2021-03-26 10:39:51,573 - 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 10:39:51,583 - mmaction - INFO - Distributed training: True 2021-03-26 10:39:51,583 - 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_sthv2_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/sthv2/rawframes' data_root_val = 'data/sthv2/rawframes' ann_file_train = 'data/sthv2/sthv2_train_list_rawframes.txt' ann_file_val = 'data/sthv2/sthv2_val_list_rawframes.txt' ann_file_test = 'data/sthv2/sthv2_val_list_rawframes.txt' 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') sthv2_flip_label_map = {86: 87, 87: 86, 93: 94, 94: 93, 166: 167, 167: 166} 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=sthv2_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_sthv2_rgb/' 2021-03-26 10:39:51,583 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-03-26 10:39:56,944 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-03-26 10:39:58,182 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-20-64, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/trn_flip_sthv2/20210326_103944 2021-03-26 10:39:58,183 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-03-26 10:39:58,193 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 10:40:38,958 - mmaction - INFO - Epoch [1][20/1320] lr: 2.000e-03, eta: 1 day, 13:21:08, time: 2.038, data_time: 1.027, memory: 11010, top1_acc: 0.0145, top5_acc: 0.0520, loss_cls: 5.1542, loss: 5.1542, grad_norm: 4.8233 2021-03-26 10:40:53,791 - mmaction - INFO - Epoch [1][40/1320] lr: 2.000e-03, eta: 1 day, 1:27:37, time: 0.741, data_time: 0.001, memory: 11010, top1_acc: 0.0199, top5_acc: 0.0887, loss_cls: 5.0160, loss: 5.0160, grad_norm: 4.7283 2021-03-26 10:41:08,720 - mmaction - INFO - Epoch [1][60/1320] lr: 2.000e-03, eta: 21:31:39, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.0172, top5_acc: 0.0910, loss_cls: 4.9775, loss: 4.9775, grad_norm: 4.0357 2021-03-26 10:41:23,768 - mmaction - INFO - Epoch [1][80/1320] lr: 2.000e-03, eta: 19:34:58, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.0254, top5_acc: 0.0938, loss_cls: 4.9420, loss: 4.9420, grad_norm: 4.0717 2021-03-26 10:41:38,666 - mmaction - INFO - Epoch [1][100/1320] lr: 2.000e-03, eta: 18:23:29, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.0254, top5_acc: 0.0953, loss_cls: 4.9329, loss: 4.9329, grad_norm: 4.1544 2021-03-26 10:41:53,755 - mmaction - INFO - Epoch [1][120/1320] lr: 2.000e-03, eta: 17:37:18, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.0234, top5_acc: 0.1125, loss_cls: 4.9314, loss: 4.9314, grad_norm: 4.3720 2021-03-26 10:42:08,972 - mmaction - INFO - Epoch [1][140/1320] lr: 2.000e-03, eta: 17:05:16, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.0348, top5_acc: 0.1336, loss_cls: 4.8537, loss: 4.8537, grad_norm: 5.3661 2021-03-26 10:42:24,135 - mmaction - INFO - Epoch [1][160/1320] lr: 2.000e-03, eta: 16:40:52, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.0414, top5_acc: 0.1453, loss_cls: 4.8120, loss: 4.8120, grad_norm: 6.3102 2021-03-26 10:42:39,179 - mmaction - INFO - Epoch [1][180/1320] lr: 2.000e-03, eta: 16:20:55, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.0453, top5_acc: 0.1574, loss_cls: 4.7769, loss: 4.7769, grad_norm: 6.7989 2021-03-26 10:42:54,205 - mmaction - INFO - Epoch [1][200/1320] lr: 2.000e-03, eta: 16:04:59, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.0539, top5_acc: 0.1742, loss_cls: 4.7250, loss: 4.7250, grad_norm: 7.3445 2021-03-26 10:43:09,246 - mmaction - INFO - Epoch [1][220/1320] lr: 2.000e-03, eta: 15:51:54, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.0563, top5_acc: 0.1793, loss_cls: 4.6635, loss: 4.6635, grad_norm: 7.5453 2021-03-26 10:43:24,330 - mmaction - INFO - Epoch [1][240/1320] lr: 2.000e-03, eta: 15:41:19, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.0645, top5_acc: 0.1945, loss_cls: 4.6287, loss: 4.6287, grad_norm: 7.7986 2021-03-26 10:43:39,353 - mmaction - INFO - Epoch [1][260/1320] lr: 2.000e-03, eta: 15:31:58, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.0680, top5_acc: 0.1938, loss_cls: 4.6170, loss: 4.6170, grad_norm: 7.5382 2021-03-26 10:43:54,356 - mmaction - INFO - Epoch [1][280/1320] lr: 2.000e-03, eta: 15:23:49, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.0691, top5_acc: 0.2016, loss_cls: 4.5853, loss: 4.5853, grad_norm: 7.7309 2021-03-26 10:44:09,411 - mmaction - INFO - Epoch [1][300/1320] lr: 2.000e-03, eta: 15:16:53, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.0746, top5_acc: 0.2242, loss_cls: 4.5017, loss: 4.5017, grad_norm: 8.4744 2021-03-26 10:44:24,551 - mmaction - INFO - Epoch [1][320/1320] lr: 2.000e-03, eta: 15:11:07, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.0863, top5_acc: 0.2395, loss_cls: 4.4726, loss: 4.4726, grad_norm: 8.4159 2021-03-26 10:44:39,683 - mmaction - INFO - Epoch [1][340/1320] lr: 2.000e-03, eta: 15:05:56, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.0773, top5_acc: 0.2227, loss_cls: 4.5065, loss: 4.5065, grad_norm: 8.3152 2021-03-26 10:44:54,858 - mmaction - INFO - Epoch [1][360/1320] lr: 2.000e-03, eta: 15:01:26, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.0867, top5_acc: 0.2566, loss_cls: 4.4175, loss: 4.4175, grad_norm: 8.3526 2021-03-26 10:45:10,096 - mmaction - INFO - Epoch [1][380/1320] lr: 2.000e-03, eta: 14:57:37, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.0813, top5_acc: 0.2465, loss_cls: 4.3788, loss: 4.3788, grad_norm: 9.1169 2021-03-26 10:45:25,338 - mmaction - INFO - Epoch [1][400/1320] lr: 2.000e-03, eta: 14:54:09, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.0820, top5_acc: 0.2562, loss_cls: 4.3467, loss: 4.3467, grad_norm: 8.5896 2021-03-26 10:45:40,612 - mmaction - INFO - Epoch [1][420/1320] lr: 2.000e-03, eta: 14:51:03, time: 0.763, data_time: 0.007, memory: 11010, top1_acc: 0.0891, top5_acc: 0.2516, loss_cls: 4.3646, loss: 4.3646, grad_norm: 8.4434 2021-03-26 10:45:55,810 - mmaction - INFO - Epoch [1][440/1320] lr: 2.000e-03, eta: 14:48:02, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.0930, top5_acc: 0.2535, loss_cls: 4.4008, loss: 4.4008, grad_norm: 8.3917 2021-03-26 10:46:11,072 - mmaction - INFO - Epoch [1][460/1320] lr: 2.000e-03, eta: 14:45:26, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.0988, top5_acc: 0.2879, loss_cls: 4.2671, loss: 4.2671, grad_norm: 8.9600 2021-03-26 10:46:26,219 - mmaction - INFO - Epoch [1][480/1320] lr: 2.000e-03, eta: 14:42:43, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.1109, top5_acc: 0.2906, loss_cls: 4.2631, loss: 4.2631, grad_norm: 8.9695 2021-03-26 10:46:41,555 - mmaction - INFO - Epoch [1][500/1320] lr: 2.000e-03, eta: 14:40:35, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.1078, top5_acc: 0.2805, loss_cls: 4.2470, loss: 4.2470, grad_norm: 8.8131 2021-03-26 10:46:56,913 - mmaction - INFO - Epoch [1][520/1320] lr: 2.000e-03, eta: 14:38:43, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.1129, top5_acc: 0.2840, loss_cls: 4.2344, loss: 4.2344, grad_norm: 9.5622 2021-03-26 10:47:12,119 - mmaction - INFO - Epoch [1][540/1320] lr: 2.000e-03, eta: 14:36:39, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.1121, top5_acc: 0.3066, loss_cls: 4.2033, loss: 4.2033, grad_norm: 9.2203 2021-03-26 10:47:27,540 - mmaction - INFO - Epoch [1][560/1320] lr: 2.000e-03, eta: 14:35:06, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.1215, top5_acc: 0.2863, loss_cls: 4.2128, loss: 4.2128, grad_norm: 8.9034 2021-03-26 10:47:42,668 - mmaction - INFO - Epoch [1][580/1320] lr: 2.000e-03, eta: 14:33:07, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.1172, top5_acc: 0.2977, loss_cls: 4.1994, loss: 4.1994, grad_norm: 8.7124 2021-03-26 10:47:58,045 - mmaction - INFO - Epoch [1][600/1320] lr: 2.000e-03, eta: 14:31:42, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1086, top5_acc: 0.2961, loss_cls: 4.2063, loss: 4.2063, grad_norm: 8.7589 2021-03-26 10:48:13,403 - mmaction - INFO - Epoch [1][620/1320] lr: 2.000e-03, eta: 14:30:19, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.1105, top5_acc: 0.3059, loss_cls: 4.1789, loss: 4.1789, grad_norm: 8.8576 2021-03-26 10:48:28,683 - mmaction - INFO - Epoch [1][640/1320] lr: 2.000e-03, eta: 14:28:51, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.1246, top5_acc: 0.3102, loss_cls: 4.1160, loss: 4.1160, grad_norm: 8.9163 2021-03-26 10:48:44,164 - mmaction - INFO - Epoch [1][660/1320] lr: 2.000e-03, eta: 14:27:50, time: 0.775, data_time: 0.009, memory: 11010, top1_acc: 0.1332, top5_acc: 0.3242, loss_cls: 4.0961, loss: 4.0961, grad_norm: 9.3388 2021-03-26 10:48:59,459 - mmaction - INFO - Epoch [1][680/1320] lr: 2.000e-03, eta: 14:26:31, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.1238, top5_acc: 0.3355, loss_cls: 4.0812, loss: 4.0812, grad_norm: 9.7203 2021-03-26 10:49:14,842 - mmaction - INFO - Epoch [1][700/1320] lr: 2.000e-03, eta: 14:25:25, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1398, top5_acc: 0.3297, loss_cls: 4.0671, loss: 4.0671, grad_norm: 9.1434 2021-03-26 10:49:30,235 - mmaction - INFO - Epoch [1][720/1320] lr: 2.000e-03, eta: 14:24:23, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1219, top5_acc: 0.3219, loss_cls: 4.1141, loss: 4.1141, grad_norm: 9.3326 2021-03-26 10:49:45,634 - mmaction - INFO - Epoch [1][740/1320] lr: 2.000e-03, eta: 14:23:25, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.1410, top5_acc: 0.3391, loss_cls: 4.0255, loss: 4.0255, grad_norm: 9.6015 2021-03-26 10:50:01,007 - mmaction - INFO - Epoch [1][760/1320] lr: 2.000e-03, eta: 14:22:25, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.1289, top5_acc: 0.3312, loss_cls: 4.0387, loss: 4.0387, grad_norm: 9.1798 2021-03-26 10:50:16,321 - mmaction - INFO - Epoch [1][780/1320] lr: 2.000e-03, eta: 14:21:23, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.1340, top5_acc: 0.3484, loss_cls: 4.0587, loss: 4.0587, grad_norm: 10.0084 2021-03-26 10:50:31,463 - mmaction - INFO - Epoch [1][800/1320] lr: 2.000e-03, eta: 14:20:09, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.1336, top5_acc: 0.3445, loss_cls: 4.0773, loss: 4.0773, grad_norm: 9.6723 2021-03-26 10:50:46,912 - mmaction - INFO - Epoch [1][820/1320] lr: 2.000e-03, eta: 14:19:24, time: 0.773, data_time: 0.001, memory: 11010, top1_acc: 0.1402, top5_acc: 0.3504, loss_cls: 3.9953, loss: 3.9953, grad_norm: 9.6134 2021-03-26 10:51:02,306 - mmaction - INFO - Epoch [1][840/1320] lr: 2.000e-03, eta: 14:18:33, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1441, top5_acc: 0.3293, loss_cls: 4.0568, loss: 4.0568, grad_norm: 9.4590 2021-03-26 10:51:17,636 - mmaction - INFO - Epoch [1][860/1320] lr: 2.000e-03, eta: 14:17:42, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.1527, top5_acc: 0.3707, loss_cls: 3.9202, loss: 3.9202, grad_norm: 9.4577 2021-03-26 10:51:33,041 - mmaction - INFO - Epoch [1][880/1320] lr: 2.000e-03, eta: 14:16:57, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.1480, top5_acc: 0.3668, loss_cls: 3.9769, loss: 3.9769, grad_norm: 9.7880 2021-03-26 10:51:48,475 - mmaction - INFO - Epoch [1][900/1320] lr: 2.000e-03, eta: 14:16:15, time: 0.772, data_time: 0.001, memory: 11010, top1_acc: 0.1445, top5_acc: 0.3543, loss_cls: 3.9677, loss: 3.9677, grad_norm: 9.4898 2021-03-26 10:52:03,807 - mmaction - INFO - Epoch [1][920/1320] lr: 2.000e-03, eta: 14:15:27, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.1477, top5_acc: 0.3473, loss_cls: 3.9799, loss: 3.9799, grad_norm: 9.1918 2021-03-26 10:52:19,124 - mmaction - INFO - Epoch [1][940/1320] lr: 2.000e-03, eta: 14:14:40, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.1508, top5_acc: 0.3645, loss_cls: 3.9218, loss: 3.9218, grad_norm: 9.4480 2021-03-26 10:52:34,494 - mmaction - INFO - Epoch [1][960/1320] lr: 2.000e-03, eta: 14:13:58, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.1457, top5_acc: 0.3582, loss_cls: 3.9785, loss: 3.9785, grad_norm: 9.3746 2021-03-26 10:52:49,824 - mmaction - INFO - Epoch [1][980/1320] lr: 2.000e-03, eta: 14:13:14, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.1555, top5_acc: 0.3664, loss_cls: 3.9318, loss: 3.9318, grad_norm: 8.8180 2021-03-26 10:53:05,118 - mmaction - INFO - Epoch [1][1000/1320] lr: 2.000e-03, eta: 14:12:28, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.1602, top5_acc: 0.3812, loss_cls: 3.8660, loss: 3.8660, grad_norm: 9.9066 2021-03-26 10:53:20,286 - mmaction - INFO - Epoch [1][1020/1320] lr: 2.000e-03, eta: 14:11:37, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.1574, top5_acc: 0.3875, loss_cls: 3.8898, loss: 3.8898, grad_norm: 9.9129 2021-03-26 10:53:35,508 - mmaction - INFO - Epoch [1][1040/1320] lr: 2.000e-03, eta: 14:10:49, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.1641, top5_acc: 0.3723, loss_cls: 3.8778, loss: 3.8778, grad_norm: 9.3360 2021-03-26 10:53:50,821 - mmaction - INFO - Epoch [1][1060/1320] lr: 2.000e-03, eta: 14:10:08, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.1680, top5_acc: 0.4051, loss_cls: 3.8180, loss: 3.8180, grad_norm: 9.5730 2021-03-26 10:54:06,133 - mmaction - INFO - Epoch [1][1080/1320] lr: 2.000e-03, eta: 14:09:29, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.1656, top5_acc: 0.3879, loss_cls: 3.8492, loss: 3.8492, grad_norm: 9.5895 2021-03-26 10:54:21,520 - mmaction - INFO - Epoch [1][1100/1320] lr: 2.000e-03, eta: 14:08:54, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1789, top5_acc: 0.4047, loss_cls: 3.7851, loss: 3.7851, grad_norm: 9.6531 2021-03-26 10:54:36,841 - mmaction - INFO - Epoch [1][1120/1320] lr: 2.000e-03, eta: 14:08:17, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.1645, top5_acc: 0.3715, loss_cls: 3.8756, loss: 3.8756, grad_norm: 9.3071 2021-03-26 10:54:52,336 - mmaction - INFO - Epoch [1][1140/1320] lr: 2.000e-03, eta: 14:07:51, time: 0.775, data_time: 0.001, memory: 11010, top1_acc: 0.1742, top5_acc: 0.3891, loss_cls: 3.8336, loss: 3.8336, grad_norm: 9.2899 2021-03-26 10:55:07,713 - mmaction - INFO - Epoch [1][1160/1320] lr: 2.000e-03, eta: 14:07:18, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.1668, top5_acc: 0.3984, loss_cls: 3.7936, loss: 3.7936, grad_norm: 9.4098 2021-03-26 10:55:23,052 - mmaction - INFO - Epoch [1][1180/1320] lr: 2.000e-03, eta: 14:06:43, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.1684, top5_acc: 0.3996, loss_cls: 3.7939, loss: 3.7939, grad_norm: 9.8687 2021-03-26 10:55:38,381 - mmaction - INFO - Epoch [1][1200/1320] lr: 2.000e-03, eta: 14:06:08, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.1773, top5_acc: 0.3988, loss_cls: 3.8062, loss: 3.8062, grad_norm: 9.7424 2021-03-26 10:55:53,757 - mmaction - INFO - Epoch [1][1220/1320] lr: 2.000e-03, eta: 14:05:37, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1730, top5_acc: 0.4078, loss_cls: 3.7736, loss: 3.7736, grad_norm: 9.6603 2021-03-26 10:56:09,210 - mmaction - INFO - Epoch [1][1240/1320] lr: 2.000e-03, eta: 14:05:10, time: 0.773, data_time: 0.001, memory: 11010, top1_acc: 0.1750, top5_acc: 0.4125, loss_cls: 3.7689, loss: 3.7689, grad_norm: 9.9921 2021-03-26 10:56:24,578 - mmaction - INFO - Epoch [1][1260/1320] lr: 2.000e-03, eta: 14:04:40, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1887, top5_acc: 0.4160, loss_cls: 3.7207, loss: 3.7207, grad_norm: 9.7759 2021-03-26 10:56:39,962 - mmaction - INFO - Epoch [1][1280/1320] lr: 2.000e-03, eta: 14:04:10, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1824, top5_acc: 0.4027, loss_cls: 3.7944, loss: 3.7944, grad_norm: 9.4590 2021-03-26 10:56:55,315 - mmaction - INFO - Epoch [1][1300/1320] lr: 2.000e-03, eta: 14:03:40, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.1934, top5_acc: 0.4301, loss_cls: 3.6652, loss: 3.6652, grad_norm: 10.3063 2021-03-26 10:57:10,210 - mmaction - INFO - Epoch [1][1320/1320] lr: 2.000e-03, eta: 14:02:47, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.1865, top5_acc: 0.4163, loss_cls: 3.7358, loss: 3.7358, grad_norm: 9.7776 2021-03-26 10:57:11,135 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-26 10:58:54,213 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 10:58:54,566 - mmaction - INFO - top1_acc 0.1958 top5_acc 0.4333 2021-03-26 10:58:54,566 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 10:58:54,589 - mmaction - INFO - mean_acc 0.1368 2021-03-26 10:58:54,934 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-03-26 10:58:54,935 - mmaction - INFO - Best top1_acc is 0.1958 at 1 epoch. 2021-03-26 10:58:54,951 - mmaction - INFO - Epoch(val) [1][1320] top1_acc: 0.1958, top5_acc: 0.4333, mean_class_accuracy: 0.1368 2021-03-26 10:58:54,953 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 10:59:31,892 - mmaction - INFO - Epoch [2][20/1320] lr: 2.000e-03, eta: 14:19:39, time: 1.846, data_time: 1.101, memory: 11010, top1_acc: 0.1895, top5_acc: 0.4152, loss_cls: 3.7288, loss: 3.7288, grad_norm: 10.0915 2021-03-26 10:59:46,891 - mmaction - INFO - Epoch [2][40/1320] lr: 2.000e-03, eta: 14:18:38, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.1879, top5_acc: 0.4156, loss_cls: 3.6874, loss: 3.6874, grad_norm: 9.7136 2021-03-26 11:00:02,008 - mmaction - INFO - Epoch [2][60/1320] lr: 2.000e-03, eta: 14:17:43, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.1902, top5_acc: 0.4254, loss_cls: 3.6523, loss: 3.6523, grad_norm: 9.5937 2021-03-26 11:00:17,045 - mmaction - INFO - Epoch [2][80/1320] lr: 2.000e-03, eta: 14:16:46, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.1914, top5_acc: 0.4230, loss_cls: 3.6675, loss: 3.6675, grad_norm: 10.4131 2021-03-26 11:00:32,140 - mmaction - INFO - Epoch [2][100/1320] lr: 2.000e-03, eta: 14:15:53, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.1930, top5_acc: 0.4262, loss_cls: 3.6932, loss: 3.6932, grad_norm: 9.6863 2021-03-26 11:00:47,232 - mmaction - INFO - Epoch [2][120/1320] lr: 2.000e-03, eta: 14:15:01, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.1805, top5_acc: 0.4062, loss_cls: 3.7550, loss: 3.7550, grad_norm: 9.8046 2021-03-26 11:01:02,248 - mmaction - INFO - Epoch [2][140/1320] lr: 2.000e-03, eta: 14:14:06, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.1871, top5_acc: 0.4359, loss_cls: 3.7083, loss: 3.7083, grad_norm: 9.7049 2021-03-26 11:01:17,404 - mmaction - INFO - Epoch [2][160/1320] lr: 2.000e-03, eta: 14:13:19, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.1961, top5_acc: 0.4344, loss_cls: 3.6644, loss: 3.6644, grad_norm: 10.0391 2021-03-26 11:01:32,454 - mmaction - INFO - Epoch [2][180/1320] lr: 2.000e-03, eta: 14:12:28, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.1848, top5_acc: 0.4223, loss_cls: 3.7098, loss: 3.7098, grad_norm: 9.7252 2021-03-26 11:01:47,830 - mmaction - INFO - Epoch [2][200/1320] lr: 2.000e-03, eta: 14:11:51, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.2098, top5_acc: 0.4441, loss_cls: 3.6223, loss: 3.6223, grad_norm: 9.9375 2021-03-26 11:02:03,031 - mmaction - INFO - Epoch [2][220/1320] lr: 2.000e-03, eta: 14:11:08, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.2066, top5_acc: 0.4410, loss_cls: 3.5983, loss: 3.5983, grad_norm: 9.6798 2021-03-26 11:02:18,340 - mmaction - INFO - Epoch [2][240/1320] lr: 2.000e-03, eta: 14:10:30, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.1988, top5_acc: 0.4324, loss_cls: 3.6740, loss: 3.6740, grad_norm: 9.6643 2021-03-26 11:02:33,539 - mmaction - INFO - Epoch [2][260/1320] lr: 2.000e-03, eta: 14:09:48, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.1934, top5_acc: 0.4453, loss_cls: 3.6152, loss: 3.6152, grad_norm: 9.9868 2021-03-26 11:02:48,794 - mmaction - INFO - Epoch [2][280/1320] lr: 2.000e-03, eta: 14:09:09, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.2227, top5_acc: 0.4523, loss_cls: 3.5954, loss: 3.5954, grad_norm: 9.9469 2021-03-26 11:03:04,084 - mmaction - INFO - Epoch [2][300/1320] lr: 2.000e-03, eta: 14:08:32, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.2016, top5_acc: 0.4523, loss_cls: 3.6514, loss: 3.6514, grad_norm: 9.7615 2021-03-26 11:03:19,367 - mmaction - INFO - Epoch [2][320/1320] lr: 2.000e-03, eta: 14:07:56, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.1824, top5_acc: 0.4180, loss_cls: 3.6511, loss: 3.6511, grad_norm: 9.3837 2021-03-26 11:03:34,597 - mmaction - INFO - Epoch [2][340/1320] lr: 2.000e-03, eta: 14:07:17, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.2195, top5_acc: 0.4449, loss_cls: 3.6002, loss: 3.6002, grad_norm: 10.0191 2021-03-26 11:03:49,969 - mmaction - INFO - Epoch [2][360/1320] lr: 2.000e-03, eta: 14:06:44, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.1980, top5_acc: 0.4496, loss_cls: 3.6403, loss: 3.6403, grad_norm: 10.2577 2021-03-26 11:04:05,234 - mmaction - INFO - Epoch [2][380/1320] lr: 2.000e-03, eta: 14:06:09, time: 0.764, data_time: 0.005, memory: 11010, top1_acc: 0.2098, top5_acc: 0.4539, loss_cls: 3.5757, loss: 3.5757, grad_norm: 9.9149 2021-03-26 11:04:20,583 - mmaction - INFO - Epoch [2][400/1320] lr: 2.000e-03, eta: 14:05:36, time: 0.767, data_time: 0.004, memory: 11010, top1_acc: 0.2043, top5_acc: 0.4371, loss_cls: 3.6357, loss: 3.6357, grad_norm: 10.2975 2021-03-26 11:04:35,968 - mmaction - INFO - Epoch [2][420/1320] lr: 2.000e-03, eta: 14:05:06, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.1965, top5_acc: 0.4410, loss_cls: 3.5805, loss: 3.5805, grad_norm: 9.5608 2021-03-26 11:04:51,320 - mmaction - INFO - Epoch [2][440/1320] lr: 2.000e-03, eta: 14:04:35, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.1988, top5_acc: 0.4531, loss_cls: 3.5775, loss: 3.5775, grad_norm: 9.9454 2021-03-26 11:05:06,493 - mmaction - INFO - Epoch [2][460/1320] lr: 2.000e-03, eta: 14:03:57, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.2090, top5_acc: 