoch [18][540/673] lr: 2.000e-03, eta: 4:23:55, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4629, top5_acc: 0.7422, loss_cls: 2.1343, loss: 2.1343, grad_norm: 11.2913 2021-03-26 13:21:08,749 - mmaction - INFO - Epoch [18][560/673] lr: 2.000e-03, eta: 4:23:40, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4852, top5_acc: 0.7613, loss_cls: 2.0454, loss: 2.0454, grad_norm: 11.2018 2021-03-26 13:21:22,997 - mmaction - INFO - Epoch [18][580/673] lr: 2.000e-03, eta: 4:23:24, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4895, top5_acc: 0.7430, loss_cls: 2.0878, loss: 2.0878, grad_norm: 10.6262 2021-03-26 13:21:37,336 - mmaction - INFO - Epoch [18][600/673] lr: 2.000e-03, eta: 4:23:09, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5035, top5_acc: 0.7473, loss_cls: 2.0324, loss: 2.0324, grad_norm: 10.8255 2021-03-26 13:21:51,663 - mmaction - INFO - Epoch [18][620/673] lr: 2.000e-03, eta: 4:22:54, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4969, top5_acc: 0.7508, loss_cls: 2.0367, loss: 2.0367, grad_norm: 11.1356 2021-03-26 13:22:05,999 - mmaction - INFO - Epoch [18][640/673] lr: 2.000e-03, eta: 4:22:39, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7500, loss_cls: 2.0428, loss: 2.0428, grad_norm: 11.2590 2021-03-26 13:22:20,225 - mmaction - INFO - Epoch [18][660/673] lr: 2.000e-03, eta: 4:22:24, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4824, top5_acc: 0.7527, loss_cls: 2.0594, loss: 2.0594, grad_norm: 10.8575 2021-03-26 13:22:29,438 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-26 13:23:08,054 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:23:08,205 - mmaction - INFO - top1_acc 0.2872 top5_acc 0.5730 2021-03-26 13:23:08,205 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:23:08,214 - mmaction - INFO - mean_acc 0.2538 2021-03-26 13:23:11,382 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-03-26 13:23:11,382 - mmaction - INFO - Best top1_acc is 0.2872 at 18 epoch. 2021-03-26 13:23:11,386 - mmaction - INFO - Epoch(val) [18][673] top1_acc: 0.2872, top5_acc: 0.5730, mean_class_accuracy: 0.2538 2021-03-26 13:23:11,415 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:23:42,064 - mmaction - INFO - Epoch [19][20/673] lr: 2.000e-03, eta: 4:22:11, time: 1.532, data_time: 0.821, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7598, loss_cls: 1.9816, loss: 1.9816, grad_norm: 11.5574 2021-03-26 13:23:56,271 - mmaction - INFO - Epoch [19][40/673] lr: 2.000e-03, eta: 4:21:56, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5000, top5_acc: 0.7574, loss_cls: 2.0032, loss: 2.0032, grad_norm: 11.2925 2021-03-26 13:24:10,478 - mmaction - INFO - Epoch [19][60/673] lr: 2.000e-03, eta: 4:21:41, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.4977, top5_acc: 0.7660, loss_cls: 1.9959, loss: 1.9959, grad_norm: 11.4753 2021-03-26 13:24:24,760 - mmaction - INFO - Epoch [19][80/673] lr: 2.000e-03, eta: 4:21:25, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7695, loss_cls: 1.9959, loss: 1.9959, grad_norm: 11.1493 2021-03-26 13:24:38,992 - mmaction - INFO - Epoch [19][100/673] lr: 2.000e-03, eta: 4:21:10, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4887, top5_acc: 0.7547, loss_cls: 2.0485, loss: 2.0485, grad_norm: 11.6808 2021-03-26 13:24:53,210 - mmaction - INFO - Epoch [19][120/673] lr: 2.000e-03, eta: 4:20:55, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5000, top5_acc: 0.7531, loss_cls: 2.0160, loss: 2.0160, grad_norm: 10.8693 2021-03-26 13:25:07,507 - mmaction - INFO - Epoch [19][140/673] lr: 2.000e-03, eta: 4:20:40, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5031, top5_acc: 0.7609, loss_cls: 1.9524, loss: 1.9524, grad_norm: 10.9231 2021-03-26 13:25:21,786 - mmaction - INFO - Epoch [19][160/673] lr: 2.000e-03, eta: 4:20:24, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7715, loss_cls: 1.9778, loss: 1.9778, grad_norm: 10.8516 2021-03-26 13:25:36,087 - mmaction - INFO - Epoch [19][180/673] lr: 2.000e-03, eta: 4:20:09, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4883, top5_acc: 0.7504, loss_cls: 2.0882, loss: 2.0882, grad_norm: 11.1001 2021-03-26 13:25:50,397 - mmaction - INFO - Epoch [19][200/673] lr: 2.000e-03, eta: 4:19:54, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4883, top5_acc: 0.7641, loss_cls: 1.9816, loss: 1.9816, grad_norm: 10.9254 2021-03-26 13:26:04,742 - mmaction - INFO - Epoch [19][220/673] lr: 2.000e-03, eta: 4:19:39, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4969, top5_acc: 0.7508, loss_cls: 2.0265, loss: 2.0265, grad_norm: 11.1094 2021-03-26 13:26:18,987 - mmaction - INFO - Epoch [19][240/673] lr: 2.000e-03, eta: 4:19:24, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7645, loss_cls: 1.9678, loss: 1.9678, grad_norm: 10.7423 2021-03-26 13:26:33,285 - mmaction - INFO - Epoch [19][260/673] lr: 2.000e-03, eta: 4:19:08, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5121, top5_acc: 0.7660, loss_cls: 1.9260, loss: 1.9260, grad_norm: 10.9075 2021-03-26 13:26:47,607 - mmaction - INFO - Epoch [19][280/673] lr: 2.000e-03, eta: 4:18:53, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5020, top5_acc: 0.7594, loss_cls: 1.9989, loss: 1.9989, grad_norm: 11.3063 2021-03-26 13:27:01,977 - mmaction - INFO - Epoch [19][300/673] lr: 2.000e-03, eta: 4:18:38, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5004, top5_acc: 0.7637, loss_cls: 1.9948, loss: 1.9948, grad_norm: 10.9922 2021-03-26 13:27:16,293 - mmaction - INFO - Epoch [19][320/673] lr: 2.000e-03, eta: 4:18:23, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7676, loss_cls: 1.9993, loss: 1.9993, grad_norm: 10.6836 2021-03-26 13:27:30,700 - mmaction - INFO - Epoch [19][340/673] lr: 2.000e-03, eta: 4:18:08, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.5016, top5_acc: 0.7656, loss_cls: 1.9962, loss: 1.9962, grad_norm: 10.9489 2021-03-26 13:27:44,953 - mmaction - INFO - Epoch [19][360/673] lr: 2.000e-03, eta: 4:17:53, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4996, top5_acc: 0.7570, loss_cls: 2.0115, loss: 2.0115, grad_norm: 11.1479 2021-03-26 13:27:59,349 - mmaction - INFO - Epoch [19][380/673] lr: 2.000e-03, eta: 4:17:38, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.5016, top5_acc: 0.7539, loss_cls: 2.0370, loss: 2.0370, grad_norm: 10.8532 2021-03-26 13:28:13,692 - mmaction - INFO - Epoch [19][400/673] lr: 2.000e-03, eta: 4:17:23, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5035, top5_acc: 0.7508, loss_cls: 2.0249, loss: 2.0249, grad_norm: 11.0081 2021-03-26 13:28:27,988 - mmaction - INFO - Epoch [19][420/673] lr: 2.000e-03, eta: 4:17:08, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4887, top5_acc: 0.7531, loss_cls: 2.0587, loss: 2.0587, grad_norm: 11.2761 2021-03-26 13:28:42,233 - mmaction - INFO - Epoch [19][440/673] lr: 2.000e-03, eta: 4:16:53, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5027, top5_acc: 0.7512, loss_cls: 2.0261, loss: 2.0261, grad_norm: 10.7587 2021-03-26 13:28:56,605 - mmaction - INFO - Epoch [19][460/673] lr: 2.000e-03, eta: 4:16:38, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.4992, top5_acc: 0.7602, loss_cls: 2.0168, loss: 2.0168, grad_norm: 11.1584 2021-03-26 13:29:10,872 - mmaction - INFO - Epoch [19][480/673] lr: 2.000e-03, eta: 4:16:22, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4965, top5_acc: 0.7672, loss_cls: 1.9982, loss: 1.9982, grad_norm: 10.9975 2021-03-26 13:29:25,244 - mmaction - INFO - Epoch [19][500/673] lr: 2.000e-03, eta: 4:16:07, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7609, loss_cls: 1.9704, loss: 1.9704, grad_norm: 11.1735 2021-03-26 13:29:39,565 - mmaction - INFO - Epoch [19][520/673] lr: 2.000e-03, eta: 4:15:52, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4977, top5_acc: 0.7629, loss_cls: 2.0086, loss: 2.0086, grad_norm: 11.3263 2021-03-26 13:29:53,807 - mmaction - INFO - Epoch [19][540/673] lr: 2.000e-03, eta: 4:15:37, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5109, top5_acc: 0.7816, loss_cls: 1.9238, loss: 1.9238, grad_norm: 11.4151 2021-03-26 13:30:08,145 - mmaction - INFO - Epoch [19][560/673] lr: 2.000e-03, eta: 4:15:22, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4770, top5_acc: 0.7422, loss_cls: 2.0920, loss: 2.0920, grad_norm: 10.9174 2021-03-26 13:30:22,528 - mmaction - INFO - Epoch [19][580/673] lr: 2.000e-03, eta: 4:15:07, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.5023, top5_acc: 0.7688, loss_cls: 1.9822, loss: 1.9822, grad_norm: 11.1251 2021-03-26 13:30:36,819 - mmaction - INFO - Epoch [19][600/673] lr: 2.000e-03, eta: 4:14:52, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4879, top5_acc: 0.7461, loss_cls: 2.0782, loss: 2.0782, grad_norm: 11.1618 2021-03-26 13:30:51,137 - mmaction - INFO - Epoch [19][620/673] lr: 2.000e-03, eta: 4:14:37, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.4945, top5_acc: 0.7508, loss_cls: 2.0583, loss: 2.0583, grad_norm: 11.0869 2021-03-26 13:31:05,444 - mmaction - INFO - Epoch [19][640/673] lr: 2.000e-03, eta: 4:14:22, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4879, top5_acc: 0.7555, loss_cls: 2.0450, loss: 2.0450, grad_norm: 10.9444 2021-03-26 13:31:19,699 - mmaction - INFO - Epoch [19][660/673] lr: 2.000e-03, eta: 4:14:06, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.4887, top5_acc: 0.7539, loss_cls: 2.0634, loss: 2.0634, grad_norm: 10.9997 2021-03-26 13:31:29,069 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-26 13:32:09,065 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:32:09,217 - mmaction - INFO - top1_acc 0.2783 top5_acc 0.5508 2021-03-26 13:32:09,218 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:32:09,227 - mmaction - INFO - mean_acc 0.2491 2021-03-26 13:32:09,228 - mmaction - INFO - Epoch(val) [19][673] top1_acc: 0.2783, top5_acc: 0.5508, mean_class_accuracy: 0.2491 2021-03-26 13:32:09,231 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:32:41,837 - mmaction - INFO - Epoch [20][20/673] lr: 2.000e-03, eta: 4:13:56, time: 1.630, data_time: 0.915, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7691, loss_cls: 1.9347, loss: 1.9347, grad_norm: 11.3315 2021-03-26 13:32:56,051 - mmaction - INFO - Epoch [20][40/673] lr: 2.000e-03, eta: 4:13:41, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5176, top5_acc: 0.7809, loss_cls: 1.8954, loss: 1.8954, grad_norm: 11.3232 2021-03-26 13:33:10,237 - mmaction - INFO - Epoch [20][60/673] lr: 2.000e-03, eta: 4:13:26, time: 0.709, data_time: 0.001, memory: 11010, top1_acc: 0.5031, top5_acc: 0.7668, loss_cls: 1.9849, loss: 1.9849, grad_norm: 11.0198 2021-03-26 13:33:24,477 - mmaction - INFO - Epoch [20][80/673] lr: 2.000e-03, eta: 4:13:10, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7746, loss_cls: 1.9207, loss: 1.9207, grad_norm: 10.9396 2021-03-26 13:33:38,670 - mmaction - INFO - Epoch [20][100/673] lr: 2.000e-03, eta: 4:12:55, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7637, loss_cls: 1.9664, loss: 1.9664, grad_norm: 10.9157 2021-03-26 13:33:52,897 - mmaction - INFO - Epoch [20][120/673] lr: 2.000e-03, eta: 4:12:40, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7758, loss_cls: 1.8910, loss: 1.8910, grad_norm: 11.3053 2021-03-26 13:34:07,121 - mmaction - INFO - Epoch [20][140/673] lr: 2.000e-03, eta: 4:12:25, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.4867, top5_acc: 0.7605, loss_cls: 2.0146, loss: 2.0146, grad_norm: 11.2506 2021-03-26 13:34:21,381 - mmaction - INFO - Epoch [20][160/673] lr: 2.000e-03, eta: 4:12:09, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7754, loss_cls: 1.9280, loss: 1.9280, grad_norm: 11.2995 2021-03-26 13:34:35,691 - mmaction - INFO - Epoch [20][180/673] lr: 2.000e-03, eta: 4:11:54, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7695, loss_cls: 1.9424, loss: 1.9424, grad_norm: 11.2172 2021-03-26 13:34:49,933 - mmaction - INFO - Epoch [20][200/673] lr: 2.000e-03, eta: 4:11:39, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7762, loss_cls: 1.9695, loss: 1.9695, grad_norm: 11.0465 2021-03-26 13:35:04,235 - mmaction - INFO - Epoch [20][220/673] lr: 2.000e-03, eta: 4:11:24, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7766, loss_cls: 1.9558, loss: 1.9558, grad_norm: 11.1454 2021-03-26 13:35:18,472 - mmaction - INFO - Epoch [20][240/673] lr: 2.000e-03, eta: 4:11:09, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.0555, loss: 2.0555, grad_norm: 11.3581 2021-03-26 13:35:32,755 - mmaction - INFO - Epoch [20][260/673] lr: 2.000e-03, eta: 4:10:54, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7590, loss_cls: 1.9994, loss: 1.9994, grad_norm: 10.7562 2021-03-26 13:35:47,081 - mmaction - INFO - Epoch [20][280/673] lr: 2.000e-03, eta: 4:10:39, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7664, loss_cls: 1.9493, loss: 1.9493, grad_norm: 11.0184 2021-03-26 13:36:01,299 - mmaction - INFO - Epoch [20][300/673] lr: 2.000e-03, eta: 4:10:23, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7551, loss_cls: 1.9707, loss: 1.9707, grad_norm: 11.0089 2021-03-26 13:36:15,593 - mmaction - INFO - Epoch [20][320/673] lr: 2.000e-03, eta: 4:10:08, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7672, loss_cls: 1.9635, loss: 1.9635, grad_norm: 11.5207 2021-03-26 13:36:29,967 - mmaction - INFO - Epoch [20][340/673] lr: 2.000e-03, eta: 4:09:53, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7613, loss_cls: 1.9548, loss: 1.9548, grad_norm: 10.9798 2021-03-26 13:36:44,218 - mmaction - INFO - Epoch [20][360/673] lr: 2.000e-03, eta: 4:09:38, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.4875, top5_acc: 0.7578, loss_cls: 2.0311, loss: 2.0311, grad_norm: 11.3065 2021-03-26 13:36:58,611 - mmaction - INFO - Epoch [20][380/673] lr: 2.000e-03, eta: 4:09:23, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.4992, top5_acc: 0.7688, loss_cls: 1.9842, loss: 1.9842, grad_norm: 11.3551 2021-03-26 13:37:12,886 - mmaction - INFO - Epoch [20][400/673] lr: 2.000e-03, eta: 4:09:08, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7504, loss_cls: 2.0255, loss: 2.0255, grad_norm: 11.1635 2021-03-26 13:37:27,160 - mmaction - INFO - Epoch [20][420/673] lr: 2.000e-03, eta: 4:08:53, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7750, loss_cls: 1.9633, loss: 1.9633, grad_norm: 11.2843 2021-03-26 13:37:41,397 - mmaction - INFO - Epoch [20][440/673] lr: 2.000e-03, eta: 4:08:38, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5203, top5_acc: 0.7621, loss_cls: 1.9614, loss: 1.9614, grad_norm: 11.1739 2021-03-26 13:37:55,684 - mmaction - INFO - Epoch [20][460/673] lr: 2.000e-03, eta: 4:08:23, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5004, top5_acc: 0.7531, loss_cls: 1.9943, loss: 1.9943, grad_norm: 10.8699 2021-03-26 13:38:10,019 - mmaction - INFO - Epoch [20][480/673] lr: 2.000e-03, eta: 4:08:08, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7766, loss_cls: 1.9599, loss: 1.9599, grad_norm: 11.1709 2021-03-26 13:38:24,471 - mmaction - INFO - Epoch [20][500/673] lr: 2.000e-03, eta: 4:07:53, time: 0.723, data_time: 0.000, memory: 11010, top1_acc: 0.5066, top5_acc: 0.7609, loss_cls: 1.9883, loss: 1.9883, grad_norm: 11.3731 2021-03-26 13:38:38,756 - mmaction - INFO - Epoch [20][520/673] lr: 2.000e-03, eta: 4:07:38, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7551, loss_cls: 2.0127, loss: 2.0127, grad_norm: 10.8305 2021-03-26 13:38:53,037 - mmaction - INFO - Epoch [20][540/673] lr: 2.000e-03, eta: 4:07:22, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7836, loss_cls: 1.8693, loss: 1.8693, grad_norm: 11.3002 2021-03-26 13:39:07,330 - mmaction - INFO - Epoch [20][560/673] lr: 2.000e-03, eta: 4:07:07, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.4895, top5_acc: 0.7645, loss_cls: 2.0310, loss: 2.0310, grad_norm: 11.1957 2021-03-26 13:39:21,654 - mmaction - INFO - Epoch [20][580/673] lr: 2.000e-03, eta: 4:06:52, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5074, top5_acc: 0.7715, loss_cls: 1.9558, loss: 1.9558, grad_norm: 11.1592 2021-03-26 13:39:35,927 - mmaction - INFO - Epoch [20][600/673] lr: 2.000e-03, eta: 4:06:37, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7637, loss_cls: 1.9927, loss: 1.9927, grad_norm: 10.8867 2021-03-26 13:39:50,167 - mmaction - INFO - Epoch [20][620/673] lr: 2.000e-03, eta: 4:06:22, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7664, loss_cls: 1.9740, loss: 1.9740, grad_norm: 11.3622 2021-03-26 13:40:04,571 - mmaction - INFO - Epoch [20][640/673] lr: 2.000e-03, eta: 4:06:07, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.4828, top5_acc: 0.7605, loss_cls: 2.0637, loss: 2.0637, grad_norm: 10.8803 2021-03-26 13:40:18,887 - mmaction - INFO - Epoch [20][660/673] lr: 2.000e-03, eta: 4:05:52, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7715, loss_cls: 1.9533, loss: 1.9533, grad_norm: 11.1298 2021-03-26 13:40:28,132 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-26 13:41:05,000 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:41:05,151 - mmaction - INFO - top1_acc 0.2804 top5_acc 0.5576 2021-03-26 13:41:05,151 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:41:05,160 - mmaction - INFO - mean_acc 0.2487 2021-03-26 13:41:05,163 - mmaction - INFO - Epoch(val) [20][673] top1_acc: 0.2804, top5_acc: 0.5576, mean_class_accuracy: 0.2487 2021-03-26 13:41:05,165 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:41:42,035 - mmaction - INFO - Epoch [21][20/673] lr: 2.000e-03, eta: 4:05:47, time: 1.843, data_time: 1.131, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7832, loss_cls: 1.9197, loss: 1.9197, grad_norm: 11.5665 2021-03-26 13:41:56,269 - mmaction - INFO - Epoch [21][40/673] lr: 2.000e-03, eta: 4:05:32, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5020, top5_acc: 0.7789, loss_cls: 1.9640, loss: 1.9640, grad_norm: 11.3843 2021-03-26 13:42:10,532 - mmaction - INFO - Epoch [21][60/673] lr: 2.000e-03, eta: 4:05:17, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5305, top5_acc: 0.7797, loss_cls: 1.8657, loss: 1.8657, grad_norm: 11.1486 2021-03-26 13:42:24,753 - mmaction - INFO - Epoch [21][80/673] lr: 2.000e-03, eta: 4:05:02, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7621, loss_cls: 1.9692, loss: 1.9692, grad_norm: 10.9181 2021-03-26 13:42:39,014 - mmaction - INFO - Epoch [21][100/673] lr: 2.000e-03, eta: 4:04:46, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7734, loss_cls: 1.9110, loss: 1.9110, grad_norm: 11.2767 2021-03-26 13:42:53,276 - mmaction - INFO - Epoch [21][120/673] lr: 2.000e-03, eta: 4:04:31, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7809, loss_cls: 1.9065, loss: 1.9065, grad_norm: 10.9999 2021-03-26 13:43:07,558 - mmaction - INFO - Epoch [21][140/673] lr: 2.000e-03, eta: 4:04:16, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7914, loss_cls: 1.8456, loss: 1.8456, grad_norm: 11.2446 2021-03-26 13:43:21,797 - mmaction - INFO - Epoch [21][160/673] lr: 2.000e-03, eta: 4:04:01, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5246, top5_acc: 0.7770, loss_cls: 1.9012, loss: 1.9012, grad_norm: 10.9599 2021-03-26 13:43:36,131 - mmaction - INFO - Epoch [21][180/673] lr: 2.000e-03, eta: 4:03:46, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7801, loss_cls: 1.8919, loss: 1.8919, grad_norm: 11.2887 2021-03-26 13:43:50,368 - mmaction - INFO - Epoch [21][200/673] lr: 2.000e-03, eta: 4:03:31, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.4895, top5_acc: 0.7547, loss_cls: 1.9932, loss: 1.9932, grad_norm: 11.7070 2021-03-26 13:44:04,647 - mmaction - INFO - Epoch [21][220/673] lr: 2.000e-03, eta: 4:03:16, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5012, top5_acc: 0.7613, loss_cls: 1.9889, loss: 1.9889, grad_norm: 11.1631 2021-03-26 13:44:18,924 - mmaction - INFO - Epoch [21][240/673] lr: 2.000e-03, eta: 4:03:01, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5043, top5_acc: 0.7766, loss_cls: 1.9420, loss: 1.9420, grad_norm: 11.3768 2021-03-26 13:44:33,230 - mmaction - INFO - Epoch [21][260/673] lr: 2.000e-03, eta: 4:02:45, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7855, loss_cls: 1.8746, loss: 1.8746, grad_norm: 11.0717 2021-03-26 13:44:47,486 - mmaction - INFO - Epoch [21][280/673] lr: 2.000e-03, eta: 4:02:30, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7781, loss_cls: 1.8415, loss: 1.8415, grad_norm: 10.9944 2021-03-26 13:45:01,863 - mmaction - INFO - Epoch [21][300/673] lr: 2.000e-03, eta: 4:02:15, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7648, loss_cls: 1.9701, loss: 1.9701, grad_norm: 11.1625 2021-03-26 13:45:16,196 - mmaction - INFO - Epoch [21][320/673] lr: 2.000e-03, eta: 4:02:00, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.4816, top5_acc: 0.7621, loss_cls: 1.9932, loss: 1.9932, grad_norm: 11.4692 2021-03-26 13:45:30,459 - mmaction - INFO - Epoch [21][340/673] lr: 2.000e-03, eta: 4:01:45, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7836, loss_cls: 1.8916, loss: 1.8916, grad_norm: 11.1653 2021-03-26 13:45:44,844 - mmaction - INFO - Epoch [21][360/673] lr: 2.000e-03, eta: 4:01:30, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7621, loss_cls: 1.9847, loss: 1.9847, grad_norm: 11.3953 2021-03-26 13:45:59,211 - mmaction - INFO - Epoch [21][380/673] lr: 2.000e-03, eta: 4:01:15, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7871, loss_cls: 1.8800, loss: 1.8800, grad_norm: 11.4585 2021-03-26 13:46:13,501 - mmaction - INFO - Epoch [21][400/673] lr: 2.000e-03, eta: 4:01:00, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7727, loss_cls: 1.9459, loss: 1.9459, grad_norm: 11.3762 2021-03-26 13:46:27,841 - mmaction - INFO - Epoch [21][420/673] lr: 2.000e-03, eta: 4:00:45, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5098, top5_acc: 0.7707, loss_cls: 1.9423, loss: 1.9423, grad_norm: 11.3120 2021-03-26 13:46:42,130 - mmaction - INFO - Epoch [21][440/673] lr: 2.000e-03, eta: 4:00:30, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5004, top5_acc: 0.7633, loss_cls: 2.0280, loss: 2.0280, grad_norm: 11.1163 2021-03-26 13:46:56,439 - mmaction - INFO - Epoch [21][460/673] lr: 2.000e-03, eta: 4:00:15, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.4996, top5_acc: 0.7559, loss_cls: 2.0053, loss: 2.0053, grad_norm: 11.0382 2021-03-26 13:47:10,807 - mmaction - INFO - Epoch [21][480/673] lr: 2.000e-03, eta: 4:00:00, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5020, top5_acc: 0.7648, loss_cls: 1.9625, loss: 1.9625, grad_norm: 11.2457 2021-03-26 13:47:25,074 - mmaction - INFO - Epoch [21][500/673] lr: 2.000e-03, eta: 3:59:45, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.4953, top5_acc: 0.7684, loss_cls: 1.9794, loss: 1.9794, grad_norm: 11.1367 2021-03-26 13:47:39,391 - mmaction - INFO - Epoch [21][520/673] lr: 2.000e-03, eta: 3:59:30, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7797, loss_cls: 1.9252, loss: 1.9252, grad_norm: 11.1876 2021-03-26 13:47:53,750 - mmaction - INFO - Epoch [21][540/673] lr: 2.000e-03, eta: 3:59:15, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7680, loss_cls: 1.9341, loss: 1.9341, grad_norm: 11.1106 2021-03-26 13:48:08,002 - mmaction - INFO - Epoch [21][560/673] lr: 2.000e-03, eta: 3:59:00, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5109, top5_acc: 0.7637, loss_cls: 1.9753, loss: 1.9753, grad_norm: 11.5403 2021-03-26 13:48:22,358 - mmaction - INFO - Epoch [21][580/673] lr: 2.000e-03, eta: 3:58:45, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7703, loss_cls: 1.9568, loss: 1.9568, grad_norm: 10.7630 2021-03-26 13:48:36,678 - mmaction - INFO - Epoch [21][600/673] lr: 2.000e-03, eta: 3:58:30, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7664, loss_cls: 1.9739, loss: 1.9739, grad_norm: 11.2577 2021-03-26 13:48:51,006 - mmaction - INFO - Epoch [21][620/673] lr: 2.000e-03, eta: 3:58:15, time: 0.716, data_time: 0.003, memory: 11010, top1_acc: 0.4906, top5_acc: 0.7590, loss_cls: 2.0415, loss: 2.0415, grad_norm: 10.9083 2021-03-26 13:49:05,339 - mmaction - INFO - Epoch [21][640/673] lr: 2.000e-03, eta: 3:58:00, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7707, loss_cls: 1.9159, loss: 1.9159, grad_norm: 10.9412 2021-03-26 13:49:19,683 - mmaction - INFO - Epoch [21][660/673] lr: 2.000e-03, eta: 3:57:45, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7770, loss_cls: 1.8893, loss: 1.8893, grad_norm: 11.0387 2021-03-26 13:49:29,037 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-26 13:50:10,720 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:50:10,873 - mmaction - INFO - top1_acc 0.2848 top5_acc 0.5697 2021-03-26 13:50:10,873 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:50:10,882 - mmaction - INFO - mean_acc 0.2554 2021-03-26 13:50:10,885 - mmaction - INFO - Epoch(val) [21][673] top1_acc: 0.2848, top5_acc: 0.5697, mean_class_accuracy: 0.2554 2021-03-26 13:50:10,887 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:50:45,994 - mmaction - INFO - Epoch [22][20/673] lr: 2.000e-03, eta: 3:57:36, time: 1.755, data_time: 1.040, memory: 11010, top1_acc: 0.5273, top5_acc: 0.7785, loss_cls: 1.8668, loss: 1.8668, grad_norm: 11.0820 2021-03-26 13:51:00,187 - mmaction - INFO - Epoch [22][40/673] lr: 2.000e-03, eta: 3:57:21, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7910, loss_cls: 1.8446, loss: 1.8446, grad_norm: 11.0692 2021-03-26 13:51:14,410 - mmaction - INFO - Epoch [22][60/673] lr: 2.000e-03, eta: 3:57:06, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5516, top5_acc: 0.8078, loss_cls: 1.7802, loss: 1.7802, grad_norm: 10.9178 2021-03-26 13:51:28,664 - mmaction - INFO - Epoch [22][80/673] lr: 2.000e-03, eta: 3:56:50, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7809, loss_cls: 1.8512, loss: 1.8512, grad_norm: 11.1704 2021-03-26 13:51:42,917 - mmaction - INFO - Epoch [22][100/673] lr: 2.000e-03, eta: 3:56:35, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5273, top5_acc: 0.7879, loss_cls: 1.8861, loss: 1.8861, grad_norm: 11.2865 2021-03-26 13:51:57,183 - mmaction - INFO - Epoch [22][120/673] lr: 2.000e-03, eta: 3:56:20, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7848, loss_cls: 1.8322, loss: 1.8322, grad_norm: 11.0286 2021-03-26 13:52:11,377 - mmaction - INFO - Epoch [22][140/673] lr: 2.000e-03, eta: 3:56:05, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.5301, top5_acc: 0.7836, loss_cls: 1.8662, loss: 1.8662, grad_norm: 10.9575 2021-03-26 13:52:25,649 - mmaction - INFO - Epoch [22][160/673] lr: 2.000e-03, eta: 3:55:50, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7922, loss_cls: 1.8402, loss: 1.8402, grad_norm: 11.3391 2021-03-26 13:52:39,903 - mmaction - INFO - Epoch [22][180/673] lr: 2.000e-03, eta: 3:55:35, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5148, top5_acc: 0.7832, loss_cls: 1.8828, loss: 1.8828, grad_norm: 11.5114 2021-03-26 13:52:54,218 - mmaction - INFO - Epoch [22][200/673] lr: 2.000e-03, eta: 3:55:20, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7824, loss_cls: 1.8998, loss: 1.8998, grad_norm: 11.4925 2021-03-26 13:53:08,544 - mmaction - INFO - Epoch [22][220/673] lr: 2.000e-03, eta: 3:55:05, time: 0.716, data_time: 0.008, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7816, loss_cls: 1.8745, loss: 1.8745, grad_norm: 11.0585 2021-03-26 13:53:22,864 - mmaction - INFO - Epoch [22][240/673] lr: 2.000e-03, eta: 3:54:50, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7715, loss_cls: 1.9183, loss: 1.9183, grad_norm: 11.2632 2021-03-26 13:53:37,157 - mmaction - INFO - Epoch [22][260/673] lr: 2.000e-03, eta: 3:54:35, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5227, top5_acc: 0.7828, loss_cls: 1.8922, loss: 1.8922, grad_norm: 11.2085 2021-03-26 13:53:51,385 - mmaction - INFO - Epoch [22][280/673] lr: 2.000e-03, eta: 3:54:20, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5141, top5_acc: 0.7730, loss_cls: 1.9126, loss: 1.9126, grad_norm: 11.3116 2021-03-26 13:54:05,691 - mmaction - INFO - Epoch [22][300/673] lr: 2.000e-03, eta: 3:54:05, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5141, top5_acc: 0.7727, loss_cls: 1.9040, loss: 1.9040, grad_norm: 11.3546 2021-03-26 13:54:19,928 - mmaction - INFO - Epoch [22][320/673] lr: 2.000e-03, eta: 3:53:49, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5102, top5_acc: 0.7684, loss_cls: 1.9358, loss: 1.9358, grad_norm: 11.0691 2021-03-26 13:54:34,243 - mmaction - INFO - Epoch [22][340/673] lr: 2.000e-03, eta: 3:53:34, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7688, loss_cls: 1.9473, loss: 1.9473, grad_norm: 11.1264 2021-03-26 13:54:48,483 - mmaction - INFO - Epoch [22][360/673] lr: 2.000e-03, eta: 3:53:19, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7820, loss_cls: 1.9181, loss: 1.9181, grad_norm: 11.4566 2021-03-26 13:55:02,829 - mmaction - INFO - Epoch [22][380/673] lr: 2.000e-03, eta: 3:53:04, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5051, top5_acc: 0.7762, loss_cls: 1.9431, loss: 1.9431, grad_norm: 11.4102 2021-03-26 13:55:17,150 - mmaction - INFO - Epoch [22][400/673] lr: 2.000e-03, eta: 3:52:49, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5086, top5_acc: 0.7672, loss_cls: 1.9647, loss: 1.9647, grad_norm: 11.2610 2021-03-26 13:55:31,384 - mmaction - INFO - Epoch [22][420/673] lr: 2.000e-03, eta: 3:52:34, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5191, top5_acc: 0.7754, loss_cls: 1.8935, loss: 1.8935, grad_norm: 10.5849 2021-03-26 13:55:45,722 - mmaction - INFO - Epoch [22][440/673] lr: 2.000e-03, eta: 3:52:19, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7668, loss_cls: 1.9586, loss: 1.9586, grad_norm: 11.1647 2021-03-26 13:55:59,971 - mmaction - INFO - Epoch [22][460/673] lr: 2.000e-03, eta: 3:52:04, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5098, top5_acc: 0.7637, loss_cls: 1.9721, loss: 1.9721, grad_norm: 11.4928 2021-03-26 13:56:14,341 - mmaction - INFO - Epoch [22][480/673] lr: 2.000e-03, eta: 3:51:49, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7656, loss_cls: 1.9392, loss: 1.9392, grad_norm: 11.4128 2021-03-26 13:56:28,591 - mmaction - INFO - Epoch [22][500/673] lr: 2.000e-03, eta: 3:51:34, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5398, top5_acc: 0.7926, loss_cls: 1.8411, loss: 1.8411, grad_norm: 10.8959 2021-03-26 13:56:42,885 - mmaction - INFO - Epoch [22][520/673] lr: 2.000e-03, eta: 3:51:19, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7617, loss_cls: 1.9722, loss: 1.9722, grad_norm: 11.0164 2021-03-26 13:56:57,193 - mmaction - INFO - Epoch [22][540/673] lr: 2.000e-03, eta: 3:51:04, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5016, top5_acc: 0.7695, loss_cls: 1.9596, loss: 1.9596, grad_norm: 10.9236 