0.4434, loss_cls: 3.5923, loss: 3.5923, grad_norm: 10.3308 2021-03-26 11:05:21,761 - mmaction - INFO - Epoch [2][480/1320] lr: 2.000e-03, eta: 14:03:23, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.2223, top5_acc: 0.4590, loss_cls: 3.5276, loss: 3.5276, grad_norm: 10.1465 2021-03-26 11:05:37,080 - mmaction - INFO - Epoch [2][500/1320] lr: 2.000e-03, eta: 14:02:52, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.2137, top5_acc: 0.4738, loss_cls: 3.4962, loss: 3.4962, grad_norm: 9.8826 2021-03-26 11:05:52,331 - mmaction - INFO - Epoch [2][520/1320] lr: 2.000e-03, eta: 14:02:18, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.2242, top5_acc: 0.4648, loss_cls: 3.5135, loss: 3.5135, grad_norm: 9.8003 2021-03-26 11:06:07,471 - mmaction - INFO - Epoch [2][540/1320] lr: 2.000e-03, eta: 14:01:41, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.2234, top5_acc: 0.4727, loss_cls: 3.4710, loss: 3.4710, grad_norm: 10.1326 2021-03-26 11:06:22,824 - mmaction - INFO - Epoch [2][560/1320] lr: 2.000e-03, eta: 14:01:12, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.2184, top5_acc: 0.4711, loss_cls: 3.5105, loss: 3.5105, grad_norm: 10.3245 2021-03-26 11:06:38,151 - mmaction - INFO - Epoch [2][580/1320] lr: 2.000e-03, eta: 14:00:42, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.2281, top5_acc: 0.4750, loss_cls: 3.4859, loss: 3.4859, grad_norm: 9.7052 2021-03-26 11:06:53,510 - mmaction - INFO - Epoch [2][600/1320] lr: 2.000e-03, eta: 14:00:14, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.2148, top5_acc: 0.4711, loss_cls: 3.5074, loss: 3.5074, grad_norm: 10.0927 2021-03-26 11:07:08,726 - mmaction - INFO - Epoch [2][620/1320] lr: 2.000e-03, eta: 13:59:41, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.2281, top5_acc: 0.4648, loss_cls: 3.5091, loss: 3.5091, grad_norm: 9.8259 2021-03-26 11:07:24,025 - mmaction - INFO - Epoch [2][640/1320] lr: 2.000e-03, eta: 13:59:11, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.2277, top5_acc: 0.4781, loss_cls: 3.4414, loss: 3.4414, grad_norm: 10.3865 2021-03-26 11:07:39,314 - mmaction - INFO - Epoch [2][660/1320] lr: 2.000e-03, eta: 13:58:41, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2016, top5_acc: 0.4453, loss_cls: 3.5635, loss: 3.5635, grad_norm: 9.9595 2021-03-26 11:07:54,578 - mmaction - INFO - Epoch [2][680/1320] lr: 2.000e-03, eta: 13:58:11, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.2242, top5_acc: 0.4727, loss_cls: 3.5178, loss: 3.5178, grad_norm: 9.8195 2021-03-26 11:08:09,928 - mmaction - INFO - Epoch [2][700/1320] lr: 2.000e-03, eta: 13:57:44, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.2211, top5_acc: 0.4660, loss_cls: 3.5187, loss: 3.5187, grad_norm: 9.7753 2021-03-26 11:08:25,338 - mmaction - INFO - Epoch [2][720/1320] lr: 2.000e-03, eta: 13:57:19, time: 0.771, data_time: 0.000, memory: 11010, top1_acc: 0.2313, top5_acc: 0.4824, loss_cls: 3.4453, loss: 3.4453, grad_norm: 10.2330 2021-03-26 11:08:40,712 - mmaction - INFO - Epoch [2][740/1320] lr: 2.000e-03, eta: 13:56:52, time: 0.768, data_time: 0.000, memory: 11010, top1_acc: 0.2262, top5_acc: 0.4742, loss_cls: 3.4729, loss: 3.4729, grad_norm: 10.0763 2021-03-26 11:08:56,077 - mmaction - INFO - Epoch [2][760/1320] lr: 2.000e-03, eta: 13:56:26, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.2359, top5_acc: 0.4973, loss_cls: 3.4366, loss: 3.4366, grad_norm: 10.0605 2021-03-26 11:09:11,304 - mmaction - INFO - Epoch [2][780/1320] lr: 2.000e-03, eta: 13:55:56, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.2352, top5_acc: 0.4781, loss_cls: 3.4579, loss: 3.4579, grad_norm: 9.9751 2021-03-26 11:09:26,626 - mmaction - INFO - Epoch [2][800/1320] lr: 2.000e-03, eta: 13:55:29, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.2117, top5_acc: 0.4578, loss_cls: 3.5310, loss: 3.5310, grad_norm: 9.6499 2021-03-26 11:09:41,809 - mmaction - INFO - Epoch [2][820/1320] lr: 2.000e-03, eta: 13:54:58, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.2328, top5_acc: 0.4785, loss_cls: 3.4524, loss: 3.4524, grad_norm: 9.9143 2021-03-26 11:09:57,190 - mmaction - INFO - Epoch [2][840/1320] lr: 2.000e-03, eta: 13:54:33, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.2379, top5_acc: 0.4922, loss_cls: 3.4067, loss: 3.4067, grad_norm: 9.6996 2021-03-26 11:10:12,528 - mmaction - INFO - Epoch [2][860/1320] lr: 2.000e-03, eta: 13:54:07, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.2180, top5_acc: 0.4527, loss_cls: 3.5303, loss: 3.5303, grad_norm: 9.9600 2021-03-26 11:10:27,766 - mmaction - INFO - Epoch [2][880/1320] lr: 2.000e-03, eta: 13:53:39, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.2434, top5_acc: 0.4852, loss_cls: 3.3985, loss: 3.3985, grad_norm: 10.0301 2021-03-26 11:10:43,135 - mmaction - INFO - Epoch [2][900/1320] lr: 2.000e-03, eta: 13:53:14, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.2430, top5_acc: 0.4949, loss_cls: 3.3722, loss: 3.3722, grad_norm: 10.0357 2021-03-26 11:10:58,450 - mmaction - INFO - Epoch [2][920/1320] lr: 2.000e-03, eta: 13:52:48, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.2391, top5_acc: 0.4988, loss_cls: 3.3874, loss: 3.3874, grad_norm: 9.9971 2021-03-26 11:11:13,595 - mmaction - INFO - Epoch [2][940/1320] lr: 2.000e-03, eta: 13:52:17, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.2340, top5_acc: 0.4832, loss_cls: 3.4024, loss: 3.4024, grad_norm: 10.0593 2021-03-26 11:11:28,797 - mmaction - INFO - Epoch [2][960/1320] lr: 2.000e-03, eta: 13:51:49, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.2375, top5_acc: 0.4863, loss_cls: 3.4433, loss: 3.4433, grad_norm: 10.0402 2021-03-26 11:11:44,168 - mmaction - INFO - Epoch [2][980/1320] lr: 2.000e-03, eta: 13:51:25, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.2488, top5_acc: 0.4914, loss_cls: 3.4175, loss: 3.4175, grad_norm: 9.9360 2021-03-26 11:11:59,495 - mmaction - INFO - Epoch [2][1000/1320] lr: 2.000e-03, eta: 13:51:00, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.2348, top5_acc: 0.4836, loss_cls: 3.4205, loss: 3.4205, grad_norm: 9.8808 2021-03-26 11:12:14,789 - mmaction - INFO - Epoch [2][1020/1320] lr: 2.000e-03, eta: 13:50:34, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.2320, top5_acc: 0.4617, loss_cls: 3.4583, loss: 3.4583, grad_norm: 9.6654 2021-03-26 11:12:30,063 - mmaction - INFO - Epoch [2][1040/1320] lr: 2.000e-03, eta: 13:50:08, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2242, top5_acc: 0.4801, loss_cls: 3.4640, loss: 3.4640, grad_norm: 9.9229 2021-03-26 11:12:45,471 - mmaction - INFO - Epoch [2][1060/1320] lr: 2.000e-03, eta: 13:49:46, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.2461, top5_acc: 0.5035, loss_cls: 3.3956, loss: 3.3956, grad_norm: 9.9294 2021-03-26 11:13:00,615 - mmaction - INFO - Epoch [2][1080/1320] lr: 2.000e-03, eta: 13:49:17, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.2242, top5_acc: 0.4793, loss_cls: 3.4510, loss: 3.4510, grad_norm: 10.0816 2021-03-26 11:13:15,969 - mmaction - INFO - Epoch [2][1100/1320] lr: 2.000e-03, eta: 13:48:53, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.2418, top5_acc: 0.4969, loss_cls: 3.3552, loss: 3.3552, grad_norm: 10.4485 2021-03-26 11:13:31,387 - mmaction - INFO - Epoch [2][1120/1320] lr: 2.000e-03, eta: 13:48:32, time: 0.772, data_time: 0.001, memory: 11010, top1_acc: 0.2355, top5_acc: 0.4875, loss_cls: 3.4264, loss: 3.4264, grad_norm: 10.4659 2021-03-26 11:13:46,689 - mmaction - INFO - Epoch [2][1140/1320] lr: 2.000e-03, eta: 13:48:08, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.2418, top5_acc: 0.5051, loss_cls: 3.3488, loss: 3.3488, grad_norm: 9.6504 2021-03-26 11:14:02,014 - mmaction - INFO - Epoch [2][1160/1320] lr: 2.000e-03, eta: 13:47:44, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.2164, top5_acc: 0.4816, loss_cls: 3.4895, loss: 3.4895, grad_norm: 10.1296 2021-03-26 11:14:17,379 - mmaction - INFO - Epoch [2][1180/1320] lr: 2.000e-03, eta: 13:47:21, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.2539, top5_acc: 0.5219, loss_cls: 3.3252, loss: 3.3252, grad_norm: 9.6175 2021-03-26 11:14:32,590 - mmaction - INFO - Epoch [2][1200/1320] lr: 2.000e-03, eta: 13:46:55, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.2410, top5_acc: 0.4969, loss_cls: 3.3426, loss: 3.3426, grad_norm: 10.2047 2021-03-26 11:14:48,011 - mmaction - INFO - Epoch [2][1220/1320] lr: 2.000e-03, eta: 13:46:34, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.2398, top5_acc: 0.4969, loss_cls: 3.4003, loss: 3.4003, grad_norm: 10.1310 2021-03-26 11:15:03,265 - mmaction - INFO - Epoch [2][1240/1320] lr: 2.000e-03, eta: 13:46:09, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.2547, top5_acc: 0.5141, loss_cls: 3.3166, loss: 3.3166, grad_norm: 10.1555 2021-03-26 11:15:18,659 - mmaction - INFO - Epoch [2][1260/1320] lr: 2.000e-03, eta: 13:45:48, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.2395, top5_acc: 0.4992, loss_cls: 3.3732, loss: 3.3732, grad_norm: 10.1593 2021-03-26 11:15:34,040 - mmaction - INFO - Epoch [2][1280/1320] lr: 2.000e-03, eta: 13:45:26, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.2457, top5_acc: 0.4898, loss_cls: 3.3750, loss: 3.3750, grad_norm: 10.0212 2021-03-26 11:15:49,411 - mmaction - INFO - Epoch [2][1300/1320] lr: 2.000e-03, eta: 13:45:05, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.2570, top5_acc: 0.5039, loss_cls: 3.3200, loss: 3.3200, grad_norm: 10.2988 2021-03-26 11:16:04,307 - mmaction - INFO - Epoch [2][1320/1320] lr: 2.000e-03, eta: 13:44:31, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.2468, top5_acc: 0.5115, loss_cls: 3.3725, loss: 3.3725, grad_norm: 10.1837 2021-03-26 11:16:05,248 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-26 11:17:45,012 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:17:45,402 - mmaction - INFO - top1_acc 0.2429 top5_acc 0.5094 2021-03-26 11:17:45,402 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:17:45,427 - mmaction - INFO - mean_acc 0.1741 2021-03-26 11:17:46,325 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-26 11:17:46,325 - mmaction - INFO - Best top1_acc is 0.2429 at 2 epoch. 2021-03-26 11:17:46,334 - mmaction - INFO - Epoch(val) [2][1320] top1_acc: 0.2429, top5_acc: 0.5094, mean_class_accuracy: 0.1741 2021-03-26 11:17:46,336 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:18:21,974 - mmaction - INFO - Epoch [3][20/1320] lr: 2.000e-03, eta: 13:52:12, time: 1.781, data_time: 1.000, memory: 11010, top1_acc: 0.2570, top5_acc: 0.5164, loss_cls: 3.2653, loss: 3.2653, grad_norm: 10.1980 2021-03-26 11:18:37,105 - mmaction - INFO - Epoch [3][40/1320] lr: 2.000e-03, eta: 13:51:42, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.2465, top5_acc: 0.4980, loss_cls: 3.3358, loss: 3.3358, grad_norm: 10.3075 2021-03-26 11:18:52,098 - mmaction - INFO - Epoch [3][60/1320] lr: 2.000e-03, eta: 13:51:08, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.2578, top5_acc: 0.5207, loss_cls: 3.2664, loss: 3.2664, grad_norm: 10.0915 2021-03-26 11:19:07,236 - mmaction - INFO - Epoch [3][80/1320] lr: 2.000e-03, eta: 13:50:38, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.2559, top5_acc: 0.5199, loss_cls: 3.3045, loss: 3.3045, grad_norm: 9.9148 2021-03-26 11:19:22,193 - mmaction - INFO - Epoch [3][100/1320] lr: 2.000e-03, eta: 13:50:04, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.2711, top5_acc: 0.5250, loss_cls: 3.2804, loss: 3.2804, grad_norm: 10.1332 2021-03-26 11:19:37,254 - mmaction - INFO - Epoch [3][120/1320] lr: 2.000e-03, eta: 13:49:32, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.2355, top5_acc: 0.4977, loss_cls: 3.3556, loss: 3.3556, grad_norm: 10.5269 2021-03-26 11:19:52,310 - mmaction - INFO - Epoch [3][140/1320] lr: 2.000e-03, eta: 13:49:01, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.2633, top5_acc: 0.5332, loss_cls: 3.2536, loss: 3.2536, grad_norm: 9.9422 2021-03-26 11:20:07,405 - mmaction - INFO - Epoch [3][160/1320] lr: 2.000e-03, eta: 13:48:30, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.2645, top5_acc: 0.5281, loss_cls: 3.2471, loss: 3.2471, grad_norm: 10.1668 2021-03-26 11:20:22,597 - mmaction - INFO - Epoch [3][180/1320] lr: 2.000e-03, eta: 13:48:02, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.2758, top5_acc: 0.5293, loss_cls: 3.2016, loss: 3.2016, grad_norm: 10.3211 2021-03-26 11:20:37,772 - mmaction - INFO - Epoch [3][200/1320] lr: 2.000e-03, eta: 13:47:34, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.2602, top5_acc: 0.5078, loss_cls: 3.3085, loss: 3.3085, grad_norm: 10.1975 2021-03-26 11:20:52,987 - mmaction - INFO - Epoch [3][220/1320] lr: 2.000e-03, eta: 13:47:07, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.2770, top5_acc: 0.5336, loss_cls: 3.2173, loss: 3.2173, grad_norm: 10.0928 2021-03-26 11:21:08,169 - mmaction - INFO - Epoch [3][240/1320] lr: 2.000e-03, eta: 13:46:40, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.2687, top5_acc: 0.5430, loss_cls: 3.2301, loss: 3.2301, grad_norm: 10.4442 2021-03-26 11:21:23,551 - mmaction - INFO - Epoch [3][260/1320] lr: 2.000e-03, eta: 13:46:17, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.2469, top5_acc: 0.5059, loss_cls: 3.3347, loss: 3.3347, grad_norm: 10.2706 2021-03-26 11:21:38,767 - mmaction - INFO - Epoch [3][280/1320] lr: 2.000e-03, eta: 13:45:51, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.2793, top5_acc: 0.5238, loss_cls: 3.2236, loss: 3.2236, grad_norm: 9.8873 2021-03-26 11:21:53,932 - mmaction - INFO - Epoch [3][300/1320] lr: 2.000e-03, eta: 13:45:23, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.2707, top5_acc: 0.5297, loss_cls: 3.2030, loss: 3.2030, grad_norm: 10.1551 2021-03-26 11:22:09,243 - mmaction - INFO - Epoch [3][320/1320] lr: 2.000e-03, eta: 13:44:59, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.2738, top5_acc: 0.5379, loss_cls: 3.2071, loss: 3.2071, grad_norm: 10.3188 2021-03-26 11:22:24,372 - mmaction - INFO - Epoch [3][340/1320] lr: 2.000e-03, eta: 13:44:31, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.2582, top5_acc: 0.5219, loss_cls: 3.2662, loss: 3.2662, grad_norm: 9.8591 2021-03-26 11:22:39,645 - mmaction - INFO - Epoch [3][360/1320] lr: 2.000e-03, eta: 13:44:07, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2645, top5_acc: 0.5156, loss_cls: 3.2773, loss: 3.2773, grad_norm: 9.8436 2021-03-26 11:22:55,114 - mmaction - INFO - Epoch [3][380/1320] lr: 2.000e-03, eta: 13:43:46, time: 0.772, data_time: 0.000, memory: 11010, top1_acc: 0.2539, top5_acc: 0.5168, loss_cls: 3.2635, loss: 3.2635, grad_norm: 9.8771 2021-03-26 11:23:10,287 - mmaction - INFO - Epoch [3][400/1320] lr: 2.000e-03, eta: 13:43:19, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.2629, top5_acc: 0.5207, loss_cls: 3.2206, loss: 3.2206, grad_norm: 10.2522 2021-03-26 11:23:25,685 - mmaction - INFO - Epoch [3][420/1320] lr: 2.000e-03, eta: 13:42:58, time: 0.771, data_time: 0.002, memory: 11010, top1_acc: 0.2512, top5_acc: 0.5199, loss_cls: 3.2779, loss: 3.2779, grad_norm: 9.8053 2021-03-26 11:23:40,997 - mmaction - INFO - Epoch [3][440/1320] lr: 2.000e-03, eta: 13:42:34, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.2781, top5_acc: 0.5297, loss_cls: 3.1947, loss: 3.1947, grad_norm: 9.8638 2021-03-26 11:23:56,231 - mmaction - INFO - Epoch [3][460/1320] lr: 2.000e-03, eta: 13:42:09, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.2762, top5_acc: 0.5281, loss_cls: 3.2366, loss: 3.2366, grad_norm: 10.4294 2021-03-26 11:24:11,564 - mmaction - INFO - Epoch [3][480/1320] lr: 2.000e-03, eta: 13:41:47, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.2598, top5_acc: 0.5270, loss_cls: 3.2094, loss: 3.2094, grad_norm: 10.2483 2021-03-26 11:24:26,849 - mmaction - INFO - Epoch [3][500/1320] lr: 2.000e-03, eta: 13:41:23, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2738, top5_acc: 0.5324, loss_cls: 3.1943, loss: 3.1943, grad_norm: 9.9931 2021-03-26 11:24:42,275 - mmaction - INFO - Epoch [3][520/1320] lr: 2.000e-03, eta: 13:41:02, time: 0.772, data_time: 0.005, memory: 11010, top1_acc: 0.2660, top5_acc: 0.5195, loss_cls: 3.2784, loss: 3.2784, grad_norm: 10.3283 2021-03-26 11:24:57,574 - mmaction - INFO - Epoch [3][540/1320] lr: 2.000e-03, eta: 13:40:39, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.2586, top5_acc: 0.5094, loss_cls: 3.3048, loss: 3.3048, grad_norm: 9.7434 2021-03-26 11:25:12,895 - mmaction - INFO - Epoch [3][560/1320] lr: 2.000e-03, eta: 13:40:16, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.2645, top5_acc: 0.5148, loss_cls: 3.2743, loss: 3.2743, grad_norm: 10.0155 2021-03-26 11:25:28,273 - mmaction - INFO - Epoch [3][580/1320] lr: 2.000e-03, eta: 13:39:55, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.2785, top5_acc: 0.5359, loss_cls: 3.1919, loss: 3.1919, grad_norm: 10.1813 2021-03-26 11:25:43,400 - mmaction - INFO - Epoch [3][600/1320] lr: 2.000e-03, eta: 13:39:29, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.2730, top5_acc: 0.5352, loss_cls: 3.1913, loss: 3.1913, grad_norm: 9.8653 2021-03-26 11:25:58,664 - mmaction - INFO - Epoch [3][620/1320] lr: 2.000e-03, eta: 13:39:05, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.2859, top5_acc: 0.5484, loss_cls: 3.1211, loss: 3.1211, grad_norm: 10.2537 2021-03-26 11:26:13,928 - mmaction - INFO - Epoch [3][640/1320] lr: 2.000e-03, eta: 13:38:42, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.2691, top5_acc: 0.5270, loss_cls: 3.2187, loss: 3.2187, grad_norm: 10.0658 2021-03-26 11:26:29,267 - mmaction - INFO - Epoch [3][660/1320] lr: 2.000e-03, eta: 13:38:20, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.2742, top5_acc: 0.5211, loss_cls: 3.2341, loss: 3.2341, grad_norm: 10.0222 2021-03-26 11:26:44,383 - mmaction - INFO - Epoch [3][680/1320] lr: 2.000e-03, eta: 13:37:54, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.2762, top5_acc: 0.5297, loss_cls: 3.2033, loss: 3.2033, grad_norm: 9.7655 2021-03-26 11:26:59,694 - mmaction - INFO - Epoch [3][700/1320] lr: 2.000e-03, eta: 13:37:32, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.2711, top5_acc: 0.5391, loss_cls: 3.1814, loss: 3.1814, grad_norm: 10.1205 2021-03-26 11:27:14,851 - mmaction - INFO - Epoch [3][720/1320] lr: 2.000e-03, eta: 13:37:07, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.2723, top5_acc: 0.5383, loss_cls: 3.1849, loss: 3.1849, grad_norm: 9.8480 2021-03-26 11:27:30,125 - mmaction - INFO - Epoch [3][740/1320] lr: 2.000e-03, eta: 13:36:44, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2820, top5_acc: 0.5426, loss_cls: 3.1858, loss: 3.1858, grad_norm: 10.3733 2021-03-26 11:27:45,509 - mmaction - INFO - Epoch [3][760/1320] lr: 2.000e-03, eta: 13:36:24, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.2770, top5_acc: 0.5324, loss_cls: 3.1609, loss: 3.1609, grad_norm: 9.8308 2021-03-26 11:28:00,870 - mmaction - INFO - Epoch [3][780/1320] lr: 2.000e-03, eta: 13:36:02, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.2867, top5_acc: 0.5531, loss_cls: 3.1408, loss: 3.1408, grad_norm: 10.2875 2021-03-26 11:28:16,058 - mmaction - INFO - Epoch [3][800/1320] lr: 2.000e-03, eta: 13:35:39, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.2723, top5_acc: 0.5332, loss_cls: 3.2155, loss: 3.2155, grad_norm: 9.9380 2021-03-26 11:28:31,261 - mmaction - INFO - Epoch [3][820/1320] lr: 2.000e-03, eta: 13:35:15, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.2742, top5_acc: 0.5391, loss_cls: 3.1789, loss: 3.1789, grad_norm: 9.6544 2021-03-26 11:28:46,594 - mmaction - INFO - Epoch [3][840/1320] lr: 2.000e-03, eta: 13:34:53, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.2703, top5_acc: 0.5328, loss_cls: 3.2182, loss: 3.2182, grad_norm: 9.9355 2021-03-26 11:29:01,736 - mmaction - INFO - Epoch [3][860/1320] lr: 2.000e-03, eta: 13:34:29, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.2871, top5_acc: 0.5465, loss_cls: 3.1024, loss: 3.1024, grad_norm: 9.8977 2021-03-26 11:29:17,050 - mmaction - INFO - Epoch [3][880/1320] lr: 2.000e-03, eta: 13:34:08, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.2719, top5_acc: 0.5246, loss_cls: 3.2159, loss: 3.2159, grad_norm: 9.9234 2021-03-26 11:29:32,296 - mmaction - INFO - Epoch [3][900/1320] lr: 2.000e-03, eta: 13:33:45, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.2910, top5_acc: 0.5480, loss_cls: 3.1394, loss: 3.1394, grad_norm: 10.0278 2021-03-26 11:29:47,600 - mmaction - INFO - Epoch [3][920/1320] lr: 2.000e-03, eta: 13:33:24, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.2754, top5_acc: 0.5312, loss_cls: 3.1625, loss: 3.1625, grad_norm: 10.1420 2021-03-26 11:30:02,913 - mmaction - INFO - Epoch [3][940/1320] lr: 2.000e-03, eta: 13:33:03, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.2746, top5_acc: 0.5398, loss_cls: 3.1924, loss: 3.1924, grad_norm: 10.1571 2021-03-26 11:30:18,205 - mmaction - INFO - Epoch [3][960/1320] lr: 2.000e-03, eta: 13:32:41, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.2828, top5_acc: 0.5434, loss_cls: 3.1752, loss: 3.1752, grad_norm: 10.0672 2021-03-26 11:30:33,528 - mmaction - INFO - Epoch [3][980/1320] lr: 2.000e-03, eta: 13:32:20, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.2816, top5_acc: 0.5547, loss_cls: 3.1553, loss: 3.1553, grad_norm: 10.4883 2021-03-26 11:30:48,970 - mmaction - INFO - Epoch [3][1000/1320] lr: 2.000e-03, eta: 13:32:02, time: 0.772, data_time: 0.000, memory: 11010, top1_acc: 0.2734, top5_acc: 0.5352, loss_cls: 3.1991, loss: 3.1991, grad_norm: 10.2175 2021-03-26 11:31:04,148 - mmaction - INFO - Epoch [3][1020/1320] lr: 2.000e-03, eta: 13:31:38, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.2719, top5_acc: 0.5371, loss_cls: 3.1798, loss: 3.1798, grad_norm: 9.9861 2021-03-26 11:31:19,320 - mmaction - INFO - Epoch [3][1040/1320] lr: 2.000e-03, eta: 13:31:15, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.2941, top5_acc: 0.5520, loss_cls: 3.1173, loss: 3.1173, grad_norm: 10.0674 2021-03-26 11:31:34,593 - mmaction - INFO - Epoch [3][1060/1320] lr: 2.000e-03, eta: 13:30:54, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2938, top5_acc: 0.5371, loss_cls: 3.1598, loss: 3.1598, grad_norm: 9.6545 2021-03-26 11:31:49,907 - mmaction - INFO - Epoch [3][1080/1320] lr: 2.000e-03, eta: 13:30:33, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.2816, top5_acc: 0.5465, loss_cls: 3.1563, loss: 3.1563, grad_norm: 10.2593 2021-03-26 11:32:05,179 - mmaction - INFO - Epoch [3][1100/1320] lr: 2.000e-03, eta: 13:30:11, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.2902, top5_acc: 0.5414, loss_cls: 3.1676, loss: 3.1676, grad_norm: 10.0343 2021-03-26 11:32:20,396 - mmaction - INFO - Epoch [3][1120/1320] lr: 2.000e-03, eta: 13:29:49, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.2836, top5_acc: 0.5512, loss_cls: 3.1409, loss: 3.1409, grad_norm: 10.5093 2021-03-26 11:32:35,619 - mmaction - INFO - Epoch [3][1140/1320] lr: 2.000e-03, eta: 13:29:27, time: 0.761, data_time: 0.005, memory: 11010, top1_acc: 0.2895, top5_acc: 0.5461, loss_cls: 3.1238, loss: 3.1238, grad_norm: 10.1962 2021-03-26 11:32:50,876 - mmaction - INFO - Epoch [3][1160/1320] lr: 2.000e-03, eta: 13:29:05, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.2855, top5_acc: 0.5449, loss_cls: 3.1177, loss: 3.1177, grad_norm: 9.9200 2021-03-26 11:33:06,025 - mmaction - INFO - Epoch [3][1180/1320] lr: 2.000e-03, eta: 13:28:43, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.2965, top5_acc: 0.5465, loss_cls: 3.0985, loss: 3.0985, grad_norm: 10.0332 2021-03-26 11:33:21,242 - mmaction - INFO - Epoch [3][1200/1320] lr: 2.000e-03, eta: 13:28:21, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3113, top5_acc: 0.5609, loss_cls: 3.0558, loss: 3.0558, grad_norm: 10.2454 2021-03-26 11:33:36,662 - mmaction - INFO - Epoch [3][1220/1320] lr: 2.000e-03, eta: 13:28:02, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.2926, top5_acc: 0.5430, loss_cls: 3.1343, loss: 3.1343, grad_norm: 10.0260 2021-03-26 11:33:51,860 - mmaction - INFO - Epoch [3][1240/1320] lr: 2.000e-03, eta: 13:27:40, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.2965, top5_acc: 0.5563, loss_cls: 3.1139, loss: 3.1139, grad_norm: 10.0097 2021-03-26 11:34:07,205 - mmaction - INFO - Epoch [3][1260/1320] lr: 2.000e-03, eta: 13:27:20, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.3035, top5_acc: 0.5523, loss_cls: 3.1044, loss: 3.1044, grad_norm: 10.3751 2021-03-26 11:34:22,484 - mmaction - INFO - Epoch [3][1280/1320] lr: 2.000e-03, eta: 13:27:00, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.2883, top5_acc: 0.5395, loss_cls: 3.1412, loss: 3.1412, grad_norm: 10.0515 2021-03-26 11:34:37,759 - mmaction - INFO - Epoch [3][1300/1320] lr: 2.000e-03, eta: 13:26:39, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2902, top5_acc: 0.5402, loss_cls: 3.1601, loss: 3.1601, grad_norm: 9.8686 2021-03-26 11:34:52,788 - mmaction - INFO - Epoch [3][1320/1320] lr: 2.000e-03, eta: 13:26:14, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.2881, top5_acc: 0.5544, loss_cls: 3.0934, loss: 3.0934, grad_norm: 10.3432 2021-03-26 11:34:53,695 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-26 11:36:33,295 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:36:33,688 - mmaction - INFO - top1_acc 0.2733 top5_acc 0.5493 2021-03-26 11:36:33,688 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:36:33,713 - mmaction - INFO - mean_acc 0.2116 2021-03-26 11:36:34,049 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-03-26 11:36:34,050 - mmaction - INFO - Best top1_acc is 0.2733 at 3 epoch. 2021-03-26 11:36:34,071 - mmaction - INFO - Epoch(val) [3][1320] top1_acc: 0.2733, top5_acc: 0.5493, mean_class_accuracy: 0.2116 2021-03-26 11:36:34,074 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:37:10,983 - mmaction - INFO - Epoch [4][20/1320] lr: 2.000e-03, eta: 13:31:31, time: 1.845, data_time: 1.080, memory: 11010, top1_acc: 0.2793, top5_acc: 0.5473, loss_cls: 3.1343, loss: 3.1343, grad_norm: 10.4744 2021-03-26 11:37:25,781 - mmaction - INFO - Epoch [4][40/1320] lr: 2.000e-03, eta: 13:31:01, time: 0.739, data_time: 0.001, memory: 11010, top1_acc: 0.3086, top5_acc: 0.5609, loss_cls: 3.0622, loss: 3.0622, grad_norm: 9.8116 2021-03-26 11:37:40,747 - mmaction - INFO - Epoch [4][60/1320] lr: 2.000e-03, eta: 13:30:34, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.3145, top5_acc: 0.5781, loss_cls: 2.9737, loss: 2.9737, grad_norm: 10.6834 2021-03-26 11:37:55,734 - mmaction - INFO - Epoch [4][80/1320] lr: 2.000e-03, eta: 13:30:08, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.3059, top5_acc: 0.5547, loss_cls: 3.0585, loss: 3.0585, grad_norm: 9.9606 2021-03-26 11:38:10,732 - mmaction - INFO - Epoch [4][100/1320] lr: 2.000e-03, eta: 13:29:41, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.3016, top5_acc: 0.5707, loss_cls: 3.0329, loss: 3.0329, grad_norm: 9.8838 2021-03-26 11:38:25,746 - mmaction - INFO - Epoch [4][120/1320] lr: 2.000e-03, eta: 13:29:16, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.3016, top5_acc: 0.5703, loss_cls: 3.0148, loss: 3.0148, grad_norm: 10.1221 2021-03-26 11:38:40,803 - mmaction - INFO - Epoch [4][140/1320] lr: 2.000e-03, eta: 13:28:50, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.3078, top5_acc: 0.5738, loss_cls: 3.0131, loss: 3.0131, grad_norm: 9.9627 2021-03-26 11:38:55,869 - mmaction - INFO - Epoch [4][160/1320] lr: 2.000e-03, eta: 13:28:25, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.2883, top5_acc: 0.5418, loss_cls: 3.1596, loss: 3.1596, grad_norm: 10.4796 2021-03-26 11:39:10,922 - mmaction - INFO - Epoch [4][180/1320] lr: 2.000e-03, eta: 13:28:00, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.2922, top5_acc: 0.5668, loss_cls: 3.0763, loss: 3.0763, grad_norm: 9.6517 2021-03-26 11:39:26,109 - mmaction - INFO - Epoch [4][200/1320] lr: 2.000e-03, eta: 13:27:37, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.3027, top5_acc: 0.5738, loss_cls: 2.9880, loss: 2.9880, grad_norm: 10.1589 2021-03-26 11:39:41,199 - mmaction - INFO - Epoch [4][220/1320] lr: 2.000e-03, eta: 13:27:13, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.3293, top5_acc: 0.5871, loss_cls: 2.9476, loss: 2.9476, grad_norm: 10.4386 2021-03-26 11:39:56,453 - mmaction - INFO - Epoch [4][240/1320] lr: 2.000e-03, eta: 13:26:51, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.3184, top5_acc: 0.5699, loss_cls: 3.0305, loss: 3.0305, grad_norm: 9.9721 2021-03-26 11:40:11,646 - mmaction - INFO - Epoch [4][260/1320] lr: 2.000e-03, eta: 13:26:29, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.3113, top5_acc: 0.5703, loss_cls: 3.0377, loss: 3.0377, grad_norm: 10.2349 2021-03-26 11:40:26,797 - mmaction - INFO - Epoch [4][280/1320] lr: 2.000e-03, eta: 13:26:06, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3102, top5_acc: 0.5687, loss_cls: 3.0017, loss: 3.0017, grad_norm: 10.3107 2021-03-26 11:40:41,948 - mmaction - INFO - Epoch [4][300/1320] lr: 2.000e-03, eta: 13:25:42, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3078, top5_acc: 0.5672, loss_cls: 3.0434, loss: 3.0434, grad_norm: 10.1190 2021-03-26 11:40:57,074 - mmaction - INFO - Epoch [4][320/1320] lr: 2.000e-03, eta: 13:25:19, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.3000, top5_acc: 0.5902, loss_cls: 2.9882, loss: 2.9882, grad_norm: 10.1252 2021-03-26 11:41:12,259 - mmaction - INFO - Epoch [4][340/1320] lr: 2.000e-03, eta: 13:24:57, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.2906, top5_acc: 0.5574, loss_cls: 3.0714, loss: 3.0714, grad_norm: 9.8695 2021-03-26 11:41:27,529 - mmaction - INFO - Epoch [4][360/1320] lr: 2.000e-03, eta: 13:24:35, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.3059, top5_acc: 0.5645, loss_cls: 3.0487, loss: 3.0487, grad_norm: 9.8941 2021-03-26 11:41:42,604 - mmaction - INFO - Epoch [4][380/1320] lr: 2.000e-03, eta: 13:24:12, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.3102, top5_acc: 0.5797, loss_cls: 2.9737, loss: 2.9737, grad_norm: 9.8707 2021-03-26 11:41:57,731 - mmaction - INFO - Epoch [4][400/1320] lr: 2.000e-03, eta: 13:23:49, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3105, top5_acc: 0.5711, loss_cls: 3.0309, loss: 3.0309, grad_norm: 10.1633 2021-03-26 11:42:13,115 - mmaction - INFO - Epoch [4][420/1320] lr: 2.000e-03, eta: 13:23:29, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.3199, top5_acc: 0.5773, loss_cls: 2.9783, loss: 2.9783, grad_norm: 10.3438 2021-03-26 11:42:28,237 - mmaction - INFO - Epoch [4][440/1320] lr: 2.000e-03, eta: 13:23:06, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.3246, top5_acc: 0.5855, loss_cls: 2.9190, loss: 2.9190, grad_norm: 9.9371 2021-03-26 11:42:43,594 - mmaction - INFO - Epoch [4][460/1320] lr: 2.000e-03, eta: 13:22:47, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.3207, top5_acc: 0.5676, loss_cls: 2.9984, loss: 2.9984, grad_norm: 9.8100 2021-03-26 11:42:58,847 - mmaction - INFO - Epoch [4][480/1320] lr: 2.000e-03, eta: 13:22:25, time: 0.762, data_time: 0.008, memory: 11010, top1_acc: 0.2992, top5_acc: 0.5687, loss_cls: 2.9756, loss: 2.9756, grad_norm: 9.8601 2021-03-26 11:43:14,134 - mmaction - INFO - Epoch [4][500/1320] lr: 2.000e-03, eta: 13:22:05, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.2957, top5_acc: 0.5695, loss_cls: 3.0479, loss: 3.0479, grad_norm: 10.2515 2021-03-26 11:43:29,356 - mmaction - INFO - Epoch [4][520/1320] lr: 2.000e-03, eta: 13:21:43, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3109, top5_acc: 0.5563, loss_cls: 3.0524, loss: 3.0524, grad_norm: 10.4288 2021-03-26 11:43:44,541 - mmaction - INFO - Epoch [4][540/1320] lr: 2.000e-03, eta: 13:21:22, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.3105, top5_acc: 0.5680, loss_cls: 3.0708, loss: 3.0708, grad_norm: 9.8852 2021-03-26 11:43:59,807 - mmaction - INFO - Epoch [4][560/1320] lr: 2.000e-03, eta: 13:21:01, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3027, top5_acc: 0.5687, loss_cls: 3.0736, loss: 3.0736, grad_norm: 9.6427 2021-03-26 11:44:15,027 - mmaction - INFO - Epoch [4][580/1320] lr: 2.000e-03, eta: 13:20:40, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3008, top5_acc: 0.5613, loss_cls: 3.0250, loss: 3.0250, grad_norm: 10.3656 2021-03-26 11:44:30,311 - mmaction - INFO - Epoch [4][600/1320] lr: 2.000e-03, eta: 13:20:19, time: 0.764, data_time: 0.007, memory: 11010, top1_acc: 0.3160, top5_acc: 0.5719, loss_cls: 2.9778, loss: 2.9778, grad_norm: 10.0883 2021-03-26 11:44:45,547 - mmaction - INFO - Epoch [4][620/1320] lr: 2.000e-03, eta: 13:19:59, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3137, top5_acc: 0.5801, loss_cls: 3.0052, loss: 3.0052, grad_norm: 10.0992 2021-03-26 11:45:00,713 - mmaction - INFO - Epoch [4][640/1320] lr: 2.000e-03, eta: 13:19:36, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3219, top5_acc: 0.5762, loss_cls: 2.9794, loss: 2.9794, grad_norm: 10.0498 2021-03-26 11:45:16,044 - mmaction - INFO - Epoch [4][660/1320] lr: 2.000e-03, eta: 13:19:17, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.2977, top5_acc: 0.5496, loss_cls: 3.1107, loss: 3.1107, grad_norm: 10.3707 2021-03-26 11:45:31,131 - mmaction - INFO - Epoch [4][680/1320] lr: 2.000e-03, eta: 13:18:54, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.3160, top5_acc: 0.5773, loss_cls: 2.9820, loss: 2.9820, grad_norm: 10.0288 2021-03-26 11:45:46,281 - mmaction - INFO - Epoch [4][700/1320] lr: 2.000e-03, eta: 13:18:33, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.3180, top5_acc: 0.5867, loss_cls: 2.9793, loss: 2.9793, grad_norm: 9.6935 2021-03-26 11:46:01,501 - mmaction - INFO - Epoch [4][720/1320] lr: 2.000e-03, eta: 13:18:12, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3117, top5_acc: 0.5664, loss_cls: 3.0247, loss: 3.0247, grad_norm: 10.3141 2021-03-26 11:46:16,794 - mmaction - INFO - Epoch [4][740/1320] lr: 2.000e-03, eta: 13:17:51, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3145, top5_acc: 0.5723, loss_cls: 2.9718, loss: 2.9718, grad_norm: 9.8176 2021-03-26 11:46:32,001 - mmaction - INFO - Epoch [4][760/1320] lr: 2.000e-03, eta: 13:17:31, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.3086, top5_acc: 0.5762, loss_cls: 3.0439, loss: 3.0439, grad_norm: 9.6325 2021-03-26 11:46:47,229 - mmaction - INFO - Epoch [4][780/1320] lr: 2.000e-03, eta: 13:17:10, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3238, top5_acc: 0.5785, loss_cls: 2.9969, loss: 2.9969, grad_norm: 10.1804 2021-03-26 11:47:02,321 - mmaction - INFO - Epoch [4][800/1320] lr: 2.000e-03, eta: 13:16:48, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3340, top5_acc: 0.5840, loss_cls: 2.9660, loss: 2.9660, grad_norm: 10.4337 2021-03-26 11:47:17,417 - mmaction - INFO - Epoch [4][820/1320] lr: 2.000e-03, eta: 13:16:26, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3090, top5_acc: 0.5691, loss_cls: 3.0209, loss: 3.0209, grad_norm: 10.2959 2021-03-26 11:47:32,544 - mmaction - INFO - Epoch [4][840/1320] lr: 2.000e-03, eta: 13:16:03, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.3160, top5_acc: 0.5711, loss_cls: 2.9788, loss: 2.9788, grad_norm: 9.9406 2021-03-26 11:47:47,723 - mmaction - INFO - Epoch [4][860/1320] lr: 2.000e-03, eta: 13:15:43, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.3281, top5_acc: 0.5930, loss_cls: 2.9039, loss: 2.9039, grad_norm: 10.1890 2021-03-26 11:48:02,888 - mmaction - INFO - Epoch [4][880/1320] lr: 2.000e-03, eta: 13:15:21, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.2988, top5_acc: 0.5691, loss_cls: 3.0048, loss: 3.0048, grad_norm: 10.3169 2021-03-26 11:48:18,145 - mmaction - INFO - Epoch [4][900/1320] lr: 2.000e-03, eta: 13:15:01, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.3246, top5_acc: 0.5855, loss_cls: 2.9522, loss: 2.9522, grad_norm: 10.0481 2021-03-26 11:48:33,257 - mmaction - INFO - Epoch [4][920/1320] lr: 2.000e-03, eta: 13:14:40, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.3230, top5_acc: 0.5781, loss_cls: 2.9806, loss: 2.9806, grad_norm: 9.7539 2021-03-26 11:48:48,415 - mmaction - INFO - Epoch [4][940/1320] lr: 2.000e-03, eta: 13:14:19, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.3160, top5_acc: 0.5879, loss_cls: 2.9576, loss: 2.9576, grad_norm: 9.9987 2021-03-26 11:49:03,818 - mmaction - INFO - Epoch [4][960/1320] lr: 2.000e-03, eta: 13:14:00, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.2984, top5_acc: 0.5684, loss_cls: 3.0222, loss: 3.0222, grad_norm: 9.9723 2021-03-26 11:49:19,172 - mmaction - INFO - Epoch [4][980/1320] lr: 2.000e-03, eta: 13:13:42, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3125, top5_acc: 0.5809, loss_cls: 2.9943, loss: 2.9943, grad_norm: 10.1180 2021-03-26 11:49:34,525 - mmaction - INFO - Epoch [4][1000/1320] lr: 2.000e-03, eta: 13:13:23, time: 0.768, data_time: 0.005, memory: 11010, top1_acc: 0.3199, top5_acc: 0.5773, loss_cls: 2.9588, loss: 2.9588, grad_norm: 9.8568 2021-03-26 11:49:49,858 - mmaction - INFO - Epoch [4][1020/1320] lr: 2.000e-03, eta: 13:13:04, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.3191, top5_acc: 0.5824, loss_cls: 2.9482, loss: 2.9482, grad_norm: 10.0947 2021-03-26 11:50:05,056 - mmaction - INFO - Epoch [4][1040/1320] lr: 2.000e-03, eta: 13:12:44, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3148, top5_acc: 0.5777, loss_cls: 2.9852, loss: 2.9852, grad_norm: 9.7383 2021-03-26 11:50:20,447 - mmaction - INFO - Epoch [4][1060/1320] lr: 2.000e-03, eta: 13:12:26, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.3141, top5_acc: 0.5813, loss_cls: 2.9528, loss: 2.9528, grad_norm: 10.1212 2021-03-26 11:50:35,865 - mmaction - INFO - Epoch [4][1080/1320] lr: 2.000e-03, eta: 13:12:08, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.3094, top5_acc: 0.5832, loss_cls: 2.9944, loss: 2.9944, grad_norm: 9.6937 2021-03-26 11:50:51,189 - mmaction - INFO - Epoch [4][1100/1320] lr: 2.000e-03, eta: 13:11:49, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3160, top5_acc: 0.5758, loss_cls: 2.9923, loss: 2.9923, grad_norm: 9.6949 2021-03-26 11:51:06,638 - mmaction - INFO - Epoch [4][1120/1320] lr: 2.000e-03, eta: 13:11:32, time: 0.773, data_time: 0.001, memory: 11010, top1_acc: 0.3148, top5_acc: 0.5816, loss_cls: 2.9462, loss: 2.9462, grad_norm: 10.0951 2021-03-26 11:51:21,804 - mmaction - INFO - Epoch [4][1140/1320] lr: 2.000e-03, eta: 13:11:11, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.3125, top5_acc: 0.5895, loss_cls: 2.9559, loss: 2.9559, grad_norm: 9.9402 2021-03-26 11:51:37,191 - mmaction - INFO - Epoch [4][1160/1320] lr: 2.000e-03, eta: 13:10:53, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3145, top5_acc: 0.5805, loss_cls: 2.9547, loss: 2.9547, grad_norm: 10.4240 2021-03-26 11:51:52,428 - mmaction - INFO - Epoch [4][1180/1320] lr: 2.000e-03, eta: 13:10:34, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3234, top5_acc: 0.5648, loss_cls: 2.9933, loss: 2.9933, grad_norm: 10.0615 2021-03-26 11:52:07,857 - mmaction - INFO - Epoch [4][1200/1320] lr: 2.000e-03, eta: 13:10:16, time: 0.771, data_time: 0.000, memory: 11010, top1_acc: 0.3242, top5_acc: 0.5820, loss_cls: 2.9407, loss: 2.9407, grad_norm: 9.7109 2021-03-26 11:52:23,179 - mmaction - INFO - Epoch [4][1220/1320] lr: 2.000e-03, eta: 13:09:57, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3109, top5_acc: 0.5820, loss_cls: 2.9675, loss: 2.9675, grad_norm: 9.9028 2021-03-26 11:52:38,436 - mmaction - INFO - Epoch [4][1240/1320] lr: 2.000e-03, eta: 13:09:38, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3195, top5_acc: 0.5758, loss_cls: 2.9901, loss: 2.9901, grad_norm: 10.1259 2021-03-26 11:52:53,824 - mmaction - INFO - Epoch [4][1260/1320] lr: 2.000e-03, eta: 13:09:20, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3090, top5_acc: 0.5629, loss_cls: 3.0491, loss: 3.0491, grad_norm: 9.9621 2021-03-26 11:53:09,221 - mmaction - INFO - Epoch [4][1280/1320] lr: 2.000e-03, eta: 13:09:02, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.3090, top5_acc: 0.5785, loss_cls: 3.0054, loss: 3.0054, grad_norm: 10.1378 2021-03-26 11:53:24,584 - mmaction - INFO - Epoch [4][1300/1320] lr: 2.000e-03, eta: 13:08:44, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3398, top5_acc: 0.5895, loss_cls: 2.9386, loss: 2.9386, grad_norm: 9.8611 2021-03-26 11:53:39,472 - mmaction - INFO - Epoch [4][1320/1320] lr: 2.000e-03, eta: 13:08:21, time: 0.744, data_time: 0.001, memory: 11010, top1_acc: 0.3242, top5_acc: 0.5929, loss_cls: 2.9211, loss: 2.9211, grad_norm: 10.3400 2021-03-26 11:53:40,404 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-26 11:55:21,876 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 11:55:22,246 - mmaction - INFO - top1_acc 0.2991 top5_acc 0.5792 2021-03-26 11:55:22,246 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 11:55:22,273 - mmaction - INFO - mean_acc 0.2346 2021-03-26 11:55:25,860 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-26 11:55:25,860 - mmaction - INFO - Best top1_acc is 0.2991 at 4 epoch. 