2021-03-26 13:57:11,581 - mmaction - INFO - Epoch [22][560/673] lr: 2.000e-03, eta: 3:50:49, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.5430, top5_acc: 0.7855, loss_cls: 1.8600, loss: 1.8600, grad_norm: 11.2029 2021-03-26 13:57:25,907 - mmaction - INFO - Epoch [22][580/673] lr: 2.000e-03, eta: 3:50:34, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5266, top5_acc: 0.7770, loss_cls: 1.8847, loss: 1.8847, grad_norm: 11.6654 2021-03-26 13:57:40,132 - mmaction - INFO - Epoch [22][600/673] lr: 2.000e-03, eta: 3:50:19, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7793, loss_cls: 1.9210, loss: 1.9210, grad_norm: 10.8474 2021-03-26 13:57:54,450 - mmaction - INFO - Epoch [22][620/673] lr: 2.000e-03, eta: 3:50:04, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7785, loss_cls: 1.9149, loss: 1.9149, grad_norm: 11.1584 2021-03-26 13:58:08,753 - mmaction - INFO - Epoch [22][640/673] lr: 2.000e-03, eta: 3:49:49, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7613, loss_cls: 1.9590, loss: 1.9590, grad_norm: 11.3214 2021-03-26 13:58:23,058 - mmaction - INFO - Epoch [22][660/673] lr: 2.000e-03, eta: 3:49:34, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5105, top5_acc: 0.7754, loss_cls: 1.9442, loss: 1.9442, grad_norm: 10.9239 2021-03-26 13:58:32,392 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-26 13:59:12,273 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:59:12,438 - mmaction - INFO - top1_acc 0.2833 top5_acc 0.5627 2021-03-26 13:59:12,438 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:59:12,447 - mmaction - INFO - mean_acc 0.2508 2021-03-26 13:59:12,449 - mmaction - INFO - Epoch(val) [22][673] top1_acc: 0.2833, top5_acc: 0.5627, mean_class_accuracy: 0.2508 2021-03-26 13:59:12,452 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:59:46,829 - mmaction - INFO - Epoch [23][20/673] lr: 2.000e-03, eta: 3:49:23, time: 1.718, data_time: 0.958, memory: 11010, top1_acc: 0.5305, top5_acc: 0.7875, loss_cls: 1.8280, loss: 1.8280, grad_norm: 10.9292 2021-03-26 14:00:01,042 - mmaction - INFO - Epoch [23][40/673] lr: 2.000e-03, eta: 3:49:08, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7902, loss_cls: 1.8588, loss: 1.8588, grad_norm: 11.1280 2021-03-26 14:00:15,241 - mmaction - INFO - Epoch [23][60/673] lr: 2.000e-03, eta: 3:48:53, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5359, top5_acc: 0.7801, loss_cls: 1.8444, loss: 1.8444, grad_norm: 11.3456 2021-03-26 14:00:29,439 - mmaction - INFO - Epoch [23][80/673] lr: 2.000e-03, eta: 3:48:38, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.5418, top5_acc: 0.7941, loss_cls: 1.8357, loss: 1.8357, grad_norm: 11.0489 2021-03-26 14:00:43,638 - mmaction - INFO - Epoch [23][100/673] lr: 2.000e-03, eta: 3:48:22, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7805, loss_cls: 1.9084, loss: 1.9084, grad_norm: 10.8239 2021-03-26 14:00:57,876 - mmaction - INFO - Epoch [23][120/673] lr: 2.000e-03, eta: 3:48:07, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7914, loss_cls: 1.7936, loss: 1.7936, grad_norm: 10.8235 2021-03-26 14:01:12,116 - mmaction - INFO - Epoch [23][140/673] lr: 2.000e-03, eta: 3:47:52, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7699, loss_cls: 1.9102, loss: 1.9102, grad_norm: 11.5118 2021-03-26 14:01:26,356 - mmaction - INFO - Epoch [23][160/673] lr: 2.000e-03, eta: 3:47:37, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7895, loss_cls: 1.8247, loss: 1.8247, grad_norm: 11.2149 2021-03-26 14:01:40,649 - mmaction - INFO - Epoch [23][180/673] lr: 2.000e-03, eta: 3:47:22, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5430, top5_acc: 0.7824, loss_cls: 1.8406, loss: 1.8406, grad_norm: 11.4472 2021-03-26 14:01:54,912 - mmaction - INFO - Epoch [23][200/673] lr: 2.000e-03, eta: 3:47:07, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7887, loss_cls: 1.8628, loss: 1.8628, grad_norm: 11.3248 2021-03-26 14:02:09,240 - mmaction - INFO - Epoch [23][220/673] lr: 2.000e-03, eta: 3:46:52, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5191, top5_acc: 0.7863, loss_cls: 1.8867, loss: 1.8867, grad_norm: 11.4028 2021-03-26 14:02:23,498 - mmaction - INFO - Epoch [23][240/673] lr: 2.000e-03, eta: 3:46:37, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5328, top5_acc: 0.7910, loss_cls: 1.8477, loss: 1.8477, grad_norm: 11.5544 2021-03-26 14:02:37,787 - mmaction - INFO - Epoch [23][260/673] lr: 2.000e-03, eta: 3:46:22, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7691, loss_cls: 1.9504, loss: 1.9504, grad_norm: 11.5041 2021-03-26 14:02:52,097 - mmaction - INFO - Epoch [23][280/673] lr: 2.000e-03, eta: 3:46:07, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7836, loss_cls: 1.8494, loss: 1.8494, grad_norm: 10.9820 2021-03-26 14:03:06,387 - mmaction - INFO - Epoch [23][300/673] lr: 2.000e-03, eta: 3:45:52, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.8082, loss: 1.8082, grad_norm: 11.1268 2021-03-26 14:03:20,689 - mmaction - INFO - Epoch [23][320/673] lr: 2.000e-03, eta: 3:45:37, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7703, loss_cls: 1.9011, loss: 1.9011, grad_norm: 11.4830 2021-03-26 14:03:34,998 - mmaction - INFO - Epoch [23][340/673] lr: 2.000e-03, eta: 3:45:22, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.8829, loss: 1.8829, grad_norm: 11.3354 2021-03-26 14:03:49,279 - mmaction - INFO - Epoch [23][360/673] lr: 2.000e-03, eta: 3:45:07, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7617, loss_cls: 1.9595, loss: 1.9595, grad_norm: 11.1807 2021-03-26 14:04:03,649 - mmaction - INFO - Epoch [23][380/673] lr: 2.000e-03, eta: 3:44:52, time: 0.719, data_time: 0.002, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7801, loss_cls: 1.8327, loss: 1.8327, grad_norm: 10.8433 2021-03-26 14:04:17,978 - mmaction - INFO - Epoch [23][400/673] lr: 2.000e-03, eta: 3:44:37, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7883, loss_cls: 1.8616, loss: 1.8616, grad_norm: 11.2593 2021-03-26 14:04:32,275 - mmaction - INFO - Epoch [23][420/673] lr: 2.000e-03, eta: 3:44:22, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7852, loss_cls: 1.8819, loss: 1.8819, grad_norm: 11.4177 2021-03-26 14:04:46,617 - mmaction - INFO - Epoch [23][440/673] lr: 2.000e-03, eta: 3:44:07, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5164, top5_acc: 0.7699, loss_cls: 1.9598, loss: 1.9598, grad_norm: 11.7657 2021-03-26 14:05:00,931 - mmaction - INFO - Epoch [23][460/673] lr: 2.000e-03, eta: 3:43:52, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5215, top5_acc: 0.7844, loss_cls: 1.8839, loss: 1.8839, grad_norm: 11.4667 2021-03-26 14:05:15,324 - mmaction - INFO - Epoch [23][480/673] lr: 2.000e-03, eta: 3:43:37, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.5250, top5_acc: 0.7777, loss_cls: 1.8889, loss: 1.8889, grad_norm: 11.1338 2021-03-26 14:05:29,644 - mmaction - INFO - Epoch [23][500/673] lr: 2.000e-03, eta: 3:43:22, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7914, loss_cls: 1.8648, loss: 1.8648, grad_norm: 11.5840 2021-03-26 14:05:43,945 - mmaction - INFO - Epoch [23][520/673] lr: 2.000e-03, eta: 3:43:07, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5328, top5_acc: 0.7777, loss_cls: 1.8949, loss: 1.8949, grad_norm: 11.2969 2021-03-26 14:05:58,279 - mmaction - INFO - Epoch [23][540/673] lr: 2.000e-03, eta: 3:42:52, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5109, top5_acc: 0.7793, loss_cls: 1.9071, loss: 1.9071, grad_norm: 11.2058 2021-03-26 14:06:12,601 - mmaction - INFO - Epoch [23][560/673] lr: 2.000e-03, eta: 3:42:37, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5348, top5_acc: 0.7895, loss_cls: 1.8214, loss: 1.8214, grad_norm: 11.3726 2021-03-26 14:06:26,928 - mmaction - INFO - Epoch [23][580/673] lr: 2.000e-03, eta: 3:42:22, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5352, top5_acc: 0.7945, loss_cls: 1.8274, loss: 1.8274, grad_norm: 11.1018 2021-03-26 14:06:41,191 - mmaction - INFO - Epoch [23][600/673] lr: 2.000e-03, eta: 3:42:07, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7852, loss_cls: 1.8745, loss: 1.8745, grad_norm: 11.7987 2021-03-26 14:06:55,589 - mmaction - INFO - Epoch [23][620/673] lr: 2.000e-03, eta: 3:41:53, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7781, loss_cls: 1.8727, loss: 1.8727, grad_norm: 11.3643 2021-03-26 14:07:09,885 - mmaction - INFO - Epoch [23][640/673] lr: 2.000e-03, eta: 3:41:38, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5203, top5_acc: 0.7816, loss_cls: 1.8868, loss: 1.8868, grad_norm: 11.3296 2021-03-26 14:07:24,212 - mmaction - INFO - Epoch [23][660/673] lr: 2.000e-03, eta: 3:41:23, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5371, top5_acc: 0.7855, loss_cls: 1.8822, loss: 1.8822, grad_norm: 11.0398 2021-03-26 14:07:33,487 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-26 14:08:14,944 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:08:15,096 - mmaction - INFO - top1_acc 0.2806 top5_acc 0.5624 2021-03-26 14:08:15,097 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:08:15,106 - mmaction - INFO - mean_acc 0.2515 2021-03-26 14:08:15,109 - mmaction - INFO - Epoch(val) [23][673] top1_acc: 0.2806, top5_acc: 0.5624, mean_class_accuracy: 0.2515 2021-03-26 14:08:15,111 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:08:47,776 - mmaction - INFO - Epoch [24][20/673] lr: 2.000e-03, eta: 3:41:09, time: 1.633, data_time: 0.906, memory: 11010, top1_acc: 0.5352, top5_acc: 0.7836, loss_cls: 1.8675, loss: 1.8675, grad_norm: 11.2124 2021-03-26 14:09:01,984 - mmaction - INFO - Epoch [24][40/673] lr: 2.000e-03, eta: 3:40:53, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5305, top5_acc: 0.7887, loss_cls: 1.8540, loss: 1.8540, grad_norm: 11.1211 2021-03-26 14:09:16,185 - mmaction - INFO - Epoch [24][60/673] lr: 2.000e-03, eta: 3:40:38, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5453, top5_acc: 0.8039, loss_cls: 1.7349, loss: 1.7349, grad_norm: 11.0648 2021-03-26 14:09:30,416 - mmaction - INFO - Epoch [24][80/673] lr: 2.000e-03, eta: 3:40:23, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7965, loss_cls: 1.8298, loss: 1.8298, grad_norm: 11.3375 2021-03-26 14:09:44,616 - mmaction - INFO - Epoch [24][100/673] lr: 2.000e-03, eta: 3:40:08, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5426, top5_acc: 0.7969, loss_cls: 1.7743, loss: 1.7743, grad_norm: 10.8691 2021-03-26 14:09:58,835 - mmaction - INFO - Epoch [24][120/673] lr: 2.000e-03, eta: 3:39:53, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5379, top5_acc: 0.7867, loss_cls: 1.8212, loss: 1.8212, grad_norm: 11.1951 2021-03-26 14:10:13,094 - mmaction - INFO - Epoch [24][140/673] lr: 2.000e-03, eta: 3:39:38, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5348, top5_acc: 0.7973, loss_cls: 1.7886, loss: 1.7886, grad_norm: 11.0873 2021-03-26 14:10:27,426 - mmaction - INFO - Epoch [24][160/673] lr: 2.000e-03, eta: 3:39:23, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5586, top5_acc: 0.8020, loss_cls: 1.7915, loss: 1.7915, grad_norm: 11.1823 2021-03-26 14:10:41,637 - mmaction - INFO - Epoch [24][180/673] lr: 2.000e-03, eta: 3:39:08, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5164, top5_acc: 0.7969, loss_cls: 1.8367, loss: 1.8367, grad_norm: 11.3535 2021-03-26 14:10:55,909 - mmaction - INFO - Epoch [24][200/673] lr: 2.000e-03, eta: 3:38:53, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5301, top5_acc: 0.7914, loss_cls: 1.8455, loss: 1.8455, grad_norm: 11.0331 2021-03-26 14:11:10,274 - mmaction - INFO - Epoch [24][220/673] lr: 2.000e-03, eta: 3:38:38, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5402, top5_acc: 0.7914, loss_cls: 1.8109, loss: 1.8109, grad_norm: 11.1740 2021-03-26 14:11:24,598 - mmaction - INFO - Epoch [24][240/673] lr: 2.000e-03, eta: 3:38:23, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7902, loss_cls: 1.8036, loss: 1.8036, grad_norm: 10.7550 2021-03-26 14:11:38,923 - mmaction - INFO - Epoch [24][260/673] lr: 2.000e-03, eta: 3:38:08, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5340, top5_acc: 0.7949, loss_cls: 1.8136, loss: 1.8136, grad_norm: 11.5641 2021-03-26 14:11:53,266 - mmaction - INFO - Epoch [24][280/673] lr: 2.000e-03, eta: 3:37:53, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5332, top5_acc: 0.7988, loss_cls: 1.8142, loss: 1.8142, grad_norm: 11.0377 2021-03-26 14:12:07,625 - mmaction - INFO - Epoch [24][300/673] lr: 2.000e-03, eta: 3:37:38, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5363, top5_acc: 0.7965, loss_cls: 1.8383, loss: 1.8383, grad_norm: 11.4191 2021-03-26 14:12:21,903 - mmaction - INFO - Epoch [24][320/673] lr: 2.000e-03, eta: 3:37:23, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7934, loss_cls: 1.8463, loss: 1.8463, grad_norm: 11.3956 2021-03-26 14:12:36,196 - mmaction - INFO - Epoch [24][340/673] lr: 2.000e-03, eta: 3:37:08, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.8618, loss: 1.8618, grad_norm: 11.5029 2021-03-26 14:12:50,547 - mmaction - INFO - Epoch [24][360/673] lr: 2.000e-03, eta: 3:36:54, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5246, top5_acc: 0.7785, loss_cls: 1.8811, loss: 1.8811, grad_norm: 11.4584 2021-03-26 14:13:04,857 - mmaction - INFO - Epoch [24][380/673] lr: 2.000e-03, eta: 3:36:39, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5316, top5_acc: 0.7906, loss_cls: 1.8405, loss: 1.8405, grad_norm: 11.4808 2021-03-26 14:13:19,083 - mmaction - INFO - Epoch [24][400/673] lr: 2.000e-03, eta: 3:36:24, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7863, loss_cls: 1.8727, loss: 1.8727, grad_norm: 11.5695 2021-03-26 14:13:33,429 - mmaction - INFO - Epoch [24][420/673] lr: 2.000e-03, eta: 3:36:09, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5246, top5_acc: 0.7855, loss_cls: 1.8507, loss: 1.8507, grad_norm: 11.4176 2021-03-26 14:13:47,775 - mmaction - INFO - Epoch [24][440/673] lr: 2.000e-03, eta: 3:35:54, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5371, top5_acc: 0.7895, loss_cls: 1.8069, loss: 1.8069, grad_norm: 11.0496 2021-03-26 14:14:02,095 - mmaction - INFO - Epoch [24][460/673] lr: 2.000e-03, eta: 3:35:39, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7844, loss_cls: 1.8644, loss: 1.8644, grad_norm: 11.4325 2021-03-26 14:14:16,460 - mmaction - INFO - Epoch [24][480/673] lr: 2.000e-03, eta: 3:35:24, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7906, loss_cls: 1.8858, loss: 1.8858, grad_norm: 11.2702 2021-03-26 14:14:30,765 - mmaction - INFO - Epoch [24][500/673] lr: 2.000e-03, eta: 3:35:09, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5332, top5_acc: 0.7816, loss_cls: 1.8603, loss: 1.8603, grad_norm: 11.3388 2021-03-26 14:14:45,019 - mmaction - INFO - Epoch [24][520/673] lr: 2.000e-03, eta: 3:34:54, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5242, top5_acc: 0.7855, loss_cls: 1.8980, loss: 1.8980, grad_norm: 11.0970 2021-03-26 14:14:59,280 - mmaction - INFO - Epoch [24][540/673] lr: 2.000e-03, eta: 3:34:39, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7914, loss_cls: 1.8464, loss: 1.8464, grad_norm: 10.6746 2021-03-26 14:15:13,606 - mmaction - INFO - Epoch [24][560/673] lr: 2.000e-03, eta: 3:34:24, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7805, loss_cls: 1.8647, loss: 1.8647, grad_norm: 11.5479 2021-03-26 14:15:27,932 - mmaction - INFO - Epoch [24][580/673] lr: 2.000e-03, eta: 3:34:09, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5340, top5_acc: 0.7988, loss_cls: 1.8257, loss: 1.8257, grad_norm: 11.2836 2021-03-26 14:15:42,154 - mmaction - INFO - Epoch [24][600/673] lr: 2.000e-03, eta: 3:33:54, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7863, loss_cls: 1.8193, loss: 1.8193, grad_norm: 11.5403 2021-03-26 14:15:56,467 - mmaction - INFO - Epoch [24][620/673] lr: 2.000e-03, eta: 3:33:39, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5316, top5_acc: 0.7953, loss_cls: 1.8065, loss: 1.8065, grad_norm: 11.0191 2021-03-26 14:16:10,822 - mmaction - INFO - Epoch [24][640/673] lr: 2.000e-03, eta: 3:33:24, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5223, top5_acc: 0.7703, loss_cls: 1.9062, loss: 1.9062, grad_norm: 11.0695 2021-03-26 14:16:25,120 - mmaction - INFO - Epoch [24][660/673] lr: 2.000e-03, eta: 3:33:09, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7824, loss_cls: 1.8717, loss: 1.8717, grad_norm: 11.1083 2021-03-26 14:16:34,382 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-26 14:17:13,769 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:17:13,923 - mmaction - INFO - top1_acc 0.2835 top5_acc 0.5635 2021-03-26 14:17:13,923 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:17:13,932 - mmaction - INFO - mean_acc 0.2606 2021-03-26 14:17:13,935 - mmaction - INFO - Epoch(val) [24][673] top1_acc: 0.2835, top5_acc: 0.5635, mean_class_accuracy: 0.2606 2021-03-26 14:17:14,092 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:17:47,187 - mmaction - INFO - Epoch [25][20/673] lr: 2.000e-03, eta: 3:32:55, time: 1.652, data_time: 0.934, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7996, loss_cls: 1.8196, loss: 1.8196, grad_norm: 11.4074 2021-03-26 14:18:01,360 - mmaction - INFO - Epoch [25][40/673] lr: 2.000e-03, eta: 3:32:40, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.5332, top5_acc: 0.7848, loss_cls: 1.8347, loss: 1.8347, grad_norm: 11.4026 2021-03-26 14:18:15,581 - mmaction - INFO - Epoch [25][60/673] lr: 2.000e-03, eta: 3:32:25, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5297, top5_acc: 0.7969, loss_cls: 1.8326, loss: 1.8326, grad_norm: 11.5506 2021-03-26 14:18:29,793 - mmaction - INFO - Epoch [25][80/673] lr: 2.000e-03, eta: 3:32:10, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5496, top5_acc: 0.7980, loss_cls: 1.7753, loss: 1.7753, grad_norm: 11.2597 2021-03-26 14:18:44,034 - mmaction - INFO - Epoch [25][100/673] lr: 2.000e-03, eta: 3:31:55, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5422, top5_acc: 0.8027, loss_cls: 1.8026, loss: 1.8026, grad_norm: 11.1208 2021-03-26 14:18:58,272 - mmaction - INFO - Epoch [25][120/673] lr: 2.000e-03, eta: 3:31:40, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5453, top5_acc: 0.7957, loss_cls: 1.7997, loss: 1.7997, grad_norm: 11.3184 2021-03-26 14:19:12,591 - mmaction - INFO - Epoch [25][140/673] lr: 2.000e-03, eta: 3:31:25, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5430, top5_acc: 0.8051, loss_cls: 1.7787, loss: 1.7787, grad_norm: 11.9903 2021-03-26 14:19:26,903 - mmaction - INFO - Epoch [25][160/673] lr: 2.000e-03, eta: 3:31:10, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5535, top5_acc: 0.7988, loss_cls: 1.7611, loss: 1.7611, grad_norm: 11.1577 2021-03-26 14:19:41,211 - mmaction - INFO - Epoch [25][180/673] lr: 2.000e-03, eta: 3:30:55, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7980, loss_cls: 1.7344, loss: 1.7344, grad_norm: 11.0543 2021-03-26 14:19:55,592 - mmaction - INFO - Epoch [25][200/673] lr: 2.000e-03, eta: 3:30:40, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5504, top5_acc: 0.8051, loss_cls: 1.7413, loss: 1.7413, grad_norm: 11.3556 2021-03-26 14:20:09,923 - mmaction - INFO - Epoch [25][220/673] lr: 2.000e-03, eta: 3:30:25, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7883, loss_cls: 1.8034, loss: 1.8034, grad_norm: 11.6061 2021-03-26 14:20:24,197 - mmaction - INFO - Epoch [25][240/673] lr: 2.000e-03, eta: 3:30:10, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5441, top5_acc: 0.8094, loss_cls: 1.7748, loss: 1.7748, grad_norm: 11.7051 2021-03-26 14:20:38,540 - mmaction - INFO - Epoch [25][260/673] lr: 2.000e-03, eta: 3:29:55, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7898, loss_cls: 1.8420, loss: 1.8420, grad_norm: 10.9277 2021-03-26 14:20:52,858 - mmaction - INFO - Epoch [25][280/673] lr: 2.000e-03, eta: 3:29:40, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5297, top5_acc: 0.7859, loss_cls: 1.8427, loss: 1.8427, grad_norm: 11.2199 2021-03-26 14:21:07,211 - mmaction - INFO - Epoch [25][300/673] lr: 2.000e-03, eta: 3:29:25, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5363, top5_acc: 0.7898, loss_cls: 1.8479, loss: 1.8479, grad_norm: 10.8473 2021-03-26 14:21:21,479 - mmaction - INFO - Epoch [25][320/673] lr: 2.000e-03, eta: 3:29:10, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5418, top5_acc: 0.8004, loss_cls: 1.7783, loss: 1.7783, grad_norm: 11.1282 2021-03-26 14:21:35,723 - mmaction - INFO - Epoch [25][340/673] lr: 2.000e-03, eta: 3:28:55, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5352, top5_acc: 0.7906, loss_cls: 1.8049, loss: 1.8049, grad_norm: 11.3313 2021-03-26 14:21:50,040 - mmaction - INFO - Epoch [25][360/673] lr: 2.000e-03, eta: 3:28:40, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5352, top5_acc: 0.7855, loss_cls: 1.8371, loss: 1.8371, grad_norm: 10.9487 2021-03-26 14:22:04,418 - mmaction - INFO - Epoch [25][380/673] lr: 2.000e-03, eta: 3:28:26, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7887, loss_cls: 1.8171, loss: 1.8171, grad_norm: 11.4340 2021-03-26 14:22:18,757 - mmaction - INFO - Epoch [25][400/673] lr: 2.000e-03, eta: 3:28:11, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5418, top5_acc: 0.8043, loss_cls: 1.7936, loss: 1.7936, grad_norm: 11.3530 2021-03-26 14:22:32,989 - mmaction - INFO - Epoch [25][420/673] lr: 2.000e-03, eta: 3:27:56, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5512, top5_acc: 0.7945, loss_cls: 1.8008, loss: 1.8008, grad_norm: 11.2633 2021-03-26 14:22:47,341 - mmaction - INFO - Epoch [25][440/673] lr: 2.000e-03, eta: 3:27:41, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5555, top5_acc: 0.8043, loss_cls: 1.7437, loss: 1.7437, grad_norm: 11.2053 2021-03-26 14:23:01,648 - mmaction - INFO - Epoch [25][460/673] lr: 2.000e-03, eta: 3:27:26, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5344, top5_acc: 0.7930, loss_cls: 1.8347, loss: 1.8347, grad_norm: 11.5147 2021-03-26 14:23:16,000 - mmaction - INFO - Epoch [25][480/673] lr: 2.000e-03, eta: 3:27:11, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5539, top5_acc: 0.8012, loss_cls: 1.7494, loss: 1.7494, grad_norm: 10.9366 2021-03-26 14:23:30,343 - mmaction - INFO - Epoch [25][500/673] lr: 2.000e-03, eta: 3:26:56, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5484, top5_acc: 0.7949, loss_cls: 1.7592, loss: 1.7592, grad_norm: 10.8841 2021-03-26 14:23:44,668 - mmaction - INFO - Epoch [25][520/673] lr: 2.000e-03, eta: 3:26:41, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5395, top5_acc: 0.8000, loss_cls: 1.7653, loss: 1.7653, grad_norm: 11.1504 2021-03-26 14:23:58,893 - mmaction - INFO - Epoch [25][540/673] lr: 2.000e-03, eta: 3:26:26, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5176, top5_acc: 0.7789, loss_cls: 1.8904, loss: 1.8904, grad_norm: 11.4027 2021-03-26 14:24:13,274 - mmaction - INFO - Epoch [25][560/673] lr: 2.000e-03, eta: 3:26:11, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5344, top5_acc: 0.7949, loss_cls: 1.7969, loss: 1.7969, grad_norm: 11.6953 2021-03-26 14:24:27,550 - mmaction - INFO - Epoch [25][580/673] lr: 2.000e-03, eta: 3:25:56, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5551, top5_acc: 0.8109, loss_cls: 1.7309, loss: 1.7309, grad_norm: 11.2245 2021-03-26 14:24:41,932 - mmaction - INFO - Epoch [25][600/673] lr: 2.000e-03, eta: 3:25:42, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5473, top5_acc: 0.7941, loss_cls: 1.7801, loss: 1.7801, grad_norm: 11.4895 2021-03-26 14:24:56,226 - mmaction - INFO - Epoch [25][620/673] lr: 2.000e-03, eta: 3:25:27, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5324, top5_acc: 0.7910, loss_cls: 1.8162, loss: 1.8162, grad_norm: 11.5461 2021-03-26 14:25:10,573 - mmaction - INFO - Epoch [25][640/673] lr: 2.000e-03, eta: 3:25:12, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5359, top5_acc: 0.7914, loss_cls: 1.8451, loss: 1.8451, grad_norm: 10.8126 2021-03-26 14:25:24,923 - mmaction - INFO - Epoch [25][660/673] lr: 2.000e-03, eta: 3:24:57, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5520, top5_acc: 0.7922, loss_cls: 1.7902, loss: 1.7902, grad_norm: 11.4848 2021-03-26 14:25:34,131 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-26 14:26:16,615 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:26:16,766 - mmaction - INFO - top1_acc 0.2926 top5_acc 0.5723 2021-03-26 14:26:16,766 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:26:16,775 - mmaction - INFO - mean_acc 0.2593 2021-03-26 14:26:20,307 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2021-03-26 14:26:20,307 - mmaction - INFO - Best top1_acc is 0.2926 at 25 epoch. 2021-03-26 14:26:20,311 - mmaction - INFO - Epoch(val) [25][673] top1_acc: 0.2926, top5_acc: 0.5723, mean_class_accuracy: 0.2593 2021-03-26 14:26:20,313 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:26:50,553 - mmaction - INFO - Epoch [26][20/673] lr: 2.000e-03, eta: 3:24:39, time: 1.512, data_time: 0.803, memory: 11010, top1_acc: 0.5434, top5_acc: 0.8063, loss_cls: 1.7946, loss: 1.7946, grad_norm: 11.4026 2021-03-26 14:27:04,719 - mmaction - INFO - Epoch [26][40/673] lr: 2.000e-03, eta: 3:24:24, time: 0.708, data_time: 0.000, memory: 11010, top1_acc: 0.5387, top5_acc: 0.7949, loss_cls: 1.8019, loss: 1.8019, grad_norm: 11.5379 2021-03-26 14:27:18,983 - mmaction - INFO - Epoch [26][60/673] lr: 2.000e-03, eta: 3:24:09, time: 0.713, data_time: 0.003, memory: 11010, top1_acc: 0.5645, top5_acc: 0.8160, loss_cls: 1.6973, loss: 1.6973, grad_norm: 11.0573 2021-03-26 14:27:33,182 - mmaction - INFO - Epoch [26][80/673] lr: 2.000e-03, eta: 3:23:54, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.5555, top5_acc: 0.8117, loss_cls: 1.7144, loss: 1.7144, grad_norm: 10.9241 2021-03-26 14:27:47,403 - mmaction - INFO - Epoch [26][100/673] lr: 2.000e-03, eta: 3:23:39, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7980, loss_cls: 1.7705, loss: 1.7705, grad_norm: 11.5097 2021-03-26 14:28:01,631 - mmaction - INFO - Epoch [26][120/673] lr: 2.000e-03, eta: 3:23:24, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5559, top5_acc: 0.8160, loss_cls: 1.7341, loss: 1.7341, grad_norm: 11.4607 2021-03-26 14:28:15,852 - mmaction - INFO - Epoch [26][140/673] lr: 2.000e-03, eta: 3:23:09, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5496, top5_acc: 0.8098, loss_cls: 1.7160, loss: 1.7160, grad_norm: 11.2857 2021-03-26 14:28:30,133 - mmaction - INFO - Epoch [26][160/673] lr: 2.000e-03, eta: 3:22:54, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5328, top5_acc: 0.7977, loss_cls: 1.7994, loss: 1.7994, grad_norm: 11.9581 2021-03-26 14:28:44,380 - mmaction - INFO - Epoch [26][180/673] lr: 2.000e-03, eta: 3:22:39, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.7942, loss: 1.7942, grad_norm: 11.3766 2021-03-26 14:28:58,644 - mmaction - INFO - Epoch [26][200/673] lr: 2.000e-03, eta: 3:22:24, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5531, top5_acc: 0.8016, loss_cls: 1.7626, loss: 1.7626, grad_norm: 11.1243 2021-03-26 14:29:12,893 - mmaction - INFO - Epoch [26][220/673] lr: 2.000e-03, eta: 3:22:09, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5527, top5_acc: 0.7961, loss_cls: 1.7921, loss: 1.7921, grad_norm: 11.0569 2021-03-26 14:29:27,227 - mmaction - INFO - Epoch [26][240/673] lr: 2.000e-03, eta: 3:21:54, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5449, top5_acc: 0.7941, loss_cls: 1.7812, loss: 1.7812, grad_norm: 11.2044 2021-03-26 14:29:41,505 - mmaction - INFO - Epoch [26][260/673] lr: 2.000e-03, eta: 3:21:39, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5445, top5_acc: 0.8016, loss_cls: 1.7498, loss: 1.7498, grad_norm: 11.2933 2021-03-26 14:29:55,779 - mmaction - INFO - Epoch [26][280/673] lr: 2.000e-03, eta: 3:21:24, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7828, loss_cls: 1.8158, loss: 1.8158, grad_norm: 11.2755 2021-03-26 14:30:10,107 - mmaction - INFO - Epoch [26][300/673] lr: 2.000e-03, eta: 3:21:10, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5461, top5_acc: 0.8055, loss_cls: 1.7597, loss: 1.7597, grad_norm: 11.5153 2021-03-26 14:30:24,363 - mmaction - INFO - Epoch [26][320/673] lr: 2.000e-03, eta: 3:20:55, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7930, loss_cls: 1.8290, loss: 1.8290, grad_norm: 11.3156 2021-03-26 14:30:38,676 - mmaction - INFO - Epoch [26][340/673] lr: 2.000e-03, eta: 3:20:40, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7914, loss_cls: 1.8545, loss: 1.8545, grad_norm: 11.4889 2021-03-26 14:30:52,992 - mmaction - INFO - Epoch [26][360/673] lr: 2.000e-03, eta: 3:20:25, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7773, loss_cls: 1.8966, loss: 1.8966, grad_norm: 11.4842 2021-03-26 14:31:07,288 - mmaction - INFO - Epoch [26][380/673] lr: 2.000e-03, eta: 3:20:10, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5480, top5_acc: 0.7996, loss_cls: 1.7511, loss: 1.7511, grad_norm: 10.9979 2021-03-26 14:31:23,793 - mmaction - INFO - Epoch [26][400/673] lr: 2.000e-03, eta: 3:19:57, time: 0.825, data_time: 0.114, memory: 11010, top1_acc: 0.5246, top5_acc: 0.7945, loss_cls: 1.8196, loss: 1.8196, grad_norm: 11.4949 2021-03-26 14:31:38,111 - mmaction - INFO - Epoch [26][420/673] lr: 2.000e-03, eta: 3:19:42, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5297, top5_acc: 0.8027, loss_cls: 1.8130, loss: 1.8130, grad_norm: 11.2559 2021-03-26 14:31:52,442 - mmaction - INFO - Epoch [26][440/673] lr: 2.000e-03, eta: 3:19:27, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5512, top5_acc: 0.8082, loss_cls: 1.7283, loss: 1.7283, grad_norm: 10.9994 2021-03-26 14:32:06,694 - mmaction - INFO - Epoch [26][460/673] lr: 2.000e-03, eta: 3:19:12, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7949, loss_cls: 1.7974, loss: 1.7974, grad_norm: 11.2579 2021-03-26 14:32:20,958 - mmaction - INFO - Epoch [26][480/673] lr: 2.000e-03, eta: 3:18:57, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5461, top5_acc: 0.7895, loss_cls: 1.8146, loss: 1.8146, grad_norm: 11.2829 2021-03-26 14:32:35,216 - mmaction - INFO - Epoch [26][500/673] lr: 2.000e-03, eta: 3:18:43, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5578, top5_acc: 0.8055, loss_cls: 1.7430, loss: 1.7430, grad_norm: 11.1328 2021-03-26 14:32:49,554 - mmaction - INFO - Epoch [26][520/673] lr: 2.000e-03, eta: 3:18:28, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5516, top5_acc: 0.8063, loss_cls: 1.7488, loss: 1.7488, grad_norm: 11.0657 2021-03-26 14:33:03,904 - mmaction - INFO - Epoch [26][540/673] lr: 2.000e-03, eta: 3:18:13, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5402, top5_acc: 0.7922, loss_cls: 1.7781, loss: 1.7781, grad_norm: 11.3151 