2021-03-26 11:55:25,876 - mmaction - INFO - Epoch(val) [4][1320] top1_acc: 0.2991, top5_acc: 0.5792, mean_class_accuracy: 0.2346 2021-03-26 11:55:25,880 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 11:56:01,132 - mmaction - INFO - Epoch [5][20/1320] lr: 2.000e-03, eta: 13:11:50, time: 1.762, data_time: 1.019, memory: 11010, top1_acc: 0.3234, top5_acc: 0.5781, loss_cls: 2.9223, loss: 2.9223, grad_norm: 9.9899 2021-03-26 11:56:16,089 - mmaction - INFO - Epoch [5][40/1320] lr: 2.000e-03, eta: 13:11:27, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.3301, top5_acc: 0.5934, loss_cls: 2.8921, loss: 2.8921, grad_norm: 9.9627 2021-03-26 11:56:31,226 - mmaction - INFO - Epoch [5][60/1320] lr: 2.000e-03, eta: 13:11:05, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3320, top5_acc: 0.5941, loss_cls: 2.8859, loss: 2.8859, grad_norm: 10.0757 2021-03-26 11:56:46,421 - mmaction - INFO - Epoch [5][80/1320] lr: 2.000e-03, eta: 13:10:44, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3367, top5_acc: 0.6008, loss_cls: 2.8447, loss: 2.8447, grad_norm: 10.2198 2021-03-26 11:57:01,540 - mmaction - INFO - Epoch [5][100/1320] lr: 2.000e-03, eta: 13:10:23, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3391, top5_acc: 0.6023, loss_cls: 2.8509, loss: 2.8509, grad_norm: 10.0976 2021-03-26 11:57:16,699 - mmaction - INFO - Epoch [5][120/1320] lr: 2.000e-03, eta: 13:10:02, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.3453, top5_acc: 0.5902, loss_cls: 2.8924, loss: 2.8924, grad_norm: 10.1284 2021-03-26 11:57:31,885 - mmaction - INFO - Epoch [5][140/1320] lr: 2.000e-03, eta: 13:09:41, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3391, top5_acc: 0.5918, loss_cls: 2.9026, loss: 2.9026, grad_norm: 9.9480 2021-03-26 11:57:47,052 - mmaction - INFO - Epoch [5][160/1320] lr: 2.000e-03, eta: 13:09:20, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.3277, top5_acc: 0.5934, loss_cls: 2.9028, loss: 2.9028, grad_norm: 10.6370 2021-03-26 11:58:02,149 - mmaction - INFO - Epoch [5][180/1320] lr: 2.000e-03, eta: 13:08:58, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3449, top5_acc: 0.5957, loss_cls: 2.8774, loss: 2.8774, grad_norm: 10.0384 2021-03-26 11:58:17,331 - mmaction - INFO - Epoch [5][200/1320] lr: 2.000e-03, eta: 13:08:38, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3340, top5_acc: 0.5949, loss_cls: 2.9022, loss: 2.9022, grad_norm: 10.0996 2021-03-26 11:58:32,512 - mmaction - INFO - Epoch [5][220/1320] lr: 2.000e-03, eta: 13:08:17, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.3465, top5_acc: 0.6098, loss_cls: 2.8273, loss: 2.8273, grad_norm: 10.2624 2021-03-26 11:58:47,829 - mmaction - INFO - Epoch [5][240/1320] lr: 2.000e-03, eta: 13:07:58, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3445, top5_acc: 0.6102, loss_cls: 2.8274, loss: 2.8274, grad_norm: 10.1115 2021-03-26 11:59:03,117 - mmaction - INFO - Epoch [5][260/1320] lr: 2.000e-03, eta: 13:07:38, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3309, top5_acc: 0.6051, loss_cls: 2.8999, loss: 2.8999, grad_norm: 10.0377 2021-03-26 11:59:18,491 - mmaction - INFO - Epoch [5][280/1320] lr: 2.000e-03, eta: 13:07:20, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3297, top5_acc: 0.5984, loss_cls: 2.9138, loss: 2.9138, grad_norm: 9.9734 2021-03-26 11:59:33,768 - mmaction - INFO - Epoch [5][300/1320] lr: 2.000e-03, eta: 13:07:00, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3352, top5_acc: 0.5883, loss_cls: 2.8996, loss: 2.8996, grad_norm: 10.0105 2021-03-26 11:59:49,080 - mmaction - INFO - Epoch [5][320/1320] lr: 2.000e-03, eta: 13:06:41, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3391, top5_acc: 0.6008, loss_cls: 2.8660, loss: 2.8660, grad_norm: 9.7960 2021-03-26 12:00:04,384 - mmaction - INFO - Epoch [5][340/1320] lr: 2.000e-03, eta: 13:06:22, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3359, top5_acc: 0.5980, loss_cls: 2.8841, loss: 2.8841, grad_norm: 10.2828 2021-03-26 12:00:19,605 - mmaction - INFO - Epoch [5][360/1320] lr: 2.000e-03, eta: 13:06:02, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3395, top5_acc: 0.6117, loss_cls: 2.8243, loss: 2.8243, grad_norm: 10.3203 2021-03-26 12:00:35,100 - mmaction - INFO - Epoch [5][380/1320] lr: 2.000e-03, eta: 13:05:45, time: 0.775, data_time: 0.001, memory: 11010, top1_acc: 0.3223, top5_acc: 0.5922, loss_cls: 2.8919, loss: 2.8919, grad_norm: 10.2701 2021-03-26 12:00:50,436 - mmaction - INFO - Epoch [5][400/1320] lr: 2.000e-03, eta: 13:05:26, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.3336, top5_acc: 0.5965, loss_cls: 2.8781, loss: 2.8781, grad_norm: 10.3525 2021-03-26 12:01:05,798 - mmaction - INFO - Epoch [5][420/1320] lr: 2.000e-03, eta: 13:05:08, time: 0.768, data_time: 0.000, memory: 11010, top1_acc: 0.3320, top5_acc: 0.6039, loss_cls: 2.8548, loss: 2.8548, grad_norm: 10.0740 2021-03-26 12:01:21,237 - mmaction - INFO - Epoch [5][440/1320] lr: 2.000e-03, eta: 13:04:50, time: 0.771, data_time: 0.000, memory: 11010, top1_acc: 0.3465, top5_acc: 0.6004, loss_cls: 2.8590, loss: 2.8590, grad_norm: 9.7630 2021-03-26 12:01:36,562 - mmaction - INFO - Epoch [5][460/1320] lr: 2.000e-03, eta: 13:04:32, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3383, top5_acc: 0.5934, loss_cls: 2.8573, loss: 2.8573, grad_norm: 10.1427 2021-03-26 12:01:51,941 - mmaction - INFO - Epoch [5][480/1320] lr: 2.000e-03, eta: 13:04:13, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3348, top5_acc: 0.5941, loss_cls: 2.9173, loss: 2.9173, grad_norm: 9.8877 2021-03-26 12:02:07,264 - mmaction - INFO - Epoch [5][500/1320] lr: 2.000e-03, eta: 13:03:55, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3371, top5_acc: 0.5996, loss_cls: 2.8476, loss: 2.8476, grad_norm: 9.9193 2021-03-26 12:02:22,626 - mmaction - INFO - Epoch [5][520/1320] lr: 2.000e-03, eta: 13:03:36, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3395, top5_acc: 0.5910, loss_cls: 2.9174, loss: 2.9174, grad_norm: 10.0490 2021-03-26 12:02:38,066 - mmaction - INFO - Epoch [5][540/1320] lr: 2.000e-03, eta: 13:03:19, time: 0.772, data_time: 0.001, memory: 11010, top1_acc: 0.3195, top5_acc: 0.6070, loss_cls: 2.8864, loss: 2.8864, grad_norm: 10.0207 2021-03-26 12:02:53,594 - mmaction - INFO - Epoch [5][560/1320] lr: 2.000e-03, eta: 13:03:02, time: 0.775, data_time: 0.001, memory: 11010, top1_acc: 0.3262, top5_acc: 0.6004, loss_cls: 2.8728, loss: 2.8728, grad_norm: 10.3204 2021-03-26 12:03:08,902 - mmaction - INFO - Epoch [5][580/1320] lr: 2.000e-03, eta: 13:02:44, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.3473, top5_acc: 0.6070, loss_cls: 2.7973, loss: 2.7973, grad_norm: 10.2213 2021-03-26 12:03:24,273 - mmaction - INFO - Epoch [5][600/1320] lr: 2.000e-03, eta: 13:02:25, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3449, top5_acc: 0.6016, loss_cls: 2.8635, loss: 2.8635, grad_norm: 10.0225 2021-03-26 12:03:39,663 - mmaction - INFO - Epoch [5][620/1320] lr: 2.000e-03, eta: 13:02:08, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.3418, top5_acc: 0.6090, loss_cls: 2.8678, loss: 2.8678, grad_norm: 10.1990 2021-03-26 12:03:55,116 - mmaction - INFO - Epoch [5][640/1320] lr: 2.000e-03, eta: 13:01:50, time: 0.772, data_time: 0.000, memory: 11010, top1_acc: 0.3285, top5_acc: 0.6090, loss_cls: 2.9116, loss: 2.9116, grad_norm: 9.9973 2021-03-26 12:04:10,348 - mmaction - INFO - Epoch [5][660/1320] lr: 2.000e-03, eta: 13:01:30, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3305, top5_acc: 0.6129, loss_cls: 2.8593, loss: 2.8593, grad_norm: 10.1398 2021-03-26 12:04:25,915 - mmaction - INFO - Epoch [5][680/1320] lr: 2.000e-03, eta: 13:01:15, time: 0.780, data_time: 0.015, memory: 11010, top1_acc: 0.3508, top5_acc: 0.6078, loss_cls: 2.8351, loss: 2.8351, grad_norm: 10.1340 2021-03-26 12:04:41,272 - mmaction - INFO - Epoch [5][700/1320] lr: 2.000e-03, eta: 13:00:56, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3266, top5_acc: 0.5984, loss_cls: 2.8838, loss: 2.8838, grad_norm: 10.0706 2021-03-26 12:04:56,700 - mmaction - INFO - Epoch [5][720/1320] lr: 2.000e-03, eta: 13:00:39, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.3242, top5_acc: 0.6031, loss_cls: 2.8924, loss: 2.8924, grad_norm: 10.1034 2021-03-26 12:05:11,878 - mmaction - INFO - Epoch [5][740/1320] lr: 2.000e-03, eta: 13:00:19, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3281, top5_acc: 0.5824, loss_cls: 2.9276, loss: 2.9276, grad_norm: 10.5404 2021-03-26 12:05:27,515 - mmaction - INFO - Epoch [5][760/1320] lr: 2.000e-03, eta: 13:00:04, time: 0.781, data_time: 0.001, memory: 11010, top1_acc: 0.3363, top5_acc: 0.6086, loss_cls: 2.8273, loss: 2.8273, grad_norm: 9.7991 2021-03-26 12:05:42,723 - mmaction - INFO - Epoch [5][780/1320] lr: 2.000e-03, eta: 12:59:44, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3379, top5_acc: 0.6148, loss_cls: 2.8311, loss: 2.8311, grad_norm: 9.9689 2021-03-26 12:05:58,111 - mmaction - INFO - Epoch [5][800/1320] lr: 2.000e-03, eta: 12:59:26, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.3551, top5_acc: 0.6090, loss_cls: 2.8178, loss: 2.8178, grad_norm: 10.5756 2021-03-26 12:06:13,664 - mmaction - INFO - Epoch [5][820/1320] lr: 2.000e-03, eta: 12:59:10, time: 0.778, data_time: 0.001, memory: 11010, top1_acc: 0.3488, top5_acc: 0.6012, loss_cls: 2.8013, loss: 2.8013, grad_norm: 10.0432 2021-03-26 12:06:29,067 - mmaction - INFO - Epoch [5][840/1320] lr: 2.000e-03, eta: 12:58:52, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3328, top5_acc: 0.5934, loss_cls: 2.8799, loss: 2.8799, grad_norm: 10.0293 2021-03-26 12:06:44,269 - mmaction - INFO - Epoch [5][860/1320] lr: 2.000e-03, eta: 12:58:33, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.3285, top5_acc: 0.6047, loss_cls: 2.8581, loss: 2.8581, grad_norm: 10.3462 2021-03-26 12:06:59,680 - mmaction - INFO - Epoch [5][880/1320] lr: 2.000e-03, eta: 12:58:15, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.3480, top5_acc: 0.6031, loss_cls: 2.8494, loss: 2.8494, grad_norm: 9.8422 2021-03-26 12:07:15,023 - mmaction - INFO - Epoch [5][900/1320] lr: 2.000e-03, eta: 12:57:57, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.3402, top5_acc: 0.6258, loss_cls: 2.8382, loss: 2.8382, grad_norm: 9.8711 2021-03-26 12:07:30,383 - mmaction - INFO - Epoch [5][920/1320] lr: 2.000e-03, eta: 12:57:39, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.3445, top5_acc: 0.5887, loss_cls: 2.8704, loss: 2.8704, grad_norm: 9.6133 2021-03-26 12:07:45,857 - mmaction - INFO - Epoch [5][940/1320] lr: 2.000e-03, eta: 12:57:22, time: 0.774, data_time: 0.001, memory: 11010, top1_acc: 0.3398, top5_acc: 0.6090, loss_cls: 2.8529, loss: 2.8529, grad_norm: 10.0530 2021-03-26 12:08:01,217 - mmaction - INFO - Epoch [5][960/1320] lr: 2.000e-03, eta: 12:57:04, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.3305, top5_acc: 0.6117, loss_cls: 2.8322, loss: 2.8322, grad_norm: 10.0244 2021-03-26 12:08:16,583 - mmaction - INFO - Epoch [5][980/1320] lr: 2.000e-03, eta: 12:56:46, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3305, top5_acc: 0.5828, loss_cls: 2.8993, loss: 2.8993, grad_norm: 10.6107 2021-03-26 12:08:31,957 - mmaction - INFO - Epoch [5][1000/1320] lr: 2.000e-03, eta: 12:56:29, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3406, top5_acc: 0.6008, loss_cls: 2.8639, loss: 2.8639, grad_norm: 9.8734 2021-03-26 12:08:47,461 - mmaction - INFO - Epoch [5][1020/1320] lr: 2.000e-03, eta: 12:56:12, time: 0.775, data_time: 0.001, memory: 11010, top1_acc: 0.3359, top5_acc: 0.5996, loss_cls: 2.8371, loss: 2.8371, grad_norm: 9.7726 2021-03-26 12:09:02,830 - mmaction - INFO - Epoch [5][1040/1320] lr: 2.000e-03, eta: 12:55:54, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3496, top5_acc: 0.6168, loss_cls: 2.7825, loss: 2.7825, grad_norm: 10.1390 2021-03-26 12:09:18,088 - mmaction - INFO - Epoch [5][1060/1320] lr: 2.000e-03, eta: 12:55:35, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3492, top5_acc: 0.6199, loss_cls: 2.8150, loss: 2.8150, grad_norm: 10.2038 2021-03-26 12:09:33,501 - mmaction - INFO - Epoch [5][1080/1320] lr: 2.000e-03, eta: 12:55:18, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.3453, top5_acc: 0.6043, loss_cls: 2.8646, loss: 2.8646, grad_norm: 10.0470 2021-03-26 12:09:48,830 - mmaction - INFO - Epoch [5][1100/1320] lr: 2.000e-03, eta: 12:55:00, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.3371, top5_acc: 0.6059, loss_cls: 2.8940, loss: 2.8940, grad_norm: 9.8217 2021-03-26 12:10:04,284 - mmaction - INFO - Epoch [5][1120/1320] lr: 2.000e-03, eta: 12:54:43, time: 0.773, data_time: 0.001, memory: 11010, top1_acc: 0.3422, top5_acc: 0.6055, loss_cls: 2.8080, loss: 2.8080, grad_norm: 9.8084 2021-03-26 12:10:19,518 - mmaction - INFO - Epoch [5][1140/1320] lr: 2.000e-03, eta: 12:54:24, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3586, top5_acc: 0.6105, loss_cls: 2.8239, loss: 2.8239, grad_norm: 10.0555 2021-03-26 12:10:34,885 - mmaction - INFO - Epoch [5][1160/1320] lr: 2.000e-03, eta: 12:54:06, time: 0.768, data_time: 0.000, memory: 11010, top1_acc: 0.3281, top5_acc: 0.6113, loss_cls: 2.8444, loss: 2.8444, grad_norm: 10.2432 2021-03-26 12:10:50,262 - mmaction - INFO - Epoch [5][1180/1320] lr: 2.000e-03, eta: 12:53:49, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3453, top5_acc: 0.6133, loss_cls: 2.8279, loss: 2.8279, grad_norm: 9.8221 2021-03-26 12:11:05,566 - mmaction - INFO - Epoch [5][1200/1320] lr: 2.000e-03, eta: 12:53:30, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3441, top5_acc: 0.6207, loss_cls: 2.7662, loss: 2.7662, grad_norm: 10.2157 2021-03-26 12:11:20,953 - mmaction - INFO - Epoch [5][1220/1320] lr: 2.000e-03, eta: 12:53:13, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3371, top5_acc: 0.5973, loss_cls: 2.8579, loss: 2.8579, grad_norm: 9.6746 2021-03-26 12:11:36,251 - mmaction - INFO - Epoch [5][1240/1320] lr: 2.000e-03, eta: 12:52:55, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3613, top5_acc: 0.6055, loss_cls: 2.8358, loss: 2.8358, grad_norm: 9.8561 2021-03-26 12:11:51,600 - mmaction - INFO - Epoch [5][1260/1320] lr: 2.000e-03, eta: 12:52:37, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3473, top5_acc: 0.6184, loss_cls: 2.7909, loss: 2.7909, grad_norm: 9.9729 2021-03-26 12:12:06,987 - mmaction - INFO - Epoch [5][1280/1320] lr: 2.000e-03, eta: 12:52:19, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.3484, top5_acc: 0.6129, loss_cls: 2.8225, loss: 2.8225, grad_norm: 9.8227 2021-03-26 12:12:22,379 - mmaction - INFO - Epoch [5][1300/1320] lr: 2.000e-03, eta: 12:52:02, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3539, top5_acc: 0.6184, loss_cls: 2.7803, loss: 2.7803, grad_norm: 10.0629 2021-03-26 12:12:37,363 - mmaction - INFO - Epoch [5][1320/1320] lr: 2.000e-03, eta: 12:51:41, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.3583, top5_acc: 0.6254, loss_cls: 2.7582, loss: 2.7582, grad_norm: 10.0963 2021-03-26 12:12:53,060 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-26 12:15:31,778 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:15:32,131 - mmaction - INFO - top1_acc 0.3213 top5_acc 0.5988 2021-03-26 12:15:32,131 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:15:32,154 - mmaction - INFO - mean_acc 0.2435 2021-03-26 12:15:34,973 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-03-26 12:15:34,973 - mmaction - INFO - Best top1_acc is 0.3213 at 5 epoch. 2021-03-26 12:15:34,994 - mmaction - INFO - Epoch(val) [5][1320] top1_acc: 0.3213, top5_acc: 0.5988, mean_class_accuracy: 0.2435 2021-03-26 12:15:34,997 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:16:11,116 - mmaction - INFO - Epoch [6][20/1320] lr: 2.000e-03, eta: 12:54:29, time: 1.805, data_time: 1.062, memory: 11010, top1_acc: 0.3664, top5_acc: 0.6230, loss_cls: 2.7630, loss: 2.7630, grad_norm: 10.2284 2021-03-26 12:16:26,031 - mmaction - INFO - Epoch [6][40/1320] lr: 2.000e-03, eta: 12:54:07, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.3379, top5_acc: 0.6031, loss_cls: 2.8451, loss: 2.8451, grad_norm: 10.2403 2021-03-26 12:16:41,100 - mmaction - INFO - Epoch [6][60/1320] lr: 2.000e-03, eta: 12:53:46, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.3535, top5_acc: 0.6254, loss_cls: 2.7553, loss: 2.7553, grad_norm: 10.2823 2021-03-26 12:16:56,075 - mmaction - INFO - Epoch [6][80/1320] lr: 2.000e-03, eta: 12:53:25, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.3613, top5_acc: 0.6324, loss_cls: 2.7264, loss: 2.7264, grad_norm: 10.0095 2021-03-26 12:17:11,162 - mmaction - INFO - Epoch [6][100/1320] lr: 2.000e-03, eta: 12:53:04, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.3539, top5_acc: 0.6199, loss_cls: 2.7817, loss: 2.7817, grad_norm: 9.8977 2021-03-26 12:17:26,222 - mmaction - INFO - Epoch [6][120/1320] lr: 2.000e-03, eta: 12:52:43, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.3711, top5_acc: 0.6277, loss_cls: 2.7087, loss: 2.7087, grad_norm: 9.6498 2021-03-26 12:17:41,430 - mmaction - INFO - Epoch [6][140/1320] lr: 2.000e-03, eta: 12:52:24, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3672, top5_acc: 0.6461, loss_cls: 2.6883, loss: 2.6883, grad_norm: 9.9032 2021-03-26 12:17:56,466 - mmaction - INFO - Epoch [6][160/1320] lr: 2.000e-03, eta: 12:52:03, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.3539, top5_acc: 0.6105, loss_cls: 2.8013, loss: 2.8013, grad_norm: 9.9660 2021-03-26 12:18:11,688 - mmaction - INFO - Epoch [6][180/1320] lr: 2.000e-03, eta: 12:51:44, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3461, top5_acc: 0.6156, loss_cls: 2.7988, loss: 2.7988, grad_norm: 9.9369 2021-03-26 12:18:26,858 - mmaction - INFO - Epoch [6][200/1320] lr: 2.000e-03, eta: 12:51:24, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.3426, top5_acc: 0.5973, loss_cls: 2.8554, loss: 2.8554, grad_norm: 9.7326 2021-03-26 12:18:42,086 - mmaction - INFO - Epoch [6][220/1320] lr: 2.000e-03, eta: 12:51:05, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3516, top5_acc: 0.6152, loss_cls: 2.7775, loss: 2.7775, grad_norm: 10.2924 2021-03-26 12:18:57,298 - mmaction - INFO - Epoch [6][240/1320] lr: 2.000e-03, eta: 12:50:45, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3707, top5_acc: 0.6324, loss_cls: 2.6813, loss: 2.6813, grad_norm: 10.0562 2021-03-26 12:19:12,614 - mmaction - INFO - Epoch [6][260/1320] lr: 2.000e-03, eta: 12:50:27, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3695, top5_acc: 0.6363, loss_cls: 2.6752, loss: 2.6752, grad_norm: 10.0090 2021-03-26 12:19:27,834 - mmaction - INFO - Epoch [6][280/1320] lr: 2.000e-03, eta: 12:50:08, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3719, top5_acc: 0.6293, loss_cls: 2.7149, loss: 2.7149, grad_norm: 10.0176 2021-03-26 12:19:43,045 - mmaction - INFO - Epoch [6][300/1320] lr: 2.000e-03, eta: 12:49:49, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.3531, top5_acc: 0.6188, loss_cls: 2.7752, loss: 2.7752, grad_norm: 10.2268 2021-03-26 12:19:58,403 - mmaction - INFO - Epoch [6][320/1320] lr: 2.000e-03, eta: 12:49:31, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3637, top5_acc: 0.6273, loss_cls: 2.7433, loss: 2.7433, grad_norm: 10.0903 2021-03-26 12:20:13,693 - mmaction - INFO - Epoch [6][340/1320] lr: 2.000e-03, eta: 12:49:12, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.3707, top5_acc: 0.6211, loss_cls: 2.7227, loss: 2.7227, grad_norm: 9.9600 2021-03-26 12:20:28,884 - mmaction - INFO - Epoch [6][360/1320] lr: 2.000e-03, eta: 12:48:53, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3676, top5_acc: 0.6219, loss_cls: 2.6992, loss: 2.6992, grad_norm: 10.2006 2021-03-26 12:20:44,334 - mmaction - INFO - Epoch [6][380/1320] lr: 2.000e-03, eta: 12:48:36, time: 0.772, data_time: 0.001, memory: 11010, top1_acc: 0.3582, top5_acc: 0.6254, loss_cls: 2.7465, loss: 2.7465, grad_norm: 9.9447 2021-03-26 12:20:59,588 - mmaction - INFO - Epoch [6][400/1320] lr: 2.000e-03, eta: 12:48:17, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3445, top5_acc: 0.6234, loss_cls: 2.7685, loss: 2.7685, grad_norm: 10.3313 2021-03-26 12:21:15,298 - mmaction - INFO - Epoch [6][420/1320] lr: 2.000e-03, eta: 12:48:02, time: 0.784, data_time: 0.025, memory: 11010, top1_acc: 0.3434, top5_acc: 0.6180, loss_cls: 2.8119, loss: 2.8119, grad_norm: 10.4066 2021-03-26 12:21:30,745 - mmaction - INFO - Epoch [6][440/1320] lr: 2.000e-03, eta: 12:47:45, time: 0.773, data_time: 0.002, memory: 11010, top1_acc: 0.3652, top5_acc: 0.6164, loss_cls: 2.7673, loss: 2.7673, grad_norm: 10.3332 2021-03-26 12:21:46,075 - mmaction - INFO - Epoch [6][460/1320] lr: 2.000e-03, eta: 12:47:27, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.3543, top5_acc: 0.6219, loss_cls: 2.7791, loss: 2.7791, grad_norm: 10.0269 2021-03-26 12:22:01,516 - mmaction - INFO - Epoch [6][480/1320] lr: 2.000e-03, eta: 12:47:10, time: 0.772, data_time: 0.001, memory: 11010, top1_acc: 0.3543, top5_acc: 0.6164, loss_cls: 2.7847, loss: 2.7847, grad_norm: 9.9473 2021-03-26 12:22:16,792 - mmaction - INFO - Epoch [6][500/1320] lr: 2.000e-03, eta: 12:46:51, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3598, top5_acc: 0.6020, loss_cls: 2.8178, loss: 2.8178, grad_norm: 10.2436 2021-03-26 12:22:32,221 - mmaction - INFO - Epoch [6][520/1320] lr: 2.000e-03, eta: 12:46:34, time: 0.771, data_time: 0.000, memory: 11010, top1_acc: 0.3473, top5_acc: 0.6102, loss_cls: 2.8139, loss: 2.8139, grad_norm: 9.8880 2021-03-26 12:22:47,572 - mmaction - INFO - Epoch [6][540/1320] lr: 2.000e-03, eta: 12:46:16, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3660, top5_acc: 0.6180, loss_cls: 2.7418, loss: 2.7418, grad_norm: 10.2082 2021-03-26 12:23:02,837 - mmaction - INFO - Epoch [6][560/1320] lr: 2.000e-03, eta: 12:45:57, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3535, top5_acc: 0.6473, loss_cls: 2.7121, loss: 2.7121, grad_norm: 10.3036 2021-03-26 12:23:18,014 - mmaction - INFO - Epoch [6][580/1320] lr: 2.000e-03, eta: 12:45:38, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3613, top5_acc: 0.6324, loss_cls: 2.7225, loss: 2.7225, grad_norm: 9.9649 2021-03-26 12:23:33,372 - mmaction - INFO - Epoch [6][600/1320] lr: 2.000e-03, eta: 12:45:20, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.3723, top5_acc: 0.6344, loss_cls: 2.7104, loss: 2.7104, grad_norm: 10.1179 2021-03-26 12:23:48,544 - mmaction - INFO - Epoch [6][620/1320] lr: 2.000e-03, eta: 12:45:01, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3434, top5_acc: 0.6094, loss_cls: 2.7997, loss: 2.7997, grad_norm: 9.8284 2021-03-26 12:24:03,895 - mmaction - INFO - Epoch [6][640/1320] lr: 2.000e-03, eta: 12:44:43, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.3496, top5_acc: 0.6070, loss_cls: 2.8312, loss: 2.8312, grad_norm: 10.4843 2021-03-26 12:24:19,175 - mmaction - INFO - Epoch [6][660/1320] lr: 2.000e-03, eta: 12:44:25, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3605, top5_acc: 0.6129, loss_cls: 2.7840, loss: 2.7840, grad_norm: 10.3812 2021-03-26 12:24:34,500 - mmaction - INFO - Epoch [6][680/1320] lr: 2.000e-03, eta: 12:44:07, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3652, top5_acc: 0.6199, loss_cls: 2.7285, loss: 2.7285, grad_norm: 9.9488 2021-03-26 12:24:49,886 - mmaction - INFO - Epoch [6][700/1320] lr: 2.000e-03, eta: 12:43:50, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.3449, top5_acc: 0.6219, loss_cls: 2.7988, loss: 2.7988, grad_norm: 10.1324 2021-03-26 12:25:05,050 - mmaction - INFO - Epoch [6][720/1320] lr: 2.000e-03, eta: 12:43:30, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.3570, top5_acc: 0.6297, loss_cls: 2.7271, loss: 2.7271, grad_norm: 10.4112 2021-03-26 12:25:20,472 - mmaction - INFO - Epoch [6][740/1320] lr: 2.000e-03, eta: 12:43:13, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.3570, top5_acc: 0.6184, loss_cls: 2.7622, loss: 2.7622, grad_norm: 10.1898 2021-03-26 12:25:35,764 - mmaction - INFO - Epoch [6][760/1320] lr: 2.000e-03, eta: 12:42:55, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3660, top5_acc: 0.6180, loss_cls: 2.7415, loss: 2.7415, grad_norm: 10.0286 2021-03-26 12:25:51,011 - mmaction - INFO - Epoch [6][780/1320] lr: 2.000e-03, eta: 12:42:36, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3613, top5_acc: 0.6184, loss_cls: 2.7500, loss: 2.7500, grad_norm: 10.2833 2021-03-26 12:26:06,447 - mmaction - INFO - Epoch [6][800/1320] lr: 2.000e-03, eta: 12:42:19, time: 0.772, data_time: 0.000, memory: 11010, top1_acc: 0.3707, top5_acc: 0.6371, loss_cls: 2.6623, loss: 2.6623, grad_norm: 10.4938 2021-03-26 12:26:21,813 - mmaction - INFO - Epoch [6][820/1320] lr: 2.000e-03, eta: 12:42:02, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3582, top5_acc: 0.6191, loss_cls: 2.7835, loss: 2.7835, grad_norm: 10.0781 2021-03-26 12:26:37,128 - mmaction - INFO - Epoch [6][840/1320] lr: 2.000e-03, eta: 12:41:44, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3605, top5_acc: 0.6285, loss_cls: 2.7258, loss: 2.7258, grad_norm: 10.2094 2021-03-26 12:26:52,410 - mmaction - INFO - Epoch [6][860/1320] lr: 2.000e-03, eta: 12:41:26, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3566, top5_acc: 0.6270, loss_cls: 2.7306, loss: 2.7306, grad_norm: 10.1205 2021-03-26 12:27:07,735 - mmaction - INFO - Epoch [6][880/1320] lr: 2.000e-03, eta: 12:41:08, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3387, top5_acc: 0.6125, loss_cls: 2.7791, loss: 2.7791, grad_norm: 10.1730 2021-03-26 12:27:22,999 - mmaction - INFO - Epoch [6][900/1320] lr: 2.000e-03, eta: 12:40:50, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3672, top5_acc: 0.6293, loss_cls: 2.7459, loss: 2.7459, grad_norm: 10.3622 2021-03-26 12:27:38,335 - mmaction - INFO - Epoch [6][920/1320] lr: 2.000e-03, eta: 12:40:32, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3570, top5_acc: 0.6414, loss_cls: 2.7175, loss: 2.7175, grad_norm: 10.1690 2021-03-26 12:27:53,753 - mmaction - INFO - Epoch [6][940/1320] lr: 2.000e-03, eta: 12:40:15, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.3438, top5_acc: 0.6152, loss_cls: 2.7875, loss: 2.7875, grad_norm: 9.6888 2021-03-26 12:28:09,031 - mmaction - INFO - Epoch [6][960/1320] lr: 2.000e-03, eta: 12:39:57, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3660, top5_acc: 0.6211, loss_cls: 2.7405, loss: 2.7405, grad_norm: 9.9092 2021-03-26 12:28:24,174 - mmaction - INFO - Epoch [6][980/1320] lr: 2.000e-03, eta: 12:39:38, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3551, top5_acc: 0.6227, loss_cls: 2.7374, loss: 2.7374, grad_norm: 10.1113 2021-03-26 12:28:39,339 - mmaction - INFO - Epoch [6][1000/1320] lr: 2.000e-03, eta: 12:39:19, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.3586, top5_acc: 0.6273, loss_cls: 2.7495, loss: 2.7495, grad_norm: 10.3502 2021-03-26 12:28:54,643 - mmaction - INFO - Epoch [6][1020/1320] lr: 2.000e-03, eta: 12:39:00, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.3633, top5_acc: 0.6266, loss_cls: 2.7540, loss: 2.7540, grad_norm: 9.8961 2021-03-26 12:29:10,125 - mmaction - INFO - Epoch [6][1040/1320] lr: 2.000e-03, eta: 12:38:44, time: 0.776, data_time: 0.018, memory: 11010, top1_acc: 0.3590, top5_acc: 0.6176, loss_cls: 2.7678, loss: 2.7678, grad_norm: 9.8841 2021-03-26 12:29:25,342 - mmaction - INFO - Epoch [6][1060/1320] lr: 2.000e-03, eta: 12:38:26, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.3555, top5_acc: 0.6242, loss_cls: 2.7513, loss: 2.7513, grad_norm: 9.7898 2021-03-26 12:29:40,587 - mmaction - INFO - Epoch [6][1080/1320] lr: 2.000e-03, eta: 12:38:07, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3758, top5_acc: 0.6316, loss_cls: 2.7179, loss: 2.7179, grad_norm: 10.1788 2021-03-26 12:29:55,813 - mmaction - INFO - Epoch [6][1100/1320] lr: 2.000e-03, eta: 12:37:49, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.3672, top5_acc: 0.6285, loss_cls: 2.7341, loss: 2.7341, grad_norm: 9.7822 2021-03-26 12:30:11,073 - mmaction - INFO - Epoch [6][1120/1320] lr: 2.000e-03, eta: 12:37:31, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3715, top5_acc: 0.6340, loss_cls: 2.6888, loss: 2.6888, grad_norm: 9.7662 2021-03-26 12:30:26,351 - mmaction - INFO - Epoch [6][1140/1320] lr: 2.000e-03, eta: 12:37:13, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3758, top5_acc: 0.6391, loss_cls: 2.6912, loss: 2.6912, grad_norm: 10.0338 2021-03-26 12:30:41,646 - mmaction - INFO - Epoch [6][1160/1320] lr: 2.000e-03, eta: 12:36:55, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.3688, top5_acc: 0.6402, loss_cls: 2.7097, loss: 2.7097, grad_norm: 9.7360 2021-03-26 12:30:56,822 - mmaction - INFO - Epoch [6][1180/1320] lr: 2.000e-03, eta: 12:36:36, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.3469, top5_acc: 0.6242, loss_cls: 2.7641, loss: 2.7641, grad_norm: 10.0406 2021-03-26 12:31:12,089 - mmaction - INFO - Epoch [6][1200/1320] lr: 2.000e-03, eta: 12:36:18, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3719, top5_acc: 0.6332, loss_cls: 2.6906, loss: 2.6906, grad_norm: 10.1298 2021-03-26 12:31:27,222 - mmaction - INFO - Epoch [6][1220/1320] lr: 2.000e-03, eta: 12:35:59, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3633, top5_acc: 0.6250, loss_cls: 2.7092, loss: 2.7092, grad_norm: 10.0043 2021-03-26 12:31:42,566 - mmaction - INFO - Epoch [6][1240/1320] lr: 2.000e-03, eta: 12:35:42, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.3816, top5_acc: 0.6508, loss_cls: 2.6018, loss: 2.6018, grad_norm: 9.9260 2021-03-26 12:31:57,778 - mmaction - INFO - Epoch [6][1260/1320] lr: 2.000e-03, eta: 12:35:23, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3590, top5_acc: 0.6195, loss_cls: 2.7326, loss: 2.7326, grad_norm: 10.2107 2021-03-26 12:32:13,050 - mmaction - INFO - Epoch [6][1280/1320] lr: 2.000e-03, eta: 12:35:05, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.3543, top5_acc: 0.6211, loss_cls: 2.7666, loss: 2.7666, grad_norm: 9.9977 2021-03-26 12:32:28,361 - mmaction - INFO - Epoch [6][1300/1320] lr: 2.000e-03, eta: 12:34:48, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3797, top5_acc: 0.6359, loss_cls: 2.6560, loss: 2.6560, grad_norm: 10.2858 2021-03-26 12:32:43,205 - mmaction - INFO - Epoch [6][1320/1320] lr: 2.000e-03, eta: 12:34:27, time: 0.742, data_time: 0.001, memory: 11010, top1_acc: 0.3512, top5_acc: 0.6226, loss_cls: 2.7287, loss: 2.7287, grad_norm: 9.9124 2021-03-26 12:32:47,581 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-26 12:34:41,932 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:34:42,289 - mmaction - INFO - top1_acc 0.3322 top5_acc 0.6113 2021-03-26 12:34:42,289 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:34:42,312 - mmaction - INFO - mean_acc 0.2522 2021-03-26 12:34:42,630 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-26 12:34:42,630 - mmaction - INFO - Best top1_acc is 0.3322 at 6 epoch. 2021-03-26 12:34:42,649 - mmaction - INFO - Epoch(val) [6][1320] top1_acc: 0.3322, top5_acc: 0.6113, mean_class_accuracy: 0.2522 2021-03-26 12:34:42,662 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:35:19,413 - mmaction - INFO - Epoch [7][20/1320] lr: 2.000e-03, eta: 12:36:46, time: 1.837, data_time: 1.078, memory: 11010, top1_acc: 0.3754, top5_acc: 0.6348, loss_cls: 2.6850, loss: 2.6850, grad_norm: 9.8132 2021-03-26 12:35:34,347 - mmaction - INFO - Epoch [7][40/1320] lr: 2.000e-03, eta: 12:36:25, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.3566, top5_acc: 0.6363, loss_cls: 2.6891, loss: 2.6891, grad_norm: 10.0445 2021-03-26 12:35:49,266 - mmaction - INFO - Epoch [7][60/1320] lr: 2.000e-03, eta: 12:36:04, time: 0.748, data_time: 0.003, memory: 11010, top1_acc: 0.3695, top5_acc: 0.6359, loss_cls: 2.6613, loss: 2.6613, grad_norm: 9.8853 2021-03-26 12:36:04,220 - mmaction - INFO - Epoch [7][80/1320] lr: 2.000e-03, eta: 12:35:43, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.3777, top5_acc: 0.6484, loss_cls: 2.6174, loss: 2.6174, grad_norm: 10.3195 2021-03-26 12:36:19,292 - mmaction - INFO - Epoch [7][100/1320] lr: 2.000e-03, eta: 12:35:24, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.3828, top5_acc: 0.6453, loss_cls: 2.6266, loss: 2.6266, grad_norm: 9.9741 2021-03-26 12:36:34,458 - mmaction - INFO - Epoch [7][120/1320] lr: 2.000e-03, eta: 12:35:05, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.3840, top5_acc: 0.6465, loss_cls: 2.6370, loss: 2.6370, grad_norm: 9.9843 2021-03-26 12:36:49,533 - mmaction - INFO - Epoch [7][140/1320] lr: 2.000e-03, eta: 12:34:45, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.3672, top5_acc: 0.6367, loss_cls: 2.6929, loss: 2.6929, grad_norm: 10.0926 2021-03-26 12:37:04,619 - mmaction - INFO - Epoch [7][160/1320] lr: 2.000e-03, eta: 12:34:26, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.3734, top5_acc: 0.6426, loss_cls: 2.6686, loss: 2.6686, grad_norm: 10.0969 2021-03-26 12:37:19,747 - mmaction - INFO - Epoch [7][180/1320] lr: 2.000e-03, eta: 12:34:06, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.3773, top5_acc: 0.6488, loss_cls: 2.6235, loss: 2.6235, grad_norm: 9.9140 2021-03-26 12:37:34,770 - mmaction - INFO - Epoch [7][200/1320] lr: 2.000e-03, eta: 12:33:46, time: 0.751, data_time: 0.000, memory: 11010, top1_acc: 0.3988, top5_acc: 0.6617, loss_cls: 2.5672, loss: 2.5672, grad_norm: 10.3007 2021-03-26 12:37:49,984 - mmaction - INFO - Epoch [7][220/1320] lr: 2.000e-03, eta: 12:33:28, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3594, top5_acc: 0.6320, loss_cls: 2.7045, loss: 2.7045, grad_norm: 9.8995 2021-03-26 12:38:05,078 - mmaction - INFO - Epoch [7][240/1320] lr: 2.000e-03, eta: 12:33:08, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.3684, top5_acc: 0.6352, loss_cls: 2.6730, loss: 2.6730, grad_norm: 10.0961 2021-03-26 12:38:20,168 - mmaction - INFO - Epoch [7][260/1320] lr: 2.000e-03, eta: 12:32:49, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3812, top5_acc: 0.6395, loss_cls: 2.6413, loss: 2.6413, grad_norm: 10.2352 2021-03-26 12:38:35,284 - mmaction - INFO - Epoch [7][280/1320] lr: 2.000e-03, eta: 12:32:30, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3793, top5_acc: 0.6504, loss_cls: 2.6346, loss: 2.6346, grad_norm: 9.9809 2021-03-26 12:38:50,485 - mmaction - INFO - Epoch [7][300/1320] lr: 2.000e-03, eta: 12:32:11, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3773, top5_acc: 0.6395, loss_cls: 2.6731, loss: 2.6731, grad_norm: 10.0953 2021-03-26 12:39:05,671 - mmaction - INFO - Epoch [7][320/1320] lr: 2.000e-03, eta: 12:31:53, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3645, top5_acc: 0.6309, loss_cls: 2.7120, loss: 2.7120, grad_norm: 9.9704 2021-03-26 12:39:21,004 - mmaction - INFO - Epoch [7][340/1320] lr: 2.000e-03, eta: 12:31:35, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.3840, top5_acc: 0.6453, loss_cls: 2.6468, loss: 2.6468, grad_norm: 10.3592 2021-03-26 12:39:36,296 - mmaction - INFO - Epoch [7][360/1320] lr: 2.000e-03, eta: 12:31:17, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3629, top5_acc: 0.6539, loss_cls: 2.6391, loss: 2.6391, grad_norm: 10.0790 2021-03-26 12:39:51,483 - mmaction - INFO - Epoch [7][380/1320] lr: 2.000e-03, eta: 12:30:58, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3691, top5_acc: 0.6426, loss_cls: 2.6519, loss: 2.6519, grad_norm: 10.1150 2021-03-26 12:40:06,854 - mmaction - INFO - Epoch [7][400/1320] lr: 2.000e-03, eta: 12:30:41, time: 0.768, data_time: 0.000, memory: 11010, top1_acc: 0.3773, top5_acc: 0.6355, loss_cls: 2.6550, loss: 2.6550, grad_norm: 10.2146 2021-03-26 12:40:22,006 - mmaction - INFO - Epoch [7][420/1320] lr: 2.000e-03, eta: 12:30:22, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.3695, top5_acc: 0.6258, loss_cls: 2.6767, loss: 2.6767, grad_norm: 10.1991 2021-03-26 12:40:37,349 - mmaction - INFO - Epoch [7][440/1320] lr: 2.000e-03, eta: 12:30:05, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.3945, top5_acc: 0.6457, loss_cls: 2.6244, loss: 2.6244, grad_norm: 9.7336 2021-03-26 12:40:52,576 - mmaction - INFO - Epoch [7][460/1320] lr: 2.000e-03, eta: 12:29:46, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3668, top5_acc: 0.6516, loss_cls: 2.6327, loss: 2.6327, grad_norm: 9.7866 2021-03-26 12:41:07,897 - mmaction - INFO - Epoch [7][480/1320] lr: 2.000e-03, eta: 12:29:29, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3699, top5_acc: 0.6418, loss_cls: 2.6489, loss: 2.6489, grad_norm: 10.3824 2021-03-26 12:41:23,067 - mmaction - INFO - Epoch [7][500/1320] lr: 2.000e-03, eta: 12:29:10, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3910, top5_acc: 0.6516, loss_cls: 2.5991, loss: 2.5991, grad_norm: 10.1916 2021-03-26 12:41:38,327 - mmaction - INFO - Epoch [7][520/1320] lr: 2.000e-03, eta: 12:28:52, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3703, top5_acc: 0.6316, loss_cls: 2.6890, loss: 2.6890, grad_norm: 10.0823 2021-03-26 12:41:53,584 - mmaction - INFO - Epoch [7][540/1320] lr: 2.000e-03, eta: 12:28:34, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3770, top5_acc: 0.6375, loss_cls: 2.6452, loss: 2.6452, grad_norm: 9.8776 2021-03-26 12:42:08,847 - mmaction - INFO - Epoch [7][560/1320] lr: 2.000e-03, eta: 12:28:16, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3691, top5_acc: 0.6414, loss_cls: 2.6530, loss: 2.6530, grad_norm: 10.2358 2021-03-26 12:42:24,246 - mmaction - INFO - Epoch [7][580/1320] lr: 2.000e-03, eta: 12:27:59, time: 0.770, data_time: 0.000, memory: 11010, top1_acc: 0.3734, top5_acc: 0.6402, loss_cls: 2.6623, loss: 2.6623, grad_norm: 10.2270 2021-03-26 12:42:39,535 - mmaction - INFO - Epoch [7][600/1320] lr: 2.000e-03, eta: 12:27:41, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.3914, top5_acc: 0.6504, loss_cls: 2.6148, loss: 2.6148, grad_norm: 10.2304 2021-03-26 12:42:54,725 - mmaction - INFO - Epoch [7][620/1320] lr: 2.000e-03, eta: 12:27:23, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3973, top5_acc: 0.6426, loss_cls: 2.6362, loss: 2.6362, grad_norm: 10.0010 2021-03-26 12:43:09,950 - mmaction - INFO - Epoch [7][640/1320] lr: 2.000e-03, eta: 12:27:05, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3742, top5_acc: 0.6336, loss_cls: 2.6924, loss: 2.6924, grad_norm: 9.9619 2021-03-26 12:43:25,366 - mmaction - INFO - Epoch [7][660/1320] lr: 2.000e-03, eta: 12:26:48, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.3816, top5_acc: 0.6410, loss_cls: 2.6762, loss: 2.6762, grad_norm: 9.9542 2021-03-26 12:43:40,506 - mmaction - INFO - Epoch [7][680/1320] lr: 2.000e-03, eta: 12:26:29, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4020, top5_acc: 0.6617, loss_cls: 2.5598, loss: 2.5598, grad_norm: 10.2764 2021-03-26 12:43:55,949 - mmaction - INFO - Epoch [7][700/1320] lr: 2.000e-03, eta: 12:26:12, time: 0.772, data_time: 0.009, memory: 11010, top1_acc: 0.3738, top5_acc: 0.6469, loss_cls: 2.6199, loss: 2.6199, grad_norm: 10.2210 2021-03-26 12:44:11,327 - mmaction - INFO - Epoch [7][720/1320] lr: 2.000e-03, eta: 12:25:55, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3836, top5_acc: 0.6523, loss_cls: 2.6122, loss: 2.6122, grad_norm: 10.2895 2021-03-26 12:44:26,437 - mmaction - INFO - Epoch [7][740/1320] lr: 2.000e-03, eta: 12:25:36, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3793, top5_acc: 0.6484, loss_cls: 2.6708, loss: 2.6708, grad_norm: 10.1687 2021-03-26 12:44:41,676 - mmaction - INFO - Epoch [7][760/1320] lr: 2.000e-03, eta: 12:25:18, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.3719, top5_acc: 0.6469, loss_cls: 2.6534, loss: 2.6534, grad_norm: 9.5476 2021-03-26 12:44:56,849 - mmaction - INFO - Epoch [7][780/1320] lr: 2.000e-03, eta: 12:25:00, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3680, top5_acc: 0.6500, loss_cls: 2.6855, loss: 2.6855, grad_norm: 10.1495 2021-03-26 12:45:12,216 - mmaction - INFO - Epoch [7][800/1320] lr: 2.000e-03, eta: 12:24:43, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.3676, top5_acc: 0.6395, loss_cls: 2.6820, loss: 2.6820, grad_norm: 10.1698 2021-03-26 12:45:27,388 - mmaction - INFO - Epoch [7][820/1320] lr: 2.000e-03, eta: 12:24:24, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.3812, top5_acc: 0.6352, loss_cls: 2.6540, loss: 2.6540, grad_norm: 9.7895 2021-03-26 12:45:42,676 - mmaction - INFO - Epoch [7][840/1320] lr: 2.000e-03, eta: 12:24:07, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3746, top5_acc: 0.6492, loss_cls: 2.6119, loss: 2.6119, grad_norm: 9.7791 2021-03-26 12:45:57,770 - mmaction - INFO - Epoch [7][860/1320] lr: 2.000e-03, eta: 12:23:48, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.3812, top5_acc: 0.6363, loss_cls: 2.6896, loss: 2.6896, grad_norm: 9.8900 2021-03-26 12:46:13,076 - mmaction - INFO - Epoch [7][880/1320] lr: 2.000e-03, eta: 12:23:30, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3727, top5_acc: 0.6172, loss_cls: 2.7341, loss: 2.7341, grad_norm: 10.3190 2021-03-26 12:46:28,294 - mmaction - INFO - Epoch [7][900/1320] lr: 2.000e-03, eta: 12:23:12, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3660, top5_acc: 0.6184, loss_cls: 2.7381, loss: 2.7381, grad_norm: 9.8815 2021-03-26 12:46:43,467 - mmaction - INFO - Epoch [7][920/1320] lr: 2.000e-03, eta: 12:22:54, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.3855, top5_acc: 0.6457, loss_cls: 2.6356, loss: 2.6356, grad_norm: 9.8596 2021-03-26 12:46:58,704 - mmaction - INFO - Epoch [7][940/1320] lr: 2.000e-03, eta: 12:22:36, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.3863, top5_acc: 0.6543, loss_cls: 2.5849, loss: 2.5849, grad_norm: 10.1703 2021-03-26 12:47:13,937 - mmaction - INFO - Epoch [7][960/1320] lr: 2.000e-03, eta: 12:22:18, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3832, top5_acc: 0.6500, loss_cls: 2.6015, loss: 2.6015, grad_norm: 9.8533 2021-03-26 12:47:29,263 - mmaction - INFO - Epoch [7][980/1320] lr: 2.000e-03, eta: 12:22:01, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3742, top5_acc: 0.6379, loss_cls: 2.6728, loss: 2.6728, grad_norm: 9.7803 2021-03-26 12:47:44,573 - mmaction - INFO - Epoch [7][1000/1320] lr: 2.000e-03, eta: 12:21:43, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3754, top5_acc: 0.6312, loss_cls: 2.6731, loss: 2.6731, grad_norm: 9.9194 2021-03-26 12:48:00,104 - mmaction - INFO - Epoch [7][1020/1320] lr: 2.000e-03, eta: 12:21:27, time: 0.776, data_time: 0.023, memory: 11010, top1_acc: 0.3859, top5_acc: 0.6504, loss_cls: 2.6180, loss: 2.6180, grad_norm: 9.8455 2021-03-26 12:48:15,344 - mmaction - INFO - Epoch [7][1040/1320] lr: 2.000e-03, eta: 12:21:09, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3840, top5_acc: 0.6488, loss_cls: 2.6296, loss: 2.6296, grad_norm: 10.1365 2021-03-26 12:48:30,554 - mmaction - INFO - Epoch [7][1060/1320] lr: 2.000e-03, eta: 12:20:51, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3766, top5_acc: 0.6449, loss_cls: 2.6469, loss: 2.6469, grad_norm: 10.0467 2021-03-26 12:48:45,842 - mmaction - INFO - Epoch [7][1080/1320] lr: 2.000e-03, eta: 12:20:34, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3816, top5_acc: 0.6496, loss_cls: 2.6446, loss: 2.6446, grad_norm: 9.9307 2021-03-26 12:49:01,099 - mmaction - INFO - Epoch [7][1100/1320] lr: 2.000e-03, eta: 12:20:16, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.3832, top5_acc: 0.6340, loss_cls: 2.6538, loss: 2.6538, grad_norm: 10.0753 2021-03-26 12:49:16,318 - mmaction - INFO - Epoch [7][1120/1320] lr: 2.000e-03, eta: 12:19:58, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.3820, top5_acc: 0.6441, loss_cls: 2.6556, loss: 2.6556, grad_norm: 10.0787 2021-03-26 12:49:31,593 - mmaction - INFO - Epoch [7][1140/1320] lr: 2.000e-03, eta: 12:19:41, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.3871, top5_acc: 0.6574, loss_cls: 2.5844, loss: 2.5844, grad_norm: 10.2086 2021-03-26 12:49:46,954 - mmaction - INFO - Epoch [7][1160/1320] lr: 2.000e-03, eta: 12:19:24, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.3785, top5_acc: 0.6457, loss_cls: 2.6346, loss: 2.6346, grad_norm: 10.1674 2021-03-26 12:50:02,206 - mmaction - INFO - Epoch [7][1180/1320] lr: 2.000e-03, eta: 12:19:06, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3801, top5_acc: 0.6219, loss_cls: 2.7025, loss: 2.7025, grad_norm: 10.2310 2021-03-26 12:50:17,463 - mmaction - INFO - Epoch [7][1200/1320] lr: 2.000e-03, eta: 12:18:48, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3852, top5_acc: 0.6680, loss_cls: 2.5387, loss: 2.5387, grad_norm: 9.6225 2021-03-26 12:50:32,700 - mmaction - INFO - Epoch [7][1220/1320] lr: 2.000e-03, eta: 12:18:31, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3559, top5_acc: 0.6523, loss_cls: 2.6307, loss: 2.6307, grad_norm: 9.9161 2021-03-26 12:50:47,881 - mmaction - INFO - Epoch [7][1240/1320] lr: 2.000e-03, eta: 12:18:12, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.4000, top5_acc: 0.6672, loss_cls: 2.5548, loss: 2.5548, grad_norm: 10.1773 2021-03-26 12:51:03,199 - mmaction - INFO - Epoch [7][1260/1320] lr: 2.000e-03, eta: 12:17:55, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.3648, top5_acc: 0.6340, loss_cls: 2.7012, loss: 2.7012, grad_norm: 10.3212 2021-03-26 12:51:18,378 - mmaction - INFO - Epoch [7][1280/1320] lr: 2.000e-03, eta: 12:17:37, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.3777, top5_acc: 0.6398, loss_cls: 2.6386, loss: 2.6386, grad_norm: 10.1709 2021-03-26 12:51:33,405 - mmaction - INFO - Epoch [7][1300/1320] lr: 2.000e-03, eta: 12:17:18, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.3688, top5_acc: 0.6383, loss_cls: 2.6573, loss: 2.6573, grad_norm: 9.9068 2021-03-26 12:51:48,242 - mmaction - INFO - Epoch [7][1320/1320] lr: 2.000e-03, eta: 12:16:58, time: 0.742, data_time: 0.001, memory: 11010, top1_acc: 0.3849, top5_acc: 0.6524, loss_cls: 2.6121, loss: 2.6121, grad_norm: 10.1243 2021-03-26 12:51:49,148 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-26 12:53:29,303 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 12:53:29,655 - mmaction - INFO - top1_acc 0.3368 top5_acc 0.6270 2021-03-26 12:53:29,655 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 12:53:29,678 - mmaction - INFO - mean_acc 0.2680 2021-03-26 12:53:33,607 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-03-26 12:53:33,608 - mmaction - INFO - Best top1_acc is 0.3368 at 7 epoch. 