2021-03-26 14:33:18,231 - mmaction - INFO - Epoch [26][560/673] lr: 2.000e-03, eta: 3:17:58, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5574, top5_acc: 0.8141, loss_cls: 1.6902, loss: 1.6902, grad_norm: 10.8029 2021-03-26 14:33:32,481 - mmaction - INFO - Epoch [26][580/673] lr: 2.000e-03, eta: 3:17:43, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5402, top5_acc: 0.8059, loss_cls: 1.7639, loss: 1.7639, grad_norm: 11.0463 2021-03-26 14:33:46,817 - mmaction - INFO - Epoch [26][600/673] lr: 2.000e-03, eta: 3:17:28, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5484, top5_acc: 0.8031, loss_cls: 1.7731, loss: 1.7731, grad_norm: 11.5825 2021-03-26 14:34:01,156 - mmaction - INFO - Epoch [26][620/673] lr: 2.000e-03, eta: 3:17:13, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7840, loss_cls: 1.8511, loss: 1.8511, grad_norm: 11.2941 2021-03-26 14:34:15,451 - mmaction - INFO - Epoch [26][640/673] lr: 2.000e-03, eta: 3:16:58, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5496, top5_acc: 0.7875, loss_cls: 1.8243, loss: 1.8243, grad_norm: 11.5170 2021-03-26 14:34:29,796 - mmaction - INFO - Epoch [26][660/673] lr: 2.000e-03, eta: 3:16:44, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5414, top5_acc: 0.7992, loss_cls: 1.7615, loss: 1.7615, grad_norm: 11.1460 2021-03-26 14:34:39,114 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-26 14:35:18,203 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:35:18,353 - mmaction - INFO - top1_acc 0.2919 top5_acc 0.5860 2021-03-26 14:35:18,354 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:35:18,363 - mmaction - INFO - mean_acc 0.2613 2021-03-26 14:35:18,364 - mmaction - INFO - Epoch(val) [26][673] top1_acc: 0.2919, top5_acc: 0.5860, mean_class_accuracy: 0.2613 2021-03-26 14:35:18,368 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:35:55,436 - mmaction - INFO - Epoch [27][20/673] lr: 2.000e-03, eta: 3:16:31, time: 1.853, data_time: 1.137, memory: 11010, top1_acc: 0.5637, top5_acc: 0.8035, loss_cls: 1.7511, loss: 1.7511, grad_norm: 11.2866 2021-03-26 14:36:09,630 - mmaction - INFO - Epoch [27][40/673] lr: 2.000e-03, eta: 3:16:16, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.5668, top5_acc: 0.8164, loss_cls: 1.6894, loss: 1.6894, grad_norm: 11.1061 2021-03-26 14:36:23,853 - mmaction - INFO - Epoch [27][60/673] lr: 2.000e-03, eta: 3:16:01, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5605, top5_acc: 0.8086, loss_cls: 1.7187, loss: 1.7187, grad_norm: 11.5425 2021-03-26 14:36:38,070 - mmaction - INFO - Epoch [27][80/673] lr: 2.000e-03, eta: 3:15:46, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5609, top5_acc: 0.8121, loss_cls: 1.6941, loss: 1.6941, grad_norm: 11.1111 2021-03-26 14:36:52,287 - mmaction - INFO - Epoch [27][100/673] lr: 2.000e-03, eta: 3:15:31, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5488, top5_acc: 0.8082, loss_cls: 1.7188, loss: 1.7188, grad_norm: 11.4884 2021-03-26 14:37:06,487 - mmaction - INFO - Epoch [27][120/673] lr: 2.000e-03, eta: 3:15:16, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5492, top5_acc: 0.7953, loss_cls: 1.7655, loss: 1.7655, grad_norm: 11.0433 2021-03-26 14:37:20,714 - mmaction - INFO - Epoch [27][140/673] lr: 2.000e-03, eta: 3:15:01, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5594, top5_acc: 0.8141, loss_cls: 1.7129, loss: 1.7129, grad_norm: 11.3874 2021-03-26 14:37:34,992 - mmaction - INFO - Epoch [27][160/673] lr: 2.000e-03, eta: 3:14:47, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5492, top5_acc: 0.8082, loss_cls: 1.7439, loss: 1.7439, grad_norm: 11.5979 2021-03-26 14:37:49,269 - mmaction - INFO - Epoch [27][180/673] lr: 2.000e-03, eta: 3:14:32, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5730, top5_acc: 0.8035, loss_cls: 1.7068, loss: 1.7068, grad_norm: 11.0590 2021-03-26 14:38:03,638 - mmaction - INFO - Epoch [27][200/673] lr: 2.000e-03, eta: 3:14:17, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5437, top5_acc: 0.8117, loss_cls: 1.7712, loss: 1.7712, grad_norm: 11.6016 2021-03-26 14:38:17,842 - mmaction - INFO - Epoch [27][220/673] lr: 2.000e-03, eta: 3:14:02, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5422, top5_acc: 0.8012, loss_cls: 1.7798, loss: 1.7798, grad_norm: 11.5751 2021-03-26 14:38:32,085 - mmaction - INFO - Epoch [27][240/673] lr: 2.000e-03, eta: 3:13:47, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5543, top5_acc: 0.8070, loss_cls: 1.7176, loss: 1.7176, grad_norm: 11.5862 2021-03-26 14:38:46,421 - mmaction - INFO - Epoch [27][260/673] lr: 2.000e-03, eta: 3:13:32, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5543, top5_acc: 0.8066, loss_cls: 1.7186, loss: 1.7186, grad_norm: 11.1455 2021-03-26 14:39:00,641 - mmaction - INFO - Epoch [27][280/673] lr: 2.000e-03, eta: 3:13:17, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5703, top5_acc: 0.8137, loss_cls: 1.6825, loss: 1.6825, grad_norm: 10.9350 2021-03-26 14:39:15,005 - mmaction - INFO - Epoch [27][300/673] lr: 2.000e-03, eta: 3:13:02, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5641, top5_acc: 0.8074, loss_cls: 1.7169, loss: 1.7169, grad_norm: 11.3051 2021-03-26 14:39:29,317 - mmaction - INFO - Epoch [27][320/673] lr: 2.000e-03, eta: 3:12:47, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5574, top5_acc: 0.8012, loss_cls: 1.7387, loss: 1.7387, grad_norm: 11.3477 2021-03-26 14:39:43,687 - mmaction - INFO - Epoch [27][340/673] lr: 2.000e-03, eta: 3:12:32, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5418, top5_acc: 0.7973, loss_cls: 1.7938, loss: 1.7938, grad_norm: 11.0959 2021-03-26 14:39:58,053 - mmaction - INFO - Epoch [27][360/673] lr: 2.000e-03, eta: 3:12:18, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.5512, top5_acc: 0.7961, loss_cls: 1.7212, loss: 1.7212, grad_norm: 11.3413 2021-03-26 14:40:12,366 - mmaction - INFO - Epoch [27][380/673] lr: 2.000e-03, eta: 3:12:03, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5523, top5_acc: 0.8098, loss_cls: 1.7208, loss: 1.7208, grad_norm: 11.4675 2021-03-26 14:40:26,676 - mmaction - INFO - Epoch [27][400/673] lr: 2.000e-03, eta: 3:11:48, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5410, top5_acc: 0.8113, loss_cls: 1.7437, loss: 1.7437, grad_norm: 11.3218 2021-03-26 14:40:40,987 - mmaction - INFO - Epoch [27][420/673] lr: 2.000e-03, eta: 3:11:33, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5566, top5_acc: 0.8148, loss_cls: 1.7118, loss: 1.7118, grad_norm: 11.0676 2021-03-26 14:40:55,272 - mmaction - INFO - Epoch [27][440/673] lr: 2.000e-03, eta: 3:11:18, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5555, top5_acc: 0.8063, loss_cls: 1.7309, loss: 1.7309, grad_norm: 11.3339 2021-03-26 14:41:09,606 - mmaction - INFO - Epoch [27][460/673] lr: 2.000e-03, eta: 3:11:03, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5164, top5_acc: 0.7992, loss_cls: 1.8007, loss: 1.8007, grad_norm: 11.8765 2021-03-26 14:41:23,943 - mmaction - INFO - Epoch [27][480/673] lr: 2.000e-03, eta: 3:10:48, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5430, top5_acc: 0.7945, loss_cls: 1.8010, loss: 1.8010, grad_norm: 11.3462 2021-03-26 14:41:38,276 - mmaction - INFO - Epoch [27][500/673] lr: 2.000e-03, eta: 3:10:34, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.7755, loss: 1.7755, grad_norm: 11.0288 2021-03-26 14:41:52,576 - mmaction - INFO - Epoch [27][520/673] lr: 2.000e-03, eta: 3:10:19, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5547, top5_acc: 0.8012, loss_cls: 1.7430, loss: 1.7430, grad_norm: 11.5984 2021-03-26 14:42:06,816 - mmaction - INFO - Epoch [27][540/673] lr: 2.000e-03, eta: 3:10:04, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5570, top5_acc: 0.7949, loss_cls: 1.7529, loss: 1.7529, grad_norm: 11.2378 2021-03-26 14:42:21,180 - mmaction - INFO - Epoch [27][560/673] lr: 2.000e-03, eta: 3:09:49, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.5559, top5_acc: 0.8125, loss_cls: 1.7143, loss: 1.7143, grad_norm: 11.3153 2021-03-26 14:42:35,505 - mmaction - INFO - Epoch [27][580/673] lr: 2.000e-03, eta: 3:09:34, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5406, top5_acc: 0.8023, loss_cls: 1.7517, loss: 1.7517, grad_norm: 10.9014 2021-03-26 14:42:49,736 - mmaction - INFO - Epoch [27][600/673] lr: 2.000e-03, eta: 3:09:19, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5484, top5_acc: 0.7996, loss_cls: 1.7667, loss: 1.7667, grad_norm: 11.3697 2021-03-26 14:43:04,116 - mmaction - INFO - Epoch [27][620/673] lr: 2.000e-03, eta: 3:09:04, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5398, top5_acc: 0.7918, loss_cls: 1.8024, loss: 1.8024, grad_norm: 11.4095 2021-03-26 14:43:18,433 - mmaction - INFO - Epoch [27][640/673] lr: 2.000e-03, eta: 3:08:49, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5367, top5_acc: 0.7906, loss_cls: 1.8197, loss: 1.8197, grad_norm: 11.2248 2021-03-26 14:43:32,700 - mmaction - INFO - Epoch [27][660/673] lr: 2.000e-03, eta: 3:08:35, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5512, top5_acc: 0.7984, loss_cls: 1.7487, loss: 1.7487, grad_norm: 11.1278 2021-03-26 14:43:42,023 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-26 14:44:20,178 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:44:20,332 - mmaction - INFO - top1_acc 0.2768 top5_acc 0.5496 2021-03-26 14:44:20,332 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:44:20,341 - mmaction - INFO - mean_acc 0.2457 2021-03-26 14:44:20,343 - mmaction - INFO - Epoch(val) [27][673] top1_acc: 0.2768, top5_acc: 0.5496, mean_class_accuracy: 0.2457 2021-03-26 14:44:20,345 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:44:52,937 - mmaction - INFO - Epoch [28][20/673] lr: 2.000e-03, eta: 3:08:18, time: 1.629, data_time: 0.873, memory: 11010, top1_acc: 0.5504, top5_acc: 0.8199, loss_cls: 1.7235, loss: 1.7235, grad_norm: 11.3605 2021-03-26 14:45:07,136 - mmaction - INFO - Epoch [28][40/673] lr: 2.000e-03, eta: 3:08:03, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5578, top5_acc: 0.8109, loss_cls: 1.7037, loss: 1.7037, grad_norm: 11.2891 2021-03-26 14:45:21,381 - mmaction - INFO - Epoch [28][60/673] lr: 2.000e-03, eta: 3:07:48, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5719, top5_acc: 0.8203, loss_cls: 1.6497, loss: 1.6497, grad_norm: 11.6634 2021-03-26 14:45:35,613 - mmaction - INFO - Epoch [28][80/673] lr: 2.000e-03, eta: 3:07:33, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5613, top5_acc: 0.8172, loss_cls: 1.6702, loss: 1.6702, grad_norm: 11.4155 2021-03-26 14:45:49,841 - mmaction - INFO - Epoch [28][100/673] lr: 2.000e-03, eta: 3:07:18, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5457, top5_acc: 0.7910, loss_cls: 1.7764, loss: 1.7764, grad_norm: 11.6127 2021-03-26 14:46:04,075 - mmaction - INFO - Epoch [28][120/673] lr: 2.000e-03, eta: 3:07:03, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5598, top5_acc: 0.8090, loss_cls: 1.7220, loss: 1.7220, grad_norm: 11.2574 2021-03-26 14:46:18,403 - mmaction - INFO - Epoch [28][140/673] lr: 2.000e-03, eta: 3:06:48, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5586, top5_acc: 0.8086, loss_cls: 1.6726, loss: 1.6726, grad_norm: 11.4151 2021-03-26 14:46:32,667 - mmaction - INFO - Epoch [28][160/673] lr: 2.000e-03, eta: 3:06:33, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5590, top5_acc: 0.8121, loss_cls: 1.6886, loss: 1.6886, grad_norm: 11.6409 2021-03-26 14:46:47,009 - mmaction - INFO - Epoch [28][180/673] lr: 2.000e-03, eta: 3:06:18, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5453, top5_acc: 0.8094, loss_cls: 1.7544, loss: 1.7544, grad_norm: 11.4609 2021-03-26 14:47:01,396 - mmaction - INFO - Epoch [28][200/673] lr: 2.000e-03, eta: 3:06:04, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5449, top5_acc: 0.8148, loss_cls: 1.7165, loss: 1.7165, grad_norm: 11.2076 2021-03-26 14:47:15,762 - mmaction - INFO - Epoch [28][220/673] lr: 2.000e-03, eta: 3:05:49, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5578, top5_acc: 0.8074, loss_cls: 1.7152, loss: 1.7152, grad_norm: 11.1392 2021-03-26 14:47:30,056 - mmaction - INFO - Epoch [28][240/673] lr: 2.000e-03, eta: 3:05:34, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5473, top5_acc: 0.8195, loss_cls: 1.6998, loss: 1.6998, grad_norm: 11.6818 2021-03-26 14:47:44,321 - mmaction - INFO - Epoch [28][260/673] lr: 2.000e-03, eta: 3:05:19, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5578, top5_acc: 0.8238, loss_cls: 1.6690, loss: 1.6690, grad_norm: 11.6353 2021-03-26 14:47:58,709 - mmaction - INFO - Epoch [28][280/673] lr: 2.000e-03, eta: 3:05:04, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5527, top5_acc: 0.7930, loss_cls: 1.7623, loss: 1.7623, grad_norm: 11.4038 2021-03-26 14:48:13,021 - mmaction - INFO - Epoch [28][300/673] lr: 2.000e-03, eta: 3:04:49, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5508, top5_acc: 0.8105, loss_cls: 1.7391, loss: 1.7391, grad_norm: 11.1933 2021-03-26 14:48:27,397 - mmaction - INFO - Epoch [28][320/673] lr: 2.000e-03, eta: 3:04:35, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5645, top5_acc: 0.8082, loss_cls: 1.6835, loss: 1.6835, grad_norm: 10.9249 2021-03-26 14:48:41,650 - mmaction - INFO - Epoch [28][340/673] lr: 2.000e-03, eta: 3:04:20, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5535, top5_acc: 0.8051, loss_cls: 1.7265, loss: 1.7265, grad_norm: 11.3216 2021-03-26 14:48:55,926 - mmaction - INFO - Epoch [28][360/673] lr: 2.000e-03, eta: 3:04:05, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5547, top5_acc: 0.7984, loss_cls: 1.7504, loss: 1.7504, grad_norm: 11.1125 2021-03-26 14:49:10,273 - mmaction - INFO - Epoch [28][380/673] lr: 2.000e-03, eta: 3:03:50, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5469, top5_acc: 0.8105, loss_cls: 1.7363, loss: 1.7363, grad_norm: 11.3134 2021-03-26 14:49:24,662 - mmaction - INFO - Epoch [28][400/673] lr: 2.000e-03, eta: 3:03:35, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5449, top5_acc: 0.8078, loss_cls: 1.7476, loss: 1.7476, grad_norm: 11.4785 2021-03-26 14:49:38,996 - mmaction - INFO - Epoch [28][420/673] lr: 2.000e-03, eta: 3:03:20, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5594, top5_acc: 0.8152, loss_cls: 1.7131, loss: 1.7131, grad_norm: 11.3632 2021-03-26 14:49:53,333 - mmaction - INFO - Epoch [28][440/673] lr: 2.000e-03, eta: 3:03:05, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5426, top5_acc: 0.8000, loss_cls: 1.7538, loss: 1.7538, grad_norm: 11.0454 2021-03-26 14:50:07,633 - mmaction - INFO - Epoch [28][460/673] lr: 2.000e-03, eta: 3:02:51, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5563, top5_acc: 0.8059, loss_cls: 1.7060, loss: 1.7060, grad_norm: 11.1960 2021-03-26 14:50:21,948 - mmaction - INFO - Epoch [28][480/673] lr: 2.000e-03, eta: 3:02:36, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5660, top5_acc: 0.8125, loss_cls: 1.7249, loss: 1.7249, grad_norm: 10.9072 2021-03-26 14:50:36,225 - mmaction - INFO - Epoch [28][500/673] lr: 2.000e-03, eta: 3:02:21, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5609, top5_acc: 0.8023, loss_cls: 1.7096, loss: 1.7096, grad_norm: 11.2434 2021-03-26 14:50:50,463 - mmaction - INFO - Epoch [28][520/673] lr: 2.000e-03, eta: 3:02:06, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5336, top5_acc: 0.8000, loss_cls: 1.7807, loss: 1.7807, grad_norm: 11.2822 2021-03-26 14:51:04,842 - mmaction - INFO - Epoch [28][540/673] lr: 2.000e-03, eta: 3:01:51, time: 0.719, data_time: 0.005, memory: 11010, top1_acc: 0.5445, top5_acc: 0.8102, loss_cls: 1.7261, loss: 1.7261, grad_norm: 11.6737 2021-03-26 14:51:19,228 - mmaction - INFO - Epoch [28][560/673] lr: 2.000e-03, eta: 3:01:36, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5535, top5_acc: 0.8043, loss_cls: 1.7506, loss: 1.7506, grad_norm: 11.3220 2021-03-26 14:51:33,519 - mmaction - INFO - Epoch [28][580/673] lr: 2.000e-03, eta: 3:01:22, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5570, top5_acc: 0.8148, loss_cls: 1.6784, loss: 1.6784, grad_norm: 11.2843 2021-03-26 14:51:47,866 - mmaction - INFO - Epoch [28][600/673] lr: 2.000e-03, eta: 3:01:07, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5727, top5_acc: 0.8152, loss_cls: 1.6500, loss: 1.6500, grad_norm: 11.0399 2021-03-26 14:52:02,199 - mmaction - INFO - Epoch [28][620/673] lr: 2.000e-03, eta: 3:00:52, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5441, top5_acc: 0.7992, loss_cls: 1.7765, loss: 1.7765, grad_norm: 11.4861 2021-03-26 14:52:16,550 - mmaction - INFO - Epoch [28][640/673] lr: 2.000e-03, eta: 3:00:37, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5426, top5_acc: 0.8027, loss_cls: 1.7777, loss: 1.7777, grad_norm: 11.6683 2021-03-26 14:52:30,901 - mmaction - INFO - Epoch [28][660/673] lr: 2.000e-03, eta: 3:00:22, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5449, top5_acc: 0.7973, loss_cls: 1.7547, loss: 1.7547, grad_norm: 11.1844 2021-03-26 14:52:40,256 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-26 14:53:18,924 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:53:19,080 - mmaction - INFO - top1_acc 0.2722 top5_acc 0.5543 2021-03-26 14:53:19,080 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:53:19,089 - mmaction - INFO - mean_acc 0.2453 2021-03-26 14:53:19,092 - mmaction - INFO - Epoch(val) [28][673] top1_acc: 0.2722, top5_acc: 0.5543, mean_class_accuracy: 0.2453 2021-03-26 14:53:19,094 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:53:54,630 - mmaction - INFO - Epoch [29][20/673] lr: 2.000e-03, eta: 3:00:07, time: 1.777, data_time: 1.063, memory: 11010, top1_acc: 0.5594, top5_acc: 0.8047, loss_cls: 1.7135, loss: 1.7135, grad_norm: 11.4583 2021-03-26 14:54:08,816 - mmaction - INFO - Epoch [29][40/673] lr: 2.000e-03, eta: 2:59:52, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.5645, top5_acc: 0.8125, loss_cls: 1.6817, loss: 1.6817, grad_norm: 11.8576 2021-03-26 14:54:22,999 - mmaction - INFO - Epoch [29][60/673] lr: 2.000e-03, eta: 2:59:37, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.5531, top5_acc: 0.8203, loss_cls: 1.6719, loss: 1.6719, grad_norm: 11.1386 2021-03-26 14:54:37,192 - mmaction - INFO - Epoch [29][80/673] lr: 2.000e-03, eta: 2:59:22, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5613, top5_acc: 0.8125, loss_cls: 1.6536, loss: 1.6536, grad_norm: 11.2228 2021-03-26 14:54:51,378 - mmaction - INFO - Epoch [29][100/673] lr: 2.000e-03, eta: 2:59:07, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.5840, top5_acc: 0.8273, loss_cls: 1.6493, loss: 1.6493, grad_norm: 10.8372 2021-03-26 14:55:05,607 - mmaction - INFO - Epoch [29][120/673] lr: 2.000e-03, eta: 2:58:52, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5848, top5_acc: 0.8223, loss_cls: 1.6630, loss: 1.6630, grad_norm: 10.9696 2021-03-26 14:55:19,835 - mmaction - INFO - Epoch [29][140/673] lr: 2.000e-03, eta: 2:58:37, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5801, top5_acc: 0.8148, loss_cls: 1.6523, loss: 1.6523, grad_norm: 11.6257 2021-03-26 14:55:34,132 - mmaction - INFO - Epoch [29][160/673] lr: 2.000e-03, eta: 2:58:23, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5746, top5_acc: 0.8172, loss_cls: 1.6596, loss: 1.6596, grad_norm: 11.5413 2021-03-26 14:55:48,474 - mmaction - INFO - Epoch [29][180/673] lr: 2.000e-03, eta: 2:58:08, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5703, top5_acc: 0.8187, loss_cls: 1.6644, loss: 1.6644, grad_norm: 11.2044 2021-03-26 14:56:02,823 - mmaction - INFO - Epoch [29][200/673] lr: 2.000e-03, eta: 2:57:53, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.5762, top5_acc: 0.8184, loss_cls: 1.6593, loss: 1.6593, grad_norm: 11.3949 2021-03-26 14:56:17,071 - mmaction - INFO - Epoch [29][220/673] lr: 2.000e-03, eta: 2:57:38, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5566, top5_acc: 0.8055, loss_cls: 1.7211, loss: 1.7211, grad_norm: 10.9530 2021-03-26 14:56:31,406 - mmaction - INFO - Epoch [29][240/673] lr: 2.000e-03, eta: 2:57:23, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5676, top5_acc: 0.8141, loss_cls: 1.6701, loss: 1.6701, grad_norm: 11.2629 2021-03-26 14:56:45,708 - mmaction - INFO - Epoch [29][260/673] lr: 2.000e-03, eta: 2:57:08, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5711, top5_acc: 0.8152, loss_cls: 1.6491, loss: 1.6491, grad_norm: 11.2692 2021-03-26 14:56:59,990 - mmaction - INFO - Epoch [29][280/673] lr: 2.000e-03, eta: 2:56:54, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5711, top5_acc: 0.8164, loss_cls: 1.6790, loss: 1.6790, grad_norm: 11.5381 2021-03-26 14:57:14,219 - mmaction - INFO - Epoch [29][300/673] lr: 2.000e-03, eta: 2:56:39, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5406, top5_acc: 0.8090, loss_cls: 1.7202, loss: 1.7202, grad_norm: 11.6235 2021-03-26 14:57:28,525 - mmaction - INFO - Epoch [29][320/673] lr: 2.000e-03, eta: 2:56:24, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5555, top5_acc: 0.8051, loss_cls: 1.7244, loss: 1.7244, grad_norm: 11.5598 2021-03-26 14:57:42,899 - mmaction - INFO - Epoch [29][340/673] lr: 2.000e-03, eta: 2:56:09, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.5668, top5_acc: 0.8172, loss_cls: 1.6838, loss: 1.6838, grad_norm: 11.2211 2021-03-26 14:57:57,256 - mmaction - INFO - Epoch [29][360/673] lr: 2.000e-03, eta: 2:55:54, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5488, top5_acc: 0.8074, loss_cls: 1.7342, loss: 1.7342, grad_norm: 11.5094 2021-03-26 14:58:11,520 - mmaction - INFO - Epoch [29][380/673] lr: 2.000e-03, eta: 2:55:39, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5590, top5_acc: 0.8148, loss_cls: 1.6643, loss: 1.6643, grad_norm: 11.3333 2021-03-26 14:58:25,825 - mmaction - INFO - Epoch [29][400/673] lr: 2.000e-03, eta: 2:55:24, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5598, top5_acc: 0.8043, loss_cls: 1.7241, loss: 1.7241, grad_norm: 11.6011 2021-03-26 14:58:40,160 - mmaction - INFO - Epoch [29][420/673] lr: 2.000e-03, eta: 2:55:10, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5539, top5_acc: 0.8113, loss_cls: 1.7312, loss: 1.7312, grad_norm: 11.7877 2021-03-26 14:58:54,466 - mmaction - INFO - Epoch [29][440/673] lr: 2.000e-03, eta: 2:54:55, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5664, top5_acc: 0.8078, loss_cls: 1.6943, loss: 1.6943, grad_norm: 10.8334 2021-03-26 14:59:08,777 - mmaction - INFO - Epoch [29][460/673] lr: 2.000e-03, eta: 2:54:40, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5625, top5_acc: 0.8203, loss_cls: 1.6834, loss: 1.6834, grad_norm: 11.1106 2021-03-26 14:59:23,115 - mmaction - INFO - Epoch [29][480/673] lr: 2.000e-03, eta: 2:54:25, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.5617, top5_acc: 0.8137, loss_cls: 1.7207, loss: 1.7207, grad_norm: 11.4517 2021-03-26 14:59:37,424 - mmaction - INFO - Epoch [29][500/673] lr: 2.000e-03, eta: 2:54:10, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5613, top5_acc: 0.8203, loss_cls: 1.6702, loss: 1.6702, grad_norm: 11.4406 2021-03-26 14:59:51,678 - mmaction - INFO - Epoch [29][520/673] lr: 2.000e-03, eta: 2:53:55, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5496, top5_acc: 0.8027, loss_cls: 1.7240, loss: 1.7240, grad_norm: 11.2341 2021-03-26 15:00:05,978 - mmaction - INFO - Epoch [29][540/673] lr: 2.000e-03, eta: 2:53:41, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5457, top5_acc: 0.8043, loss_cls: 1.7338, loss: 1.7338, grad_norm: 11.6682 2021-03-26 15:00:20,266 - mmaction - INFO - Epoch [29][560/673] lr: 2.000e-03, eta: 2:53:26, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5605, top5_acc: 0.8164, loss_cls: 1.7105, loss: 1.7105, grad_norm: 11.8214 2021-03-26 15:00:34,510 - mmaction - INFO - Epoch [29][580/673] lr: 2.000e-03, eta: 2:53:11, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5520, top5_acc: 0.8086, loss_cls: 1.7441, loss: 1.7441, grad_norm: 11.4156 2021-03-26 15:00:48,774 - mmaction - INFO - Epoch [29][600/673] lr: 2.000e-03, eta: 2:52:56, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5621, top5_acc: 0.8277, loss_cls: 1.6533, loss: 1.6533, grad_norm: 11.6669 2021-03-26 15:01:03,036 - mmaction - INFO - Epoch [29][620/673] lr: 2.000e-03, eta: 2:52:41, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.5676, top5_acc: 0.8090, loss_cls: 1.6879, loss: 1.6879, grad_norm: 11.0109 2021-03-26 15:01:17,304 - mmaction - INFO - Epoch [29][640/673] lr: 2.000e-03, eta: 2:52:26, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.5594, top5_acc: 0.8055, loss_cls: 1.7021, loss: 1.7021, grad_norm: 11.3047 2021-03-26 15:01:31,602 - mmaction - INFO - Epoch [29][660/673] lr: 2.000e-03, eta: 2:52:11, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7969, loss_cls: 1.8075, loss: 1.8075, grad_norm: 11.4680 2021-03-26 15:01:40,917 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-26 15:02:18,413 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:02:18,563 - mmaction - INFO - top1_acc 0.2888 top5_acc 0.5654 2021-03-26 15:02:18,563 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:02:18,572 - mmaction - INFO - mean_acc 0.2619 2021-03-26 15:02:18,574 - mmaction - INFO - Epoch(val) [29][673] top1_acc: 0.2888, top5_acc: 0.5654, mean_class_accuracy: 0.2619 2021-03-26 15:02:18,576 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:02:54,806 - mmaction - INFO - Epoch [30][20/673] lr: 2.000e-03, eta: 2:51:56, time: 1.811, data_time: 1.090, memory: 11010, top1_acc: 0.5852, top5_acc: 0.8266, loss_cls: 1.5918, loss: 1.5918, grad_norm: 11.2442 2021-03-26 15:03:09,012 - mmaction - INFO - Epoch [30][40/673] lr: 2.000e-03, eta: 2:51:41, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5777, top5_acc: 0.8238, loss_cls: 1.6459, loss: 1.6459, grad_norm: 11.6941 2021-03-26 15:03:23,227 - mmaction - INFO - Epoch [30][60/673] lr: 2.000e-03, eta: 2:51:26, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5914, top5_acc: 0.8277, loss_cls: 1.5647, loss: 1.5647, grad_norm: 11.4915 2021-03-26 15:03:37,437 - mmaction - INFO - Epoch [30][80/673] lr: 2.000e-03, eta: 2:51:11, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.5703, top5_acc: 0.8207, loss_cls: 1.6545, loss: 1.6545, grad_norm: 11.5074 2021-03-26 15:03:51,670 - mmaction - INFO - Epoch [30][100/673] lr: 2.000e-03, eta: 2:50:56, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5684, top5_acc: 0.8203, loss_cls: 1.6600, loss: 1.6600, grad_norm: 11.5452 2021-03-26 15:04:05,891 - mmaction - INFO - Epoch [30][120/673] lr: 2.000e-03, eta: 2:50:42, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5672, top5_acc: 0.8250, loss_cls: 1.6312, loss: 1.6312, grad_norm: 11.4015 2021-03-26 15:04:20,132 - mmaction - INFO - Epoch [30][140/673] lr: 2.000e-03, eta: 2:50:27, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.5430, top5_acc: 0.8020, loss_cls: 1.7513, loss: 1.7513, grad_norm: 11.2524 2021-03-26 15:04:34,401 - mmaction - INFO - Epoch [30][160/673] lr: 2.000e-03, eta: 2:50:12, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5645, top5_acc: 0.8215, loss_cls: 1.6523, loss: 1.6523, grad_norm: 11.8939 2021-03-26 15:04:48,710 - mmaction - INFO - Epoch [30][180/673] lr: 2.000e-03, eta: 2:49:57, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5832, top5_acc: 0.8266, loss_cls: 1.6444, loss: 1.6444, grad_norm: 11.4536 2021-03-26 15:05:02,923 - mmaction - INFO - Epoch [30][200/673] lr: 2.000e-03, eta: 2:49:42, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.5520, top5_acc: 0.8164, loss_cls: 1.6789, loss: 1.6789, grad_norm: 11.5526 2021-03-26 15:05:17,185 - mmaction - INFO - Epoch [30][220/673] lr: 2.000e-03, eta: 2:49:27, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5742, top5_acc: 0.8152, loss_cls: 1.6504, loss: 1.6504, grad_norm: 11.9351 2021-03-26 15:05:31,500 - mmaction - INFO - Epoch [30][240/673] lr: 2.000e-03, eta: 2:49:12, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5504, top5_acc: 0.8066, loss_cls: 1.7292, loss: 1.7292, grad_norm: 11.2857 2021-03-26 15:05:45,851 - mmaction - INFO - Epoch [30][260/673] lr: 2.000e-03, eta: 2:48:58, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.5707, top5_acc: 0.8187, loss_cls: 1.6377, loss: 1.6377, grad_norm: 11.6996 2021-03-26 15:06:00,077 - mmaction - INFO - Epoch [30][280/673] lr: 2.000e-03, eta: 2:48:43, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.5719, top5_acc: 0.8109, loss_cls: 1.6817, loss: 1.6817, grad_norm: 11.3997 2021-03-26 15:06:14,412 - mmaction - INFO - Epoch [30][300/673] lr: 2.000e-03, eta: 2:48:28, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5691, top5_acc: 0.8238, loss_cls: 1.6799, loss: 1.6799, grad_norm: 11.4484 2021-03-26 15:06:28,703 - mmaction - INFO - Epoch [30][320/673] lr: 2.000e-03, eta: 2:48:13, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5648, top5_acc: 0.8063, loss_cls: 1.6890, loss: 1.6890, grad_norm: 11.2261 2021-03-26 15:06:42,967 - mmaction - INFO - Epoch [30][340/673] lr: 2.000e-03, eta: 2:47:58, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5695, top5_acc: 0.8199, loss_cls: 1.6556, loss: 1.6556, grad_norm: 11.5070 2021-03-26 15:06:57,330 - mmaction - INFO - Epoch [30][360/673] lr: 2.000e-03, eta: 2:47:43, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5773, top5_acc: 0.8102, loss_cls: 1.6581, loss: 1.6581, grad_norm: 11.2004 2021-03-26 15:07:11,615 - mmaction - INFO - Epoch [30][380/673] lr: 2.000e-03, eta: 2:47:29, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5730, top5_acc: 0.8191, loss_cls: 1.6371, loss: 1.6371, grad_norm: 11.3986 2021-03-26 15:07:25,888 - mmaction - INFO - Epoch [30][400/673] lr: 2.000e-03, eta: 2:47:14, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.5805, top5_acc: 0.8129, loss_cls: 1.6881, loss: 1.6881, grad_norm: 11.0987 2021-03-26 15:07:40,206 - mmaction - INFO - Epoch [30][420/673] lr: 2.000e-03, eta: 2:46:59, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.5469, top5_acc: 0.8055, loss_cls: 1.7399, loss: 1.7399, grad_norm: 11.5624 2021-03-26 15:07:54,452 - mmaction - INFO - Epoch [30][440/673] lr: 2.000e-03, eta: 2:46:44, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5437, top5_acc: 0.8105, loss_cls: 1.7325, loss: 1.7325, grad_norm: 11.5900 2021-03-26 15:08:08,852 - mmaction - INFO - Epoch [30][460/673] lr: 2.000e-03, eta: 2:46:29, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.5613, top5_acc: 0.8152, loss_cls: 1.6759, loss: 1.6759, grad_norm: 11.4266 2021-03-26 15:08:23,096 - mmaction - INFO - Epoch [30][480/673] lr: 2.000e-03, eta: 2:46:14, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5586, top5_acc: 0.8090, loss_cls: 1.6987, loss: 1.6987, grad_norm: 12.0379 2021-03-26 15:08:37,382 - mmaction - INFO - Epoch [30][500/673] lr: 2.000e-03, eta: 