2021-03-26 12:53:33,616 - mmaction - INFO - Epoch(val) [7][1320] top1_acc: 0.3368, top5_acc: 0.6270, mean_class_accuracy: 0.2680 2021-03-26 12:53:33,619 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 12:54:08,834 - mmaction - INFO - Epoch [8][20/1320] lr: 2.000e-03, eta: 12:18:43, time: 1.760, data_time: 1.018, memory: 11010, top1_acc: 0.3902, top5_acc: 0.6543, loss_cls: 2.5624, loss: 2.5624, grad_norm: 9.9074 2021-03-26 12:54:23,797 - mmaction - INFO - Epoch [8][40/1320] lr: 2.000e-03, eta: 12:18:23, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.3863, top5_acc: 0.6363, loss_cls: 2.6423, loss: 2.6423, grad_norm: 10.0732 2021-03-26 12:54:38,849 - mmaction - INFO - Epoch [8][60/1320] lr: 2.000e-03, eta: 12:18:04, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.3934, top5_acc: 0.6484, loss_cls: 2.5814, loss: 2.5814, grad_norm: 9.8505 2021-03-26 12:54:53,803 - mmaction - INFO - Epoch [8][80/1320] lr: 2.000e-03, eta: 12:17:44, time: 0.749, data_time: 0.002, memory: 11010, top1_acc: 0.3969, top5_acc: 0.6793, loss_cls: 2.4938, loss: 2.4938, grad_norm: 10.0740 2021-03-26 12:55:08,726 - mmaction - INFO - Epoch [8][100/1320] lr: 2.000e-03, eta: 12:17:24, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.4086, top5_acc: 0.6637, loss_cls: 2.5349, loss: 2.5349, grad_norm: 10.2669 2021-03-26 12:55:23,733 - mmaction - INFO - Epoch [8][120/1320] lr: 2.000e-03, eta: 12:17:05, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4000, top5_acc: 0.6594, loss_cls: 2.5560, loss: 2.5560, grad_norm: 10.0022 2021-03-26 12:55:38,671 - mmaction - INFO - Epoch [8][140/1320] lr: 2.000e-03, eta: 12:16:45, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.3926, top5_acc: 0.6621, loss_cls: 2.5587, loss: 2.5587, grad_norm: 10.1995 2021-03-26 12:55:53,882 - mmaction - INFO - Epoch [8][160/1320] lr: 2.000e-03, eta: 12:16:27, time: 0.759, data_time: 0.011, memory: 11010, top1_acc: 0.4027, top5_acc: 0.6734, loss_cls: 2.5257, loss: 2.5257, grad_norm: 10.2462 2021-03-26 12:56:08,947 - mmaction - INFO - Epoch [8][180/1320] lr: 2.000e-03, eta: 12:16:08, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4062, top5_acc: 0.6520, loss_cls: 2.5537, loss: 2.5537, grad_norm: 10.0615 2021-03-26 12:56:24,131 - mmaction - INFO - Epoch [8][200/1320] lr: 2.000e-03, eta: 12:15:50, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.3937, top5_acc: 0.6473, loss_cls: 2.5938, loss: 2.5938, grad_norm: 10.1089 2021-03-26 12:56:39,335 - mmaction - INFO - Epoch [8][220/1320] lr: 2.000e-03, eta: 12:15:32, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.3891, top5_acc: 0.6523, loss_cls: 2.5525, loss: 2.5525, grad_norm: 9.7646 2021-03-26 12:56:54,468 - mmaction - INFO - Epoch [8][240/1320] lr: 2.000e-03, eta: 12:15:14, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3930, top5_acc: 0.6469, loss_cls: 2.5902, loss: 2.5902, grad_norm: 9.8790 2021-03-26 12:57:09,538 - mmaction - INFO - Epoch [8][260/1320] lr: 2.000e-03, eta: 12:14:55, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.3965, top5_acc: 0.6473, loss_cls: 2.5759, loss: 2.5759, grad_norm: 10.4093 2021-03-26 12:57:24,846 - mmaction - INFO - Epoch [8][280/1320] lr: 2.000e-03, eta: 12:14:37, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.3645, top5_acc: 0.6359, loss_cls: 2.6768, loss: 2.6768, grad_norm: 10.2659 2021-03-26 12:57:40,049 - mmaction - INFO - Epoch [8][300/1320] lr: 2.000e-03, eta: 12:14:19, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3926, top5_acc: 0.6672, loss_cls: 2.5277, loss: 2.5277, grad_norm: 10.3337 2021-03-26 12:57:55,225 - mmaction - INFO - Epoch [8][320/1320] lr: 2.000e-03, eta: 12:14:01, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.3777, top5_acc: 0.6566, loss_cls: 2.6091, loss: 2.6091, grad_norm: 10.3410 2021-03-26 12:58:10,435 - mmaction - INFO - Epoch [8][340/1320] lr: 2.000e-03, eta: 12:13:43, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.3859, top5_acc: 0.6562, loss_cls: 2.5586, loss: 2.5586, grad_norm: 10.1289 2021-03-26 12:58:25,734 - mmaction - INFO - Epoch [8][360/1320] lr: 2.000e-03, eta: 12:13:26, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4082, top5_acc: 0.6559, loss_cls: 2.5583, loss: 2.5583, grad_norm: 9.8921 2021-03-26 12:58:40,867 - mmaction - INFO - Epoch [8][380/1320] lr: 2.000e-03, eta: 12:13:08, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.3855, top5_acc: 0.6512, loss_cls: 2.6050, loss: 2.6050, grad_norm: 10.2416 2021-03-26 12:58:56,135 - mmaction - INFO - Epoch [8][400/1320] lr: 2.000e-03, eta: 12:12:50, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3820, top5_acc: 0.6430, loss_cls: 2.6548, loss: 2.6548, grad_norm: 9.9503 2021-03-26 12:59:11,308 - mmaction - INFO - Epoch [8][420/1320] lr: 2.000e-03, eta: 12:12:32, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3840, top5_acc: 0.6441, loss_cls: 2.6231, loss: 2.6231, grad_norm: 10.2113 2021-03-26 12:59:26,563 - mmaction - INFO - Epoch [8][440/1320] lr: 2.000e-03, eta: 12:12:14, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3766, top5_acc: 0.6320, loss_cls: 2.6454, loss: 2.6454, grad_norm: 9.8354 2021-03-26 12:59:41,985 - mmaction - INFO - Epoch [8][460/1320] lr: 2.000e-03, eta: 12:11:58, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.4109, top5_acc: 0.6664, loss_cls: 2.4929, loss: 2.4929, grad_norm: 9.9576 2021-03-26 12:59:57,066 - mmaction - INFO - Epoch [8][480/1320] lr: 2.000e-03, eta: 12:11:39, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3996, top5_acc: 0.6578, loss_cls: 2.5937, loss: 2.5937, grad_norm: 10.3616 2021-03-26 13:00:12,255 - mmaction - INFO - Epoch [8][500/1320] lr: 2.000e-03, eta: 12:11:21, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3941, top5_acc: 0.6668, loss_cls: 2.5355, loss: 2.5355, grad_norm: 9.8343 2021-03-26 13:00:27,550 - mmaction - INFO - Epoch [8][520/1320] lr: 2.000e-03, eta: 12:11:03, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3902, top5_acc: 0.6633, loss_cls: 2.5617, loss: 2.5617, grad_norm: 10.2286 2021-03-26 13:00:42,797 - mmaction - INFO - Epoch [8][540/1320] lr: 2.000e-03, eta: 12:10:46, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.3926, top5_acc: 0.6543, loss_cls: 2.6151, loss: 2.6151, grad_norm: 10.2849 2021-03-26 13:00:57,911 - mmaction - INFO - Epoch [8][560/1320] lr: 2.000e-03, eta: 12:10:28, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3820, top5_acc: 0.6562, loss_cls: 2.5685, loss: 2.5685, grad_norm: 9.9516 2021-03-26 13:01:13,166 - mmaction - INFO - Epoch [8][580/1320] lr: 2.000e-03, eta: 12:10:10, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.4102, top5_acc: 0.6645, loss_cls: 2.5277, loss: 2.5277, grad_norm: 9.8038 2021-03-26 13:01:28,298 - mmaction - INFO - Epoch [8][600/1320] lr: 2.000e-03, eta: 12:09:52, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.3930, top5_acc: 0.6543, loss_cls: 2.5653, loss: 2.5653, grad_norm: 9.6848 2021-03-26 13:01:43,465 - mmaction - INFO - Epoch [8][620/1320] lr: 2.000e-03, eta: 12:09:34, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.3957, top5_acc: 0.6562, loss_cls: 2.5432, loss: 2.5432, grad_norm: 10.2095 2021-03-26 13:01:58,858 - mmaction - INFO - Epoch [8][640/1320] lr: 2.000e-03, eta: 12:09:17, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3957, top5_acc: 0.6453, loss_cls: 2.6065, loss: 2.6065, grad_norm: 10.4603 2021-03-26 13:02:14,124 - mmaction - INFO - Epoch [8][660/1320] lr: 2.000e-03, eta: 12:09:00, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.4070, top5_acc: 0.6645, loss_cls: 2.5293, loss: 2.5293, grad_norm: 10.1235 2021-03-26 13:02:29,424 - mmaction - INFO - Epoch [8][680/1320] lr: 2.000e-03, eta: 12:08:42, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3922, top5_acc: 0.6609, loss_cls: 2.5537, loss: 2.5537, grad_norm: 10.4403 2021-03-26 13:02:44,619 - mmaction - INFO - Epoch [8][700/1320] lr: 2.000e-03, eta: 12:08:24, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3906, top5_acc: 0.6570, loss_cls: 2.5776, loss: 2.5776, grad_norm: 10.0024 2021-03-26 13:02:59,958 - mmaction - INFO - Epoch [8][720/1320] lr: 2.000e-03, eta: 12:08:07, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.4047, top5_acc: 0.6609, loss_cls: 2.5557, loss: 2.5557, grad_norm: 9.8094 2021-03-26 13:03:15,110 - mmaction - INFO - Epoch [8][740/1320] lr: 2.000e-03, eta: 12:07:49, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6551, loss_cls: 2.5666, loss: 2.5666, grad_norm: 10.1176 2021-03-26 13:03:30,308 - mmaction - INFO - Epoch [8][760/1320] lr: 2.000e-03, eta: 12:07:32, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.3895, top5_acc: 0.6664, loss_cls: 2.5104, loss: 2.5104, grad_norm: 10.1946 2021-03-26 13:03:45,525 - mmaction - INFO - Epoch [8][780/1320] lr: 2.000e-03, eta: 12:07:14, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3809, top5_acc: 0.6539, loss_cls: 2.6075, loss: 2.6075, grad_norm: 10.1252 2021-03-26 13:04:00,608 - mmaction - INFO - Epoch [8][800/1320] lr: 2.000e-03, eta: 12:06:56, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.3898, top5_acc: 0.6676, loss_cls: 2.5440, loss: 2.5440, grad_norm: 9.8543 2021-03-26 13:04:15,823 - mmaction - INFO - Epoch [8][820/1320] lr: 2.000e-03, eta: 12:06:38, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3922, top5_acc: 0.6578, loss_cls: 2.5379, loss: 2.5379, grad_norm: 9.8740 2021-03-26 13:04:31,148 - mmaction - INFO - Epoch [8][840/1320] lr: 2.000e-03, eta: 12:06:21, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.3969, top5_acc: 0.6707, loss_cls: 2.4851, loss: 2.4851, grad_norm: 10.2298 2021-03-26 13:04:46,358 - mmaction - INFO - Epoch [8][860/1320] lr: 2.000e-03, eta: 12:06:03, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.3910, top5_acc: 0.6613, loss_cls: 2.5485, loss: 2.5485, grad_norm: 10.2479 2021-03-26 13:05:01,626 - mmaction - INFO - Epoch [8][880/1320] lr: 2.000e-03, eta: 12:05:46, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.3848, top5_acc: 0.6523, loss_cls: 2.6052, loss: 2.6052, grad_norm: 10.2122 2021-03-26 13:05:16,722 - mmaction - INFO - Epoch [8][900/1320] lr: 2.000e-03, eta: 12:05:27, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.3988, top5_acc: 0.6508, loss_cls: 2.5585, loss: 2.5585, grad_norm: 9.9137 2021-03-26 13:05:31,974 - mmaction - INFO - Epoch [8][920/1320] lr: 2.000e-03, eta: 12:05:10, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3777, top5_acc: 0.6648, loss_cls: 2.5723, loss: 2.5723, grad_norm: 10.4295 2021-03-26 13:05:47,320 - mmaction - INFO - Epoch [8][940/1320] lr: 2.000e-03, eta: 12:04:53, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.4043, top5_acc: 0.6656, loss_cls: 2.5603, loss: 2.5603, grad_norm: 9.7708 2021-03-26 13:06:02,378 - mmaction - INFO - Epoch [8][960/1320] lr: 2.000e-03, eta: 12:04:35, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.3945, top5_acc: 0.6617, loss_cls: 2.5345, loss: 2.5345, grad_norm: 10.1322 2021-03-26 13:06:17,641 - mmaction - INFO - Epoch [8][980/1320] lr: 2.000e-03, eta: 12:04:17, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3984, top5_acc: 0.6527, loss_cls: 2.5563, loss: 2.5563, grad_norm: 10.1507 2021-03-26 13:06:32,772 - mmaction - INFO - Epoch [8][1000/1320] lr: 2.000e-03, eta: 12:03:59, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.3656, top5_acc: 0.6352, loss_cls: 2.6595, loss: 2.6595, grad_norm: 9.9124 2021-03-26 13:06:48,084 - mmaction - INFO - Epoch [8][1020/1320] lr: 2.000e-03, eta: 12:03:42, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.3832, top5_acc: 0.6449, loss_cls: 2.6144, loss: 2.6144, grad_norm: 10.0840 2021-03-26 13:07:03,256 - mmaction - INFO - Epoch [8][1040/1320] lr: 2.000e-03, eta: 12:03:25, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3949, top5_acc: 0.6727, loss_cls: 2.5089, loss: 2.5089, grad_norm: 10.2021 2021-03-26 13:07:18,436 - mmaction - INFO - Epoch [8][1060/1320] lr: 2.000e-03, eta: 12:03:07, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.3949, top5_acc: 0.6527, loss_cls: 2.5581, loss: 2.5581, grad_norm: 10.0382 2021-03-26 13:07:33,719 - mmaction - INFO - Epoch [8][1080/1320] lr: 2.000e-03, eta: 12:02:50, time: 0.765, data_time: 0.004, memory: 11010, top1_acc: 0.3922, top5_acc: 0.6547, loss_cls: 2.5710, loss: 2.5710, grad_norm: 10.0159 2021-03-26 13:07:48,954 - mmaction - INFO - Epoch [8][1100/1320] lr: 2.000e-03, eta: 12:02:32, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.4020, top5_acc: 0.6801, loss_cls: 2.4890, loss: 2.4890, grad_norm: 9.8688 2021-03-26 13:08:04,166 - mmaction - INFO - Epoch [8][1120/1320] lr: 2.000e-03, eta: 12:02:15, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3699, top5_acc: 0.6453, loss_cls: 2.6335, loss: 2.6335, grad_norm: 10.0954 2021-03-26 13:08:19,501 - mmaction - INFO - Epoch [8][1140/1320] lr: 2.000e-03, eta: 12:01:58, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.3887, top5_acc: 0.6695, loss_cls: 2.5386, loss: 2.5386, grad_norm: 9.7548 2021-03-26 13:08:34,677 - mmaction - INFO - Epoch [8][1160/1320] lr: 2.000e-03, eta: 12:01:40, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4090, top5_acc: 0.6676, loss_cls: 2.4929, loss: 2.4929, grad_norm: 10.0467 2021-03-26 13:08:50,063 - mmaction - INFO - Epoch [8][1180/1320] lr: 2.000e-03, eta: 12:01:23, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.3832, top5_acc: 0.6555, loss_cls: 2.5868, loss: 2.5868, grad_norm: 10.2838 2021-03-26 13:09:05,291 - mmaction - INFO - Epoch [8][1200/1320] lr: 2.000e-03, eta: 12:01:06, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4188, top5_acc: 0.6785, loss_cls: 2.4582, loss: 2.4582, grad_norm: 10.0690 2021-03-26 13:09:20,552 - mmaction - INFO - Epoch [8][1220/1320] lr: 2.000e-03, eta: 12:00:49, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4039, top5_acc: 0.6672, loss_cls: 2.5293, loss: 2.5293, grad_norm: 9.9599 2021-03-26 13:09:35,800 - mmaction - INFO - Epoch [8][1240/1320] lr: 2.000e-03, eta: 12:00:32, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4070, top5_acc: 0.6605, loss_cls: 2.5434, loss: 2.5434, grad_norm: 10.4446 2021-03-26 13:09:51,013 - mmaction - INFO - Epoch [8][1260/1320] lr: 2.000e-03, eta: 12:00:14, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.3840, top5_acc: 0.6547, loss_cls: 2.6233, loss: 2.6233, grad_norm: 9.6445 2021-03-26 13:10:06,276 - mmaction - INFO - Epoch [8][1280/1320] lr: 2.000e-03, eta: 11:59:57, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.3879, top5_acc: 0.6582, loss_cls: 2.6109, loss: 2.6109, grad_norm: 9.9826 2021-03-26 13:10:21,484 - mmaction - INFO - Epoch [8][1300/1320] lr: 2.000e-03, eta: 11:59:39, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4070, top5_acc: 0.6492, loss_cls: 2.5787, loss: 2.5787, grad_norm: 9.6010 2021-03-26 13:10:36,342 - mmaction - INFO - Epoch [8][1320/1320] lr: 2.000e-03, eta: 11:59:20, time: 0.743, data_time: 0.001, memory: 11010, top1_acc: 0.3933, top5_acc: 0.6528, loss_cls: 2.5643, loss: 2.5643, grad_norm: 9.8370 2021-03-26 13:10:37,135 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-26 13:12:18,024 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:12:18,380 - mmaction - INFO - top1_acc 0.3511 top5_acc 0.6375 2021-03-26 13:12:18,380 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:12:18,403 - mmaction - INFO - mean_acc 0.2745 2021-03-26 13:12:20,905 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-26 13:12:20,905 - mmaction - INFO - Best top1_acc is 0.3511 at 8 epoch. 2021-03-26 13:12:20,914 - mmaction - INFO - Epoch(val) [8][1320] top1_acc: 0.3511, top5_acc: 0.6375, mean_class_accuracy: 0.2745 2021-03-26 13:12:20,917 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:12:57,004 - mmaction - INFO - Epoch [9][20/1320] lr: 2.000e-03, eta: 12:00:52, time: 1.803, data_time: 1.061, memory: 11010, top1_acc: 0.3996, top5_acc: 0.6719, loss_cls: 2.4955, loss: 2.4955, grad_norm: 10.1343 2021-03-26 13:13:12,028 - mmaction - INFO - Epoch [9][40/1320] lr: 2.000e-03, eta: 12:00:33, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4074, top5_acc: 0.6746, loss_cls: 2.4466, loss: 2.4466, grad_norm: 10.1793 2021-03-26 13:13:26,960 - mmaction - INFO - Epoch [9][60/1320] lr: 2.000e-03, eta: 12:00:14, time: 0.747, data_time: 0.003, memory: 11010, top1_acc: 0.4082, top5_acc: 0.6727, loss_cls: 2.5280, loss: 2.5280, grad_norm: 9.9181 2021-03-26 13:13:41,927 - mmaction - INFO - Epoch [9][80/1320] lr: 2.000e-03, eta: 11:59:55, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.4184, top5_acc: 0.6773, loss_cls: 2.4449, loss: 2.4449, grad_norm: 10.0377 2021-03-26 13:13:56,893 - mmaction - INFO - Epoch [9][100/1320] lr: 2.000e-03, eta: 11:59:36, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.4020, top5_acc: 0.6668, loss_cls: 2.5327, loss: 2.5327, grad_norm: 10.5428 2021-03-26 13:14:12,265 - mmaction - INFO - Epoch [9][120/1320] lr: 2.000e-03, eta: 11:59:19, time: 0.768, data_time: 0.000, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6766, loss_cls: 2.4762, loss: 2.4762, grad_norm: 10.2129 2021-03-26 13:14:27,244 - mmaction - INFO - Epoch [9][140/1320] lr: 2.000e-03, eta: 11:59:01, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4180, top5_acc: 0.6824, loss_cls: 2.4233, loss: 2.4233, grad_norm: 10.2479 2021-03-26 13:14:42,284 - mmaction - INFO - Epoch [9][160/1320] lr: 2.000e-03, eta: 11:58:42, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4105, top5_acc: 0.6723, loss_cls: 2.4957, loss: 2.4957, grad_norm: 9.7407 2021-03-26 13:14:57,249 - mmaction - INFO - Epoch [9][180/1320] lr: 2.000e-03, eta: 11:58:23, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.4137, top5_acc: 0.6785, loss_cls: 2.4818, loss: 2.4818, grad_norm: 9.9074 2021-03-26 13:15:12,302 - mmaction - INFO - Epoch [9][200/1320] lr: 2.000e-03, eta: 11:58:05, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.4047, top5_acc: 0.6656, loss_cls: 2.4946, loss: 2.4946, grad_norm: 10.2069 2021-03-26 13:15:27,440 - mmaction - INFO - Epoch [9][220/1320] lr: 2.000e-03, eta: 11:57:47, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.3977, top5_acc: 0.6543, loss_cls: 2.5552, loss: 2.5552, grad_norm: 10.0286 2021-03-26 13:15:42,578 - mmaction - INFO - Epoch [9][240/1320] lr: 2.000e-03, eta: 11:57:29, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4094, top5_acc: 0.6609, loss_cls: 2.5238, loss: 2.5238, grad_norm: 9.9775 2021-03-26 13:15:57,761 - mmaction - INFO - Epoch [9][260/1320] lr: 2.000e-03, eta: 11:57:11, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4004, top5_acc: 0.6727, loss_cls: 2.5359, loss: 2.5359, grad_norm: 9.8055 2021-03-26 13:16:12,862 - mmaction - INFO - Epoch [9][280/1320] lr: 2.000e-03, eta: 11:56:53, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4230, top5_acc: 0.6902, loss_cls: 2.4193, loss: 2.4193, grad_norm: 10.3028 2021-03-26 13:16:28,015 - mmaction - INFO - Epoch [9][300/1320] lr: 2.000e-03, eta: 11:56:35, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6828, loss_cls: 2.4731, loss: 2.4731, grad_norm: 9.9522 2021-03-26 13:16:43,090 - mmaction - INFO - Epoch [9][320/1320] lr: 2.000e-03, eta: 11:56:17, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4023, top5_acc: 0.6723, loss_cls: 2.4992, loss: 2.4992, grad_norm: 9.8150 2021-03-26 13:16:58,231 - mmaction - INFO - Epoch [9][340/1320] lr: 2.000e-03, eta: 11:55:59, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4168, top5_acc: 0.6824, loss_cls: 2.4183, loss: 2.4183, grad_norm: 10.4375 2021-03-26 13:17:13,336 - mmaction - INFO - Epoch [9][360/1320] lr: 2.000e-03, eta: 11:55:41, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4066, top5_acc: 0.6449, loss_cls: 2.5986, loss: 2.5986, grad_norm: 10.1008 2021-03-26 13:17:28,431 - mmaction - INFO - Epoch [9][380/1320] lr: 2.000e-03, eta: 11:55:23, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4051, top5_acc: 0.6773, loss_cls: 2.5177, loss: 2.5177, grad_norm: 10.2581 2021-03-26 13:17:43,653 - mmaction - INFO - Epoch [9][400/1320] lr: 2.000e-03, eta: 11:55:05, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4098, top5_acc: 0.6652, loss_cls: 2.5117, loss: 2.5117, grad_norm: 10.1081 2021-03-26 13:17:58,994 - mmaction - INFO - Epoch [9][420/1320] lr: 2.000e-03, eta: 11:54:49, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.4250, top5_acc: 0.7004, loss_cls: 2.4029, loss: 2.4029, grad_norm: 10.2274 2021-03-26 13:18:14,102 - mmaction - INFO - Epoch [9][440/1320] lr: 2.000e-03, eta: 11:54:31, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4027, top5_acc: 0.6742, loss_cls: 2.5168, loss: 2.5168, grad_norm: 9.9573 2021-03-26 13:18:29,386 - mmaction - INFO - Epoch [9][460/1320] lr: 2.000e-03, eta: 11:54:13, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4047, top5_acc: 0.6762, loss_cls: 2.4760, loss: 2.4760, grad_norm: 10.0420 2021-03-26 13:18:44,633 - mmaction - INFO - Epoch [9][480/1320] lr: 2.000e-03, eta: 11:53:56, time: 0.763, data_time: 0.004, memory: 11010, top1_acc: 0.4172, top5_acc: 0.6730, loss_cls: 2.5002, loss: 2.5002, grad_norm: 10.2866 2021-03-26 13:18:59,872 - mmaction - INFO - Epoch [9][500/1320] lr: 2.000e-03, eta: 11:53:39, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4051, top5_acc: 0.6816, loss_cls: 2.4708, loss: 2.4708, grad_norm: 10.4506 2021-03-26 13:19:15,122 - mmaction - INFO - Epoch [9][520/1320] lr: 2.000e-03, eta: 11:53:22, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6633, loss_cls: 2.5169, loss: 2.5169, grad_norm: 9.9657 2021-03-26 13:19:30,260 - mmaction - INFO - Epoch [9][540/1320] lr: 2.000e-03, eta: 11:53:04, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4102, top5_acc: 0.6715, loss_cls: 2.4754, loss: 2.4754, grad_norm: 10.1695 2021-03-26 13:19:45,379 - mmaction - INFO - Epoch [9][560/1320] lr: 2.000e-03, eta: 11:52:46, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.3992, top5_acc: 0.6719, loss_cls: 2.5232, loss: 2.5232, grad_norm: 10.1113 2021-03-26 13:20:00,633 - mmaction - INFO - Epoch [9][580/1320] lr: 2.000e-03, eta: 11:52:29, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.3945, top5_acc: 0.6828, loss_cls: 2.4735, loss: 2.4735, grad_norm: 10.0769 2021-03-26 13:20:15,820 - mmaction - INFO - Epoch [9][600/1320] lr: 2.000e-03, eta: 11:52:11, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4156, top5_acc: 0.6738, loss_cls: 2.4889, loss: 2.4889, grad_norm: 9.9744 2021-03-26 13:20:30,931 - mmaction - INFO - Epoch [9][620/1320] lr: 2.000e-03, eta: 11:51:53, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.3910, top5_acc: 0.6746, loss_cls: 2.5365, loss: 2.5365, grad_norm: 10.2425 2021-03-26 13:20:46,119 - mmaction - INFO - Epoch [9][640/1320] lr: 2.000e-03, eta: 11:51:36, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4078, top5_acc: 0.6707, loss_cls: 2.5022, loss: 2.5022, grad_norm: 9.7479 2021-03-26 13:21:01,432 - mmaction - INFO - Epoch [9][660/1320] lr: 2.000e-03, eta: 11:51:19, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4102, top5_acc: 0.6762, loss_cls: 2.4626, loss: 2.4626, grad_norm: 10.0605 2021-03-26 13:21:16,665 - mmaction - INFO - Epoch [9][680/1320] lr: 2.000e-03, eta: 11:51:02, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.4137, top5_acc: 0.6805, loss_cls: 2.4654, loss: 2.4654, grad_norm: 10.2178 2021-03-26 13:21:31,726 - mmaction - INFO - Epoch [9][700/1320] lr: 2.000e-03, eta: 11:50:43, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4094, top5_acc: 0.6676, loss_cls: 2.5182, loss: 2.5182, grad_norm: 9.8751 2021-03-26 13:21:46,986 - mmaction - INFO - Epoch [9][720/1320] lr: 2.000e-03, eta: 11:50:26, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4379, top5_acc: 0.7035, loss_cls: 2.3578, loss: 2.3578, grad_norm: 10.2797 2021-03-26 13:22:02,144 - mmaction - INFO - Epoch [9][740/1320] lr: 2.000e-03, eta: 11:50:09, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4168, top5_acc: 0.6863, loss_cls: 2.4239, loss: 2.4239, grad_norm: 10.0434 2021-03-26 13:22:17,255 - mmaction - INFO - Epoch [9][760/1320] lr: 2.000e-03, eta: 11:49:51, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.3859, top5_acc: 0.6574, loss_cls: 2.5608, loss: 2.5608, grad_norm: 10.0009 2021-03-26 13:22:32,512 - mmaction - INFO - Epoch [9][780/1320] lr: 2.000e-03, eta: 11:49:34, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4047, top5_acc: 0.6676, loss_cls: 2.4926, loss: 2.4926, grad_norm: 10.0980 2021-03-26 13:22:47,614 - mmaction - INFO - Epoch [9][800/1320] lr: 2.000e-03, eta: 11:49:16, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4121, top5_acc: 0.6742, loss_cls: 2.4778, loss: 2.4778, grad_norm: 10.0623 2021-03-26 13:23:02,753 - mmaction - INFO - Epoch [9][820/1320] lr: 2.000e-03, eta: 11:48:58, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4059, top5_acc: 0.6734, loss_cls: 2.4907, loss: 2.4907, grad_norm: 10.0686 2021-03-26 13:23:17,854 - mmaction - INFO - Epoch [9][840/1320] lr: 2.000e-03, eta: 11:48:40, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4074, top5_acc: 0.6625, loss_cls: 2.5020, loss: 2.5020, grad_norm: 9.9323 2021-03-26 13:23:33,028 - mmaction - INFO - Epoch [9][860/1320] lr: 2.000e-03, eta: 11:48:23, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4258, top5_acc: 0.6641, loss_cls: 2.4812, loss: 2.4812, grad_norm: 10.0874 2021-03-26 13:23:48,199 - mmaction - INFO - Epoch [9][880/1320] lr: 2.000e-03, eta: 11:48:05, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4219, top5_acc: 0.6762, loss_cls: 2.4649, loss: 2.4649, grad_norm: 10.2719 2021-03-26 13:24:03,483 - mmaction - INFO - Epoch [9][900/1320] lr: 2.000e-03, eta: 11:47:48, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4168, top5_acc: 0.6730, loss_cls: 2.4650, loss: 2.4650, grad_norm: 10.1870 2021-03-26 13:24:18,728 - mmaction - INFO - Epoch [9][920/1320] lr: 2.000e-03, eta: 11:47:31, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4152, top5_acc: 0.6805, loss_cls: 2.4732, loss: 2.4732, grad_norm: 10.1024 2021-03-26 13:24:33,816 - mmaction - INFO - Epoch [9][940/1320] lr: 2.000e-03, eta: 11:47:13, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4105, top5_acc: 0.6730, loss_cls: 2.4827, loss: 2.4827, grad_norm: 9.8888 2021-03-26 13:24:48,967 - mmaction - INFO - Epoch [9][960/1320] lr: 2.000e-03, eta: 11:46:56, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4047, top5_acc: 0.6578, loss_cls: 2.5367, loss: 2.5367, grad_norm: 10.9251 2021-03-26 13:25:04,267 - mmaction - INFO - Epoch [9][980/1320] lr: 2.000e-03, eta: 11:46:39, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.3996, top5_acc: 0.6695, loss_cls: 2.5328, loss: 2.5328, grad_norm: 10.1646 2021-03-26 13:25:19,356 - mmaction - INFO - Epoch [9][1000/1320] lr: 2.000e-03, eta: 11:46:21, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.3914, top5_acc: 0.6574, loss_cls: 2.5511, loss: 2.5511, grad_norm: 9.6949 2021-03-26 13:25:34,644 - mmaction - INFO - Epoch [9][1020/1320] lr: 2.000e-03, eta: 11:46:04, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4055, top5_acc: 0.6590, loss_cls: 2.5681, loss: 2.5681, grad_norm: 9.8518 2021-03-26 13:25:49,748 - mmaction - INFO - Epoch [9][1040/1320] lr: 2.000e-03, eta: 11:45:46, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4125, top5_acc: 0.6781, loss_cls: 2.4519, loss: 2.4519, grad_norm: 10.2292 2021-03-26 13:26:04,965 - mmaction - INFO - Epoch [9][1060/1320] lr: 2.000e-03, eta: 11:45:29, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4234, top5_acc: 0.6820, loss_cls: 2.4344, loss: 2.4344, grad_norm: 9.8786 2021-03-26 13:26:20,316 - mmaction - INFO - Epoch [9][1080/1320] lr: 2.000e-03, eta: 11:45:13, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.4121, top5_acc: 0.6707, loss_cls: 2.4630, loss: 2.4630, grad_norm: 10.1389 2021-03-26 13:26:35,469 - mmaction - INFO - Epoch [9][1100/1320] lr: 2.000e-03, eta: 11:44:55, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4090, top5_acc: 0.6816, loss_cls: 2.4807, loss: 2.4807, grad_norm: 10.0420 2021-03-26 13:26:50,593 - mmaction - INFO - Epoch [9][1120/1320] lr: 2.000e-03, eta: 11:44:37, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4094, top5_acc: 0.6574, loss_cls: 2.5186, loss: 2.5186, grad_norm: 9.8196 2021-03-26 13:27:05,792 - mmaction - INFO - Epoch [9][1140/1320] lr: 2.000e-03, eta: 11:44:20, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4141, top5_acc: 0.6770, loss_cls: 2.4532, loss: 2.4532, grad_norm: 9.8623 2021-03-26 13:27:20,982 - mmaction - INFO - Epoch [9][1160/1320] lr: 2.000e-03, eta: 11:44:03, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4188, top5_acc: 0.6750, loss_cls: 2.4676, loss: 2.4676, grad_norm: 9.9384 2021-03-26 13:27:36,232 - mmaction - INFO - Epoch [9][1180/1320] lr: 2.000e-03, eta: 11:43:46, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4062, top5_acc: 0.6684, loss_cls: 2.5072, loss: 2.5072, grad_norm: 9.9290 2021-03-26 13:27:51,515 - mmaction - INFO - Epoch [9][1200/1320] lr: 2.000e-03, eta: 11:43:29, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4258, top5_acc: 0.6816, loss_cls: 2.4140, loss: 2.4140, grad_norm: 10.2947 2021-03-26 13:28:06,666 - mmaction - INFO - Epoch [9][1220/1320] lr: 2.000e-03, eta: 11:43:12, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4254, top5_acc: 0.6922, loss_cls: 2.4214, loss: 2.4214, grad_norm: 9.9056 2021-03-26 13:28:21,832 - mmaction - INFO - Epoch [9][1240/1320] lr: 2.000e-03, eta: 11:42:54, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4164, top5_acc: 0.6789, loss_cls: 2.4498, loss: 2.4498, grad_norm: 10.3434 2021-03-26 13:28:36,987 - mmaction - INFO - Epoch [9][1260/1320] lr: 2.000e-03, eta: 11:42:37, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.3961, top5_acc: 0.6625, loss_cls: 2.5594, loss: 2.5594, grad_norm: 10.0462 2021-03-26 13:28:52,315 - mmaction - INFO - Epoch [9][1280/1320] lr: 2.000e-03, eta: 11:42:20, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.4055, top5_acc: 0.6625, loss_cls: 2.5050, loss: 2.5050, grad_norm: 9.8515 2021-03-26 13:29:07,571 - mmaction - INFO - Epoch [9][1300/1320] lr: 2.000e-03, eta: 11:42:03, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4207, top5_acc: 0.6816, loss_cls: 2.4119, loss: 2.4119, grad_norm: 10.0902 2021-03-26 13:29:22,239 - mmaction - INFO - Epoch [9][1320/1320] lr: 2.000e-03, eta: 11:41:44, time: 0.734, data_time: 0.001, memory: 11010, top1_acc: 0.4095, top5_acc: 0.6734, loss_cls: 2.4794, loss: 2.4794, grad_norm: 9.9644 2021-03-26 13:29:23,225 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-26 13:31:02,687 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:31:03,048 - mmaction - INFO - top1_acc 0.3514 top5_acc 0.6379 2021-03-26 13:31:03,048 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:31:03,071 - mmaction - INFO - mean_acc 0.2736 2021-03-26 13:31:06,455 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-03-26 13:31:06,455 - mmaction - INFO - Best top1_acc is 0.3514 at 9 epoch. 2021-03-26 13:31:06,467 - mmaction - INFO - Epoch(val) [9][1320] top1_acc: 0.3514, top5_acc: 0.6379, mean_class_accuracy: 0.2736 2021-03-26 13:31:06,469 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:31:41,974 - mmaction - INFO - Epoch [10][20/1320] lr: 2.000e-03, eta: 11:42:59, time: 1.775, data_time: 1.040, memory: 11010, top1_acc: 0.4441, top5_acc: 0.6895, loss_cls: 2.3876, loss: 2.3876, grad_norm: 9.9101 2021-03-26 13:31:56,851 - mmaction - INFO - Epoch [10][40/1320] lr: 2.000e-03, eta: 11:42:40, time: 0.744, data_time: 0.001, memory: 11010, top1_acc: 0.4195, top5_acc: 0.6652, loss_cls: 2.4571, loss: 2.4571, grad_norm: 9.9832 2021-03-26 13:32:11,909 - mmaction - INFO - Epoch [10][60/1320] lr: 2.000e-03, eta: 11:42:22, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4254, top5_acc: 0.6781, loss_cls: 2.4243, loss: 2.4243, grad_norm: 9.8721 2021-03-26 13:32:26,820 - mmaction - INFO - Epoch [10][80/1320] lr: 2.000e-03, eta: 11:42:03, time: 0.747, data_time: 0.002, memory: 11010, top1_acc: 0.4070, top5_acc: 0.6785, loss_cls: 2.4685, loss: 2.4685, grad_norm: 10.3504 2021-03-26 13:32:41,850 - mmaction - INFO - Epoch [10][100/1320] lr: 2.000e-03, eta: 11:41:45, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.4148, top5_acc: 0.6703, loss_cls: 2.4732, loss: 2.4732, grad_norm: 10.0163 2021-03-26 13:32:56,801 - mmaction - INFO - Epoch [10][120/1320] lr: 2.000e-03, eta: 11:41:27, time: 0.748, data_time: 0.002, memory: 11010, top1_acc: 0.4281, top5_acc: 0.6906, loss_cls: 2.3749, loss: 2.3749, grad_norm: 10.0249 2021-03-26 13:33:11,746 - mmaction - INFO - Epoch [10][140/1320] lr: 2.000e-03, eta: 11:41:08, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.4203, top5_acc: 0.6840, loss_cls: 2.4196, loss: 2.4196, grad_norm: 10.1678 2021-03-26 13:33:26,778 - mmaction - INFO - Epoch [10][160/1320] lr: 2.000e-03, eta: 11:40:50, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.4348, top5_acc: 0.7043, loss_cls: 2.3379, loss: 2.3379, grad_norm: 10.2084 2021-03-26 13:33:41,801 - mmaction - INFO - Epoch [10][180/1320] lr: 2.000e-03, eta: 11:40:32, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.4254, top5_acc: 0.6863, loss_cls: 2.3930, loss: 2.3930, grad_norm: 10.2191 2021-03-26 13:33:56,811 - mmaction - INFO - Epoch [10][200/1320] lr: 2.000e-03, eta: 11:40:14, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4129, top5_acc: 0.6766, loss_cls: 2.4559, loss: 2.4559, grad_norm: 10.2016 2021-03-26 13:34:11,964 - mmaction - INFO - Epoch [10][220/1320] lr: 2.000e-03, eta: 11:39:56, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4203, top5_acc: 0.6762, loss_cls: 2.4314, loss: 2.4314, grad_norm: 10.3894 2021-03-26 13:34:27,166 - mmaction - INFO - Epoch [10][240/1320] lr: 2.000e-03, eta: 11:39:39, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4316, top5_acc: 0.6902, loss_cls: 2.4026, loss: 2.4026, grad_norm: 9.9581 2021-03-26 13:34:42,360 - mmaction - INFO - Epoch [10][260/1320] lr: 2.000e-03, eta: 11:39:22, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4168, top5_acc: 0.6793, loss_cls: 2.4295, loss: 2.4295, grad_norm: 10.0451 2021-03-26 13:34:57,460 - mmaction - INFO - Epoch [10][280/1320] lr: 2.000e-03, eta: 11:39:04, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.4203, top5_acc: 0.6813, loss_cls: 2.4025, loss: 2.4025, grad_norm: 10.0162 2021-03-26 13:35:12,546 - mmaction - INFO - Epoch [10][300/1320] lr: 2.000e-03, eta: 11:38:46, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.4285, top5_acc: 0.6988, loss_cls: 2.3617, loss: 2.3617, grad_norm: 10.3075 2021-03-26 13:35:27,713 - mmaction - INFO - Epoch [10][320/1320] lr: 2.000e-03, eta: 11:38:29, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4145, top5_acc: 0.6770, loss_cls: 2.4525, loss: 2.4525, grad_norm: 10.1931 2021-03-26 13:35:42,749 - mmaction - INFO - Epoch [10][340/1320] lr: 2.000e-03, eta: 11:38:11, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4156, top5_acc: 0.7000, loss_cls: 2.4211, loss: 2.4211, grad_norm: 10.3657 2021-03-26 13:35:57,967 - mmaction - INFO - Epoch [10][360/1320] lr: 2.000e-03, eta: 11:37:54, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4207, top5_acc: 0.6828, loss_cls: 2.4416, loss: 2.4416, grad_norm: 9.8475 2021-03-26 13:36:13,236 - mmaction - INFO - Epoch [10][380/1320] lr: 2.000e-03, eta: 11:37:37, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4234, top5_acc: 0.6813, loss_cls: 2.4316, loss: 2.4316, grad_norm: 9.8925 2021-03-26 13:36:28,410 - mmaction - INFO - Epoch [10][400/1320] lr: 2.000e-03, eta: 11:37:19, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4258, top5_acc: 0.6891, loss_cls: 2.3829, loss: 2.3829, grad_norm: 9.9736 2021-03-26 13:36:43,541 - mmaction - INFO - Epoch [10][420/1320] lr: 2.000e-03, eta: 11:37:02, time: 0.757, data_time: 0.004, memory: 11010, top1_acc: 0.4070, top5_acc: 0.6832, loss_cls: 2.4025, loss: 2.4025, grad_norm: 10.2417 2021-03-26 13:36:58,695 - mmaction - INFO - Epoch [10][440/1320] lr: 2.000e-03, eta: 11:36:44, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4172, top5_acc: 0.6887, loss_cls: 2.4254, loss: 2.4254, grad_norm: 10.3793 2021-03-26 13:37:13,681 - mmaction - INFO - Epoch [10][460/1320] lr: 2.000e-03, eta: 11:36:26, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4387, top5_acc: 0.6961, loss_cls: 2.4006, loss: 2.4006, grad_norm: 9.9767 2021-03-26 13:37:29,060 - mmaction - INFO - Epoch [10][480/1320] lr: 2.000e-03, eta: 11:36:10, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.4176, top5_acc: 0.6863, loss_cls: 2.4041, loss: 2.4041, grad_norm: 10.0698 2021-03-26 13:37:44,259 - mmaction - INFO - Epoch [10][500/1320] lr: 2.000e-03, eta: 11:35:53, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.4145, top5_acc: 0.6852, loss_cls: 2.4226, loss: 2.4226, grad_norm: 9.8296 2021-03-26 13:37:59,358 - mmaction - INFO - Epoch [10][520/1320] lr: 2.000e-03, eta: 11:35:35, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4195, top5_acc: 0.6758, loss_cls: 2.4638, loss: 2.4638, grad_norm: 10.0647 2021-03-26 13:38:14,657 - mmaction - INFO - Epoch [10][540/1320] lr: 2.000e-03, eta: 11:35:18, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.4160, top5_acc: 0.6836, loss_cls: 2.4564, loss: 2.4564, grad_norm: 9.8873 2021-03-26 13:38:29,802 - mmaction - INFO - Epoch [10][560/1320] lr: 2.000e-03, eta: 11:35:01, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4316, top5_acc: 0.6863, loss_cls: 2.3924, loss: 2.3924, grad_norm: 10.3169 2021-03-26 13:38:44,928 - mmaction - INFO - Epoch [10][580/1320] lr: 2.000e-03, eta: 11:34:43, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.4258, top5_acc: 0.6742, loss_cls: 2.4403, loss: 2.4403, grad_norm: 10.1618 2021-03-26 13:39:00,180 - mmaction - INFO - Epoch [10][600/1320] lr: 2.000e-03, eta: 11:34:26, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.4371, top5_acc: 0.7059, loss_cls: 2.3527, loss: 2.3527, grad_norm: 10.2765 2021-03-26 13:39:15,281 - mmaction - INFO - Epoch [10][620/1320] lr: 2.000e-03, eta: 11:34:09, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4105, top5_acc: 0.6777, loss_cls: 2.4540, loss: 2.4540, grad_norm: 10.3368 2021-03-26 13:39:30,517 - mmaction - INFO - Epoch [10][640/1320] lr: 2.000e-03, eta: 11:33:52, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.3965, top5_acc: 0.6719, loss_cls: 2.4967, loss: 2.4967, grad_norm: 10.0694 2021-03-26 13:39:45,642 - mmaction - INFO - Epoch [10][660/1320] lr: 2.000e-03, eta: 11:33:34, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4305, top5_acc: 0.6941, loss_cls: 2.4076, loss: 2.4076, grad_norm: 10.1593 2021-03-26 13:40:00,778 - mmaction - INFO - Epoch [10][680/1320] lr: 2.000e-03, eta: 11:33:17, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4172, top5_acc: 0.6758, loss_cls: 2.4553, loss: 2.4553, grad_norm: 9.7501 2021-03-26 13:40:15,931 - mmaction - INFO - Epoch [10][700/1320] lr: 2.000e-03, eta: 11:33:00, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4133, top5_acc: 0.6754, loss_cls: 2.4735, loss: 2.4735, grad_norm: 10.2250 2021-03-26 13:40:31,045 - mmaction - INFO - Epoch [10][720/1320] lr: 2.000e-03, eta: 11:32:42, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4211, top5_acc: 0.6773, loss_cls: 2.4262, loss: 2.4262, grad_norm: 9.7334 2021-03-26 13:40:46,227 - mmaction - INFO - Epoch [10][740/1320] lr: 2.000e-03, eta: 11:32:25, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4188, top5_acc: 0.6738, loss_cls: 2.4515, loss: 2.4515, grad_norm: 10.6098 2021-03-26 13:41:01,421 - mmaction - INFO - Epoch [10][760/1320] lr: 2.000e-03, eta: 11:32:08, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4211, top5_acc: 0.6871, loss_cls: 2.4084, loss: 2.4084, grad_norm: 10.2105 2021-03-26 13:41:16,663 - mmaction - INFO - Epoch [10][780/1320] lr: 2.000e-03, eta: 11:31:51, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4227, top5_acc: 0.6824, loss_cls: 2.4255, loss: 2.4255, grad_norm: 10.1779 2021-03-26 13:41:31,784 - mmaction - INFO - Epoch [10][800/1320] lr: 2.000e-03, eta: 11:31:33, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4254, top5_acc: 0.6816, loss_cls: 2.4089, loss: 2.4089, grad_norm: 9.9691 2021-03-26 13:41:46,991 - mmaction - INFO - Epoch [10][820/1320] lr: 2.000e-03, eta: 11:31:16, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4180, top5_acc: 0.6922, loss_cls: 2.4025, loss: 2.4025, grad_norm: 10.2105 2021-03-26 13:42:02,123 - mmaction - INFO - Epoch [10][840/1320] lr: 2.000e-03, eta: 11:30:59, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4129, top5_acc: 0.6785, loss_cls: 2.4818, loss: 2.4818, grad_norm: 9.7714 2021-03-26 13:42:17,330 - mmaction - INFO - Epoch [10][860/1320] lr: 2.000e-03, eta: 11:30:42, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4168, top5_acc: 0.6793, loss_cls: 2.4504, loss: 2.4504, grad_norm: 9.8332 2021-03-26 13:42:32,524 - mmaction - INFO - Epoch [10][880/1320] lr: 2.000e-03, eta: 11:30:25, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4188, top5_acc: 0.6844, loss_cls: 2.4096, loss: 2.4096, grad_norm: 9.8746 2021-03-26 13:42:47,668 - mmaction - INFO - Epoch [10][900/1320] lr: 2.000e-03, eta: 11:30:08, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4199, top5_acc: 0.6832, loss_cls: 2.3995, loss: 2.3995, grad_norm: 10.1239 2021-03-26 13:43:02,807 - mmaction - INFO - Epoch [10][920/1320] lr: 2.000e-03, eta: 11:29:50, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4055, top5_acc: 0.6738, loss_cls: 2.4364, loss: 2.4364, grad_norm: 10.1055 2021-03-26 13:43:17,920 - mmaction - INFO - Epoch [10][940/1320] lr: 2.000e-03, eta: 11:29:33, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4277, top5_acc: 0.6988, loss_cls: 2.3704, loss: 2.3704, grad_norm: 10.0897 2021-03-26 13:43:33,056 - mmaction - INFO - Epoch [10][960/1320] lr: 2.000e-03, eta: 11:29:16, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.4156, top5_acc: 0.6863, loss_cls: 2.4047, loss: 2.4047, grad_norm: 10.1812 2021-03-26 13:43:48,137 - mmaction - INFO - Epoch [10][980/1320] lr: 2.000e-03, eta: 11:28:58, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.4008, top5_acc: 0.6719, loss_cls: 2.4844, loss: 2.4844, grad_norm: 10.0627 2021-03-26 13:44:03,417 - mmaction - INFO - Epoch [10][1000/1320] lr: 2.000e-03, eta: 11:28:41, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4125, top5_acc: 0.6801, loss_cls: 2.4869, loss: 2.4869, grad_norm: 9.5978 2021-03-26 13:44:18,634 - mmaction - INFO - Epoch [10][1020/1320] lr: 2.000e-03, eta: 11:28:24, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.4066, top5_acc: 0.6738, loss_cls: 2.4491, loss: 2.4491, grad_norm: 10.1401 2021-03-26 13:44:33,746 - mmaction - INFO - Epoch [10][1040/1320] lr: 2.000e-03, eta: 11:28:07, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4137, top5_acc: 0.6773, loss_cls: 2.4265, loss: 2.4265, grad_norm: 10.1928 2021-03-26 13:44:48,962 - mmaction - INFO - Epoch [10][1060/1320] lr: 2.000e-03, eta: 11:27:50, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4176, top5_acc: 0.6824, loss_cls: 2.4411, loss: 2.4411, grad_norm: 9.9512 2021-03-26 