2:46:00, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.5766, top5_acc: 0.8273, loss_cls: 1.6071, loss: 1.6071, grad_norm: 11.6900 2021-03-26 15:08:51,742 - mmaction - INFO - Epoch [30][520/673] lr: 2.000e-03, eta: 2:45:45, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.5801, top5_acc: 0.8191, loss_cls: 1.6482, loss: 1.6482, grad_norm: 11.5317 2021-03-26 15:09:06,065 - mmaction - INFO - Epoch [30][540/673] lr: 2.000e-03, eta: 2:45:30, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5496, top5_acc: 0.8031, loss_cls: 1.7185, loss: 1.7185, grad_norm: 11.7804 2021-03-26 15:09:20,352 - mmaction - INFO - Epoch [30][560/673] lr: 2.000e-03, eta: 2:45:15, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.5508, top5_acc: 0.8113, loss_cls: 1.7061, loss: 1.7061, grad_norm: 11.3333 2021-03-26 15:09:34,599 - mmaction - INFO - Epoch [30][580/673] lr: 2.000e-03, eta: 2:45:00, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.5738, top5_acc: 0.8238, loss_cls: 1.6036, loss: 1.6036, grad_norm: 11.0603 2021-03-26 15:09:48,924 - mmaction - INFO - Epoch [30][600/673] lr: 2.000e-03, eta: 2:44:45, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.5582, top5_acc: 0.8098, loss_cls: 1.7120, loss: 1.7120, grad_norm: 11.3623 2021-03-26 15:10:03,248 - mmaction - INFO - Epoch [30][620/673] lr: 2.000e-03, eta: 2:44:31, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.5555, top5_acc: 0.8094, loss_cls: 1.7084, loss: 1.7084, grad_norm: 11.2726 2021-03-26 15:10:17,565 - mmaction - INFO - Epoch [30][640/673] lr: 2.000e-03, eta: 2:44:16, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.5539, top5_acc: 0.7984, loss_cls: 1.7651, loss: 1.7651, grad_norm: 11.5061 2021-03-26 15:10:31,768 - mmaction - INFO - Epoch [30][660/673] lr: 2.000e-03, eta: 2:44:01, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.5582, top5_acc: 0.8184, loss_cls: 1.6627, loss: 1.6627, grad_norm: 11.2987 2021-03-26 15:10:41,225 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-26 15:11:21,784 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:11:21,940 - mmaction - INFO - top1_acc 0.2750 top5_acc 0.5600 2021-03-26 15:11:21,941 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:11:21,950 - mmaction - INFO - mean_acc 0.2466 2021-03-26 15:11:21,952 - mmaction - INFO - Epoch(val) [30][673] top1_acc: 0.2750, top5_acc: 0.5600, mean_class_accuracy: 0.2466 2021-03-26 15:11:21,954 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:12:01,324 - mmaction - INFO - Epoch [31][20/673] lr: 2.000e-04, eta: 2:43:47, time: 1.968, data_time: 1.262, memory: 11010, top1_acc: 0.5926, top5_acc: 0.8258, loss_cls: 1.6025, loss: 1.6025, grad_norm: 10.2819 2021-03-26 15:12:15,527 - mmaction - INFO - Epoch [31][40/673] lr: 2.000e-04, eta: 2:43:32, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8473, loss_cls: 1.4221, loss: 1.4221, grad_norm: 10.2749 2021-03-26 15:12:29,742 - mmaction - INFO - Epoch [31][60/673] lr: 2.000e-04, eta: 2:43:17, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8559, loss_cls: 1.4070, loss: 1.4070, grad_norm: 10.5179 2021-03-26 15:12:43,938 - mmaction - INFO - Epoch [31][80/673] lr: 2.000e-04, eta: 2:43:02, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8578, loss_cls: 1.3940, loss: 1.3940, grad_norm: 10.3620 2021-03-26 15:12:58,218 - mmaction - INFO - Epoch [31][100/673] lr: 2.000e-04, eta: 2:42:47, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6199, top5_acc: 0.8539, loss_cls: 1.4288, loss: 1.4288, grad_norm: 10.6753 2021-03-26 15:13:12,420 - mmaction - INFO - Epoch [31][120/673] lr: 2.000e-04, eta: 2:42:33, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8633, loss_cls: 1.3617, loss: 1.3617, grad_norm: 10.4899 2021-03-26 15:13:26,639 - mmaction - INFO - Epoch [31][140/673] lr: 2.000e-04, eta: 2:42:18, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6023, top5_acc: 0.8328, loss_cls: 1.5136, loss: 1.5136, grad_norm: 10.8619 2021-03-26 15:13:40,883 - mmaction - INFO - Epoch [31][160/673] lr: 2.000e-04, eta: 2:42:03, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8609, loss_cls: 1.3778, loss: 1.3778, grad_norm: 10.5013 2021-03-26 15:13:55,207 - mmaction - INFO - Epoch [31][180/673] lr: 2.000e-04, eta: 2:41:48, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8520, loss_cls: 1.4016, loss: 1.4016, grad_norm: 10.7231 2021-03-26 15:14:09,465 - mmaction - INFO - Epoch [31][200/673] lr: 2.000e-04, eta: 2:41:33, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6379, top5_acc: 0.8504, loss_cls: 1.3929, loss: 1.3929, grad_norm: 10.4233 2021-03-26 15:14:23,761 - mmaction - INFO - Epoch [31][220/673] lr: 2.000e-04, eta: 2:41:18, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8617, loss_cls: 1.3345, loss: 1.3345, grad_norm: 10.4526 2021-03-26 15:14:38,028 - mmaction - INFO - Epoch [31][240/673] lr: 2.000e-04, eta: 2:41:03, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8461, loss_cls: 1.3908, loss: 1.3908, grad_norm: 10.4813 2021-03-26 15:14:52,446 - mmaction - INFO - Epoch [31][260/673] lr: 2.000e-04, eta: 2:40:49, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8672, loss_cls: 1.3204, loss: 1.3204, grad_norm: 10.1803 2021-03-26 15:15:06,773 - mmaction - INFO - Epoch [31][280/673] lr: 2.000e-04, eta: 2:40:34, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6297, top5_acc: 0.8520, loss_cls: 1.3966, loss: 1.3966, grad_norm: 10.5159 2021-03-26 15:15:21,050 - mmaction - INFO - Epoch [31][300/673] lr: 2.000e-04, eta: 2:40:19, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6598, top5_acc: 0.8750, loss_cls: 1.3009, loss: 1.3009, grad_norm: 10.3841 2021-03-26 15:15:35,288 - mmaction - INFO - Epoch [31][320/673] lr: 2.000e-04, eta: 2:40:04, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8562, loss_cls: 1.4051, loss: 1.4051, grad_norm: 11.0988 2021-03-26 15:15:49,599 - mmaction - INFO - Epoch [31][340/673] lr: 2.000e-04, eta: 2:39:49, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8668, loss_cls: 1.3037, loss: 1.3037, grad_norm: 10.3651 2021-03-26 15:16:03,942 - mmaction - INFO - Epoch [31][360/673] lr: 2.000e-04, eta: 2:39:35, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3726, loss: 1.3726, grad_norm: 10.5376 2021-03-26 15:16:18,171 - mmaction - INFO - Epoch [31][380/673] lr: 2.000e-04, eta: 2:39:20, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8562, loss_cls: 1.3592, loss: 1.3592, grad_norm: 10.2101 2021-03-26 15:16:32,581 - mmaction - INFO - Epoch [31][400/673] lr: 2.000e-04, eta: 2:39:05, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8559, loss_cls: 1.3678, loss: 1.3678, grad_norm: 10.5305 2021-03-26 15:16:46,888 - mmaction - INFO - Epoch [31][420/673] lr: 2.000e-04, eta: 2:38:50, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8629, loss_cls: 1.3390, loss: 1.3390, grad_norm: 10.6019 2021-03-26 15:17:01,219 - mmaction - INFO - Epoch [31][440/673] lr: 2.000e-04, eta: 2:38:35, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6535, top5_acc: 0.8633, loss_cls: 1.3017, loss: 1.3017, grad_norm: 10.4791 2021-03-26 15:17:15,536 - mmaction - INFO - Epoch [31][460/673] lr: 2.000e-04, eta: 2:38:21, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8590, loss_cls: 1.3267, loss: 1.3267, grad_norm: 10.7445 2021-03-26 15:17:29,855 - mmaction - INFO - Epoch [31][480/673] lr: 2.000e-04, eta: 2:38:06, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8637, loss_cls: 1.3196, loss: 1.3196, grad_norm: 10.6595 2021-03-26 15:17:44,165 - mmaction - INFO - Epoch [31][500/673] lr: 2.000e-04, eta: 2:37:51, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8602, loss_cls: 1.3247, loss: 1.3247, grad_norm: 10.6373 2021-03-26 15:17:58,463 - mmaction - INFO - Epoch [31][520/673] lr: 2.000e-04, eta: 2:37:36, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.3192, loss: 1.3192, grad_norm: 10.5960 2021-03-26 15:18:12,764 - mmaction - INFO - Epoch [31][540/673] lr: 2.000e-04, eta: 2:37:21, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8586, loss_cls: 1.3722, loss: 1.3722, grad_norm: 10.7985 2021-03-26 15:18:27,039 - mmaction - INFO - Epoch [31][560/673] lr: 2.000e-04, eta: 2:37:06, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8660, loss_cls: 1.3351, loss: 1.3351, grad_norm: 10.3518 2021-03-26 15:18:41,385 - mmaction - INFO - Epoch [31][580/673] lr: 2.000e-04, eta: 2:36:52, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8715, loss_cls: 1.3063, loss: 1.3063, grad_norm: 10.7571 2021-03-26 15:18:55,715 - mmaction - INFO - Epoch [31][600/673] lr: 2.000e-04, eta: 2:36:37, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8648, loss_cls: 1.3135, loss: 1.3135, grad_norm: 10.8357 2021-03-26 15:19:10,059 - mmaction - INFO - Epoch [31][620/673] lr: 2.000e-04, eta: 2:36:22, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8660, loss_cls: 1.3703, loss: 1.3703, grad_norm: 11.0058 2021-03-26 15:19:24,409 - mmaction - INFO - Epoch [31][640/673] lr: 2.000e-04, eta: 2:36:07, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8637, loss_cls: 1.3357, loss: 1.3357, grad_norm: 10.5727 2021-03-26 15:19:38,686 - mmaction - INFO - Epoch [31][660/673] lr: 2.000e-04, eta: 2:35:53, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8629, loss_cls: 1.3303, loss: 1.3303, grad_norm: 10.7427 2021-03-26 15:19:48,088 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-26 15:20:25,444 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:20:25,609 - mmaction - INFO - top1_acc 0.3112 top5_acc 0.6075 2021-03-26 15:20:25,609 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:20:25,620 - mmaction - INFO - mean_acc 0.2795 2021-03-26 15:20:26,517 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2021-03-26 15:20:26,517 - mmaction - INFO - Best top1_acc is 0.3112 at 31 epoch. 2021-03-26 15:20:26,521 - mmaction - INFO - Epoch(val) [31][673] top1_acc: 0.3112, top5_acc: 0.6075, mean_class_accuracy: 0.2795 2021-03-26 15:20:26,528 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:21:01,193 - mmaction - INFO - Epoch [32][20/673] lr: 2.000e-04, eta: 2:35:35, time: 1.733, data_time: 0.995, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8699, loss_cls: 1.2652, loss: 1.2652, grad_norm: 10.4706 2021-03-26 15:21:15,401 - mmaction - INFO - Epoch [32][40/673] lr: 2.000e-04, eta: 2:35:20, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8625, loss_cls: 1.3251, loss: 1.3251, grad_norm: 10.9151 2021-03-26 15:21:29,609 - mmaction - INFO - Epoch [32][60/673] lr: 2.000e-04, eta: 2:35:05, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8727, loss_cls: 1.2762, loss: 1.2762, grad_norm: 10.4755 2021-03-26 15:21:43,832 - mmaction - INFO - Epoch [32][80/673] lr: 2.000e-04, eta: 2:34:50, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8707, loss_cls: 1.2753, loss: 1.2753, grad_norm: 10.6899 2021-03-26 15:21:58,061 - mmaction - INFO - Epoch [32][100/673] lr: 2.000e-04, eta: 2:34:35, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8656, loss_cls: 1.3333, loss: 1.3333, grad_norm: 10.9430 2021-03-26 15:22:12,278 - mmaction - INFO - Epoch [32][120/673] lr: 2.000e-04, eta: 2:34:21, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8746, loss_cls: 1.2958, loss: 1.2958, grad_norm: 10.5875 2021-03-26 15:22:26,504 - mmaction - INFO - Epoch [32][140/673] lr: 2.000e-04, eta: 2:34:06, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8688, loss_cls: 1.3086, loss: 1.3086, grad_norm: 10.7449 2021-03-26 15:22:40,789 - mmaction - INFO - Epoch [32][160/673] lr: 2.000e-04, eta: 2:33:51, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6539, top5_acc: 0.8582, loss_cls: 1.3169, loss: 1.3169, grad_norm: 10.8945 2021-03-26 15:22:55,010 - mmaction - INFO - Epoch [32][180/673] lr: 2.000e-04, eta: 2:33:36, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6691, top5_acc: 0.8668, loss_cls: 1.2734, loss: 1.2734, grad_norm: 10.6455 2021-03-26 15:23:09,330 - mmaction - INFO - Epoch [32][200/673] lr: 2.000e-04, eta: 2:33:21, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8660, loss_cls: 1.3179, loss: 1.3179, grad_norm: 10.9599 2021-03-26 15:23:23,680 - mmaction - INFO - Epoch [32][220/673] lr: 2.000e-04, eta: 2:33:06, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8562, loss_cls: 1.3414, loss: 1.3414, grad_norm: 11.0266 2021-03-26 15:23:37,897 - mmaction - INFO - Epoch [32][240/673] lr: 2.000e-04, eta: 2:32:52, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8750, loss_cls: 1.2596, loss: 1.2596, grad_norm: 10.4235 2021-03-26 15:23:52,228 - mmaction - INFO - Epoch [32][260/673] lr: 2.000e-04, eta: 2:32:37, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8645, loss_cls: 1.3218, loss: 1.3218, grad_norm: 10.9642 2021-03-26 15:24:06,516 - mmaction - INFO - Epoch [32][280/673] lr: 2.000e-04, eta: 2:32:22, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8680, loss_cls: 1.2717, loss: 1.2717, grad_norm: 10.9594 2021-03-26 15:24:20,742 - mmaction - INFO - Epoch [32][300/673] lr: 2.000e-04, eta: 2:32:07, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8582, loss_cls: 1.3588, loss: 1.3588, grad_norm: 11.0027 2021-03-26 15:24:35,040 - mmaction - INFO - Epoch [32][320/673] lr: 2.000e-04, eta: 2:31:52, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8707, loss_cls: 1.3190, loss: 1.3190, grad_norm: 10.8781 2021-03-26 15:24:49,394 - mmaction - INFO - Epoch [32][340/673] lr: 2.000e-04, eta: 2:31:37, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8730, loss_cls: 1.2889, loss: 1.2889, grad_norm: 10.8738 2021-03-26 15:25:03,737 - mmaction - INFO - Epoch [32][360/673] lr: 2.000e-04, eta: 2:31:23, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8754, loss_cls: 1.2953, loss: 1.2953, grad_norm: 11.0244 2021-03-26 15:25:17,995 - mmaction - INFO - Epoch [32][380/673] lr: 2.000e-04, eta: 2:31:08, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8594, loss_cls: 1.3442, loss: 1.3442, grad_norm: 10.9942 2021-03-26 15:25:32,302 - mmaction - INFO - Epoch [32][400/673] lr: 2.000e-04, eta: 2:30:53, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8629, loss_cls: 1.3021, loss: 1.3021, grad_norm: 10.5416 2021-03-26 15:25:46,692 - mmaction - INFO - Epoch [32][420/673] lr: 2.000e-04, eta: 2:30:38, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8637, loss_cls: 1.2923, loss: 1.2923, grad_norm: 10.5518 2021-03-26 15:26:01,049 - mmaction - INFO - Epoch [32][440/673] lr: 2.000e-04, eta: 2:30:24, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6648, top5_acc: 0.8734, loss_cls: 1.2728, loss: 1.2728, grad_norm: 10.9359 2021-03-26 15:26:15,315 - mmaction - INFO - Epoch [32][460/673] lr: 2.000e-04, eta: 2:30:09, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8738, loss_cls: 1.2593, loss: 1.2593, grad_norm: 10.5527 2021-03-26 15:26:29,694 - mmaction - INFO - Epoch [32][480/673] lr: 2.000e-04, eta: 2:29:54, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8629, loss_cls: 1.3442, loss: 1.3442, grad_norm: 11.1068 2021-03-26 15:26:44,054 - mmaction - INFO - Epoch [32][500/673] lr: 2.000e-04, eta: 2:29:39, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8656, loss_cls: 1.3377, loss: 1.3377, grad_norm: 10.9459 2021-03-26 15:26:58,311 - mmaction - INFO - Epoch [32][520/673] lr: 2.000e-04, eta: 2:29:24, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8715, loss_cls: 1.2925, loss: 1.2925, grad_norm: 10.6774 2021-03-26 15:27:12,655 - mmaction - INFO - Epoch [32][540/673] lr: 2.000e-04, eta: 2:29:10, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.2728, loss: 1.2728, grad_norm: 11.0415 2021-03-26 15:27:27,039 - mmaction - INFO - Epoch [32][560/673] lr: 2.000e-04, eta: 2:28:55, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8777, loss_cls: 1.2589, loss: 1.2589, grad_norm: 11.0894 2021-03-26 15:27:41,438 - mmaction - INFO - Epoch [32][580/673] lr: 2.000e-04, eta: 2:28:40, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8723, loss_cls: 1.2714, loss: 1.2714, grad_norm: 11.2216 2021-03-26 15:27:55,685 - mmaction - INFO - Epoch [32][600/673] lr: 2.000e-04, eta: 2:28:25, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8730, loss_cls: 1.2836, loss: 1.2836, grad_norm: 11.1033 2021-03-26 15:28:10,033 - mmaction - INFO - Epoch [32][620/673] lr: 2.000e-04, eta: 2:28:11, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.2997, loss: 1.2997, grad_norm: 11.0129 2021-03-26 15:28:24,381 - mmaction - INFO - Epoch [32][640/673] lr: 2.000e-04, eta: 2:27:56, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8527, loss_cls: 1.3649, loss: 1.3649, grad_norm: 11.3539 2021-03-26 15:28:38,669 - mmaction - INFO - Epoch [32][660/673] lr: 2.000e-04, eta: 2:27:41, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8809, loss_cls: 1.2512, loss: 1.2512, grad_norm: 10.9122 2021-03-26 15:28:48,032 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-26 15:29:24,721 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:29:24,874 - mmaction - INFO - top1_acc 0.3122 top5_acc 0.6015 2021-03-26 15:29:24,874 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:29:24,907 - mmaction - INFO - mean_acc 0.2826 2021-03-26 15:29:29,078 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-03-26 15:29:29,079 - mmaction - INFO - Best top1_acc is 0.3122 at 32 epoch. 2021-03-26 15:29:29,083 - mmaction - INFO - Epoch(val) [32][673] top1_acc: 0.3122, top5_acc: 0.6015, mean_class_accuracy: 0.2826 2021-03-26 15:29:29,093 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:30:02,352 - mmaction - INFO - Epoch [33][20/673] lr: 2.000e-04, eta: 2:27:22, time: 1.663, data_time: 0.948, memory: 11010, top1_acc: 0.6613, top5_acc: 0.8801, loss_cls: 1.2415, loss: 1.2415, grad_norm: 10.9159 2021-03-26 15:30:16,504 - mmaction - INFO - Epoch [33][40/673] lr: 2.000e-04, eta: 2:27:07, time: 0.708, data_time: 0.000, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8781, loss_cls: 1.2560, loss: 1.2560, grad_norm: 10.8536 2021-03-26 15:30:30,696 - mmaction - INFO - Epoch [33][60/673] lr: 2.000e-04, eta: 2:26:52, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8652, loss_cls: 1.2609, loss: 1.2609, grad_norm: 10.8395 2021-03-26 15:30:44,946 - mmaction - INFO - Epoch [33][80/673] lr: 2.000e-04, eta: 2:26:37, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8781, loss_cls: 1.2483, loss: 1.2483, grad_norm: 11.0800 2021-03-26 15:30:59,176 - mmaction - INFO - Epoch [33][100/673] lr: 2.000e-04, eta: 2:26:23, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8730, loss_cls: 1.2686, loss: 1.2686, grad_norm: 10.7910 2021-03-26 15:31:13,414 - mmaction - INFO - Epoch [33][120/673] lr: 2.000e-04, eta: 2:26:08, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.2851, loss: 1.2851, grad_norm: 11.0177 2021-03-26 15:31:27,659 - mmaction - INFO - Epoch [33][140/673] lr: 2.000e-04, eta: 2:25:53, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8738, loss_cls: 1.2593, loss: 1.2593, grad_norm: 10.9976 2021-03-26 15:31:42,024 - mmaction - INFO - Epoch [33][160/673] lr: 2.000e-04, eta: 2:25:38, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8723, loss_cls: 1.2769, loss: 1.2769, grad_norm: 11.0036 2021-03-26 15:31:56,289 - mmaction - INFO - Epoch [33][180/673] lr: 2.000e-04, eta: 2:25:23, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8660, loss_cls: 1.2886, loss: 1.2886, grad_norm: 10.9969 2021-03-26 15:32:10,639 - mmaction - INFO - Epoch [33][200/673] lr: 2.000e-04, eta: 2:25:09, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8645, loss_cls: 1.3054, loss: 1.3054, grad_norm: 10.8707 2021-03-26 15:32:24,897 - mmaction - INFO - Epoch [33][220/673] lr: 2.000e-04, eta: 2:24:54, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8707, loss_cls: 1.2794, loss: 1.2794, grad_norm: 10.9593 2021-03-26 15:32:39,234 - mmaction - INFO - Epoch [33][240/673] lr: 2.000e-04, eta: 2:24:39, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8688, loss_cls: 1.2903, loss: 1.2903, grad_norm: 10.8817 2021-03-26 15:32:53,458 - mmaction - INFO - Epoch [33][260/673] lr: 2.000e-04, eta: 2:24:24, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8688, loss_cls: 1.2589, loss: 1.2589, grad_norm: 10.8955 2021-03-26 15:33:07,823 - mmaction - INFO - Epoch [33][280/673] lr: 2.000e-04, eta: 2:24:09, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8605, loss_cls: 1.2985, loss: 1.2985, grad_norm: 10.9265 2021-03-26 15:33:22,104 - mmaction - INFO - Epoch [33][300/673] lr: 2.000e-04, eta: 2:23:55, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8762, loss_cls: 1.2524, loss: 1.2524, grad_norm: 10.8508 2021-03-26 15:33:36,394 - mmaction - INFO - Epoch [33][320/673] lr: 2.000e-04, eta: 2:23:40, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8664, loss_cls: 1.2619, loss: 1.2619, grad_norm: 10.7518 2021-03-26 15:33:50,696 - mmaction - INFO - Epoch [33][340/673] lr: 2.000e-04, eta: 2:23:25, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6598, top5_acc: 0.8758, loss_cls: 1.2552, loss: 1.2552, grad_norm: 11.0660 2021-03-26 15:34:04,968 - mmaction - INFO - Epoch [33][360/673] lr: 2.000e-04, eta: 2:23:10, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8645, loss_cls: 1.3080, loss: 1.3080, grad_norm: 10.9424 2021-03-26 15:34:19,302 - mmaction - INFO - Epoch [33][380/673] lr: 2.000e-04, eta: 2:22:55, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8691, loss_cls: 1.3058, loss: 1.3058, grad_norm: 10.7961 2021-03-26 15:34:33,629 - mmaction - INFO - Epoch [33][400/673] lr: 2.000e-04, eta: 2:22:41, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8668, loss_cls: 1.2908, loss: 1.2908, grad_norm: 11.0840 2021-03-26 15:34:47,958 - mmaction - INFO - Epoch [33][420/673] lr: 2.000e-04, eta: 2:22:26, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8680, loss_cls: 1.2920, loss: 1.2920, grad_norm: 11.1016 2021-03-26 15:35:02,314 - mmaction - INFO - Epoch [33][440/673] lr: 2.000e-04, eta: 2:22:11, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8703, loss_cls: 1.2873, loss: 1.2873, grad_norm: 11.2248 2021-03-26 15:35:16,651 - mmaction - INFO - Epoch [33][460/673] lr: 2.000e-04, eta: 2:21:56, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8738, loss_cls: 1.2659, loss: 1.2659, grad_norm: 11.1983 2021-03-26 15:35:31,006 - mmaction - INFO - Epoch [33][480/673] lr: 2.000e-04, eta: 2:21:42, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.2642, loss: 1.2642, grad_norm: 11.1924 2021-03-26 15:35:45,282 - mmaction - INFO - Epoch [33][500/673] lr: 2.000e-04, eta: 2:21:27, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8789, loss_cls: 1.2254, loss: 1.2254, grad_norm: 10.7046 2021-03-26 15:35:59,614 - mmaction - INFO - Epoch [33][520/673] lr: 2.000e-04, eta: 2:21:12, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.3270, loss: 1.3270, grad_norm: 11.4723 2021-03-26 15:36:13,850 - mmaction - INFO - Epoch [33][540/673] lr: 2.000e-04, eta: 2:20:57, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6707, top5_acc: 0.8754, loss_cls: 1.2673, loss: 1.2673, grad_norm: 10.9055 2021-03-26 15:36:28,186 - mmaction - INFO - Epoch [33][560/673] lr: 2.000e-04, eta: 2:20:42, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8734, loss_cls: 1.2788, loss: 1.2788, grad_norm: 11.1827 2021-03-26 15:36:42,532 - mmaction - INFO - Epoch [33][580/673] lr: 2.000e-04, eta: 2:20:28, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6590, top5_acc: 0.8793, loss_cls: 1.2611, loss: 1.2611, grad_norm: 11.0903 2021-03-26 15:36:56,888 - mmaction - INFO - Epoch [33][600/673] lr: 2.000e-04, eta: 2:20:13, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8762, loss_cls: 1.2550, loss: 1.2550, grad_norm: 10.9457 2021-03-26 15:37:11,184 - mmaction - INFO - Epoch [33][620/673] lr: 2.000e-04, eta: 2:19:58, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8609, loss_cls: 1.3076, loss: 1.3076, grad_norm: 11.1138 2021-03-26 15:37:25,479 - mmaction - INFO - Epoch [33][640/673] lr: 2.000e-04, eta: 2:19:43, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6441, top5_acc: 0.8594, loss_cls: 1.3081, loss: 1.3081, grad_norm: 11.2782 2021-03-26 15:37:39,777 - mmaction - INFO - Epoch [33][660/673] lr: 2.000e-04, eta: 2:19:29, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8730, loss_cls: 1.2664, loss: 1.2664, grad_norm: 11.0294 2021-03-26 15:37:49,131 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-26 15:38:31,243 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:38:31,393 - mmaction - INFO - top1_acc 0.3078 top5_acc 0.6023 2021-03-26 15:38:31,393 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:38:31,403 - mmaction - INFO - mean_acc 0.2765 2021-03-26 15:38:31,405 - mmaction - INFO - Epoch(val) [33][673] top1_acc: 0.3078, top5_acc: 0.6023, mean_class_accuracy: 0.2765 2021-03-26 15:38:31,407 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:39:09,599 - mmaction - INFO - Epoch [34][20/673] lr: 2.000e-04, eta: 2:19:12, time: 1.909, data_time: 1.200, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8703, loss_cls: 1.2787, loss: 1.2787, grad_norm: 11.3691 2021-03-26 15:39:23,790 - mmaction - INFO - Epoch [34][40/673] lr: 2.000e-04, eta: 2:18:57, time: 0.709, data_time: 0.001, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8754, loss_cls: 1.2819, loss: 1.2819, grad_norm: 11.3187 2021-03-26 15:39:37,967 - mmaction - INFO - Epoch [34][60/673] lr: 2.000e-04, eta: 2:18:42, time: 0.709, data_time: 0.001, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8785, loss_cls: 1.2146, loss: 1.2146, grad_norm: 11.3243 2021-03-26 15:39:52,172 - mmaction - INFO - Epoch [34][80/673] lr: 2.000e-04, eta: 2:18:27, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8633, loss_cls: 1.2628, loss: 1.2628, grad_norm: 11.1473 2021-03-26 15:40:06,376 - mmaction - INFO - Epoch [34][100/673] lr: 2.000e-04, eta: 2:18:12, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8805, loss_cls: 1.2294, loss: 1.2294, grad_norm: 11.0770 2021-03-26 15:40:20,587 - mmaction - INFO - Epoch [34][120/673] lr: 2.000e-04, eta: 2:17:58, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8762, loss_cls: 1.2253, loss: 1.2253, grad_norm: 11.0476 2021-03-26 15:40:34,815 - mmaction - INFO - Epoch [34][140/673] lr: 2.000e-04, eta: 2:17:43, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8758, loss_cls: 1.2610, loss: 1.2610, grad_norm: 11.5632 2021-03-26 15:40:49,017 - mmaction - INFO - Epoch [34][160/673] lr: 2.000e-04, eta: 2:17:28, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6707, top5_acc: 0.8812, loss_cls: 1.2448, loss: 1.2448, grad_norm: 10.9949 2021-03-26 15:41:03,266 - mmaction - INFO - Epoch [34][180/673] lr: 2.000e-04, eta: 2:17:13, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8711, loss_cls: 1.2642, loss: 1.2642, grad_norm: 11.0311 2021-03-26 15:41:17,540 - mmaction - INFO - Epoch [34][200/673] lr: 2.000e-04, eta: 2:16:58, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8699, loss_cls: 1.2733, loss: 1.2733, grad_norm: 11.2239 2021-03-26 15:41:31,776 - mmaction - INFO - Epoch [34][220/673] lr: 2.000e-04, eta: 2:16:43, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8742, loss_cls: 1.2693, loss: 1.2693, grad_norm: 11.3590 2021-03-26 15:41:46,115 - mmaction - INFO - Epoch [34][240/673] lr: 2.000e-04, eta: 2:16:29, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8738, loss_cls: 1.2789, loss: 1.2789, grad_norm: 11.1037 2021-03-26 15:42:00,430 - mmaction - INFO - Epoch [34][260/673] lr: 2.000e-04, eta: 2:16:14, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8652, loss_cls: 1.2937, loss: 1.2937, grad_norm: 11.2180 2021-03-26 15:42:14,751 - mmaction - INFO - Epoch [34][280/673] lr: 2.000e-04, eta: 2:15:59, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8672, loss_cls: 1.2778, loss: 1.2778, grad_norm: 11.0169 2021-03-26 15:42:28,977 - mmaction - INFO - Epoch [34][300/673] lr: 2.000e-04, eta: 2:15:44, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8691, loss_cls: 1.2759, loss: 1.2759, grad_norm: 11.6117 2021-03-26 15:42:43,305 - mmaction - INFO - Epoch [34][320/673] lr: 2.000e-04, eta: 2:15:30, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6664, top5_acc: 0.8738, loss_cls: 1.2588, loss: 1.2588, grad_norm: 11.1803 2021-03-26 15:42:57,690 - mmaction - INFO - Epoch [34][340/673] lr: 2.000e-04, eta: 2:15:15, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6664, top5_acc: 0.8691, loss_cls: 1.2509, loss: 1.2509, grad_norm: 11.4808 2021-03-26 15:43:11,980 - mmaction - INFO - Epoch [34][360/673] lr: 2.000e-04, eta: 2:15:00, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.2998, loss: 1.2998, grad_norm: 11.0854 2021-03-26 15:43:26,216 - mmaction - INFO - Epoch [34][380/673] lr: 2.000e-04, eta: 2:14:45, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8684, loss_cls: 1.2681, loss: 1.2681, grad_norm: 10.9867 2021-03-26 15:43:40,544 - mmaction - INFO - Epoch [34][400/673] lr: 2.000e-04, eta: 2:14:30, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8691, loss_cls: 1.2720, loss: 1.2720, grad_norm: 11.0597 2021-03-26 15:43:54,860 - mmaction - INFO - Epoch [34][420/673] lr: 2.000e-04, eta: 2:14:16, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8785, loss_cls: 1.2239, loss: 1.2239, grad_norm: 11.2633 2021-03-26 15:44:09,129 - mmaction - INFO - Epoch [34][440/673] lr: 2.000e-04, eta: 2:14:01, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8797, loss_cls: 1.2085, loss: 1.2085, grad_norm: 11.1525 2021-03-26 15:44:23,465 - mmaction - INFO - Epoch [34][460/673] lr: 2.000e-04, eta: 2:13:46, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6855, top5_acc: 0.8828, loss_cls: 1.2116, loss: 1.2116, grad_norm: 11.0828 2021-03-26 15:44:37,830 - mmaction - INFO - Epoch [34][480/673] lr: 2.000e-04, eta: 2:13:31, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8707, loss_cls: 1.2663, loss: 1.2663, grad_norm: 11.2907 2021-03-26 15:44:52,135 - mmaction - INFO - Epoch [34][500/673] lr: 2.000e-04, eta: 2:13:17, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8719, loss_cls: 1.2697, loss: 1.2697, grad_norm: 10.9560 2021-03-26 15:45:06,485 - mmaction - INFO - Epoch [34][520/673] lr: 2.000e-04, eta: 2:13:02, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8809, loss_cls: 1.2356, loss: 1.2356, grad_norm: 11.2767 2021-03-26 15:45:20,795 - mmaction - INFO - Epoch [34][540/673] lr: 2.000e-04, eta: 2:12:47, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6535, top5_acc: 0.8672, loss_cls: 1.2922, loss: 1.2922, grad_norm: 11.2771 2021-03-26 15:45:35,085 - mmaction - INFO - Epoch [34][560/673] lr: 2.000e-04, eta: 2:12:32, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8777, loss_cls: 1.2142, loss: 1.2142, grad_norm: 10.9323 2021-03-26 15:45:49,396 - mmaction - INFO - Epoch [34][580/673] lr: 2.000e-04, eta: 2:12:18, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8758, loss_cls: 1.2403, loss: 1.2403, grad_norm: 11.2831 2021-03-26 15:46:03,763 - mmaction - INFO - Epoch [34][600/673] lr: 2.000e-04, eta: 2:12:03, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8695, loss_cls: 1.2803, loss: 1.2803, grad_norm: 11.2998 2021-03-26 15:46:18,052 - mmaction - INFO - Epoch [34][620/673] lr: 2.000e-04, eta: 2:11:48, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8715, loss_cls: 1.2801, loss: 1.2801, grad_norm: 11.2845 2021-03-26 15:46:32,393 - mmaction - INFO - Epoch [34][640/673] lr: 2.000e-04, eta: 2:11:33, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8758, loss_cls: 1.2836, loss: 1.2836, grad_norm: 11.0629 2021-03-26 15:46:46,620 - mmaction - INFO - Epoch [34][660/673] lr: 2.000e-04, eta: 2:11:19, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.2925, loss: 1.2925, grad_norm: 11.0954 2021-03-26 15:46:55,990 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-26 15:47:32,394 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:47:32,544 - mmaction - INFO - top1_acc 0.3120 top5_acc 0.6014 2021-03-26 15:47:32,545 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:47:32,554 - mmaction - INFO - mean_acc 0.2837 2021-03-26 15:47:32,556 - mmaction - INFO - Epoch(val) [34][673] top1_acc: 0.3120, top5_acc: 0.6014, mean_class_accuracy: 0.2837 2021-03-26 15:47:32,558 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:48:13,002 - mmaction - INFO - Epoch [35][20/673] lr: 2.000e-04, eta: 2:11:02, time: 2.022, data_time: 1.303, memory: 11010, top1_acc: 0.6723, top5_acc: 0.8797, loss_cls: 1.2289, loss: 1.2289, grad_norm: 10.9620 2021-03-26 15:48:27,201 - mmaction - INFO - Epoch [35][40/673] lr: 2.000e-04, eta: 2:10:47, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2088, loss: 1.2088, grad_norm: 10.7175 2021-03-26 15:48:41,456 - mmaction - INFO - Epoch [35][60/673] lr: 2.000e-04, eta: 2:10:32, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8934, loss_cls: 1.1667, loss: 1.1667, grad_norm: 11.4264 2021-03-26 15:48:55,678 - mmaction - INFO - Epoch [35][80/673] lr: 2.000e-04, eta: 2:10:18, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8793, loss_cls: 1.2208, loss: 1.2208, grad_norm: 11.4420 2021-03-26 15:49:09,936 - mmaction - INFO - Epoch [35][100/673] lr: 2.000e-04, eta: 2:10:03, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8738, loss_cls: 1.2598, loss: 1.2598, grad_norm: 11.1199 2021-03-26 15:49:24,198 - mmaction - INFO - Epoch [35][120/673] lr: 2.000e-04, eta: 2:09:48, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8812, loss_cls: 1.2354, loss: 1.2354, grad_norm: 11.2198 2021-03-26 15:49:38,526 - mmaction - INFO - Epoch [35][140/673] lr: 2.000e-04, eta: 2:09:33, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.2115, loss: 1.2115, grad_norm: 11.2447 2021-03-26 15:49:52,795 - mmaction - INFO - Epoch [35][160/673] lr: 2.000e-04, eta: 2:09:18, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.1884, loss: 1.1884, grad_norm: 11.2947 2021-03-26 15:50:07,076 - mmaction - INFO - Epoch [35][180/673] lr: 2.000e-04, eta: 2:09:04, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8746, loss_cls: 1.2022, loss: 1.2022, grad_norm: 11.1604 2021-03-26 15:50:21,394 - mmaction - INFO - Epoch [35][200/673] lr: 2.000e-04, eta: 2:08:49, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8680, loss_cls: 1.2703, loss: 1.2703, grad_norm: 11.5284 2021-03-26 15:50:35,846 - mmaction - INFO - Epoch [35][220/673] lr: 2.000e-04, eta: 2:08:34, time: 0.722, data_time: 0.000, memory: 11010, top1_acc: 0.6598, top5_acc: 0.8723, loss_cls: 1.2691, loss: 1.2691, grad_norm: 11.3670 2021-03-26 15:50:50,134 - mmaction - INFO - Epoch [35][240/673] lr: 2.000e-04, eta: 2:08:19, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8789, loss_cls: 1.2016, loss: 1.2016, grad_norm: 11.2443 2021-03-26 15:51:04,392 - mmaction - INFO - Epoch [35][260/673] lr: 2.000e-04, eta: 2:08:05, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2052, loss: 1.2052, grad_norm: 11.2832 2021-03-26 15:51:18,735 - mmaction - INFO - Epoch [35][280/673] lr: 2.000e-04, eta: 2:07:50, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6578, top5_acc: 0.8852, loss_cls: 1.2307, loss: 1.2307, grad_norm: 11.7058 2021-03-26 15:51:32,949 - mmaction - INFO - Epoch [35][300/673] lr: 2.000e-04, eta: 2:07:35, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6539, top5_acc: 0.8672, loss_cls: 1.2917, loss: 1.2917, grad_norm: 11.4405 2021-03-26 15:51:47,203 - mmaction - INFO - Epoch [35][320/673] lr: 2.000e-04, eta: 2:07:20, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8719, loss_cls: 1.2540, loss: 1.2540, grad_norm: 11.0359 2021-03-26 15:52:01,517 - mmaction - INFO - Epoch [35][340/673] lr: 2.000e-04, eta: 2:07:05, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8730, loss_cls: 1.2383, loss: 1.2383, grad_norm: 11.3998 2021-03-26 15:52:15,882 - mmaction - INFO - Epoch [35][360/673] lr: 2.000e-04, eta: 2:06:51, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8789, loss_cls: 1.2348, loss: 1.2348, grad_norm: 11.2599 2021-03-26 15:52:30,217 - mmaction - INFO - Epoch [35][380/673] lr: 2.000e-04, eta: 2:06:36, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8672, loss_cls: 1.2663, loss: 1.2663, grad_norm: 11.4489 2021-03-26 15:52:44,526 - mmaction - INFO - Epoch [35][400/673] lr: 2.000e-04, eta: 2:06:21, time: 0.716, data_time: 0.003, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8676, loss_cls: 1.2427, loss: 1.2427, grad_norm: 11.1125 2021-03-26 15:52:58,864 - mmaction - INFO - Epoch [35][420/673] lr: 2.000e-04, eta: 2:06:06, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2249, loss: 1.2249, grad_norm: 11.1527 2021-03-26 15:53:13,212 - mmaction - INFO - Epoch [35][440/673] lr: 2.000e-04, eta: 2:05:52, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6863, top5_acc: 0.8824, loss_cls: 1.1869, loss: 1.1869, grad_norm: 11.1801 2021-03-26 15:53:27,442 - mmaction - INFO - Epoch [35][460/673] lr: 2.000e-04, eta: 2:05:37, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8766, loss_cls: 1.2248, loss: 1.2248, grad_norm: 11.2297 2021-03-26 15:53:41,859 - mmaction - INFO - Epoch [35][480/673] lr: 2.000e-04, eta: 2:05:22, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8871, loss_cls: 1.2181, loss: 1.2181, grad_norm: 11.2920 2021-03-26 15:53:56,128 - mmaction - INFO - Epoch [35][500/673] lr: 2.000e-04, eta: 2:05:07, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8789, loss_cls: 1.2524, loss: 1.2524, grad_norm: 11.8185 2021-03-26 15:54:10,507 - mmaction - INFO - Epoch [35][520/673] lr: 2.000e-04, eta: 2:04:53, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8625, loss_cls: 1.2742, loss: 1.2742, grad_norm: 11.2643 2021-03-26 15:54:24,838 - mmaction - INFO - Epoch [35][540/673] lr: 2.000e-04, eta: 2:04:38, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8770, loss_cls: 1.2747, loss: 1.2747, grad_norm: 11.4646 2021-03-26 15:54:39,142 - mmaction - INFO - Epoch [35][560/673] lr: 2.000e-04, eta: 2:04:23, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8730, loss_cls: 1.2478, loss: 1.2478, grad_norm: 11.5089 2021-03-26 15:54:53,497 - mmaction - INFO - Epoch [35][580/673] lr: 2.000e-04, eta: 2:04:08, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8797, loss_cls: 1.1984, loss: 1.1984, grad_norm: 11.1818 2021-03-26 15:55:07,783 - mmaction - INFO - Epoch [35][600/673] lr: 2.000e-04, eta: 2:03:54, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8660, loss_cls: 1.2740, loss: 1.2740, grad_norm: 11.3921 2021-03-26 15:55:22,070 - mmaction - INFO - Epoch [35][620/673] lr: 2.000e-04, eta: 2:03:39, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6723, top5_acc: 0.8824, loss_cls: 1.2030, loss: 1.2030, grad_norm: 11.3428 2021-03-26 15:55:36,403 - mmaction - INFO - Epoch [35][640/673] lr: 2.000e-04, eta: 2:03:24, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6746, top5_acc: 0.8754, loss_cls: 1.2154, loss: 1.2154, grad_norm: 11.3520 2021-03-26 15:55:50,664 - mmaction - INFO - Epoch [35][660/673] lr: 2.000e-04, eta: 2:03:09, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8738, loss_cls: 1.2868, loss: 1.2868, grad_norm: 12.0038 2021-03-26 15:55:59,931 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-26 15:56:37,948 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:56:38,101 - mmaction - INFO - top1_acc 0.3120 top5_acc 0.6007 2021-03-26 15:56:38,101 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:56:38,111 - mmaction - INFO - mean_acc 0.2832 2021-03-26 15:56:38,114 - mmaction - INFO - Epoch(val) [35][673] top1_acc: 0.3120, top5_acc: 0.6007, mean_class_accuracy: 0.2832 2021-03-26 15:56:38,116 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:57:22,006 - mmaction - INFO - Epoch [36][20/673] lr: 2.000e-04, eta: 2:02:54, time: 2.194, data_time: 1.470, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8816, loss_cls: 1.2235, loss: 1.2235, grad_norm: 11.6307 2021-03-26 15:57:36,265 - mmaction - INFO - Epoch [36][40/673] lr: 2.000e-04, eta: 2:02:39, time: 0.713, data_time: 0.002, memory: 11010, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2372, loss: 1.2372, grad_norm: 11.4653 2021-03-26 15:57:50,466 - mmaction - INFO - Epoch [36][60/673] lr: 2.000e-04, eta: 2:02:24, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8809, loss_cls: 1.1979, loss: 1.1979, grad_norm: 11.3073 2021-03-26 15:58:04,701 - mmaction - INFO - Epoch [36][80/673] lr: 2.000e-04, eta: 2:02:09, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8773, loss_cls: 1.2522, loss: 1.2522, grad_norm: 11.3717 2021-03-26 15:58:18,926 - mmaction - INFO - Epoch [36][100/673] lr: 2.000e-04, eta: 2:01:54, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8660, loss_cls: 1.2548, loss: 1.2548, grad_norm: 11.1999 2021-03-26 15:58:33,171 - mmaction - INFO - Epoch [36][120/673] lr: 2.000e-04, eta: 2:01:40, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6691, top5_acc: 0.8859, loss_cls: 1.2110, loss: 1.2110, grad_norm: 11.4572 2021-03-26 15:58:47,395 - mmaction - INFO - Epoch [36][140/673] lr: 2.000e-04, eta: 2:01:25, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6766, top5_acc: 0.8809, loss_cls: 1.2344, loss: 1.2344, grad_norm: 11.2268 2021-03-26 15:59:01,622 - mmaction - INFO - Epoch [36][160/673] lr: 2.000e-04, eta: 2:01:10, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8754, loss_cls: 1.2280, loss: 1.2280, grad_norm: 11.2496 2021-03-26 15:59:15,958 - mmaction - INFO - Epoch [36][180/673] lr: 2.000e-04, eta: 2:00:55, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8863, loss_cls: 1.1765, loss: 1.1765, grad_norm: 11.3964 2021-03-26 15:59:30,249 - mmaction - INFO - Epoch [36][200/673] lr: 2.000e-04, eta: 2:00:40, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8621, loss_cls: 1.3106, loss: 1.3106, grad_norm: 11.6016 2021-03-26 15:59:44,497 - mmaction - INFO - Epoch [36][220/673] lr: 2.000e-04, eta: 2:00:26, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8750, loss_cls: 1.2233, loss: 1.2233, grad_norm: 11.3812 2021-03-26 15:59:58,722 - mmaction - INFO - Epoch [36][240/673] lr: 2.000e-04, eta: 2:00:11, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6613, top5_acc: 0.8844, loss_cls: 1.2398, loss: 1.2398, grad_norm: 11.4431 2021-03-26 16:00:13,110 - mmaction - INFO - Epoch [36][260/673] lr: 2.000e-04, eta: 1:59:56, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2231, loss: 1.2231, grad_norm: 11.3597 2021-03-26 16:00:27,408 - mmaction - INFO - Epoch [36][280/673] lr: 2.000e-04, eta: 1:59:41, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8754, loss_cls: 1.2201, loss: 1.2201, grad_norm: 11.4200 2021-03-26 16:00:41,633 - mmaction - INFO - Epoch [36][300/673] lr: 2.000e-04, eta: 1:59:27, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6707, top5_acc: 0.8816, loss_cls: 1.2168, loss: 1.2168, grad_norm: 11.5344 2021-03-26 16:00:55,966 - mmaction - INFO - Epoch [36][320/673] lr: 2.000e-04, eta: 1:59:12, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8734, loss_cls: 1.2576, loss: 1.2576, grad_norm: 11.5334 2021-03-26 16:01:10,271 - mmaction - INFO - Epoch [36][340/673] lr: 2.000e-04, eta: 1:58:57, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8770, loss_cls: 1.2427, loss: 1.2427, grad_norm: 11.2886 2021-03-26 16:01:24,503 - mmaction - INFO - Epoch [36][360/673] lr: 2.000e-04, eta: 1:58:42, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8777, loss_cls: 1.2045, loss: 1.2045, grad_norm: 11.0352 2021-03-26 16:01:38,880 - mmaction - INFO - Epoch [36][380/673] lr: 2.000e-04, eta: 1:58:28, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8801, loss_cls: 1.2092, loss: 1.2092, grad_norm: 11.2783 2021-03-26 16:01:53,232 - mmaction - INFO - Epoch [36][400/673] lr: 2.000e-04, eta: 1:58:13, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8754, loss_cls: 1.2628, loss: 1.2628, grad_norm: 11.3909 2021-03-26 16:02:07,574 - mmaction - INFO - Epoch [36][420/673] lr: 2.000e-04, eta: 1:57:58, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8648, loss_cls: 1.2716, loss: 1.2716, grad_norm: 11.3610 2021-03-26 16:02:21,875 - mmaction - INFO - Epoch [36][440/673] lr: 2.000e-04, eta: 1:57:43, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2134, loss: 1.2134, grad_norm: 11.4933 2021-03-26 16:02:36,194 - mmaction - INFO - Epoch [36][460/673] lr: 2.000e-04, eta: 1:57:28, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8777, loss_cls: 1.2122, loss: 1.2122, grad_norm: 11.4851 2021-03-26 16:02:50,548 - mmaction - INFO - Epoch [36][480/673] lr: 2.000e-04, eta: 1:57:14, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6578, top5_acc: 0.8750, loss_cls: 1.2581, loss: 1.2581, grad_norm: 11.5230 2021-03-26 16:03:04,892 - mmaction - INFO - Epoch [36][500/673] lr: 2.000e-04, eta: 1:56:59, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8770, loss_cls: 1.2335, loss: 1.2335, grad_norm: 11.5746 2021-03-26 16:03:19,156 - mmaction - INFO - Epoch [36][520/673] lr: 2.000e-04, eta: 1:56:44, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2161, loss: 1.2161, grad_norm: 11.2501 2021-03-26 16:03:33,519 - mmaction - INFO - Epoch [36][540/673] lr: 2.000e-04, eta: 1:56:29, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8789, loss_cls: 1.2305, loss: 1.2305, grad_norm: 11.4942 2021-03-26 16:03:47,840 - mmaction - INFO - Epoch [36][560/673] lr: 2.000e-04, eta: 1:56:15, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1591, loss: 1.1591, grad_norm: 11.2025 2021-03-26 16:04:02,127 - mmaction - INFO - Epoch [36][580/673] lr: 2.000e-04, eta: 1:56:00, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.1827, loss: 1.1827, grad_norm: 11.7979 2021-03-26 16:04:16,545 - mmaction - INFO - Epoch [36][600/673] lr: 2.000e-04, eta: 1:55:45, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8656, loss_cls: 1.2486, loss: 1.2486, grad_norm: 11.3556 2021-03-26 16:04:30,920 - mmaction - INFO - Epoch [36][620/673] lr: 2.000e-04, eta: 1:55:31, time: 0.719, data_time: 0.004, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8809, loss_cls: 1.2447, loss: 1.2447, grad_norm: 11.3257 2021-03-26 16:04:45,300 - mmaction - INFO - Epoch [36][640/673] lr: 2.000e-04, eta: 1:55:16, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2434, loss: 1.2434, grad_norm: 11.4621 2021-03-26 16:04:59,648 - mmaction - INFO - Epoch [36][660/673] lr: 2.000e-04, eta: 1:55:01, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6691, top5_acc: 0.8738, loss_cls: 1.2730, loss: 1.2730, grad_norm: 11.2436 2021-03-26 16:05:09,018 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-26 16:05:46,702 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:05:46,867 - mmaction - INFO - top1_acc 0.3116 top5_acc 0.6027 2021-03-26 16:05:46,868 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:05:46,877 - mmaction - INFO - mean_acc 0.2830 2021-03-26 16:05:46,880 - mmaction - INFO - Epoch(val) [36][673] top1_acc: 0.3116, top5_acc: 0.6027, mean_class_accuracy: 0.2830 2021-03-26 16:05:46,883 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:06:25,016 - mmaction - INFO - Epoch [37][20/673] lr: 2.000e-04, eta: 1:54:42, time: 1.906, data_time: 1.193, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8832, loss_cls: 1.1872, loss: 1.1872, grad_norm: 11.3903 2021-03-26 16:06:39,255 - mmaction - INFO - Epoch [37][40/673] lr: 2.000e-04, eta: 1:54:28, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6832, top5_acc: 0.8754, loss_cls: 1.1906, loss: 1.1906, grad_norm: 11.5130 2021-03-26 16:06:53,531 - mmaction - INFO - Epoch [37][60/673] lr: 2.000e-04, eta: 1:54:13, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6754, top5_acc: 0.8797, loss_cls: 1.1808, loss: 1.1808, grad_norm: 11.1759 2021-03-26 16:07:07,797 - mmaction - INFO - Epoch [37][80/673] lr: 2.000e-04, eta: 1:53:58, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8816, loss_cls: 1.1942, loss: 1.1942, grad_norm: 11.4684 2021-03-26 16:07:22,078 - mmaction - INFO - Epoch [37][100/673] lr: 2.000e-04, eta: 1:53:43, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8863, loss_cls: 1.2085, loss: 1.2085, grad_norm: 11.4759 2021-03-26 16:07:36,326 - mmaction - INFO - Epoch [37][120/673] lr: 2.000e-04, eta: 1:53:28, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8793, loss_cls: 1.1860, loss: 1.1860, grad_norm: 11.4251 2021-03-26 16:07:50,563 - mmaction - INFO - Epoch [37][140/673] lr: 2.000e-04, eta: 1:53:14, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6691, top5_acc: 0.8707, loss_cls: 1.2353, loss: 1.2353, grad_norm: 11.6664 2021-03-26 16:08:04,839 - mmaction - INFO - Epoch [37][160/673] lr: 2.000e-04, eta: 1:52:59, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8902, loss_cls: 1.1847, loss: 1.1847, grad_norm: 11.5742 2021-03-26 16:08:19,165 - mmaction - INFO - Epoch [37][180/673] lr: 2.000e-04, eta: 1:52:44, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.2134, loss: 1.2134, grad_norm: 11.6251 2021-03-26 16:08:33,387 - mmaction - INFO - Epoch [37][200/673] lr: 2.000e-04, eta: 1:52:29, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6664, top5_acc: 0.8859, loss_cls: 1.1826, loss: 1.1826, grad_norm: 11.6115 2021-03-26 16:08:47,711 - mmaction - INFO - Epoch [37][220/673] lr: 2.000e-04, eta: 1:52:15, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8746, loss_cls: 1.2305, loss: 1.2305, grad_norm: 11.2996 2021-03-26 16:09:02,092 - mmaction - INFO - Epoch [37][240/673] lr: 2.000e-04, eta: 1:52:00, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8770, loss_cls: 1.1851, loss: 1.1851, grad_norm: 11.4926 2021-03-26 16:09:16,560 - mmaction - INFO - Epoch [37][260/673] lr: 2.000e-04, eta: 1:51:45, time: 0.723, data_time: 0.007, memory: 11010, top1_acc: 0.6809, top5_acc: 0.8910, loss_cls: 1.1740, loss: 1.1740, grad_norm: 11.8169 2021-03-26 16:09:30,796 - mmaction - INFO - Epoch [37][280/673] lr: 2.000e-04, eta: 1:51:30, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8770, loss_cls: 1.2426, loss: 1.2426, grad_norm: 11.4412 2021-03-26 16:09:45,116 - mmaction - INFO - Epoch [37][300/673] lr: 2.000e-04, eta: 1:51:16, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8727, loss_cls: 1.2141, loss: 1.2141, grad_norm: 11.4400 2021-03-26 16:09:59,414 - mmaction - INFO - Epoch [37][320/673] lr: 2.000e-04, eta: 1:51:01, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6727, top5_acc: 0.8770, loss_cls: 1.2153, loss: 1.2153, grad_norm: 11.6245 2021-03-26 16:10:13,735 - mmaction - INFO - Epoch [37][340/673] lr: 2.000e-04, eta: 1:50:46, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8754, loss_cls: 1.2567, loss: 1.2567, grad_norm: 11.7312 2021-03-26 16:10:28,160 - mmaction - INFO - Epoch [37][360/673] lr: 2.000e-04, eta: 1:50:31, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8848, loss_cls: 1.2611, loss: 1.2611, grad_norm: 11.5834 2021-03-26 16:10:42,431 - mmaction - INFO - Epoch [37][380/673] lr: 2.000e-04, eta: 1:50:17, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8789, loss_cls: 1.2084, loss: 1.2084, grad_norm: 11.2961 2021-03-26 16:10:56,788 - mmaction - INFO - Epoch [37][400/673] lr: 2.000e-04, eta: 1:50:02, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8746, loss_cls: 1.2085, loss: 1.2085, grad_norm: 11.3384 2021-03-26 16:11:11,105 - mmaction - INFO - Epoch [37][420/673] lr: 2.000e-04, eta: 1:49:47, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6723, top5_acc: 0.8684, loss_cls: 1.2713, loss: 1.2713, grad_norm: 11.7298 2021-03-26 16:11:25,437 - mmaction - INFO - Epoch [37][440/673] lr: 2.000e-04, eta: 1:49:32, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8859, loss_cls: 1.2239, loss: 1.2239, grad_norm: 11.5420 2021-03-26 16:11:39,782 - mmaction - INFO - Epoch [37][460/673] lr: 2.000e-04, eta: 1:49:18, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8902, loss_cls: 1.1735, loss: 1.1735, grad_norm: 11.6111 2021-03-26 16:11:54,148 - mmaction - INFO - Epoch [37][480/673] lr: 2.000e-04, eta: 1:49:03, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8773, loss_cls: 1.2517, loss: 1.2517, grad_norm: 11.9808 2021-03-26 16:12:08,438 - mmaction - INFO - Epoch [37][500/673] lr: 2.000e-04, eta: 1:48:48, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6777, top5_acc: 0.8789, loss_cls: 1.2088, loss: 1.2088, grad_norm: 11.5367 2021-03-26 16:12:22,783 - mmaction - INFO - Epoch [37][520/673] lr: 2.000e-04, eta: 1:48:33, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8879, loss_cls: 1.1930, loss: 1.1930, grad_norm: 11.5474 2021-03-26 16:12:37,128 - mmaction - INFO - Epoch [37][540/673] lr: 2.000e-04, eta: 1:48:19, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2323, loss: 1.2323, grad_norm: 11.7632 2021-03-26 16:12:51,441 - mmaction - INFO - Epoch [37][560/673] lr: 2.000e-04, eta: 1:48:04, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8852, loss_cls: 1.1848, loss: 1.1848, grad_norm: 11.3408 2021-03-26 16:13:05,718 - mmaction - INFO - Epoch [37][580/673] lr: 2.000e-04, eta: 1:47:49, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8875, loss_cls: 1.1435, loss: 1.1435, grad_norm: 11.3627 2021-03-26 16:13:20,026 - mmaction - INFO - Epoch [37][600/673] lr: 2.000e-04, eta: 1:47:34, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8871, loss_cls: 1.2161, loss: 1.2161, grad_norm: 11.6120 2021-03-26 16:13:34,375 - mmaction - INFO - Epoch [37][620/673] lr: 2.000e-04, eta: 1:47:20, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6777, top5_acc: 0.8812, loss_cls: 1.2151, loss: 1.2151, grad_norm: 11.5871 2021-03-26 16:13:48,630 - mmaction - INFO - Epoch [37][640/673] lr: 2.000e-04, eta: 1:47:05, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8762, loss_cls: 1.1979, loss: 1.1979, grad_norm: 11.5601 2021-03-26 16:14:02,866 - mmaction - INFO - Epoch [37][660/673] lr: 2.000e-04, eta: 1:46:50, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8859, loss_cls: 1.1688, loss: 1.1688, grad_norm: 11.3530 2021-03-26 16:14:12,290 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-26 16:14:48,980 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:14:49,141 - mmaction - INFO - top1_acc 0.3105 top5_acc 0.6019 2021-03-26 16:14:49,141 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:14:49,150 - mmaction - INFO - mean_acc 0.2813 2021-03-26 16:14:49,153 - mmaction - INFO - Epoch(val) [37][673] top1_acc: 0.3105, top5_acc: 0.6019, mean_class_accuracy: 0.2813 2021-03-26 16:14:49,155 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:15:24,740 - mmaction - INFO - Epoch [38][20/673] lr: 2.000e-04, eta: 1:46:30, time: 1.779, data_time: 1.057, memory: 11010, top1_acc: 0.6766, top5_acc: 0.8758, loss_cls: 1.2523, loss: 1.2523, grad_norm: 11.5028 2021-03-26 16:15:38,976 - mmaction - INFO - Epoch [38][40/673] lr: 2.000e-04, eta: 1:46:15, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8742, loss_cls: 1.2258, loss: 1.2258, grad_norm: 11.5298 2021-03-26 16:15:53,207 - mmaction - INFO - Epoch [38][60/673] lr: 2.000e-04, eta: 1:46:00, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8867, loss_cls: 1.1930, loss: 1.1930, grad_norm: 11.6316 2021-03-26 16:16:07,437 - mmaction - INFO - Epoch [38][80/673] lr: 2.000e-04, eta: 1:45:46, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8770, loss_cls: 1.2114, loss: 1.2114, grad_norm: 11.5036 2021-03-26 16:16:21,668 - mmaction - INFO - Epoch [38][100/673] lr: 2.000e-04, eta: 1:45:31, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6996, top5_acc: 0.8934, loss_cls: 1.1011, loss: 1.1011, grad_norm: 11.0446 2021-03-26 16:16:35,914 - mmaction - INFO - Epoch [38][120/673] lr: 2.000e-04, eta: 1:45:16, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6805, top5_acc: 0.8781, loss_cls: 1.1905, loss: 1.1905, grad_norm: 11.5494 2021-03-26 16:16:50,156 - mmaction - INFO - Epoch [38][140/673] lr: 2.000e-04, eta: 1:45:01, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8805, loss_cls: 1.2092, loss: 1.2092, grad_norm: 11.5721 2021-03-26 16:17:04,419 - mmaction - INFO - Epoch [38][160/673] lr: 2.000e-04, eta: 1:44:46, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8785, loss_cls: 1.1878, loss: 1.1878, grad_norm: 11.8067 2021-03-26 16:17:18,699 - mmaction - INFO - Epoch [38][180/673] lr: 2.000e-04, eta: 1:44:32, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.1760, loss: 1.1760, grad_norm: 11.5631 2021-03-26 16:17:33,041 - mmaction - INFO - Epoch [38][200/673] lr: 2.000e-04, eta: 1:44:17, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8742, loss_cls: 1.2225, loss: 1.2225, grad_norm: 11.9681 2021-03-26 16:17:47,313 - mmaction - INFO - Epoch [38][220/673] lr: 2.000e-04, eta: 1:44:02, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8883, loss_cls: 1.1525, loss: 1.1525, grad_norm: 11.6222 2021-03-26 16:18:01,540 - mmaction - INFO - Epoch [38][240/673] lr: 2.000e-04, eta: 1:43:47, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6852, top5_acc: 0.8859, loss_cls: 1.1611, loss: 1.1611, grad_norm: 11.5458 2021-03-26 16:18:15,842 - mmaction - INFO - Epoch [38][260/673] lr: 2.000e-04, eta: 1:43:33, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8785, loss_cls: 1.1890, loss: 1.1890, grad_norm: 11.8542 2021-03-26 16:18:30,136 - mmaction - INFO - Epoch [38][280/673] lr: 2.000e-04, eta: 1:43:18, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8703, loss_cls: 1.2683, loss: 1.2683, grad_norm: 11.6505 2021-03-26 16:18:44,440 - mmaction - INFO - Epoch [38][300/673] lr: 2.000e-04, eta: 1:43:03, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6934, top5_acc: 0.8898, loss_cls: 1.1325, loss: 1.1325, grad_norm: 11.4702 2021-03-26 16:18:58,739 - mmaction - INFO - Epoch [38][320/673] lr: 2.000e-04, eta: 1:42:48, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8836, loss_cls: 1.2263, loss: 1.2263, grad_norm: 11.7474 2021-03-26 16:19:13,010 - mmaction - INFO - Epoch [38][340/673] lr: 2.000e-04, eta: 1:42:34, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8918, loss_cls: 1.1586, loss: 1.1586, grad_norm: 11.4848 2021-03-26 16:19:27,342 - mmaction - INFO - Epoch [38][360/673] lr: 2.000e-04, eta: 1:42:19, time: 0.717, data_time: 0.005, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8820, loss_cls: 1.2171, loss: 1.2171, grad_norm: 11.9145 2021-03-26 16:19:41,724 - mmaction - INFO - Epoch [38][380/673] lr: 2.000e-04, eta: 1:42:04, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8801, loss_cls: 1.2028, loss: 1.2028, grad_norm: 11.3767 2021-03-26 16:19:55,966 - mmaction - INFO - Epoch [38][400/673] lr: 2.000e-04, eta: 1:41:49, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6613, top5_acc: 0.8777, loss_cls: 1.2554, loss: 1.2554, grad_norm: 11.7926 2021-03-26 16:20:10,270 - mmaction - INFO - Epoch [38][420/673] lr: 2.000e-04, eta: 1:41:35, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8816, loss_cls: 1.1679, loss: 1.1679, grad_norm: 11.2940 2021-03-26 16:20:24,639 - mmaction - INFO - Epoch [38][440/673] lr: 2.000e-04, eta: 1:41:20, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6777, top5_acc: 0.8836, loss_cls: 1.2118, loss: 1.2118, grad_norm: 11.4997 2021-03-26 16:20:38,878 - mmaction - INFO - Epoch [38][460/673] lr: 2.000e-04, eta: 1:41:05, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8750, loss_cls: 1.2145, loss: 1.2145, grad_norm: 11.6844 2021-03-26 16:20:53,161 - mmaction - INFO - Epoch [38][480/673] lr: 2.000e-04, eta: 1:40:50, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8789, loss_cls: 1.2211, loss: 1.2211, grad_norm: 11.4895 2021-03-26 16:21:07,580 - mmaction - INFO - Epoch [38][500/673] lr: 2.000e-04, eta: 1:40:36, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.6887, top5_acc: 0.8879, loss_cls: 1.1813, loss: 1.1813, grad_norm: 11.2949 2021-03-26 16:21:21,900 - mmaction - INFO - Epoch [38][520/673] lr: 2.000e-04, eta: 1:40:21, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8832, loss_cls: 1.2052, loss: 1.2052, grad_norm: 11.5745 2021-03-26 16:21:36,143 - mmaction - INFO - Epoch [38][540/673] lr: 2.000e-04, eta: 1:40:06, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6836, top5_acc: 0.8824, loss_cls: 1.1913, loss: 1.1913, grad_norm: 11.5920 2021-03-26 16:21:50,463 - mmaction - INFO - Epoch [38][560/673] lr: 2.000e-04, eta: 1:39:51, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6867, top5_acc: 0.8871, loss_cls: 1.1631, loss: 1.1631, grad_norm: 11.4336 2021-03-26 16:22:04,809 - mmaction - INFO - Epoch [38][580/673] lr: 2.000e-04, eta: 1:39:37, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6836, top5_acc: 0.8793, loss_cls: 1.1579, loss: 1.1579, grad_norm: 11.2388 2021-03-26 16:22:19,089 - mmaction - INFO - Epoch [38][600/673] lr: 2.000e-04, eta: 1:39:22, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8781, loss_cls: 1.2242, loss: 1.2242, grad_norm: 12.0616 2021-03-26 16:22:33,450 - mmaction - INFO - Epoch [38][620/673] lr: 2.000e-04, eta: 1:39:07, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6723, top5_acc: 0.8734, loss_cls: 1.2147, loss: 1.2147, grad_norm: 11.5256 2021-03-26 16:22:47,807 - mmaction - INFO - Epoch [38][640/673] lr: 2.000e-04, eta: 1:38:53, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8805, loss_cls: 1.1989, loss: 1.1989, grad_norm: 11.5069 2021-03-26 16:23:02,160 - mmaction - INFO - Epoch [38][660/673] lr: 2.000e-04, eta: 1:38:38, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8809, loss_cls: 1.2184, loss: 1.2184, grad_norm: 11.7658 2021-03-26 16:23:11,527 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-26 16:23:49,394 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:23:49,698 - mmaction - INFO - top1_acc 0.3117 top5_acc 0.5966 2021-03-26 16:23:49,699 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:23:49,719 - mmaction - INFO - mean_acc 0.2827 2021-03-26 16:23:49,728 - mmaction - INFO - Epoch(val) [38][673] top1_acc: 0.3117, top5_acc: 0.5966, mean_class_accuracy: 0.2827 2021-03-26 16:23:49,731 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:24:29,743 - mmaction - INFO - Epoch [39][20/673] lr: 2.000e-04, eta: 1:38:19, time: 2.000, data_time: 1.268, memory: 11010, top1_acc: 0.6910, top5_acc: 0.8859, loss_cls: 1.1645, loss: 1.1645, grad_norm: 11.1469 2021-03-26 16:24:43,930 - mmaction - INFO - Epoch [39][40/673] lr: 2.000e-04, eta: 1:38:04, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8730, loss_cls: 1.2370, loss: 1.2370, grad_norm: 11.4994 2021-03-26 16:24:58,291 - mmaction - INFO - Epoch [39][60/673] lr: 2.000e-04, eta: 1:37:49, time: 0.718, data_time: 0.009, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8820, loss_cls: 1.1990, loss: 1.1990, grad_norm: 11.7705 2021-03-26 16:25:12,524 - mmaction - INFO - Epoch [39][80/673] lr: 2.000e-04, eta: 1:37:34, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6824, top5_acc: 0.8781, loss_cls: 1.1932, loss: 1.1932, grad_norm: 11.7573 2021-03-26 16:25:26,723 - mmaction - INFO - Epoch [39][100/673] lr: 2.000e-04, eta: 1:37:20, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8777, loss_cls: 1.2127, loss: 1.2127, grad_norm: 12.0476 2021-03-26 16:25:40,947 - mmaction - INFO - Epoch [39][120/673] lr: 2.000e-04, eta: 1:37:05, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.1973, loss: 1.1973, grad_norm: 12.1107 2021-03-26 16:25:55,190 - mmaction - INFO - Epoch [39][140/673] lr: 2.000e-04, eta: 1:36:50, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8891, loss_cls: 1.2234, loss: 1.2234, grad_norm: 11.8588 2021-03-26 16:26:09,449 - mmaction - INFO - Epoch [39][160/673] lr: 2.000e-04, eta: 1:36:35, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6758, top5_acc: 0.8887, loss_cls: 1.1713, loss: 1.1713, grad_norm: 11.7702 2021-03-26 16:26:23,789 - mmaction - INFO - Epoch [39][180/673] lr: 2.000e-04, eta: 1:36:21, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6840, top5_acc: 0.8840, loss_cls: 1.1890, loss: 1.1890, grad_norm: 11.6105 2021-03-26 16:26:38,141 - mmaction - INFO - Epoch [39][200/673] lr: 2.000e-04, eta: 1:36:06, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6984, top5_acc: 0.8965, loss_cls: 1.1297, loss: 1.1297, grad_norm: 11.7392 2021-03-26 16:26:52,441 - mmaction - INFO - Epoch [39][220/673] lr: 2.000e-04, eta: 1:35:51, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8832, loss_cls: 1.2069, loss: 1.2069, grad_norm: 11.8067 2021-03-26 16:27:06,687 - mmaction - INFO - Epoch [39][240/673] lr: 2.000e-04, eta: 1:35:36, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8879, loss_cls: 1.1780, loss: 1.1780, grad_norm: 11.9312 2021-03-26 16:27:20,911 - mmaction - INFO - Epoch [39][260/673] lr: 2.000e-04, eta: 1:35:22, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.1369, loss: 1.1369, grad_norm: 11.4695 2021-03-26 16:27:35,218 - mmaction - INFO - Epoch [39][280/673] lr: 2.000e-04, eta: 1:35:07, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2405, loss: 1.2405, grad_norm: 12.0541 2021-03-26 16:27:49,613 - mmaction - INFO - Epoch [39][300/673] lr: 2.000e-04, eta: 1:34:52, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8832, loss_cls: 1.1970, loss: 1.1970, grad_norm: 11.4518 2021-03-26 16:28:03,833 - mmaction - INFO - Epoch [39][320/673] lr: 2.000e-04, eta: 1:34:37, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8789, loss_cls: 1.1994, loss: 1.1994, grad_norm: 11.8795 2021-03-26 16:28:18,157 - mmaction - INFO - Epoch [39][340/673] lr: 2.000e-04, eta: 1:34:23, time: 0.716, data_time: 0.003, memory: 11010, top1_acc: 0.6539, top5_acc: 0.8758, loss_cls: 1.2472, loss: 1.2472, grad_norm: 11.7652 2021-03-26 16:28:32,518 - mmaction - INFO - Epoch [39][360/673] lr: 2.000e-04, eta: 1:34:08, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8719, loss_cls: 1.2105, loss: 1.2105, grad_norm: 11.5477 2021-03-26 16:28:46,860 - mmaction - INFO - Epoch [39][380/673] lr: 2.000e-04, eta: 1:33:53, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6855, top5_acc: 0.8863, loss_cls: 1.1649, loss: 1.1649, grad_norm: 12.0030 2021-03-26 16:29:01,183 - mmaction - INFO - Epoch [39][400/673] lr: 2.000e-04, eta: 1:33:38, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8836, loss_cls: 1.2020, loss: 1.2020, grad_norm: 12.2870 2021-03-26 16:29:15,458 - mmaction - INFO - Epoch [39][420/673] lr: 2.000e-04, eta: 1:33:24, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8812, loss_cls: 1.1704, loss: 1.1704, grad_norm: 11.5278 2021-03-26 16:29:29,721 - mmaction - INFO - Epoch [39][440/673] lr: 2.000e-04, eta: 1:33:09, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.1512, loss: 1.1512, grad_norm: 11.9554 2021-03-26 16:29:44,077 - mmaction - INFO - Epoch [39][460/673] lr: 2.000e-04, eta: 1:32:54, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8875, loss_cls: 1.2087, loss: 1.2087, grad_norm: 12.1300 2021-03-26 16:29:58,391 - mmaction - INFO - Epoch [39][480/673] lr: 2.000e-04, eta: 1:32:39, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8773, loss_cls: 1.2304, loss: 1.2304, grad_norm: 12.0843 2021-03-26 16:30:12,863 - mmaction - INFO - Epoch [39][500/673] lr: 2.000e-04, eta: 1:32:25, time: 0.724, data_time: 0.005, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8879, loss_cls: 1.1650, loss: 1.1650, grad_norm: 11.3693 2021-03-26 16:30:27,191 - mmaction - INFO - Epoch [39][520/673] lr: 2.000e-04, eta: 1:32:10, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8785, loss_cls: 1.2118, loss: 1.2118, grad_norm: 11.6428 2021-03-26 16:30:41,511 - mmaction - INFO - Epoch [39][540/673] lr: 2.000e-04, eta: 1:31:55, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6816, top5_acc: 0.8906, loss_cls: 1.1548, loss: 1.1548, grad_norm: 11.5484 2021-03-26 16:30:55,838 - mmaction - INFO - Epoch [39][560/673] lr: 2.000e-04, eta: 1:31:41, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6941, top5_acc: 0.8910, loss_cls: 1.1351, loss: 1.1351, grad_norm: 11.8668 2021-03-26 16:31:10,231 - mmaction - INFO - Epoch [39][580/673] lr: 2.000e-04, eta: 1:31:26, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8914, loss_cls: 1.1355, loss: 1.1355, grad_norm: 11.4612 2021-03-26 16:31:24,489 - mmaction - INFO - Epoch [39][600/673] lr: 2.000e-04, eta: 1:31:11, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8957, loss_cls: 1.1512, loss: 1.1512, grad_norm: 11.8462 2021-03-26 16:31:38,813 - mmaction - INFO - Epoch [39][620/673] lr: 2.000e-04, eta: 1:30:56, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6836, top5_acc: 0.8883, loss_cls: 1.1684, loss: 1.1684, grad_norm: 11.6080 2021-03-26 16:31:53,172 - mmaction - INFO - Epoch [39][640/673] lr: 2.000e-04, eta: 1:30:42, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2123, loss: 1.2123, grad_norm: 11.9078 2021-03-26 16:32:07,490 - mmaction - INFO - Epoch [39][660/673] lr: 2.000e-04, eta: 1:30:27, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8781, loss_cls: 1.2082, loss: 1.2082, grad_norm: 11.9372 2021-03-26 16:32:16,938 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-26 16:32:53,730 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:32:53,893 - mmaction - INFO - top1_acc 0.3131 top5_acc 0.6001 2021-03-26 16:32:53,893 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:32:53,902 - mmaction - INFO - mean_acc 0.2828 2021-03-26 16:32:57,517 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2021-03-26 16:32:57,517 - mmaction - INFO - Best top1_acc is 0.3131 at 39 epoch. 2021-03-26 16:32:57,523 - mmaction - INFO - Epoch(val) [39][673] top1_acc: 0.3131, top5_acc: 0.6001, mean_class_accuracy: 0.2828 2021-03-26 16:32:57,526 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:33:33,503 - mmaction - INFO - Epoch [40][20/673] lr: 2.000e-04, eta: 1:30:06, time: 1.799, data_time: 1.082, memory: 11010, top1_acc: 0.6887, top5_acc: 0.8969, loss_cls: 1.1357, loss: 1.1357, grad_norm: 11.5814 2021-03-26 16:33:47,703 - mmaction - INFO - Epoch [40][40/673] lr: 2.000e-04, eta: 1:29:51, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6816, top5_acc: 0.8844, loss_cls: 1.2128, loss: 1.2128, grad_norm: 12.0478 2021-03-26 16:34:01,888 - mmaction - INFO - Epoch [40][60/673] lr: 2.000e-04, eta: 1:29:37, time: 0.709, data_time: 0.001, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8906, loss_cls: 1.1703, loss: 1.1703, grad_norm: 12.1981 2021-03-26 16:34:16,113 - mmaction - INFO - Epoch [40][80/673] lr: 2.000e-04, eta: 1:29:22, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6746, top5_acc: 0.8812, loss_cls: 1.1823, loss: 1.1823, grad_norm: 12.1606 2021-03-26 16:34:30,345 - mmaction - INFO - Epoch [40][100/673] lr: 2.000e-04, eta: 1:29:07, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6914, top5_acc: 0.8898, loss_cls: 1.1562, loss: 1.1562, grad_norm: 11.5656 2021-03-26 16:34:44,618 - mmaction - INFO - Epoch [40][120/673] lr: 2.000e-04, eta: 1:28:52, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6836, top5_acc: 0.8797, loss_cls: 1.1811, loss: 1.1811, grad_norm: 11.7026 2021-03-26 16:34:58,840 - mmaction - INFO - Epoch [40][140/673] lr: 2.000e-04, eta: 1:28:38, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8906, loss_cls: 1.1368, loss: 1.1368, grad_norm: 11.4499 2021-03-26 16:35:13,194 - mmaction - INFO - Epoch [40][160/673] lr: 2.000e-04, eta: 1:28:23, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.1963, loss: 1.1963, grad_norm: 11.8812 2021-03-26 16:35:27,501 - mmaction - INFO - Epoch [40][180/673] lr: 2.000e-04, eta: 1:28:08, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6906, top5_acc: 0.8918, loss_cls: 1.1373, loss: 1.1373, grad_norm: 11.8189 2021-03-26 16:35:41,809 - mmaction - INFO - Epoch [40][200/673] lr: 2.000e-04, eta: 1:27:53, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8777, loss_cls: 1.1980, loss: 1.1980, grad_norm: 12.1995 2021-03-26 16:35:56,055 - mmaction - INFO - Epoch [40][220/673] lr: 2.000e-04, eta: 1:27:39, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6844, top5_acc: 0.8832, loss_cls: 1.1685, loss: 1.1685, grad_norm: 11.5244 2021-03-26 16:36:10,430 - mmaction - INFO - Epoch [40][240/673] lr: 2.000e-04, eta: 1:27:24, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8809, loss_cls: 1.1878, loss: 1.1878, grad_norm: 12.1723 2021-03-26 16:36:24,778 - mmaction - INFO - Epoch [40][260/673] lr: 2.000e-04, eta: 1:27:09, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8828, loss_cls: 1.1763, loss: 1.1763, grad_norm: 11.4273 2021-03-26 16:36:38,984 - mmaction - INFO - Epoch [40][280/673] lr: 2.000e-04, eta: 1:26:54, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.6746, top5_acc: 0.8898, loss_cls: 1.1899, loss: 1.1899, grad_norm: 12.0449 2021-03-26 16:36:53,314 - mmaction - INFO - Epoch [40][300/673] lr: 2.000e-04, eta: 1:26:40, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6746, top5_acc: 0.8758, loss_cls: 1.2045, loss: 1.2045, grad_norm: 11.8313 2021-03-26 16:37:07,681 - mmaction - INFO - Epoch [40][320/673] lr: 2.000e-04, eta: 1:26:25, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8750, loss_cls: 1.2450, loss: 1.2450, grad_norm: 12.1421 2021-03-26 16:37:22,001 - mmaction - INFO - Epoch [40][340/673] lr: 2.000e-04, eta: 1:26:10, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6930, top5_acc: 0.8887, loss_cls: 1.1376, loss: 1.1376, grad_norm: 11.5384 2021-03-26 16:37:36,327 - mmaction - INFO - Epoch [40][360/673] lr: 2.000e-04, eta: 1:25:56, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8789, loss_cls: 1.2094, loss: 1.2094, grad_norm: 11.7933 2021-03-26 16:37:50,571 - mmaction - INFO - Epoch [40][380/673] lr: 2.000e-04, eta: 1:25:41, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.1506, loss: 1.1506, grad_norm: 12.0829 2021-03-26 16:38:04,893 - mmaction - INFO - Epoch [40][400/673] lr: 2.000e-04, eta: 1:25:26, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.1604, loss: 1.1604, grad_norm: 11.5792 2021-03-26 16:38:19,187 - mmaction - INFO - Epoch [40][420/673] lr: 2.000e-04, eta: 1:25:11, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8820, loss_cls: 1.1783, loss: 1.1783, grad_norm: 11.7368 2021-03-26 16:38:33,476 - mmaction - INFO - Epoch [40][440/673] lr: 2.000e-04, eta: 1:24:57, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8906, loss_cls: 1.1543, loss: 1.1543, grad_norm: 11.6190 2021-03-26 16:38:47,807 - mmaction - INFO - Epoch [40][460/673] lr: 2.000e-04, eta: 1:24:42, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8914, loss_cls: 1.1881, loss: 1.1881, grad_norm: 11.7901 2021-03-26 16:39:02,048 - mmaction - INFO - Epoch [40][480/673] lr: 2.000e-04, eta: 1:24:27, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8824, loss_cls: 1.1987, loss: 1.1987, grad_norm: 11.6903 2021-03-26 16:39:16,395 - mmaction - INFO - Epoch [40][500/673] lr: 2.000e-04, eta: 1:24:12, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6758, top5_acc: 0.8867, loss_cls: 1.1729, loss: 1.1729, grad_norm: 11.8435 2021-03-26 16:39:30,691 - mmaction - INFO - Epoch [40][520/673] lr: 2.000e-04, eta: 1:23:58, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6809, top5_acc: 0.8832, loss_cls: 1.1853, loss: 1.1853, grad_norm: 11.8175 2021-03-26 16:39:44,976 - mmaction - INFO - Epoch [40][540/673] lr: 2.000e-04, eta: 1:23:43, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8777, loss_cls: 1.2388, loss: 1.2388, grad_norm: 12.2058 2021-03-26 16:39:59,227 - mmaction - INFO - Epoch [40][560/673] lr: 2.000e-04, eta: 1:23:28, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6723, top5_acc: 0.8824, loss_cls: 1.1905, loss: 1.1905, grad_norm: 11.7711 2021-03-26 16:40:13,532 - mmaction - INFO - Epoch [40][580/673] lr: 2.000e-04, eta: 1:23:13, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8871, loss_cls: 1.1664, loss: 1.1664, grad_norm: 12.0076 2021-03-26 16:40:27,759 - mmaction - INFO - Epoch [40][600/673] lr: 2.000e-04, eta: 1:22:59, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8809, loss_cls: 1.1693, loss: 1.1693, grad_norm: 11.8224 2021-03-26 16:40:42,091 - mmaction - INFO - Epoch [40][620/673] lr: 2.000e-04, eta: 1:22:44, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.1648, loss: 1.1648, grad_norm: 12.0584 2021-03-26 16:40:56,406 - mmaction - INFO - Epoch [40][640/673] lr: 2.000e-04, eta: 1:22:29, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6691, top5_acc: 0.8844, loss_cls: 1.1867, loss: 1.1867, grad_norm: 12.0166 2021-03-26 16:41:10,680 - mmaction - INFO - Epoch [40][660/673] lr: 2.000e-04, eta: 1:22:15, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6805, top5_acc: 0.8855, loss_cls: 1.1791, loss: 1.1791, grad_norm: 11.8510 2021-03-26 16:41:20,509 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-26 16:41:58,931 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:41:59,092 - mmaction - INFO - top1_acc 0.3103 top5_acc 0.6024 2021-03-26 16:41:59,092 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:41:59,101 - mmaction - INFO - mean_acc 0.2744 2021-03-26 16:41:59,104 - mmaction - INFO - Epoch(val) [40][673] top1_acc: 0.3103, top5_acc: 0.6024, mean_class_accuracy: 0.2744 2021-03-26 16:41:59,106 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:42:41,843 - mmaction - INFO - Epoch [41][20/673] lr: 2.000e-04, eta: 1:21:55, time: 2.136, data_time: 1.415, memory: 11010, top1_acc: 0.6859, top5_acc: 0.8938, loss_cls: 1.1457, loss: 1.1457, grad_norm: 11.7650 2021-03-26 16:42:56,065 - mmaction - INFO - Epoch [41][40/673] lr: 2.000e-04, eta: 1:21:40, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8797, loss_cls: 1.1933, loss: 1.1933, grad_norm: 12.0312 2021-03-26 16:43:10,295 - mmaction - INFO - Epoch [41][60/673] lr: 2.000e-04, eta: 1:21:26, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6867, top5_acc: 0.8930, loss_cls: 1.1563, loss: 1.1563, grad_norm: 11.7990 2021-03-26 16:43:24,500 - mmaction - INFO - Epoch [41][80/673] lr: 2.000e-04, eta: 1:21:11, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8957, loss_cls: 1.1513, loss: 1.1513, grad_norm: 11.6578 2021-03-26 16:43:38,700 - mmaction - INFO - Epoch [41][100/673] lr: 2.000e-04, eta: 1:20:56, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.7020, top5_acc: 0.8941, loss_cls: 1.1110, loss: 1.1110, grad_norm: 11.9522 2021-03-26 16:43:52,935 - mmaction - INFO - Epoch [41][120/673] lr: 2.000e-04, eta: 1:20:41, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8742, loss_cls: 1.2089, loss: 1.2089, grad_norm: 12.0997 2021-03-26 16:44:07,167 - mmaction - INFO - Epoch [41][140/673] lr: 2.000e-04, eta: 1:20:27, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6863, top5_acc: 0.8816, loss_cls: 1.1512, loss: 1.1512, grad_norm: 11.5592 2021-03-26 16:44:21,388 - mmaction - INFO - Epoch [41][160/673] lr: 2.000e-04, eta: 1:20:12, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8805, loss_cls: 1.1880, loss: 1.1880, grad_norm: 12.2010 2021-03-26 16:44:35,594 - mmaction - INFO - Epoch [41][180/673] lr: 2.000e-04, eta: 1:19:57, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8809, loss_cls: 1.1874, loss: 1.1874, grad_norm: 11.9646 2021-03-26 16:44:49,937 - mmaction - INFO - Epoch [41][200/673] lr: 2.000e-04, eta: 1:19:42, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7000, top5_acc: 0.8926, loss_cls: 1.1336, loss: 1.1336, grad_norm: 11.6678 2021-03-26 16:45:04,186 - mmaction - INFO - Epoch [41][220/673] lr: 2.000e-04, eta: 1:19:28, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6855, top5_acc: 0.8762, loss_cls: 1.1786, loss: 1.1786, grad_norm: 11.9582 2021-03-26 16:45:18,439 - mmaction - INFO - Epoch [41][240/673] lr: 2.000e-04, eta: 1:19:13, time: 0.713, data_time: 0.002, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.1911, loss: 1.1911, grad_norm: 11.6487 2021-03-26 16:45:32,701 - mmaction - INFO - Epoch [41][260/673] lr: 2.000e-04, eta: 1:18:58, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8871, loss_cls: 1.1521, loss: 1.1521, grad_norm: 12.1230 2021-03-26 16:45:46,946 - mmaction - INFO - Epoch [41][280/673] lr: 2.000e-04, eta: 1:18:43, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6852, top5_acc: 0.8887, loss_cls: 1.1472, loss: 1.1472, grad_norm: 11.8320 2021-03-26 16:46:01,200 - mmaction - INFO - Epoch [41][300/673] lr: 2.000e-04, eta: 1:18:29, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8816, loss_cls: 1.2037, loss: 1.2037, grad_norm: 12.1527 2021-03-26 16:46:15,532 - mmaction - INFO - Epoch [41][320/673] lr: 2.000e-04, eta: 1:18:14, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.1292, loss: 1.1292, grad_norm: 11.7015 2021-03-26 16:46:29,808 - mmaction - INFO - Epoch [41][340/673] lr: 2.000e-04, eta: 1:17:59, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8812, loss_cls: 1.1761, loss: 1.1761, grad_norm: 12.0970 2021-03-26 16:46:44,071 - mmaction - INFO - Epoch [41][360/673] lr: 2.000e-04, eta: 1:17:44, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6863, top5_acc: 0.8867, loss_cls: 1.1698, loss: 1.1698, grad_norm: 11.5331 2021-03-26 16:46:58,499 - mmaction - INFO - Epoch [41][380/673] lr: 2.000e-04, eta: 1:17:30, time: 0.721, data_time: 0.000, memory: 11010, top1_acc: 0.6840, top5_acc: 0.8910, loss_cls: 1.1815, loss: 1.1815, grad_norm: 12.0731 2021-03-26 16:47:12,818 - mmaction - INFO - Epoch [41][400/673] lr: 2.000e-04, eta: 1:17:15, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8738, loss_cls: 1.2418, loss: 1.2418, grad_norm: 12.3405 2021-03-26 16:47:27,072 - mmaction - INFO - Epoch [41][420/673] lr: 2.000e-04, eta: 1:17:00, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6988, top5_acc: 0.8941, loss_cls: 1.1332, loss: 1.1332, grad_norm: 11.7716 2021-03-26 16:47:41,335 - mmaction - INFO - Epoch [41][440/673] lr: 2.000e-04, eta: 1:16:45, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8891, loss_cls: 1.1377, loss: 1.1377, grad_norm: 11.7069 2021-03-26 16:47:55,668 - mmaction - INFO - Epoch [41][460/673] lr: 2.000e-04, eta: 1:16:31, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8859, loss_cls: 1.1693, loss: 1.1693, grad_norm: 12.1888 2021-03-26 16:48:10,035 - mmaction - INFO - Epoch [41][480/673] lr: 2.000e-04, eta: 1:16:16, time: 0.719, data_time: 0.001, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8852, loss_cls: 1.2098, loss: 1.2098, grad_norm: 12.2653 2021-03-26 16:48:24,356 - mmaction - INFO - Epoch [41][500/673] lr: 2.000e-04, eta: 1:16:01, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6844, top5_acc: 0.8840, loss_cls: 1.1657, loss: 1.1657, grad_norm: 12.0026 2021-03-26 16:48:38,657 - mmaction - INFO - Epoch [41][520/673] lr: 2.000e-04, eta: 1:15:47, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6887, top5_acc: 0.8828, loss_cls: 1.1794, loss: 1.1794, grad_norm: 11.6593 2021-03-26 16:48:52,998 - mmaction - INFO - Epoch [41][540/673] lr: 2.000e-04, eta: 1:15:32, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.1420, loss: 1.1420, grad_norm: 11.5350 2021-03-26 16:49:07,237 - mmaction - INFO - Epoch [41][560/673] lr: 2.000e-04, eta: 1:15:17, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6859, top5_acc: 0.8855, loss_cls: 1.1418, loss: 1.1418, grad_norm: 11.6635 2021-03-26 16:49:21,629 - mmaction - INFO - Epoch [41][580/673] lr: 2.000e-04, eta: 1:15:02, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8934, loss_cls: 1.1246, loss: 1.1246, grad_norm: 11.7377 2021-03-26 16:49:35,847 - mmaction - INFO - Epoch [41][600/673] lr: 2.000e-04, eta: 1:14:48, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8773, loss_cls: 1.1902, loss: 1.1902, grad_norm: 12.3325 2021-03-26 16:49:50,201 - mmaction - INFO - Epoch [41][620/673] lr: 2.000e-04, eta: 1:14:33, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8840, loss_cls: 1.2168, loss: 1.2168, grad_norm: 12.3082 2021-03-26 16:50:04,447 - mmaction - INFO - Epoch [41][640/673] lr: 2.000e-04, eta: 1:14:18, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8930, loss_cls: 1.1550, loss: 1.1550, grad_norm: 11.6306 2021-03-26 16:50:18,785 - mmaction - INFO - Epoch [41][660/673] lr: 2.000e-04, eta: 1:14:04, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6930, top5_acc: 0.8910, loss_cls: 1.1595, loss: 1.1595, grad_norm: 11.7944 2021-03-26 16:50:28,346 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-26 16:51:04,412 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:51:04,570 - mmaction - INFO - top1_acc 0.3156 top5_acc 0.6048 2021-03-26 16:51:04,571 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:51:04,580 - mmaction - INFO - mean_acc 0.2847 2021-03-26 16:51:04,879 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-03-26 16:51:04,879 - mmaction - INFO - Best top1_acc is 0.3156 at 41 epoch. 2021-03-26 16:51:04,883 - mmaction - INFO - Epoch(val) [41][673] top1_acc: 0.3156, top5_acc: 0.6048, mean_class_accuracy: 0.2847 2021-03-26 16:51:04,885 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:51:43,474 - mmaction - INFO - Epoch [42][20/673] lr: 2.000e-04, eta: 1:13:43, time: 1.929, data_time: 1.207, memory: 11010, top1_acc: 0.7016, top5_acc: 0.8980, loss_cls: 1.1036, loss: 1.1036, grad_norm: 11.8982 2021-03-26 16:51:57,657 - mmaction - INFO - Epoch [42][40/673] lr: 2.000e-04, eta: 1:13:28, time: 0.709, data_time: 0.001, memory: 11010, top1_acc: 0.6887, top5_acc: 0.8949, loss_cls: 1.1478, loss: 1.1478, grad_norm: 12.2715 2021-03-26 16:52:11,908 - mmaction - INFO - Epoch [42][60/673] lr: 2.000e-04, eta: 1:13:13, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6902, top5_acc: 0.8973, loss_cls: 1.1215, loss: 1.1215, grad_norm: 11.9477 2021-03-26 16:52:26,135 - mmaction - INFO - Epoch [42][80/673] lr: 2.000e-04, eta: 1:12:58, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6766, top5_acc: 0.8883, loss_cls: 1.1715, loss: 1.1715, grad_norm: 12.0358 2021-03-26 16:52:40,370 - mmaction - INFO - Epoch [42][100/673] lr: 2.000e-04, eta: 1:12:44, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8871, loss_cls: 1.1827, loss: 1.1827, grad_norm: 11.9308 2021-03-26 16:52:54,596 - mmaction - INFO - Epoch [42][120/673] lr: 2.000e-04, eta: 1:12:29, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6906, top5_acc: 0.9020, loss_cls: 1.1222, loss: 1.1222, grad_norm: 12.1266 2021-03-26 16:53:08,859 - mmaction - INFO - Epoch [42][140/673] lr: 2.000e-04, eta: 1:12:14, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8773, loss_cls: 1.2000, loss: 1.2000, grad_norm: 12.1274 2021-03-26 16:53:23,136 - mmaction - INFO - Epoch [42][160/673] lr: 2.000e-04, eta: 1:11:59, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8855, loss_cls: 1.1854, loss: 1.1854, grad_norm: 12.1771 2021-03-26 16:53:37,413 - mmaction - INFO - Epoch [42][180/673] lr: 2.000e-04, eta: 1:11:45, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8754, loss_cls: 1.1959, loss: 1.1959, grad_norm: 12.1410 2021-03-26 16:53:51,654 - mmaction - INFO - Epoch [42][200/673] lr: 2.000e-04, eta: 1:11:30, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8898, loss_cls: 1.1401, loss: 1.1401, grad_norm: 11.9008 2021-03-26 16:54:05,957 - mmaction - INFO - Epoch [42][220/673] lr: 2.000e-04, eta: 1:11:15, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8961, loss_cls: 1.1178, loss: 1.1178, grad_norm: 11.9884 2021-03-26 16:54:20,304 - mmaction - INFO - Epoch [42][240/673] lr: 2.000e-04, eta: 1:11:00, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6836, top5_acc: 0.8871, loss_cls: 1.1473, loss: 1.1473, grad_norm: 12.3905 2021-03-26 16:54:34,548 - mmaction - INFO - Epoch [42][260/673] lr: 2.000e-04, eta: 1:10:46, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6770, top5_acc: 0.8820, loss_cls: 1.2101, loss: 1.2101, grad_norm: 12.3025 2021-03-26 16:54:48,907 - mmaction - INFO - Epoch [42][280/673] lr: 2.000e-04, eta: 1:10:31, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1790, loss: 1.1790, grad_norm: 11.6236 2021-03-26 16:55:03,179 - mmaction - INFO - Epoch [42][300/673] lr: 2.000e-04, eta: 1:10:16, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7035, top5_acc: 0.8922, loss_cls: 1.1173, loss: 1.1173, grad_norm: 11.8397 2021-03-26 16:55:17,503 - mmaction - INFO - Epoch [42][320/673] lr: 2.000e-04, eta: 1:10:02, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2027, loss: 1.2027, grad_norm: 12.3292 2021-03-26 16:55:31,770 - mmaction - INFO - Epoch [42][340/673] lr: 2.000e-04, eta: 1:09:47, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8926, loss_cls: 1.1510, loss: 1.1510, grad_norm: 11.8464 2021-03-26 16:55:46,149 - mmaction - INFO - Epoch [42][360/673] lr: 2.000e-04, eta: 1:09:32, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.1443, loss: 1.1443, grad_norm: 11.9924 2021-03-26 16:56:00,470 - mmaction - INFO - Epoch [42][380/673] lr: 2.000e-04, eta: 1:09:17, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8793, loss_cls: 1.1981, loss: 1.1981, grad_norm: 12.0172 2021-03-26 16:56:14,810 - mmaction - INFO - Epoch [42][400/673] lr: 2.000e-04, eta: 1:09:03, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6828, top5_acc: 0.8867, loss_cls: 1.1951, loss: 1.1951, grad_norm: 12.4571 2021-03-26 16:56:29,163 - mmaction - INFO - Epoch [42][420/673] lr: 2.000e-04, eta: 1:08:48, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8809, loss_cls: 1.1693, loss: 1.1693, grad_norm: 12.0461 2021-03-26 16:56:43,454 - mmaction - INFO - Epoch [42][440/673] lr: 2.000e-04, eta: 1:08:33, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6934, top5_acc: 0.8855, loss_cls: 1.1647, loss: 1.1647, grad_norm: 12.0141 2021-03-26 16:56:57,720 - mmaction - INFO - Epoch [42][460/673] lr: 2.000e-04, eta: 1:08:19, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8824, loss_cls: 1.1869, loss: 1.1869, grad_norm: 12.2627 2021-03-26 16:57:12,092 - mmaction - INFO - Epoch [42][480/673] lr: 2.000e-04, eta: 1:08:04, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6937, top5_acc: 0.8871, loss_cls: 1.1609, loss: 1.1609, grad_norm: 11.7610 2021-03-26 16:57:26,381 - mmaction - INFO - Epoch [42][500/673] lr: 2.000e-04, eta: 1:07:49, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6977, top5_acc: 0.8895, loss_cls: 1.1035, loss: 1.1035, grad_norm: 11.4956 2021-03-26 16:57:40,971 - mmaction - INFO - Epoch [42][520/673] lr: 2.000e-04, eta: 1:07:35, time: 0.729, data_time: 0.014, memory: 11010, top1_acc: 0.6832, top5_acc: 0.8855, loss_cls: 1.1564, loss: 1.1564, grad_norm: 12.1372 2021-03-26 16:57:55,332 - mmaction - INFO - Epoch [42][540/673] lr: 2.000e-04, eta: 1:07:20, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6793, top5_acc: 0.8723, loss_cls: 1.2103, loss: 1.2103, grad_norm: 11.6988 2021-03-26 16:58:09,693 - mmaction - INFO - Epoch [42][560/673] lr: 2.000e-04, eta: 1:07:05, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6984, top5_acc: 0.8895, loss_cls: 1.1251, loss: 1.1251, grad_norm: 12.0903 2021-03-26 16:58:24,055 - mmaction - INFO - Epoch [42][580/673] lr: 2.000e-04, eta: 1:06:50, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6742, top5_acc: 0.8875, loss_cls: 1.1815, loss: 1.1815, grad_norm: 12.1824 2021-03-26 16:58:38,384 - mmaction - INFO - Epoch [42][600/673] lr: 2.000e-04, eta: 1:06:36, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8805, loss_cls: 1.2145, loss: 1.2145, grad_norm: 11.9323 2021-03-26 16:58:52,747 - mmaction - INFO - Epoch [42][620/673] lr: 2.000e-04, eta: 1:06:21, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8867, loss_cls: 1.1968, loss: 1.1968, grad_norm: 11.9536 2021-03-26 16:59:07,063 - mmaction - INFO - Epoch [42][640/673] lr: 2.000e-04, eta: 1:06:06, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6980, top5_acc: 0.8863, loss_cls: 1.1418, loss: 1.1418, grad_norm: 11.7445 2021-03-26 16:59:21,380 - mmaction - INFO - Epoch [42][660/673] lr: 2.000e-04, eta: 1:05:52, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8926, loss_cls: 1.1337, loss: 1.1337, grad_norm: 11.8554 2021-03-26 16:59:30,823 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-26 17:00:07,838 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:00:07,990 - mmaction - INFO - top1_acc 0.3126 top5_acc 0.6005 2021-03-26 17:00:07,990 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:00:07,999 - mmaction - INFO - mean_acc 0.2814 2021-03-26 17:00:08,002 - mmaction - INFO - Epoch(val) [42][673] top1_acc: 0.3126, top5_acc: 0.6005, mean_class_accuracy: 0.2814 2021-03-26 17:00:08,004 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:00:47,545 - mmaction - INFO - Epoch [43][20/673] lr: 2.000e-04, eta: 1:05:30, time: 1.976, data_time: 1.246, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8910, loss_cls: 1.1482, loss: 1.1482, grad_norm: 11.9595 2021-03-26 17:01:01,853 - mmaction - INFO - Epoch [43][40/673] lr: 2.000e-04, eta: 1:05:16, time: 0.716, data_time: 0.005, memory: 11010, top1_acc: 0.6918, top5_acc: 0.8863, loss_cls: 1.1658, loss: 1.1658, grad_norm: 11.9232 2021-03-26 17:01:16,149 - mmaction - INFO - Epoch [43][60/673] lr: 2.000e-04, eta: 1:05:01, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6961, top5_acc: 0.8934, loss_cls: 1.1320, loss: 1.1320, grad_norm: 12.0611 2021-03-26 17:01:30,421 - mmaction - INFO - Epoch [43][80/673] lr: 2.000e-04, eta: 1:04:46, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6840, top5_acc: 0.8914, loss_cls: 1.1377, loss: 1.1377, grad_norm: 12.2490 2021-03-26 17:01:44,698 - mmaction - INFO - Epoch [43][100/673] lr: 2.000e-04, eta: 1:04:31, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6824, top5_acc: 0.8809, loss_cls: 1.1604, loss: 1.1604, grad_norm: 12.0363 2021-03-26 17:01:59,004 - mmaction - INFO - Epoch [43][120/673] lr: 2.000e-04, eta: 1:04:17, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6824, top5_acc: 0.8816, loss_cls: 1.1632, loss: 1.1632, grad_norm: 12.2111 2021-03-26 17:02:13,252 - mmaction - INFO - Epoch [43][140/673] lr: 2.000e-04, eta: 1:04:02, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6906, top5_acc: 0.8832, loss_cls: 1.1352, loss: 1.1352, grad_norm: 11.9675 2021-03-26 17:02:27,540 - mmaction - INFO - Epoch [43][160/673] lr: 2.000e-04, eta: 1:03:47, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8855, loss_cls: 1.2299, loss: 1.2299, grad_norm: 12.4374 2021-03-26 17:02:41,898 - mmaction - INFO - Epoch [43][180/673] lr: 2.000e-04, eta: 1:03:33, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.0969, loss: 1.0969, grad_norm: 11.8174 2021-03-26 17:02:56,297 - mmaction - INFO - Epoch [43][200/673] lr: 2.000e-04, eta: 1:03:18, time: 0.720, data_time: 0.006, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8996, loss_cls: 1.1003, loss: 1.1003, grad_norm: 12.2560 2021-03-26 17:03:10,811 - mmaction - INFO - Epoch [43][220/673] lr: 2.000e-04, eta: 1:03:03, time: 0.726, data_time: 0.001, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8805, loss_cls: 1.2039, loss: 1.2039, grad_norm: 12.6151 2021-03-26 17:03:25,083 - mmaction - INFO - Epoch [43][240/673] lr: 2.000e-04, eta: 1:02:48, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.1479, loss: 1.1479, grad_norm: 12.2462 2021-03-26 17:03:39,430 - mmaction - INFO - Epoch [43][260/673] lr: 2.000e-04, eta: 1:02:34, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8867, loss_cls: 1.1705, loss: 1.1705, grad_norm: 12.2797 2021-03-26 17:03:53,771 - mmaction - INFO - Epoch [43][280/673] lr: 2.000e-04, eta: 1:02:19, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8801, loss_cls: 1.1493, loss: 1.1493, grad_norm: 12.0573 2021-03-26 17:04:08,119 - mmaction - INFO - Epoch [43][300/673] lr: 2.000e-04, eta: 1:02:04, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6992, top5_acc: 0.8918, loss_cls: 1.1192, loss: 1.1192, grad_norm: 12.0188 2021-03-26 17:04:22,548 - mmaction - INFO - Epoch [43][320/673] lr: 2.000e-04, eta: 1:01:50, time: 0.721, data_time: 0.004, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8840, loss_cls: 1.1602, loss: 1.1602, grad_norm: 12.0926 2021-03-26 17:04:36,910 - mmaction - INFO - Epoch [43][340/673] lr: 2.000e-04, eta: 1:01:35, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8832, loss_cls: 1.2010, loss: 1.2010, grad_norm: 12.2845 2021-03-26 17:04:51,216 - mmaction - INFO - Epoch [43][360/673] lr: 2.000e-04, eta: 1:01:20, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8762, loss_cls: 1.2060, loss: 1.2060, grad_norm: 11.9294 2021-03-26 17:05:05,563 - mmaction - INFO - Epoch [43][380/673] lr: 2.000e-04, eta: 1:01:05, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8816, loss_cls: 1.1833, loss: 1.1833, grad_norm: 12.0591 2021-03-26 17:05:19,916 - mmaction - INFO - Epoch [43][400/673] lr: 2.000e-04, eta: 1:00:51, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8879, loss_cls: 1.1121, loss: 1.1121, grad_norm: 12.0817 2021-03-26 17:05:34,239 - mmaction - INFO - Epoch [43][420/673] lr: 2.000e-04, eta: 1:00:36, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6707, top5_acc: 0.8789, loss_cls: 1.2159, loss: 1.2159, grad_norm: 12.4112 2021-03-26 17:05:48,575 - mmaction - INFO - Epoch [43][440/673] lr: 2.000e-04, eta: 1:00:21, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7137, top5_acc: 0.8914, loss_cls: 1.1003, loss: 1.1003, grad_norm: 11.3386 2021-03-26 17:06:02,969 - mmaction - INFO - Epoch [43][460/673] lr: 2.000e-04, eta: 1:00:07, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8879, loss_cls: 1.1686, loss: 1.1686, grad_norm: 12.3168 2021-03-26 17:06:17,236 - mmaction - INFO - Epoch [43][480/673] lr: 2.000e-04, eta: 0:59:52, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8887, loss_cls: 1.1623, loss: 1.1623, grad_norm: 12.1382 2021-03-26 17:06:31,728 - mmaction - INFO - Epoch [43][500/673] lr: 2.000e-04, eta: 0:59:37, time: 0.724, data_time: 0.000, memory: 11010, top1_acc: 0.6926, top5_acc: 0.8906, loss_cls: 1.1478, loss: 1.1478, grad_norm: 12.5487 2021-03-26 17:06:46,009 - mmaction - INFO - Epoch [43][520/673] lr: 2.000e-04, eta: 0:59:23, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.1818, loss: 1.1818, grad_norm: 12.3579 2021-03-26 17:07:00,338 - mmaction - INFO - Epoch [43][540/673] lr: 2.000e-04, eta: 0:59:08, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8859, loss_cls: 1.1704, loss: 1.1704, grad_norm: 12.0716 2021-03-26 17:07:14,694 - mmaction - INFO - Epoch [43][560/673] lr: 2.000e-04, eta: 0:58:53, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6895, top5_acc: 0.8910, loss_cls: 1.1310, loss: 1.1310, grad_norm: 11.7225 2021-03-26 17:07:29,011 - mmaction - INFO - Epoch [43][580/673] lr: 2.000e-04, eta: 0:58:38, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6926, top5_acc: 0.8879, loss_cls: 1.1122, loss: 1.1122, grad_norm: 12.0127 2021-03-26 17:07:43,350 - mmaction - INFO - Epoch [43][600/673] lr: 2.000e-04, eta: 0:58:24, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.1719, loss: 1.1719, grad_norm: 12.2450 2021-03-26 17:07:57,686 - mmaction - INFO - Epoch [43][620/673] lr: 2.000e-04, eta: 0:58:09, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6816, top5_acc: 0.8832, loss_cls: 1.1666, loss: 1.1666, grad_norm: 12.2478 2021-03-26 17:08:12,047 - mmaction - INFO - Epoch [43][640/673] lr: 2.000e-04, eta: 0:57:54, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8875, loss_cls: 1.1636, loss: 1.1636, grad_norm: 12.0571 2021-03-26 17:08:26,451 - mmaction - INFO - Epoch [43][660/673] lr: 2.000e-04, eta: 0:57:40, time: 0.720, data_time: 0.000, memory: 11010, top1_acc: 0.6898, top5_acc: 0.8930, loss_cls: 1.1213, loss: 1.1213, grad_norm: 12.4218 2021-03-26 17:08:37,740 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-26 17:09:15,728 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:09:15,894 - mmaction - INFO - top1_acc 0.3084 top5_acc 0.5963 2021-03-26 17:09:15,894 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:09:15,904 - mmaction - INFO - mean_acc 0.2797 2021-03-26 17:09:15,906 - mmaction - INFO - Epoch(val) [43][673] top1_acc: 0.3084, top5_acc: 0.5963, mean_class_accuracy: 0.2797 2021-03-26 17:09:15,909 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:09:58,892 - mmaction - INFO - Epoch [44][20/673] lr: 2.000e-04, eta: 0:57:19, time: 2.149, data_time: 1.407, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1496, loss: 1.1496, grad_norm: 12.3451 2021-03-26 17:10:13,146 - mmaction - INFO - Epoch [44][40/673] lr: 2.000e-04, eta: 0:57:04, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6895, top5_acc: 0.8895, loss_cls: 1.1365, loss: 1.1365, grad_norm: 12.0444 2021-03-26 17:10:27,371 - mmaction - INFO - Epoch [44][60/673] lr: 2.000e-04, eta: 0:56:49, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.7027, top5_acc: 0.8922, loss_cls: 1.0804, loss: 1.0804, grad_norm: 11.8278 2021-03-26 17:10:41,657 - mmaction - INFO - Epoch [44][80/673] lr: 2.000e-04, eta: 0:56:34, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8941, loss_cls: 1.1270, loss: 1.1270, grad_norm: 12.0166 2021-03-26 17:10:55,958 - mmaction - INFO - Epoch [44][100/673] lr: 2.000e-04, eta: 0:56:20, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6887, top5_acc: 0.8984, loss_cls: 1.1148, loss: 1.1148, grad_norm: 11.9078 2021-03-26 17:11:10,247 - mmaction - INFO - Epoch [44][120/673] lr: 2.000e-04, eta: 0:56:05, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8926, loss_cls: 1.0709, loss: 1.0709, grad_norm: 11.9096 2021-03-26 17:11:24,595 - mmaction - INFO - Epoch [44][140/673] lr: 2.000e-04, eta: 0:55:50, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6895, top5_acc: 0.8887, loss_cls: 1.1490, loss: 1.1490, grad_norm: 12.2332 2021-03-26 17:11:38,885 - mmaction - INFO - Epoch [44][160/673] lr: 2.000e-04, eta: 0:55:35, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.1007, loss: 1.1007, grad_norm: 12.2271 2021-03-26 17:11:53,255 - mmaction - INFO - Epoch [44][180/673] lr: 2.000e-04, eta: 0:55:21, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6809, top5_acc: 0.8926, loss_cls: 1.1275, loss: 1.1275, grad_norm: 11.9834 2021-03-26 17:12:07,624 - mmaction - INFO - Epoch [44][200/673] lr: 2.000e-04, eta: 0:55:06, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6934, top5_acc: 0.8910, loss_cls: 1.1077, loss: 1.1077, grad_norm: 12.2674 2021-03-26 17:12:21,897 - mmaction - INFO - Epoch [44][220/673] lr: 2.000e-04, eta: 0:54:51, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8770, loss_cls: 1.1712, loss: 1.1712, grad_norm: 12.5014 2021-03-26 17:12:36,262 - mmaction - INFO - Epoch [44][240/673] lr: 2.000e-04, eta: 0:54:37, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8742, loss_cls: 1.2099, loss: 1.2099, grad_norm: 12.7295 2021-03-26 17:12:50,640 - mmaction - INFO - Epoch [44][260/673] lr: 2.000e-04, eta: 0:54:22, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6941, top5_acc: 0.8828, loss_cls: 1.1231, loss: 1.1231, grad_norm: 12.0628 2021-03-26 17:13:04,956 - mmaction - INFO - Epoch [44][280/673] lr: 2.000e-04, eta: 0:54:07, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6883, top5_acc: 0.8965, loss_cls: 1.1170, loss: 1.1170, grad_norm: 12.3374 2021-03-26 17:13:19,248 - mmaction - INFO - Epoch [44][300/673] lr: 2.000e-04, eta: 0:53:53, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8945, loss_cls: 1.1557, loss: 1.1557, grad_norm: 12.2598 2021-03-26 17:13:33,597 - mmaction - INFO - Epoch [44][320/673] lr: 2.000e-04, eta: 0:53:38, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6898, top5_acc: 0.8793, loss_cls: 1.1659, loss: 1.1659, grad_norm: 12.0540 2021-03-26 17:13:47,955 - mmaction - INFO - Epoch [44][340/673] lr: 2.000e-04, eta: 0:53:23, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8816, loss_cls: 1.1910, loss: 1.1910, grad_norm: 12.3114 2021-03-26 17:14:02,276 - mmaction - INFO - Epoch [44][360/673] lr: 2.000e-04, eta: 0:53:08, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6926, top5_acc: 0.8918, loss_cls: 1.1597, loss: 1.1597, grad_norm: 12.2658 2021-03-26 17:14:16,594 - mmaction - INFO - Epoch [44][380/673] lr: 2.000e-04, eta: 0:52:54, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6898, top5_acc: 0.8836, loss_cls: 1.1548, loss: 1.1548, grad_norm: 12.0318 2021-03-26 17:14:30,944 - mmaction - INFO - Epoch [44][400/673] lr: 2.000e-04, eta: 0:52:39, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8895, loss_cls: 1.1385, loss: 1.1385, grad_norm: 12.7487 2021-03-26 17:14:45,264 - mmaction - INFO - Epoch [44][420/673] lr: 2.000e-04, eta: 0:52:24, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6840, top5_acc: 0.8840, loss_cls: 1.1393, loss: 1.1393, grad_norm: 12.4595 2021-03-26 17:14:59,609 - mmaction - INFO - Epoch [44][440/673] lr: 2.000e-04, eta: 0:52:10, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6863, top5_acc: 0.8934, loss_cls: 1.1424, loss: 1.1424, grad_norm: 12.6772 2021-03-26 17:15:13,931 - mmaction - INFO - Epoch [44][460/673] lr: 2.000e-04, eta: 0:51:55, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6926, top5_acc: 0.8949, loss_cls: 1.1263, loss: 1.1263, grad_norm: 12.1331 2021-03-26 17:15:28,290 - mmaction - INFO - Epoch [44][480/673] lr: 2.000e-04, eta: 0:51:40, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.1605, loss: 1.1605, grad_norm: 12.4362 2021-03-26 17:15:42,608 - mmaction - INFO - Epoch [44][500/673] lr: 2.000e-04, eta: 0:51:25, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.1685, loss: 1.1685, grad_norm: 12.2573 2021-03-26 17:15:56,886 - mmaction - INFO - Epoch [44][520/673] lr: 2.000e-04, eta: 0:51:11, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6867, top5_acc: 0.8848, loss_cls: 1.1947, loss: 1.1947, grad_norm: 12.5238 2021-03-26 17:16:11,186 - mmaction - INFO - Epoch [44][540/673] lr: 2.000e-04, eta: 0:50:56, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6855, top5_acc: 0.8945, loss_cls: 1.1428, loss: 1.1428, grad_norm: 12.3647 2021-03-26 17:16:25,563 - mmaction - INFO - Epoch [44][560/673] lr: 2.000e-04, eta: 0:50:41, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8898, loss_cls: 1.1778, loss: 1.1778, grad_norm: 12.6438 2021-03-26 17:16:39,861 - mmaction - INFO - Epoch [44][580/673] lr: 2.000e-04, eta: 0:50:27, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6867, top5_acc: 0.8879, loss_cls: 1.1520, loss: 1.1520, grad_norm: 12.4563 2021-03-26 17:16:54,233 - mmaction - INFO - Epoch [44][600/673] lr: 2.000e-04, eta: 0:50:12, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6965, top5_acc: 0.8898, loss_cls: 1.1185, loss: 1.1185, grad_norm: 12.4600 2021-03-26 17:17:08,499 - mmaction - INFO - Epoch [44][620/673] lr: 2.000e-04, eta: 0:49:57, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6828, top5_acc: 0.8875, loss_cls: 1.1497, loss: 1.1497, grad_norm: 12.3727 2021-03-26 17:17:23,026 - mmaction - INFO - Epoch [44][640/673] lr: 2.000e-04, eta: 0:49:43, time: 0.726, data_time: 0.007, memory: 11010, top1_acc: 0.6844, top5_acc: 0.8922, loss_cls: 1.1480, loss: 1.1480, grad_norm: 12.1231 2021-03-26 17:17:37,307 - mmaction - INFO - Epoch [44][660/673] lr: 2.000e-04, eta: 0:49:28, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6918, top5_acc: 0.8863, loss_cls: 1.1696, loss: 1.1696, grad_norm: 12.1568 2021-03-26 17:17:46,942 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-26 17:18:22,348 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:18:22,508 - mmaction - INFO - top1_acc 0.3162 top5_acc 0.6001 2021-03-26 17:18:22,508 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:18:22,517 - mmaction - INFO - mean_acc 0.2862 2021-03-26 17:18:23,391 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-03-26 17:18:23,392 - mmaction - INFO - Best top1_acc is 0.3162 at 44 epoch. 2021-03-26 17:18:23,396 - mmaction - INFO - Epoch(val) [44][673] top1_acc: 0.3162, top5_acc: 0.6001, mean_class_accuracy: 0.2862 2021-03-26 17:18:23,398 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:19:00,774 - mmaction - INFO - Epoch [45][20/673] lr: 2.000e-04, eta: 0:49:05, time: 1.869, data_time: 1.112, memory: 11010, top1_acc: 0.6875, top5_acc: 0.8996, loss_cls: 1.1244, loss: 1.1244, grad_norm: 12.4351 2021-03-26 17:19:14,950 - mmaction - INFO - Epoch [45][40/673] lr: 2.000e-04, eta: 0:48:51, time: 0.709, data_time: 0.001, memory: 11010, top1_acc: 0.6910, top5_acc: 0.8844, loss_cls: 1.1600, loss: 1.1600, grad_norm: 12.2904 2021-03-26 17:19:29,220 - mmaction - INFO - Epoch [45][60/673] lr: 2.000e-04, eta: 0:48:36, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6945, top5_acc: 0.8941, loss_cls: 1.1186, loss: 1.1186, grad_norm: 12.2427 2021-03-26 17:19:43,460 - mmaction - INFO - Epoch [45][80/673] lr: 2.000e-04, eta: 0:48:21, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6961, top5_acc: 0.9047, loss_cls: 1.0999, loss: 1.0999, grad_norm: 12.2132 2021-03-26 17:19:57,727 - mmaction - INFO - Epoch [45][100/673] lr: 2.000e-04, eta: 0:48:07, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6852, top5_acc: 0.8930, loss_cls: 1.1422, loss: 1.1422, grad_norm: 12.5863 2021-03-26 17:20:11,955 - mmaction - INFO - Epoch [45][120/673] lr: 2.000e-04, eta: 0:47:52, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8883, loss_cls: 1.1620, loss: 1.1620, grad_norm: 12.3055 2021-03-26 17:20:26,182 - mmaction - INFO - Epoch [45][140/673] lr: 2.000e-04, eta: 0:47:37, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1648, loss: 1.1648, grad_norm: 12.6102 2021-03-26 17:20:40,511 - mmaction - INFO - Epoch [45][160/673] lr: 2.000e-04, eta: 0:47:22, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6883, top5_acc: 0.8926, loss_cls: 1.1584, loss: 1.1584, grad_norm: 12.1529 2021-03-26 17:20:54,834 - mmaction - INFO - Epoch [45][180/673] lr: 2.000e-04, eta: 0:47:08, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7000, top5_acc: 0.8996, loss_cls: 1.1255, loss: 1.1255, grad_norm: 12.3990 2021-03-26 17:21:09,099 - mmaction - INFO - Epoch [45][200/673] lr: 2.000e-04, eta: 0:46:53, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6832, top5_acc: 0.8871, loss_cls: 1.1420, loss: 1.1420, grad_norm: 12.1067 2021-03-26 17:21:23,403 - mmaction - INFO - Epoch [45][220/673] lr: 2.000e-04, eta: 0:46:38, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6820, top5_acc: 0.8922, loss_cls: 1.1371, loss: 1.1371, grad_norm: 12.2065 2021-03-26 17:21:37,705 - mmaction - INFO - Epoch [45][240/673] lr: 2.000e-04, eta: 0:46:24, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6809, top5_acc: 0.8902, loss_cls: 1.1325, loss: 1.1325, grad_norm: 12.3968 2021-03-26 17:21:51,987 - mmaction - INFO - Epoch [45][260/673] lr: 2.000e-04, eta: 0:46:09, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.1373, loss: 1.1373, grad_norm: 12.1593 2021-03-26 17:22:06,336 - mmaction - INFO - Epoch [45][280/673] lr: 2.000e-04, eta: 0:45:54, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6941, top5_acc: 0.8809, loss_cls: 1.1559, loss: 1.1559, grad_norm: 11.9664 2021-03-26 17:22:20,584 - mmaction - INFO - Epoch [45][300/673] lr: 2.000e-04, eta: 0:45:40, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.7070, top5_acc: 0.9062, loss_cls: 1.0568, loss: 1.0568, grad_norm: 12.1268 2021-03-26 17:22:34,914 - mmaction - INFO - Epoch [45][320/673] lr: 2.000e-04, eta: 0:45:25, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6859, top5_acc: 0.8934, loss_cls: 1.1376, loss: 1.1376, grad_norm: 12.5673 2021-03-26 17:22:49,254 - mmaction - INFO - Epoch [45][340/673] lr: 2.000e-04, eta: 0:45:10, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6898, top5_acc: 0.8832, loss_cls: 1.1304, loss: 1.1304, grad_norm: 12.3503 2021-03-26 17:23:03,564 - mmaction - INFO - Epoch [45][360/673] lr: 2.000e-04, eta: 0:44:55, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8871, loss_cls: 1.1534, loss: 1.1534, grad_norm: 12.7435 2021-03-26 17:23:17,880 - mmaction - INFO - Epoch [45][380/673] lr: 2.000e-04, eta: 0:44:41, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7055, top5_acc: 0.8957, loss_cls: 1.1030, loss: 1.1030, grad_norm: 11.9951 2021-03-26 17:23:32,139 - mmaction - INFO - Epoch [45][400/673] lr: 2.000e-04, eta: 0:44:26, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7020, top5_acc: 0.8898, loss_cls: 1.1007, loss: 1.1007, grad_norm: 12.0380 2021-03-26 17:23:46,532 - mmaction - INFO - Epoch [45][420/673] lr: 2.000e-04, eta: 0:44:11, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8824, loss_cls: 1.1715, loss: 1.1715, grad_norm: 12.4240 2021-03-26 17:24:00,831 - mmaction - INFO - Epoch [45][440/673] lr: 2.000e-04, eta: 0:43:57, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8898, loss_cls: 1.1617, loss: 1.1617, grad_norm: 12.0527 2021-03-26 17:24:15,175 - mmaction - INFO - Epoch [45][460/673] lr: 2.000e-04, eta: 0:43:42, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6875, top5_acc: 0.8898, loss_cls: 1.1657, loss: 1.1657, grad_norm: 12.5353 2021-03-26 17:24:29,476 - mmaction - INFO - Epoch [45][480/673] lr: 2.000e-04, eta: 0:43:27, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6832, top5_acc: 0.8871, loss_cls: 1.1466, loss: 1.1466, grad_norm: 12.5578 2021-03-26 17:24:43,864 - mmaction - INFO - Epoch [45][500/673] lr: 2.000e-04, eta: 0:43:13, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6770, top5_acc: 0.8789, loss_cls: 1.1988, loss: 1.1988, grad_norm: 12.9879 2021-03-26 17:24:58,100 - mmaction - INFO - Epoch [45][520/673] lr: 2.000e-04, eta: 0:42:58, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6867, top5_acc: 0.8887, loss_cls: 1.1526, loss: 1.1526, grad_norm: 12.1736 2021-03-26 17:25:12,391 - mmaction - INFO - Epoch [45][540/673] lr: 2.000e-04, eta: 0:42:43, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6777, top5_acc: 0.8770, loss_cls: 1.1951, loss: 1.1951, grad_norm: 12.3569 2021-03-26 17:25:26,710 - mmaction - INFO - Epoch [45][560/673] lr: 2.000e-04, eta: 0:42:28, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6980, top5_acc: 0.8949, loss_cls: 1.1297, loss: 1.1297, grad_norm: 12.1414 2021-03-26 17:25:41,020 - mmaction - INFO - Epoch [45][580/673] lr: 2.000e-04, eta: 0:42:14, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6828, top5_acc: 0.8898, loss_cls: 1.1434, loss: 1.1434, grad_norm: 12.2927 2021-03-26 17:25:55,319 - mmaction - INFO - Epoch [45][600/673] lr: 2.000e-04, eta: 0:41:59, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6770, top5_acc: 0.8770, loss_cls: 1.1931, loss: 1.1931, grad_norm: 12.4094 2021-03-26 17:26:09,683 - mmaction - INFO - Epoch [45][620/673] lr: 2.000e-04, eta: 0:41:44, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6918, top5_acc: 0.8926, loss_cls: 1.1190, loss: 1.1190, grad_norm: 11.9489 2021-03-26 17:26:23,969 - mmaction - INFO - Epoch [45][640/673] lr: 2.000e-04, eta: 0:41:30, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6891, top5_acc: 0.9020, loss_cls: 1.1041, loss: 1.1041, grad_norm: 12.2426 2021-03-26 17:26:38,286 - mmaction - INFO - Epoch [45][660/673] lr: 2.000e-04, eta: 0:41:15, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1192, loss: 1.1192, grad_norm: 12.3815 2021-03-26 17:26:47,584 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-26 17:27:27,585 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:27:27,746 - mmaction - INFO - top1_acc 0.3039 top5_acc 0.5944 2021-03-26 17:27:27,746 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:27:27,756 - mmaction - INFO - mean_acc 0.2775 2021-03-26 17:27:27,759 - mmaction - INFO - Epoch(val) [45][673] top1_acc: 0.3039, top5_acc: 0.5944, mean_class_accuracy: 0.2775 2021-03-26 17:27:27,761 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:28:07,796 - mmaction - INFO - Epoch [46][20/673] lr: 2.000e-05, eta: 0:40:52, time: 2.002, data_time: 1.278, memory: 11010, top1_acc: 0.6980, top5_acc: 0.9008, loss_cls: 1.0873, loss: 1.0873, grad_norm: 12.3516 2021-03-26 17:28:21,956 - mmaction - INFO - Epoch [46][40/673] lr: 2.000e-05, eta: 0:40:38, time: 0.708, data_time: 0.000, memory: 11010, top1_acc: 0.6809, top5_acc: 0.8887, loss_cls: 1.1420, loss: 1.1420, grad_norm: 12.3249 2021-03-26 17:28:36,184 - mmaction - INFO - Epoch [46][60/673] lr: 2.000e-05, eta: 0:40:23, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.7004, top5_acc: 0.8898, loss_cls: 1.1136, loss: 1.1136, grad_norm: 11.8487 2021-03-26 17:28:50,416 - mmaction - INFO - Epoch [46][80/673] lr: 2.000e-05, eta: 0:40:08, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6898, top5_acc: 0.8980, loss_cls: 1.1209, loss: 1.1209, grad_norm: 12.0762 2021-03-26 17:29:04,676 - mmaction - INFO - Epoch [46][100/673] lr: 2.000e-05, eta: 0:39:54, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6934, top5_acc: 0.8879, loss_cls: 1.1424, loss: 1.1424, grad_norm: 12.0891 2021-03-26 17:29:18,906 - mmaction - INFO - Epoch [46][120/673] lr: 2.000e-05, eta: 0:39:39, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.7102, top5_acc: 0.9027, loss_cls: 1.0633, loss: 1.0633, grad_norm: 11.9590 2021-03-26 17:29:33,124 - mmaction - INFO - Epoch [46][140/673] lr: 2.000e-05, eta: 0:39:24, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 1.0839, loss: 1.0839, grad_norm: 11.9391 2021-03-26 17:29:47,399 - mmaction - INFO - Epoch [46][160/673] lr: 2.000e-05, eta: 0:39:10, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7168, top5_acc: 0.8953, loss_cls: 1.0656, loss: 1.0656, grad_norm: 11.6164 2021-03-26 17:30:01,634 - mmaction - INFO - Epoch [46][180/673] lr: 2.000e-05, eta: 0:38:55, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.1719, loss: 1.1719, grad_norm: 12.3617 2021-03-26 17:30:15,881 - mmaction - INFO - Epoch [46][200/673] lr: 2.000e-05, eta: 0:38:40, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8902, loss_cls: 1.1101, loss: 1.1101, grad_norm: 12.0639 2021-03-26 17:30:30,144 - mmaction - INFO - Epoch [46][220/673] lr: 2.000e-05, eta: 0:38:25, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6918, top5_acc: 0.8906, loss_cls: 1.1390, loss: 1.1390, grad_norm: 12.0439 2021-03-26 17:30:44,490 - mmaction - INFO - Epoch [46][240/673] lr: 2.000e-05, eta: 0:38:11, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6969, top5_acc: 0.8941, loss_cls: 1.1125, loss: 1.1125, grad_norm: 12.5296 2021-03-26 17:30:58,738 - mmaction - INFO - Epoch [46][260/673] lr: 2.000e-05, eta: 0:37:56, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7215, top5_acc: 0.8953, loss_cls: 1.0719, loss: 1.0719, grad_norm: 11.8831 2021-03-26 17:31:12,993 - mmaction - INFO - Epoch [46][280/673] lr: 2.000e-05, eta: 0:37:41, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6891, top5_acc: 0.8871, loss_cls: 1.1113, loss: 1.1113, grad_norm: 12.1453 2021-03-26 17:31:27,258 - mmaction - INFO - Epoch [46][300/673] lr: 2.000e-05, eta: 0:37:27, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7066, top5_acc: 0.8934, loss_cls: 1.0842, loss: 1.0842, grad_norm: 11.9697 2021-03-26 17:31:41,543 - mmaction - INFO - Epoch [46][320/673] lr: 2.000e-05, eta: 0:37:12, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6875, top5_acc: 0.8883, loss_cls: 1.1327, loss: 1.1327, grad_norm: 12.1097 2021-03-26 17:31:55,852 - mmaction - INFO - Epoch [46][340/673] lr: 2.000e-05, eta: 0:36:57, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.7027, top5_acc: 0.8941, loss_cls: 1.1167, loss: 1.1167, grad_norm: 12.2122 2021-03-26 17:32:10,106 - mmaction - INFO - Epoch [46][360/673] lr: 2.000e-05, eta: 0:36:42, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6941, top5_acc: 0.8887, loss_cls: 1.1207, loss: 1.1207, grad_norm: 12.2245 2021-03-26 17:32:24,465 - mmaction - INFO - Epoch [46][380/673] lr: 2.000e-05, eta: 0:36:28, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.7070, top5_acc: 0.9016, loss_cls: 1.0641, loss: 1.0641, grad_norm: 11.9309 2021-03-26 17:32:38,755 - mmaction - INFO - Epoch [46][400/673] lr: 2.000e-05, eta: 0:36:13, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6961, top5_acc: 0.8906, loss_cls: 1.1214, loss: 1.1214, grad_norm: 12.4328 2021-03-26 17:32:53,010 - mmaction - INFO - Epoch [46][420/673] lr: 2.000e-05, eta: 0:35:58, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7090, top5_acc: 0.9031, loss_cls: 1.0476, loss: 1.0476, grad_norm: 11.6650 2021-03-26 17:33:07,322 - mmaction - INFO - Epoch [46][440/673] lr: 2.000e-05, eta: 0:35:44, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6977, top5_acc: 0.8918, loss_cls: 1.0919, loss: 1.0919, grad_norm: 12.1100 2021-03-26 17:33:21,628 - mmaction - INFO - Epoch [46][460/673] lr: 2.000e-05, eta: 0:35:29, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6961, top5_acc: 0.8969, loss_cls: 1.1047, loss: 1.1047, grad_norm: 12.2134 2021-03-26 17:33:35,897 - mmaction - INFO - Epoch [46][480/673] lr: 2.000e-05, eta: 0:35:14, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6965, top5_acc: 0.8930, loss_cls: 1.0964, loss: 1.0964, grad_norm: 12.1950 2021-03-26 17:33:50,165 - mmaction - INFO - Epoch [46][500/673] lr: 2.000e-05, eta: 0:35:00, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7070, top5_acc: 0.8910, loss_cls: 1.0856, loss: 1.0856, grad_norm: 11.9907 2021-03-26 17:34:04,524 - mmaction - INFO - Epoch [46][520/673] lr: 2.000e-05, eta: 0:34:45, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.7047, top5_acc: 0.8984, loss_cls: 1.0709, loss: 1.0709, grad_norm: 12.1288 2021-03-26 17:34:18,877 - mmaction - INFO - Epoch [46][540/673] lr: 2.000e-05, eta: 0:34:30, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6941, top5_acc: 0.8945, loss_cls: 1.0946, loss: 1.0946, grad_norm: 12.2725 2021-03-26 17:34:33,209 - mmaction - INFO - Epoch [46][560/673] lr: 2.000e-05, eta: 0:34:16, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.1626, loss: 1.1626, grad_norm: 12.7452 2021-03-26 17:34:47,565 - mmaction - INFO - Epoch [46][580/673] lr: 2.000e-05, eta: 0:34:01, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8961, loss_cls: 1.1270, loss: 1.1270, grad_norm: 12.4323 2021-03-26 17:35:01,827 - mmaction - INFO - Epoch [46][600/673] lr: 2.000e-05, eta: 0:33:46, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.7074, top5_acc: 0.9020, loss_cls: 1.0959, loss: 1.0959, grad_norm: 12.2522 2021-03-26 17:35:16,085 - mmaction - INFO - Epoch [46][620/673] lr: 2.000e-05, eta: 0:33:31, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7012, top5_acc: 0.8957, loss_cls: 1.1017, loss: 1.1017, grad_norm: 12.0197 2021-03-26 17:35:30,417 - mmaction - INFO - Epoch [46][640/673] lr: 2.000e-05, eta: 0:33:17, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6977, top5_acc: 0.8887, loss_cls: 1.1094, loss: 1.1094, grad_norm: 12.0646 2021-03-26 17:35:44,780 - mmaction - INFO - Epoch [46][660/673] lr: 2.000e-05, eta: 0:33:02, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6816, top5_acc: 0.8832, loss_cls: 1.1374, loss: 1.1374, grad_norm: 12.2892 2021-03-26 17:35:54,162 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-26 17:36:31,359 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:36:31,512 - mmaction - INFO - top1_acc 0.3112 top5_acc 0.5980 2021-03-26 17:36:31,512 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:36:31,521 - mmaction - INFO - mean_acc 0.2822 2021-03-26 17:36:31,524 - mmaction - INFO - Epoch(val) [46][673] top1_acc: 0.3112, top5_acc: 0.5980, mean_class_accuracy: 0.2822 2021-03-26 17:36:31,526 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:37:12,196 - mmaction - INFO - Epoch [47][20/673] lr: 2.000e-05, eta: 0:32:39, time: 2.033, data_time: 1.269, memory: 11010, top1_acc: 0.7066, top5_acc: 0.9000, loss_cls: 1.0773, loss: 1.0773, grad_norm: 12.2664 2021-03-26 17:37:26,474 - mmaction - INFO - Epoch [47][40/673] lr: 2.000e-05, eta: 0:32:25, time: 0.714, data_time: 0.005, memory: 11010, top1_acc: 0.6891, top5_acc: 0.8918, loss_cls: 1.1052, loss: 1.1052, grad_norm: 12.0819 2021-03-26 17:37:40,655 - mmaction - INFO - Epoch [47][60/673] lr: 2.000e-05, eta: 0:32:10, time: 0.709, data_time: 0.000, memory: 11010, top1_acc: 0.6980, top5_acc: 0.8910, loss_cls: 1.1062, loss: 1.1062, grad_norm: 12.1358 2021-03-26 17:37:54,901 - mmaction - INFO - Epoch [47][80/673] lr: 2.000e-05, eta: 0:31:55, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7109, top5_acc: 0.9078, loss_cls: 1.0355, loss: 1.0355, grad_norm: 12.0068 2021-03-26 17:38:09,105 - mmaction - INFO - Epoch [47][100/673] lr: 2.000e-05, eta: 0:31:40, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.7000, top5_acc: 0.8965, loss_cls: 1.0957, loss: 1.0957, grad_norm: 12.3705 2021-03-26 17:38:23,330 - mmaction - INFO - Epoch [47][120/673] lr: 2.000e-05, eta: 0:31:26, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.6953, top5_acc: 0.8961, loss_cls: 1.1110, loss: 1.1110, grad_norm: 12.3363 2021-03-26 17:38:37,585 - mmaction - INFO - Epoch [47][140/673] lr: 2.000e-05, eta: 0:31:11, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7027, top5_acc: 0.9023, loss_cls: 1.0687, loss: 1.0687, grad_norm: 12.2312 2021-03-26 17:38:51,812 - mmaction - INFO - Epoch [47][160/673] lr: 2.000e-05, eta: 0:30:56, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.7051, top5_acc: 0.8902, loss_cls: 1.0889, loss: 1.0889, grad_norm: 11.9128 2021-03-26 17:39:06,054 - mmaction - INFO - Epoch [47][180/673] lr: 2.000e-05, eta: 0:30:42, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7105, top5_acc: 0.8988, loss_cls: 1.0556, loss: 1.0556, grad_norm: 12.0567 2021-03-26 17:39:20,345 - mmaction - INFO - Epoch [47][200/673] lr: 2.000e-05, eta: 0:30:27, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6988, top5_acc: 0.8949, loss_cls: 1.1068, loss: 1.1068, grad_norm: 12.3462 2021-03-26 17:39:34,641 - mmaction - INFO - Epoch [47][220/673] lr: 2.000e-05, eta: 0:30:12, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6898, top5_acc: 0.8969, loss_cls: 1.0979, loss: 1.0979, grad_norm: 12.2602 2021-03-26 17:39:48,879 - mmaction - INFO - Epoch [47][240/673] lr: 2.000e-05, eta: 0:29:58, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7027, top5_acc: 0.9082, loss_cls: 1.0739, loss: 1.0739, grad_norm: 12.0700 2021-03-26 17:40:03,154 - mmaction - INFO - Epoch [47][260/673] lr: 2.000e-05, eta: 0:29:43, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7016, top5_acc: 0.8867, loss_cls: 1.1051, loss: 1.1051, grad_norm: 12.1549 2021-03-26 17:40:17,469 - mmaction - INFO - Epoch [47][280/673] lr: 2.000e-05, eta: 0:29:28, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6910, top5_acc: 0.8965, loss_cls: 1.1107, loss: 1.1107, grad_norm: 12.2752 2021-03-26 17:40:31,800 - mmaction - INFO - Epoch [47][300/673] lr: 2.000e-05, eta: 0:29:14, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7105, top5_acc: 0.8918, loss_cls: 1.0971, loss: 1.0971, grad_norm: 11.9765 2021-03-26 17:40:46,106 - mmaction - INFO - Epoch [47][320/673] lr: 2.000e-05, eta: 0:28:59, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1087, loss: 1.1087, grad_norm: 12.1924 2021-03-26 17:41:00,341 - mmaction - INFO - Epoch [47][340/673] lr: 2.000e-05, eta: 0:28:44, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6965, top5_acc: 0.9012, loss_cls: 1.1144, loss: 1.1144, grad_norm: 12.3571 2021-03-26 17:41:14,725 - mmaction - INFO - Epoch [47][360/673] lr: 2.000e-05, eta: 0:28:29, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8988, loss_cls: 1.0784, loss: 1.0784, grad_norm: 12.1719 2021-03-26 17:41:29,039 - mmaction - INFO - Epoch [47][380/673] lr: 2.000e-05, eta: 0:28:15, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7027, top5_acc: 0.9027, loss_cls: 1.0758, loss: 1.0758, grad_norm: 12.2387 2021-03-26 17:41:43,317 - mmaction - INFO - Epoch [47][400/673] lr: 2.000e-05, eta: 0:28:00, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.6902, top5_acc: 0.8910, loss_cls: 1.1509, loss: 1.1509, grad_norm: 12.4517 2021-03-26 17:41:57,557 - mmaction - INFO - Epoch [47][420/673] lr: 2.000e-05, eta: 0:27:45, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6910, top5_acc: 0.8934, loss_cls: 1.1066, loss: 1.1066, grad_norm: 12.3725 2021-03-26 17:42:11,862 - mmaction - INFO - Epoch [47][440/673] lr: 2.000e-05, eta: 0:27:31, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6984, top5_acc: 0.8910, loss_cls: 1.1081, loss: 1.1081, grad_norm: 12.1592 2021-03-26 17:42:26,161 - mmaction - INFO - Epoch [47][460/673] lr: 2.000e-05, eta: 0:27:16, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.7117, top5_acc: 0.8992, loss_cls: 1.0401, loss: 1.0401, grad_norm: 11.7840 2021-03-26 17:42:40,433 - mmaction - INFO - Epoch [47][480/673] lr: 2.000e-05, eta: 0:27:01, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6977, top5_acc: 0.8980, loss_cls: 1.0783, loss: 1.0783, grad_norm: 12.3438 2021-03-26 17:42:54,752 - mmaction - INFO - Epoch [47][500/673] lr: 2.000e-05, eta: 0:26:47, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7031, top5_acc: 0.8973, loss_cls: 1.0888, loss: 1.0888, grad_norm: 12.4472 2021-03-26 17:43:09,005 - mmaction - INFO - Epoch [47][520/673] lr: 2.000e-05, eta: 0:26:32, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7004, top5_acc: 0.8934, loss_cls: 1.1170, loss: 1.1170, grad_norm: 12.4394 2021-03-26 17:43:23,290 - mmaction - INFO - Epoch [47][540/673] lr: 2.000e-05, eta: 0:26:17, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7168, top5_acc: 0.8934, loss_cls: 1.0829, loss: 1.0829, grad_norm: 11.9662 2021-03-26 17:43:37,549 - mmaction - INFO - Epoch [47][560/673] lr: 2.000e-05, eta: 0:26:03, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7000, top5_acc: 0.8852, loss_cls: 1.1430, loss: 1.1430, grad_norm: 12.1908 2021-03-26 17:43:51,885 - mmaction - INFO - Epoch [47][580/673] lr: 2.000e-05, eta: 0:25:48, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.7035, top5_acc: 0.9059, loss_cls: 1.0619, loss: 1.0619, grad_norm: 12.2307 2021-03-26 17:44:06,192 - mmaction - INFO - Epoch [47][600/673] lr: 2.000e-05, eta: 0:25:33, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.7082, top5_acc: 0.9066, loss_cls: 1.0436, loss: 1.0436, grad_norm: 11.9949 2021-03-26 17:44:20,451 - mmaction - INFO - Epoch [47][620/673] lr: 2.000e-05, eta: 0:25:18, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6980, top5_acc: 0.8930, loss_cls: 1.1169, loss: 1.1169, grad_norm: 12.3912 2021-03-26 17:44:34,688 - mmaction - INFO - Epoch [47][640/673] lr: 2.000e-05, eta: 0:25:04, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.7129, top5_acc: 0.8902, loss_cls: 1.0873, loss: 1.0873, grad_norm: 11.8471 2021-03-26 17:44:49,035 - mmaction - INFO - Epoch [47][660/673] lr: 2.000e-05, eta: 0:24:49, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6918, top5_acc: 0.8984, loss_cls: 1.1156, loss: 1.1156, grad_norm: 11.9275 2021-03-26 17:44:58,484 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-26 17:45:36,161 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:45:36,314 - mmaction - INFO - top1_acc 0.3121 top5_acc 0.5983 2021-03-26 17:45:36,314 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:45:36,323 - mmaction - INFO - mean_acc 0.2844 2021-03-26 17:45:36,325 - mmaction - INFO - Epoch(val) [47][673] top1_acc: 0.3121, top5_acc: 0.5983, mean_class_accuracy: 0.2844 2021-03-26 17:45:36,328 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:46:12,943 - mmaction - INFO - Epoch [48][20/673] lr: 2.000e-05, eta: 0:24:26, time: 1.830, data_time: 1.123, memory: 11010, top1_acc: 0.7113, top5_acc: 0.8984, loss_cls: 1.0568, loss: 1.0568, grad_norm: 12.1596 2021-03-26 17:46:27,198 - mmaction - INFO - Epoch [48][40/673] lr: 2.000e-05, eta: 0:24:11, time: 0.713, data_time: 0.004, memory: 11010, top1_acc: 0.7086, top5_acc: 0.8977, loss_cls: 1.0572, loss: 1.0572, grad_norm: 11.9848 2021-03-26 17:46:41,391 - mmaction - INFO - Epoch [48][60/673] lr: 2.000e-05, eta: 0:23:56, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.0992, loss: 1.0992, grad_norm: 12.3320 2021-03-26 17:46:55,620 - mmaction - INFO - Epoch [48][80/673] lr: 2.000e-05, eta: 0:23:42, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.7035, top5_acc: 0.8980, loss_cls: 1.0806, loss: 1.0806, grad_norm: 12.1269 2021-03-26 17:47:09,862 - mmaction - INFO - Epoch [48][100/673] lr: 2.000e-05, eta: 0:23:27, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6969, top5_acc: 0.8992, loss_cls: 1.1051, loss: 1.1051, grad_norm: 12.2888 2021-03-26 17:47:24,144 - mmaction - INFO - Epoch [48][120/673] lr: 2.000e-05, eta: 0:23:12, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7004, top5_acc: 0.8984, loss_cls: 1.0794, loss: 1.0794, grad_norm: 12.0829 2021-03-26 17:47:38,403 - mmaction - INFO - Epoch [48][140/673] lr: 2.000e-05, eta: 0:22:58, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.6953, top5_acc: 0.8871, loss_cls: 1.1167, loss: 1.1167, grad_norm: 12.0771 2021-03-26 17:47:52,650 - mmaction - INFO - Epoch [48][160/673] lr: 2.000e-05, eta: 0:22:43, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6984, top5_acc: 0.8914, loss_cls: 1.0766, loss: 1.0766, grad_norm: 12.0464 2021-03-26 17:48:07,034 - mmaction - INFO - Epoch [48][180/673] lr: 2.000e-05, eta: 0:22:28, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6945, top5_acc: 0.8934, loss_cls: 1.0811, loss: 1.0811, grad_norm: 12.2478 2021-03-26 17:48:21,264 - mmaction - INFO - Epoch [48][200/673] lr: 2.000e-05, eta: 0:22:13, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.6969, top5_acc: 0.8992, loss_cls: 1.1084, loss: 1.1084, grad_norm: 12.4297 2021-03-26 17:48:35,540 - mmaction - INFO - Epoch [48][220/673] lr: 2.000e-05, eta: 0:21:59, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8965, loss_cls: 1.0979, loss: 1.0979, grad_norm: 12.3684 2021-03-26 17:48:49,776 - mmaction - INFO - Epoch [48][240/673] lr: 2.000e-05, eta: 0:21:44, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7004, top5_acc: 0.8930, loss_cls: 1.0884, loss: 1.0884, grad_norm: 12.3040 2021-03-26 17:49:04,009 - mmaction - INFO - Epoch [48][260/673] lr: 2.000e-05, eta: 0:21:29, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6996, top5_acc: 0.8941, loss_cls: 1.0911, loss: 1.0911, grad_norm: 12.2543 2021-03-26 17:49:18,250 - mmaction - INFO - Epoch [48][280/673] lr: 2.000e-05, eta: 0:21:15, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1064, loss: 1.1064, grad_norm: 11.9186 2021-03-26 17:49:32,572 - mmaction - INFO - Epoch [48][300/673] lr: 2.000e-05, eta: 0:21:00, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6992, top5_acc: 0.9070, loss_cls: 1.0646, loss: 1.0646, grad_norm: 12.1212 2021-03-26 17:49:46,918 - mmaction - INFO - Epoch [48][320/673] lr: 2.000e-05, eta: 0:20:45, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.6953, top5_acc: 0.8969, loss_cls: 1.1139, loss: 1.1139, grad_norm: 12.0821 2021-03-26 17:50:01,202 - mmaction - INFO - Epoch [48][340/673] lr: 2.000e-05, eta: 0:20:31, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6910, top5_acc: 0.8910, loss_cls: 1.1346, loss: 1.1346, grad_norm: 12.4944 2021-03-26 17:50:15,444 - mmaction - INFO - Epoch [48][360/673] lr: 2.000e-05, eta: 0:20:16, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7047, top5_acc: 0.9020, loss_cls: 1.0611, loss: 1.0611, grad_norm: 12.1436 2021-03-26 17:50:29,719 - mmaction - INFO - Epoch [48][380/673] lr: 2.000e-05, eta: 0:20:01, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7098, top5_acc: 0.9020, loss_cls: 1.0640, loss: 1.0640, grad_norm: 11.9098 2021-03-26 17:50:44,046 - mmaction - INFO - Epoch [48][400/673] lr: 2.000e-05, eta: 0:19:47, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1022, loss: 1.1022, grad_norm: 12.0103 2021-03-26 17:50:58,316 - mmaction - INFO - Epoch [48][420/673] lr: 2.000e-05, eta: 0:19:32, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6910, top5_acc: 0.8879, loss_cls: 1.1494, loss: 1.1494, grad_norm: 12.5537 2021-03-26 17:51:12,643 - mmaction - INFO - Epoch [48][440/673] lr: 2.000e-05, eta: 0:19:17, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7000, top5_acc: 0.9039, loss_cls: 1.0882, loss: 1.0882, grad_norm: 12.2612 2021-03-26 17:51:26,993 - mmaction - INFO - Epoch [48][460/673] lr: 2.000e-05, eta: 0:19:03, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6996, top5_acc: 0.8961, loss_cls: 1.0755, loss: 1.0755, grad_norm: 12.1449 2021-03-26 17:51:41,302 - mmaction - INFO - Epoch [48][480/673] lr: 2.000e-05, eta: 0:18:48, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.7152, top5_acc: 0.9035, loss_cls: 1.0433, loss: 1.0433, grad_norm: 12.1540 2021-03-26 17:51:55,641 - mmaction - INFO - Epoch [48][500/673] lr: 2.000e-05, eta: 0:18:33, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7113, top5_acc: 0.9016, loss_cls: 1.0596, loss: 1.0596, grad_norm: 12.2253 2021-03-26 17:52:09,983 - mmaction - INFO - Epoch [48][520/673] lr: 2.000e-05, eta: 0:18:19, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6992, top5_acc: 0.8828, loss_cls: 1.1478, loss: 1.1478, grad_norm: 12.5651 2021-03-26 17:52:24,271 - mmaction - INFO - Epoch [48][540/673] lr: 2.000e-05, eta: 0:18:04, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.7141, top5_acc: 0.8957, loss_cls: 1.0731, loss: 1.0731, grad_norm: 12.1654 2021-03-26 17:52:38,573 - mmaction - INFO - Epoch [48][560/673] lr: 2.000e-05, eta: 0:17:49, time: 0.715, data_time: 0.002, memory: 11010, top1_acc: 0.7047, top5_acc: 0.8973, loss_cls: 1.0918, loss: 1.0918, grad_norm: 12.3776 2021-03-26 17:52:53,273 - mmaction - INFO - Epoch [48][580/673] lr: 2.000e-05, eta: 0:17:34, time: 0.735, data_time: 0.015, memory: 11010, top1_acc: 0.7133, top5_acc: 0.9055, loss_cls: 1.0299, loss: 1.0299, grad_norm: 11.9233 2021-03-26 17:53:07,548 - mmaction - INFO - Epoch [48][600/673] lr: 2.000e-05, eta: 0:17:20, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7027, top5_acc: 0.8949, loss_cls: 1.0814, loss: 1.0814, grad_norm: 12.2963 2021-03-26 17:53:21,929 - mmaction - INFO - Epoch [48][620/673] lr: 2.000e-05, eta: 0:17:05, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.7102, top5_acc: 0.9012, loss_cls: 1.0820, loss: 1.0820, grad_norm: 12.3612 2021-03-26 17:53:36,195 - mmaction - INFO - Epoch [48][640/673] lr: 2.000e-05, eta: 0:16:50, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6930, top5_acc: 0.8898, loss_cls: 1.1069, loss: 1.1069, grad_norm: 12.2141 2021-03-26 17:53:50,533 - mmaction - INFO - Epoch [48][660/673] lr: 2.000e-05, eta: 0:16:36, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6980, top5_acc: 0.8969, loss_cls: 1.0686, loss: 1.0686, grad_norm: 12.0974 2021-03-26 17:53:59,881 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-26 17:54:36,476 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:54:36,627 - mmaction - INFO - top1_acc 0.3104 top5_acc 0.5986 2021-03-26 17:54:36,627 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:54:36,636 - mmaction - INFO - mean_acc 0.2828 2021-03-26 17:54:36,639 - mmaction - INFO - Epoch(val) [48][673] top1_acc: 0.3104, top5_acc: 0.5986, mean_class_accuracy: 0.2828 2021-03-26 17:54:36,641 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:55:11,748 - mmaction - INFO - Epoch [49][20/673] lr: 2.000e-05, eta: 0:16:12, time: 1.755, data_time: 1.033, memory: 11010, top1_acc: 0.6879, top5_acc: 0.8906, loss_cls: 1.1238, loss: 1.1238, grad_norm: 12.4140 2021-03-26 17:55:25,956 - mmaction - INFO - Epoch [49][40/673] lr: 2.000e-05, eta: 0:15:57, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.0888, loss: 1.0888, grad_norm: 12.6418 2021-03-26 17:55:40,172 - mmaction - INFO - Epoch [49][60/673] lr: 2.000e-05, eta: 0:15:43, time: 0.711, data_time: 0.001, memory: 11010, top1_acc: 0.7008, top5_acc: 0.8922, loss_cls: 1.0920, loss: 1.0920, grad_norm: 12.3155 2021-03-26 17:55:54,431 - mmaction - INFO - Epoch [49][80/673] lr: 2.000e-05, eta: 0:15:28, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.7168, top5_acc: 0.9090, loss_cls: 1.0080, loss: 1.0080, grad_norm: 11.8276 2021-03-26 17:56:08,686 - mmaction - INFO - Epoch [49][100/673] lr: 2.000e-05, eta: 0:15:13, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7066, top5_acc: 0.8922, loss_cls: 1.1040, loss: 1.1040, grad_norm: 12.1732 2021-03-26 17:56:22,934 - mmaction - INFO - Epoch [49][120/673] lr: 2.000e-05, eta: 0:14:59, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.7113, top5_acc: 0.8867, loss_cls: 1.0905, loss: 1.0905, grad_norm: 12.2325 2021-03-26 17:56:37,185 - mmaction - INFO - Epoch [49][140/673] lr: 2.000e-05, eta: 0:14:44, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.7152, top5_acc: 0.8992, loss_cls: 1.0541, loss: 1.0541, grad_norm: 12.1159 2021-03-26 17:56:51,486 - mmaction - INFO - Epoch [49][160/673] lr: 2.000e-05, eta: 0:14:29, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.7020, top5_acc: 0.8945, loss_cls: 1.0939, loss: 1.0939, grad_norm: 12.2737 2021-03-26 17:57:05,842 - mmaction - INFO - Epoch [49][180/673] lr: 2.000e-05, eta: 0:14:15, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7082, top5_acc: 0.9055, loss_cls: 1.0197, loss: 1.0197, grad_norm: 11.9397 2021-03-26 17:57:20,199 - mmaction - INFO - Epoch [49][200/673] lr: 2.000e-05, eta: 0:14:00, time: 0.718, data_time: 0.001, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8961, loss_cls: 1.0802, loss: 1.0802, grad_norm: 12.2574 2021-03-26 17:57:34,520 - mmaction - INFO - Epoch [49][220/673] lr: 2.000e-05, eta: 0:13:45, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7051, top5_acc: 0.8961, loss_cls: 1.1098, loss: 1.1098, grad_norm: 12.2409 2021-03-26 17:57:48,765 - mmaction - INFO - Epoch [49][240/673] lr: 2.000e-05, eta: 0:13:31, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.7055, top5_acc: 0.9000, loss_cls: 1.0567, loss: 1.0567, grad_norm: 12.0429 2021-03-26 17:58:03,136 - mmaction - INFO - Epoch [49][260/673] lr: 2.000e-05, eta: 0:13:16, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.7094, top5_acc: 0.9020, loss_cls: 1.0396, loss: 1.0396, grad_norm: 11.7849 2021-03-26 17:58:17,476 - mmaction - INFO - Epoch [49][280/673] lr: 2.000e-05, eta: 0:13:01, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7078, top5_acc: 0.9062, loss_cls: 1.0423, loss: 1.0423, grad_norm: 11.9019 2021-03-26 17:58:31,697 - mmaction - INFO - Epoch [49][300/673] lr: 2.000e-05, eta: 0:12:46, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.7219, top5_acc: 0.9051, loss_cls: 1.0411, loss: 1.0411, grad_norm: 11.9941 2021-03-26 17:58:45,981 - mmaction - INFO - Epoch [49][320/673] lr: 2.000e-05, eta: 0:12:32, time: 0.714, data_time: 0.001, memory: 11010, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.1490, loss: 1.1490, grad_norm: 12.7446 2021-03-26 17:59:00,328 - mmaction - INFO - Epoch [49][340/673] lr: 2.000e-05, eta: 0:12:17, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7043, top5_acc: 0.8902, loss_cls: 1.1156, loss: 1.1156, grad_norm: 12.2946 2021-03-26 17:59:14,684 - mmaction - INFO - Epoch [49][360/673] lr: 2.000e-05, eta: 0:12:02, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6980, top5_acc: 0.8887, loss_cls: 1.0911, loss: 1.0911, grad_norm: 12.0671 2021-03-26 17:59:28,975 - mmaction - INFO - Epoch [49][380/673] lr: 2.000e-05, eta: 0:11:48, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.6961, top5_acc: 0.8918, loss_cls: 1.1342, loss: 1.1342, grad_norm: 12.4975 2021-03-26 17:59:43,318 - mmaction - INFO - Epoch [49][400/673] lr: 2.000e-05, eta: 0:11:33, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6922, top5_acc: 0.8977, loss_cls: 1.1074, loss: 1.1074, grad_norm: 12.4782 2021-03-26 17:59:57,664 - mmaction - INFO - Epoch [49][420/673] lr: 2.000e-05, eta: 0:11:18, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7199, top5_acc: 0.9066, loss_cls: 1.0561, loss: 1.0561, grad_norm: 11.7944 2021-03-26 18:00:12,114 - mmaction - INFO - Epoch [49][440/673] lr: 2.000e-05, eta: 0:11:04, time: 0.722, data_time: 0.001, memory: 11010, top1_acc: 0.6996, top5_acc: 0.8977, loss_cls: 1.1075, loss: 1.1075, grad_norm: 12.1788 2021-03-26 18:00:27,156 - mmaction - INFO - Epoch [49][460/673] lr: 2.000e-05, eta: 0:10:49, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.7055, top5_acc: 0.9020, loss_cls: 1.0875, loss: 1.0875, grad_norm: 12.3654 2021-03-26 18:00:41,411 - mmaction - INFO - Epoch [49][480/673] lr: 2.000e-05, eta: 0:10:34, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.7020, top5_acc: 0.8965, loss_cls: 1.0831, loss: 1.0831, grad_norm: 12.0021 2021-03-26 18:00:55,715 - mmaction - INFO - Epoch [49][500/673] lr: 2.000e-05, eta: 0:10:20, time: 0.715, data_time: 0.000, memory: 11010, top1_acc: 0.7094, top5_acc: 0.9035, loss_cls: 1.0553, loss: 1.0553, grad_norm: 11.9958 2021-03-26 18:01:10,095 - mmaction - INFO - Epoch [49][520/673] lr: 2.000e-05, eta: 0:10:05, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.7012, top5_acc: 0.9008, loss_cls: 1.0867, loss: 1.0867, grad_norm: 12.1917 2021-03-26 18:01:24,348 - mmaction - INFO - Epoch [49][540/673] lr: 2.000e-05, eta: 0:09:50, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1016, loss: 1.1016, grad_norm: 12.1766 2021-03-26 18:01:38,751 - mmaction - INFO - Epoch [49][560/673] lr: 2.000e-05, eta: 0:09:36, time: 0.721, data_time: 0.001, memory: 11010, top1_acc: 0.7102, top5_acc: 0.9035, loss_cls: 1.0592, loss: 1.0592, grad_norm: 12.0075 2021-03-26 18:01:53,076 - mmaction - INFO - Epoch [49][580/673] lr: 2.000e-05, eta: 0:09:21, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7113, top5_acc: 0.8996, loss_cls: 1.0434, loss: 1.0434, grad_norm: 12.0901 2021-03-26 18:02:07,317 - mmaction - INFO - Epoch [49][600/673] lr: 2.000e-05, eta: 0:09:06, time: 0.712, data_time: 0.000, memory: 11010, top1_acc: 0.6898, top5_acc: 0.9074, loss_cls: 1.0968, loss: 1.0968, grad_norm: 12.4021 2021-03-26 18:02:21,662 - mmaction - INFO - Epoch [49][620/673] lr: 2.000e-05, eta: 0:08:52, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6926, top5_acc: 0.8980, loss_cls: 1.1235, loss: 1.1235, grad_norm: 12.4680 2021-03-26 18:02:35,994 - mmaction - INFO - Epoch [49][640/673] lr: 2.000e-05, eta: 0:08:37, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8895, loss_cls: 1.1209, loss: 1.1209, grad_norm: 12.6096 2021-03-26 18:02:50,329 - mmaction - INFO - Epoch [49][660/673] lr: 2.000e-05, eta: 0:08:22, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8922, loss_cls: 1.1213, loss: 1.1213, grad_norm: 12.5758 2021-03-26 18:03:00,316 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-26 18:03:39,507 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 18:03:39,659 - mmaction - INFO - top1_acc 0.3087 top5_acc 0.6016 2021-03-26 18:03:39,660 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 18:03:39,669 - mmaction - INFO - mean_acc 0.2822 2021-03-26 18:03:39,672 - mmaction - INFO - Epoch(val) [49][673] top1_acc: 0.3087, top5_acc: 0.6016, mean_class_accuracy: 0.2822 2021-03-26 18:03:39,674 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 18:04:12,211 - mmaction - INFO - Epoch [50][20/673] lr: 2.000e-05, eta: 0:07:58, time: 1.627, data_time: 0.858, memory: 11010, top1_acc: 0.7031, top5_acc: 0.8914, loss_cls: 1.1190, loss: 1.1190, grad_norm: 12.1935 2021-03-26 18:04:26,458 - mmaction - INFO - Epoch [50][40/673] lr: 2.000e-05, eta: 0:07:44, time: 0.712, data_time: 0.003, memory: 11010, top1_acc: 0.7066, top5_acc: 0.8891, loss_cls: 1.1212, loss: 1.1212, grad_norm: 12.3556 2021-03-26 18:04:40,677 - mmaction - INFO - Epoch [50][60/673] lr: 2.000e-05, eta: 0:07:29, time: 0.711, data_time: 0.000, memory: 11010, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.0937, loss: 1.0937, grad_norm: 12.0173 2021-03-26 18:04:54,887 - mmaction - INFO - Epoch [50][80/673] lr: 2.000e-05, eta: 0:07:14, time: 0.710, data_time: 0.001, memory: 11010, top1_acc: 0.7195, top5_acc: 0.9027, loss_cls: 1.0238, loss: 1.0238, grad_norm: 11.4727 2021-03-26 18:05:09,137 - mmaction - INFO - Epoch [50][100/673] lr: 2.000e-05, eta: 0:07:00, time: 0.712, data_time: 0.001, memory: 11010, top1_acc: 0.6875, top5_acc: 0.8809, loss_cls: 1.1496, loss: 1.1496, grad_norm: 12.5173 2021-03-26 18:05:23,397 - mmaction - INFO - Epoch [50][120/673] lr: 2.000e-05, eta: 0:06:45, time: 0.713, data_time: 0.001, memory: 11010, top1_acc: 0.7113, top5_acc: 0.8895, loss_cls: 1.0885, loss: 1.0885, grad_norm: 11.9400 2021-03-26 18:05:37,654 - mmaction - INFO - Epoch [50][140/673] lr: 2.000e-05, eta: 0:06:30, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.6949, top5_acc: 0.8934, loss_cls: 1.1116, loss: 1.1116, grad_norm: 12.1185 2021-03-26 18:05:51,964 - mmaction - INFO - Epoch [50][160/673] lr: 2.000e-05, eta: 0:06:16, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.7043, top5_acc: 0.9039, loss_cls: 1.0502, loss: 1.0502, grad_norm: 12.3712 2021-03-26 18:06:06,248 - mmaction - INFO - Epoch [50][180/673] lr: 2.000e-05, eta: 0:06:01, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7137, top5_acc: 0.8969, loss_cls: 1.0810, loss: 1.0810, grad_norm: 12.4130 2021-03-26 18:06:20,582 - mmaction - INFO - Epoch [50][200/673] lr: 2.000e-05, eta: 0:05:46, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8898, loss_cls: 1.1439, loss: 1.1439, grad_norm: 12.3527 2021-03-26 18:06:34,927 - mmaction - INFO - Epoch [50][220/673] lr: 2.000e-05, eta: 0:05:32, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 1.1121, loss: 1.1121, grad_norm: 12.3310 2021-03-26 18:06:49,257 - mmaction - INFO - Epoch [50][240/673] lr: 2.000e-05, eta: 0:05:17, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.7145, top5_acc: 0.9004, loss_cls: 1.0238, loss: 1.0238, grad_norm: 12.0313 2021-03-26 18:07:03,571 - mmaction - INFO - Epoch [50][260/673] lr: 2.000e-05, eta: 0:05:02, time: 0.716, data_time: 0.001, memory: 11010, top1_acc: 0.7039, top5_acc: 0.8992, loss_cls: 1.1034, loss: 1.1034, grad_norm: 12.3976 2021-03-26 18:07:17,871 - mmaction - INFO - Epoch [50][280/673] lr: 2.000e-05, eta: 0:04:48, time: 0.715, data_time: 0.001, memory: 11010, top1_acc: 0.6926, top5_acc: 0.8984, loss_cls: 1.1072, loss: 1.1072, grad_norm: 12.3995 2021-03-26 18:07:32,217 - mmaction - INFO - Epoch [50][300/673] lr: 2.000e-05, eta: 0:04:33, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.0402, loss: 1.0402, grad_norm: 12.2591 2021-03-26 18:07:46,561 - mmaction - INFO - Epoch [50][320/673] lr: 2.000e-05, eta: 0:04:18, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7105, top5_acc: 0.8957, loss_cls: 1.0836, loss: 1.0836, grad_norm: 12.0471 2021-03-26 18:08:00,910 - mmaction - INFO - Epoch [50][340/673] lr: 2.000e-05, eta: 0:04:04, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7082, top5_acc: 0.8926, loss_cls: 1.0673, loss: 1.0673, grad_norm: 12.2433 2021-03-26 18:08:15,230 - mmaction - INFO - Epoch [50][360/673] lr: 2.000e-05, eta: 0:03:49, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6945, top5_acc: 0.8949, loss_cls: 1.1035, loss: 1.1035, grad_norm: 12.4154 2021-03-26 18:08:29,609 - mmaction - INFO - Epoch [50][380/673] lr: 2.000e-05, eta: 0:03:34, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.7039, top5_acc: 0.9102, loss_cls: 1.0560, loss: 1.0560, grad_norm: 12.0053 2021-03-26 18:08:43,814 - mmaction - INFO - Epoch [50][400/673] lr: 2.000e-05, eta: 0:03:20, time: 0.710, data_time: 0.000, memory: 11010, top1_acc: 0.7188, top5_acc: 0.8945, loss_cls: 1.0691, loss: 1.0691, grad_norm: 12.0503 2021-03-26 18:08:58,197 - mmaction - INFO - Epoch [50][420/673] lr: 2.000e-05, eta: 0:03:05, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6934, top5_acc: 0.8965, loss_cls: 1.1153, loss: 1.1153, grad_norm: 12.3450 2021-03-26 18:09:12,587 - mmaction - INFO - Epoch [50][440/673] lr: 2.000e-05, eta: 0:02:50, time: 0.720, data_time: 0.001, memory: 11010, top1_acc: 0.6973, top5_acc: 0.8902, loss_cls: 1.1269, loss: 1.1269, grad_norm: 12.2491 2021-03-26 18:09:26,943 - mmaction - INFO - Epoch [50][460/673] lr: 2.000e-05, eta: 0:02:36, time: 0.718, data_time: 0.000, memory: 11010, top1_acc: 0.6922, top5_acc: 0.9043, loss_cls: 1.0664, loss: 1.0664, grad_norm: 12.2548 2021-03-26 18:09:41,289 - mmaction - INFO - Epoch [50][480/673] lr: 2.000e-05, eta: 0:02:21, time: 0.717, data_time: 0.001, memory: 11010, top1_acc: 0.7004, top5_acc: 0.8914, loss_cls: 1.1352, loss: 1.1352, grad_norm: 12.4968 2021-03-26 18:09:55,577 - mmaction - INFO - Epoch [50][500/673] lr: 2.000e-05, eta: 0:02:06, time: 0.714, data_time: 0.000, memory: 11010, top1_acc: 0.7098, top5_acc: 0.9035, loss_cls: 1.0451, loss: 1.0451, grad_norm: 12.1410 2021-03-26 18:10:09,949 - mmaction - INFO - Epoch [50][520/673] lr: 2.000e-05, eta: 0:01:52, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6973, top5_acc: 0.9051, loss_cls: 1.0733, loss: 1.0733, grad_norm: 12.4116 2021-03-26 18:10:24,287 - mmaction - INFO - Epoch [50][540/673] lr: 2.000e-05, eta: 0:01:37, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.6871, top5_acc: 0.9035, loss_cls: 1.0873, loss: 1.0873, grad_norm: 12.4838 2021-03-26 18:10:38,669 - mmaction - INFO - Epoch [50][560/673] lr: 2.000e-05, eta: 0:01:22, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.6840, top5_acc: 0.9047, loss_cls: 1.1061, loss: 1.1061, grad_norm: 12.5389 2021-03-26 18:10:53,048 - mmaction - INFO - Epoch [50][580/673] lr: 2.000e-05, eta: 0:01:08, time: 0.719, data_time: 0.000, memory: 11010, top1_acc: 0.7023, top5_acc: 0.8914, loss_cls: 1.1224, loss: 1.1224, grad_norm: 12.4139 2021-03-26 18:11:07,395 - mmaction - INFO - Epoch [50][600/673] lr: 2.000e-05, eta: 0:00:53, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7055, top5_acc: 0.9039, loss_cls: 1.0662, loss: 1.0662, grad_norm: 12.3699 2021-03-26 18:11:21,717 - mmaction - INFO - Epoch [50][620/673] lr: 2.000e-05, eta: 0:00:38, time: 0.716, data_time: 0.000, memory: 11010, top1_acc: 0.6977, top5_acc: 0.9008, loss_cls: 1.0774, loss: 1.0774, grad_norm: 12.3289 2021-03-26 18:11:35,979 - mmaction - INFO - Epoch [50][640/673] lr: 2.000e-05, eta: 0:00:24, time: 0.713, data_time: 0.000, memory: 11010, top1_acc: 0.7020, top5_acc: 0.9012, loss_cls: 1.0933, loss: 1.0933, grad_norm: 12.3721 2021-03-26 18:11:50,322 - mmaction - INFO - Epoch [50][660/673] lr: 2.000e-05, eta: 0:00:09, time: 0.717, data_time: 0.000, memory: 11010, top1_acc: 0.7047, top5_acc: 0.9016, loss_cls: 1.0574, loss: 1.0574, grad_norm: 12.4212 2021-03-26 18:11:59,648 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-26 18:12:34,643 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 18:12:34,799 - mmaction - INFO - top1_acc 0.3131 top5_acc 0.5970 2021-03-26 18:12:34,800 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 18:12:34,809 - mmaction - INFO - mean_acc 0.2839 2021-03-26 18:12:34,812 - mmaction - INFO - Epoch(val) [50][673] top1_acc: 0.3131, top5_acc: 0.5970, mean_class_accuracy: 0.2839