13:45:04,124 - mmaction - INFO - Epoch [10][1080/1320] lr: 2.000e-03, eta: 11:27:33, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4121, top5_acc: 0.6758, loss_cls: 2.4747, loss: 2.4747, grad_norm: 10.1468 2021-03-26 13:45:19,297 - mmaction - INFO - Epoch [10][1100/1320] lr: 2.000e-03, eta: 11:27:16, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4102, top5_acc: 0.6730, loss_cls: 2.4683, loss: 2.4683, grad_norm: 9.9353 2021-03-26 13:45:34,346 - mmaction - INFO - Epoch [10][1120/1320] lr: 2.000e-03, eta: 11:26:58, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4207, top5_acc: 0.6828, loss_cls: 2.4292, loss: 2.4292, grad_norm: 10.0608 2021-03-26 13:45:49,563 - mmaction - INFO - Epoch [10][1140/1320] lr: 2.000e-03, eta: 11:26:41, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.4148, top5_acc: 0.6727, loss_cls: 2.4635, loss: 2.4635, grad_norm: 10.1995 2021-03-26 13:46:04,742 - mmaction - INFO - Epoch [10][1160/1320] lr: 2.000e-03, eta: 11:26:24, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4223, top5_acc: 0.6977, loss_cls: 2.3758, loss: 2.3758, grad_norm: 9.8295 2021-03-26 13:46:19,901 - mmaction - INFO - Epoch [10][1180/1320] lr: 2.000e-03, eta: 11:26:07, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4199, top5_acc: 0.6828, loss_cls: 2.4445, loss: 2.4445, grad_norm: 9.9181 2021-03-26 13:46:35,062 - mmaction - INFO - Epoch [10][1200/1320] lr: 2.000e-03, eta: 11:25:50, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4152, top5_acc: 0.6898, loss_cls: 2.4092, loss: 2.4092, grad_norm: 9.8045 2021-03-26 13:46:50,244 - mmaction - INFO - Epoch [10][1220/1320] lr: 2.000e-03, eta: 11:25:33, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4367, top5_acc: 0.6871, loss_cls: 2.3905, loss: 2.3905, grad_norm: 10.1506 2021-03-26 13:47:05,359 - mmaction - INFO - Epoch [10][1240/1320] lr: 2.000e-03, eta: 11:25:15, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4371, top5_acc: 0.7020, loss_cls: 2.3392, loss: 2.3392, grad_norm: 10.3998 2021-03-26 13:47:20,649 - mmaction - INFO - Epoch [10][1260/1320] lr: 2.000e-03, eta: 11:24:59, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4141, top5_acc: 0.6770, loss_cls: 2.4510, loss: 2.4510, grad_norm: 10.1972 2021-03-26 13:47:35,828 - mmaction - INFO - Epoch [10][1280/1320] lr: 2.000e-03, eta: 11:24:42, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.4117, top5_acc: 0.6809, loss_cls: 2.4498, loss: 2.4498, grad_norm: 10.1449 2021-03-26 13:47:51,000 - mmaction - INFO - Epoch [10][1300/1320] lr: 2.000e-03, eta: 11:24:25, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4184, top5_acc: 0.6855, loss_cls: 2.4220, loss: 2.4220, grad_norm: 10.0208 2021-03-26 13:48:05,740 - mmaction - INFO - Epoch [10][1320/1320] lr: 2.000e-03, eta: 11:24:06, time: 0.738, data_time: 0.002, memory: 11010, top1_acc: 0.4218, top5_acc: 0.6897, loss_cls: 2.3911, loss: 2.3911, grad_norm: 10.1613 2021-03-26 13:48:06,641 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-26 13:49:48,301 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 13:49:48,655 - mmaction - INFO - top1_acc 0.3703 top5_acc 0.6561 2021-03-26 13:49:48,655 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 13:49:48,678 - mmaction - INFO - mean_acc 0.2989 2021-03-26 13:49:53,919 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-03-26 13:49:53,920 - mmaction - INFO - Best top1_acc is 0.3703 at 10 epoch. 2021-03-26 13:49:53,945 - mmaction - INFO - Epoch(val) [10][1320] top1_acc: 0.3703, top5_acc: 0.6561, mean_class_accuracy: 0.2989 2021-03-26 13:49:53,948 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 13:50:29,207 - mmaction - INFO - Epoch [11][20/1320] lr: 2.000e-03, eta: 11:25:09, time: 1.763, data_time: 1.022, memory: 11010, top1_acc: 0.4188, top5_acc: 0.6820, loss_cls: 2.4189, loss: 2.4189, grad_norm: 10.1802 2021-03-26 13:50:44,277 - mmaction - INFO - Epoch [11][40/1320] lr: 2.000e-03, eta: 11:24:51, time: 0.753, data_time: 0.004, memory: 11010, top1_acc: 0.4285, top5_acc: 0.6762, loss_cls: 2.4249, loss: 2.4249, grad_norm: 10.2266 2021-03-26 13:50:59,166 - mmaction - INFO - Epoch [11][60/1320] lr: 2.000e-03, eta: 11:24:33, time: 0.745, data_time: 0.003, memory: 11010, top1_acc: 0.4414, top5_acc: 0.7012, loss_cls: 2.2967, loss: 2.2967, grad_norm: 10.0673 2021-03-26 13:51:14,084 - mmaction - INFO - Epoch [11][80/1320] lr: 2.000e-03, eta: 11:24:15, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.4172, top5_acc: 0.6781, loss_cls: 2.4189, loss: 2.4189, grad_norm: 10.3218 2021-03-26 13:51:29,141 - mmaction - INFO - Epoch [11][100/1320] lr: 2.000e-03, eta: 11:23:57, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4281, top5_acc: 0.6977, loss_cls: 2.3960, loss: 2.3960, grad_norm: 10.3865 2021-03-26 13:51:44,229 - mmaction - INFO - Epoch [11][120/1320] lr: 2.000e-03, eta: 11:23:40, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.4191, top5_acc: 0.6875, loss_cls: 2.4011, loss: 2.4011, grad_norm: 10.2112 2021-03-26 13:51:59,237 - mmaction - INFO - Epoch [11][140/1320] lr: 2.000e-03, eta: 11:23:22, time: 0.750, data_time: 0.005, memory: 11010, top1_acc: 0.4352, top5_acc: 0.6848, loss_cls: 2.3769, loss: 2.3769, grad_norm: 10.3195 2021-03-26 13:52:14,281 - mmaction - INFO - Epoch [11][160/1320] lr: 2.000e-03, eta: 11:23:04, time: 0.752, data_time: 0.006, memory: 11010, top1_acc: 0.4266, top5_acc: 0.6906, loss_cls: 2.3711, loss: 2.3711, grad_norm: 10.2767 2021-03-26 13:52:29,462 - mmaction - INFO - Epoch [11][180/1320] lr: 2.000e-03, eta: 11:22:47, time: 0.759, data_time: 0.006, memory: 11010, top1_acc: 0.4328, top5_acc: 0.7008, loss_cls: 2.3270, loss: 2.3270, grad_norm: 10.2874 2021-03-26 13:52:44,518 - mmaction - INFO - Epoch [11][200/1320] lr: 2.000e-03, eta: 11:22:30, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4246, top5_acc: 0.7008, loss_cls: 2.3754, loss: 2.3754, grad_norm: 10.2271 2021-03-26 13:52:59,543 - mmaction - INFO - Epoch [11][220/1320] lr: 2.000e-03, eta: 11:22:12, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.4133, top5_acc: 0.6777, loss_cls: 2.4341, loss: 2.4341, grad_norm: 10.3744 2021-03-26 13:53:14,605 - mmaction - INFO - Epoch [11][240/1320] lr: 2.000e-03, eta: 11:21:54, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4277, top5_acc: 0.6898, loss_cls: 2.3894, loss: 2.3894, grad_norm: 10.0961 2021-03-26 13:53:29,770 - mmaction - INFO - Epoch [11][260/1320] lr: 2.000e-03, eta: 11:21:37, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4531, top5_acc: 0.7090, loss_cls: 2.3060, loss: 2.3060, grad_norm: 9.8097 2021-03-26 13:53:44,995 - mmaction - INFO - Epoch [11][280/1320] lr: 2.000e-03, eta: 11:21:20, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4324, top5_acc: 0.6934, loss_cls: 2.3989, loss: 2.3989, grad_norm: 10.0480 2021-03-26 13:54:00,128 - mmaction - INFO - Epoch [11][300/1320] lr: 2.000e-03, eta: 11:21:03, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4293, top5_acc: 0.7020, loss_cls: 2.3482, loss: 2.3482, grad_norm: 10.0457 2021-03-26 13:54:15,282 - mmaction - INFO - Epoch [11][320/1320] lr: 2.000e-03, eta: 11:20:46, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4238, top5_acc: 0.6977, loss_cls: 2.3656, loss: 2.3656, grad_norm: 10.0394 2021-03-26 13:54:30,378 - mmaction - INFO - Epoch [11][340/1320] lr: 2.000e-03, eta: 11:20:29, time: 0.756, data_time: 0.004, memory: 11010, top1_acc: 0.4309, top5_acc: 0.6930, loss_cls: 2.3647, loss: 2.3647, grad_norm: 9.9238 2021-03-26 13:54:45,538 - mmaction - INFO - Epoch [11][360/1320] lr: 2.000e-03, eta: 11:20:11, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4090, top5_acc: 0.6797, loss_cls: 2.4561, loss: 2.4561, grad_norm: 10.3180 2021-03-26 13:55:01,343 - mmaction - INFO - Epoch [11][380/1320] lr: 2.000e-03, eta: 11:19:57, time: 0.790, data_time: 0.037, memory: 11010, top1_acc: 0.4270, top5_acc: 0.6914, loss_cls: 2.3870, loss: 2.3870, grad_norm: 9.7610 2021-03-26 13:55:16,352 - mmaction - INFO - Epoch [11][400/1320] lr: 2.000e-03, eta: 11:19:39, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.4219, top5_acc: 0.6895, loss_cls: 2.4055, loss: 2.4055, grad_norm: 10.2353 2021-03-26 13:55:31,636 - mmaction - INFO - Epoch [11][420/1320] lr: 2.000e-03, eta: 11:19:22, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4430, top5_acc: 0.7051, loss_cls: 2.3250, loss: 2.3250, grad_norm: 10.0086 2021-03-26 13:55:46,693 - mmaction - INFO - Epoch [11][440/1320] lr: 2.000e-03, eta: 11:19:05, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4430, top5_acc: 0.6965, loss_cls: 2.3213, loss: 2.3213, grad_norm: 10.3153 2021-03-26 13:56:01,799 - mmaction - INFO - Epoch [11][460/1320] lr: 2.000e-03, eta: 11:18:48, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4133, top5_acc: 0.6957, loss_cls: 2.3554, loss: 2.3554, grad_norm: 10.1300 2021-03-26 13:56:17,059 - mmaction - INFO - Epoch [11][480/1320] lr: 2.000e-03, eta: 11:18:31, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4199, top5_acc: 0.6871, loss_cls: 2.4043, loss: 2.4043, grad_norm: 10.2053 2021-03-26 13:56:32,373 - mmaction - INFO - Epoch [11][500/1320] lr: 2.000e-03, eta: 11:18:14, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.4141, top5_acc: 0.6883, loss_cls: 2.4077, loss: 2.4077, grad_norm: 10.3156 2021-03-26 13:56:47,566 - mmaction - INFO - Epoch [11][520/1320] lr: 2.000e-03, eta: 11:17:57, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.4176, top5_acc: 0.6871, loss_cls: 2.4251, loss: 2.4251, grad_norm: 10.2508 2021-03-26 13:57:02,785 - mmaction - INFO - Epoch [11][540/1320] lr: 2.000e-03, eta: 11:17:40, time: 0.761, data_time: 0.005, memory: 11010, top1_acc: 0.4406, top5_acc: 0.7188, loss_cls: 2.3047, loss: 2.3047, grad_norm: 10.0749 2021-03-26 13:57:17,859 - mmaction - INFO - Epoch [11][560/1320] lr: 2.000e-03, eta: 11:17:23, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4449, top5_acc: 0.7109, loss_cls: 2.3316, loss: 2.3316, grad_norm: 10.1113 2021-03-26 13:57:33,271 - mmaction - INFO - Epoch [11][580/1320] lr: 2.000e-03, eta: 11:17:07, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.4289, top5_acc: 0.7012, loss_cls: 2.3617, loss: 2.3617, grad_norm: 10.1458 2021-03-26 13:57:48,359 - mmaction - INFO - Epoch [11][600/1320] lr: 2.000e-03, eta: 11:16:50, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4242, top5_acc: 0.6934, loss_cls: 2.4006, loss: 2.4006, grad_norm: 9.8753 2021-03-26 13:58:03,670 - mmaction - INFO - Epoch [11][620/1320] lr: 2.000e-03, eta: 11:16:33, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4371, top5_acc: 0.6926, loss_cls: 2.3054, loss: 2.3054, grad_norm: 10.0158 2021-03-26 13:58:18,846 - mmaction - INFO - Epoch [11][640/1320] lr: 2.000e-03, eta: 11:16:16, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4262, top5_acc: 0.6926, loss_cls: 2.4138, loss: 2.4138, grad_norm: 10.3394 2021-03-26 13:58:34,026 - mmaction - INFO - Epoch [11][660/1320] lr: 2.000e-03, eta: 11:15:59, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.4426, top5_acc: 0.7020, loss_cls: 2.3378, loss: 2.3378, grad_norm: 10.1015 2021-03-26 13:58:49,171 - mmaction - INFO - Epoch [11][680/1320] lr: 2.000e-03, eta: 11:15:42, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.3320, loss: 2.3320, grad_norm: 9.9584 2021-03-26 13:59:04,296 - mmaction - INFO - Epoch [11][700/1320] lr: 2.000e-03, eta: 11:15:25, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4297, top5_acc: 0.6910, loss_cls: 2.3766, loss: 2.3766, grad_norm: 10.0453 2021-03-26 13:59:20,019 - mmaction - INFO - Epoch [11][720/1320] lr: 2.000e-03, eta: 11:15:10, time: 0.786, data_time: 0.033, memory: 11010, top1_acc: 0.4328, top5_acc: 0.6859, loss_cls: 2.4009, loss: 2.4009, grad_norm: 10.0941 2021-03-26 13:59:35,126 - mmaction - INFO - Epoch [11][740/1320] lr: 2.000e-03, eta: 11:14:53, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4156, top5_acc: 0.6879, loss_cls: 2.4285, loss: 2.4285, grad_norm: 9.8446 2021-03-26 13:59:50,333 - mmaction - INFO - Epoch [11][760/1320] lr: 2.000e-03, eta: 11:14:36, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4426, top5_acc: 0.6977, loss_cls: 2.3160, loss: 2.3160, grad_norm: 10.1777 2021-03-26 14:00:05,465 - mmaction - INFO - Epoch [11][780/1320] lr: 2.000e-03, eta: 11:14:19, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4117, top5_acc: 0.6773, loss_cls: 2.4327, loss: 2.4327, grad_norm: 10.1166 2021-03-26 14:00:20,613 - mmaction - INFO - Epoch [11][800/1320] lr: 2.000e-03, eta: 11:14:02, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4211, top5_acc: 0.6922, loss_cls: 2.3744, loss: 2.3744, grad_norm: 10.4491 2021-03-26 14:00:35,698 - mmaction - INFO - Epoch [11][820/1320] lr: 2.000e-03, eta: 11:13:44, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4391, top5_acc: 0.6973, loss_cls: 2.3391, loss: 2.3391, grad_norm: 9.9364 2021-03-26 14:00:51,013 - mmaction - INFO - Epoch [11][840/1320] lr: 2.000e-03, eta: 11:13:28, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4164, top5_acc: 0.6898, loss_cls: 2.3822, loss: 2.3822, grad_norm: 10.5636 2021-03-26 14:01:06,145 - mmaction - INFO - Epoch [11][860/1320] lr: 2.000e-03, eta: 11:13:11, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4316, top5_acc: 0.6715, loss_cls: 2.4022, loss: 2.4022, grad_norm: 9.7850 2021-03-26 14:01:21,324 - mmaction - INFO - Epoch [11][880/1320] lr: 2.000e-03, eta: 11:12:54, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4223, top5_acc: 0.6840, loss_cls: 2.4056, loss: 2.4056, grad_norm: 10.2988 2021-03-26 14:01:36,485 - mmaction - INFO - Epoch [11][900/1320] lr: 2.000e-03, eta: 11:12:37, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4457, top5_acc: 0.7027, loss_cls: 2.3214, loss: 2.3214, grad_norm: 9.9273 2021-03-26 14:01:51,821 - mmaction - INFO - Epoch [11][920/1320] lr: 2.000e-03, eta: 11:12:20, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.4145, top5_acc: 0.6910, loss_cls: 2.3987, loss: 2.3987, grad_norm: 9.9930 2021-03-26 14:02:06,954 - mmaction - INFO - Epoch [11][940/1320] lr: 2.000e-03, eta: 11:12:03, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4242, top5_acc: 0.6934, loss_cls: 2.4069, loss: 2.4069, grad_norm: 10.3630 2021-03-26 14:02:22,052 - mmaction - INFO - Epoch [11][960/1320] lr: 2.000e-03, eta: 11:11:46, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4371, top5_acc: 0.6871, loss_cls: 2.3799, loss: 2.3799, grad_norm: 10.1568 2021-03-26 14:02:37,204 - mmaction - INFO - Epoch [11][980/1320] lr: 2.000e-03, eta: 11:11:29, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4316, top5_acc: 0.6875, loss_cls: 2.3673, loss: 2.3673, grad_norm: 9.8093 2021-03-26 14:02:52,533 - mmaction - INFO - Epoch [11][1000/1320] lr: 2.000e-03, eta: 11:11:13, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.4367, top5_acc: 0.7047, loss_cls: 2.3756, loss: 2.3756, grad_norm: 9.9904 2021-03-26 14:03:07,742 - mmaction - INFO - Epoch [11][1020/1320] lr: 2.000e-03, eta: 11:10:56, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4297, top5_acc: 0.6918, loss_cls: 2.3892, loss: 2.3892, grad_norm: 9.9814 2021-03-26 14:03:23,017 - mmaction - INFO - Epoch [11][1040/1320] lr: 2.000e-03, eta: 11:10:39, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4426, top5_acc: 0.7000, loss_cls: 2.3359, loss: 2.3359, grad_norm: 9.9666 2021-03-26 14:03:38,236 - mmaction - INFO - Epoch [11][1060/1320] lr: 2.000e-03, eta: 11:10:23, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4313, top5_acc: 0.6809, loss_cls: 2.3999, loss: 2.3999, grad_norm: 10.2660 2021-03-26 14:03:53,449 - mmaction - INFO - Epoch [11][1080/1320] lr: 2.000e-03, eta: 11:10:06, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4250, top5_acc: 0.6773, loss_cls: 2.4303, loss: 2.4303, grad_norm: 9.8475 2021-03-26 14:04:09,131 - mmaction - INFO - Epoch [11][1100/1320] lr: 2.000e-03, eta: 11:09:51, time: 0.784, data_time: 0.030, memory: 11010, top1_acc: 0.4363, top5_acc: 0.6988, loss_cls: 2.3539, loss: 2.3539, grad_norm: 9.9579 2021-03-26 14:04:24,498 - mmaction - INFO - Epoch [11][1120/1320] lr: 2.000e-03, eta: 11:09:35, time: 0.769, data_time: 0.003, memory: 11010, top1_acc: 0.4285, top5_acc: 0.6930, loss_cls: 2.3975, loss: 2.3975, grad_norm: 10.2029 2021-03-26 14:04:39,615 - mmaction - INFO - Epoch [11][1140/1320] lr: 2.000e-03, eta: 11:09:18, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4328, top5_acc: 0.6844, loss_cls: 2.3701, loss: 2.3701, grad_norm: 10.0869 2021-03-26 14:04:54,792 - mmaction - INFO - Epoch [11][1160/1320] lr: 2.000e-03, eta: 11:09:01, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4020, top5_acc: 0.6687, loss_cls: 2.4763, loss: 2.4763, grad_norm: 10.2512 2021-03-26 14:05:10,070 - mmaction - INFO - Epoch [11][1180/1320] lr: 2.000e-03, eta: 11:08:44, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4219, top5_acc: 0.6844, loss_cls: 2.4270, loss: 2.4270, grad_norm: 9.9931 2021-03-26 14:05:25,138 - mmaction - INFO - Epoch [11][1200/1320] lr: 2.000e-03, eta: 11:08:27, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.4426, top5_acc: 0.6883, loss_cls: 2.3527, loss: 2.3527, grad_norm: 9.9824 2021-03-26 14:05:40,162 - mmaction - INFO - Epoch [11][1220/1320] lr: 2.000e-03, eta: 11:08:10, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4199, top5_acc: 0.6965, loss_cls: 2.4083, loss: 2.4083, grad_norm: 9.7901 2021-03-26 14:05:55,546 - mmaction - INFO - Epoch [11][1240/1320] lr: 2.000e-03, eta: 11:07:53, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.4434, top5_acc: 0.7020, loss_cls: 2.3368, loss: 2.3368, grad_norm: 10.6185 2021-03-26 14:06:10,803 - mmaction - INFO - Epoch [11][1260/1320] lr: 2.000e-03, eta: 11:07:37, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.4309, top5_acc: 0.6918, loss_cls: 2.3823, loss: 2.3823, grad_norm: 10.1484 2021-03-26 14:06:26,085 - mmaction - INFO - Epoch [11][1280/1320] lr: 2.000e-03, eta: 11:07:20, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4406, top5_acc: 0.7004, loss_cls: 2.3639, loss: 2.3639, grad_norm: 9.7424 2021-03-26 14:06:41,117 - mmaction - INFO - Epoch [11][1300/1320] lr: 2.000e-03, eta: 11:07:03, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4414, top5_acc: 0.6980, loss_cls: 2.3674, loss: 2.3674, grad_norm: 9.9844 2021-03-26 14:06:56,034 - mmaction - INFO - Epoch [11][1320/1320] lr: 2.000e-03, eta: 11:06:45, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.4492, top5_acc: 0.6996, loss_cls: 2.3467, loss: 2.3467, grad_norm: 10.0636 2021-03-26 14:06:56,912 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-26 14:08:35,953 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:08:36,306 - mmaction - INFO - top1_acc 0.3688 top5_acc 0.6548 2021-03-26 14:08:36,306 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:08:36,329 - mmaction - INFO - mean_acc 0.2996 2021-03-26 14:08:36,337 - mmaction - INFO - Epoch(val) [11][1320] top1_acc: 0.3688, top5_acc: 0.6548, mean_class_accuracy: 0.2996 2021-03-26 14:08:36,339 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:09:13,768 - mmaction - INFO - Epoch [12][20/1320] lr: 2.000e-03, eta: 11:07:47, time: 1.871, data_time: 1.115, memory: 11010, top1_acc: 0.4500, top5_acc: 0.7109, loss_cls: 2.2988, loss: 2.2988, grad_norm: 10.2198 2021-03-26 14:09:28,798 - mmaction - INFO - Epoch [12][40/1320] lr: 2.000e-03, eta: 11:07:30, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4371, top5_acc: 0.6926, loss_cls: 2.3298, loss: 2.3298, grad_norm: 9.9256 2021-03-26 14:09:43,838 - mmaction - INFO - Epoch [12][60/1320] lr: 2.000e-03, eta: 11:07:12, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.4414, top5_acc: 0.7000, loss_cls: 2.3302, loss: 2.3302, grad_norm: 10.3368 2021-03-26 14:09:58,939 - mmaction - INFO - Epoch [12][80/1320] lr: 2.000e-03, eta: 11:06:55, time: 0.755, data_time: 0.005, memory: 11010, top1_acc: 0.4426, top5_acc: 0.7207, loss_cls: 2.2660, loss: 2.2660, grad_norm: 10.1991 2021-03-26 14:10:13,960 - mmaction - INFO - Epoch [12][100/1320] lr: 2.000e-03, eta: 11:06:37, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4383, top5_acc: 0.7102, loss_cls: 2.2941, loss: 2.2941, grad_norm: 10.4375 2021-03-26 14:10:28,962 - mmaction - INFO - Epoch [12][120/1320] lr: 2.000e-03, eta: 11:06:20, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4426, top5_acc: 0.7023, loss_cls: 2.3077, loss: 2.3077, grad_norm: 10.2387 2021-03-26 14:10:43,955 - mmaction - INFO - Epoch [12][140/1320] lr: 2.000e-03, eta: 11:06:02, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.4465, top5_acc: 0.7168, loss_cls: 2.2731, loss: 2.2731, grad_norm: 10.2853 2021-03-26 14:10:59,045 - mmaction - INFO - Epoch [12][160/1320] lr: 2.000e-03, eta: 11:05:45, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.4422, top5_acc: 0.6984, loss_cls: 2.3233, loss: 2.3233, grad_norm: 10.2541 2021-03-26 14:11:14,116 - mmaction - INFO - Epoch [12][180/1320] lr: 2.000e-03, eta: 11:05:28, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.4461, top5_acc: 0.7102, loss_cls: 2.3022, loss: 2.3022, grad_norm: 10.2902 2021-03-26 14:11:29,188 - mmaction - INFO - Epoch [12][200/1320] lr: 2.000e-03, eta: 11:05:11, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4398, top5_acc: 0.7039, loss_cls: 2.3352, loss: 2.3352, grad_norm: 10.0870 2021-03-26 14:11:44,175 - mmaction - INFO - Epoch [12][220/1320] lr: 2.000e-03, eta: 11:04:53, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.4434, top5_acc: 0.7023, loss_cls: 2.3306, loss: 2.3306, grad_norm: 9.9100 2021-03-26 14:11:59,241 - mmaction - INFO - Epoch [12][240/1320] lr: 2.000e-03, eta: 11:04:36, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4305, top5_acc: 0.6973, loss_cls: 2.3451, loss: 2.3451, grad_norm: 10.1524 2021-03-26 14:12:14,424 - mmaction - INFO - Epoch [12][260/1320] lr: 2.000e-03, eta: 11:04:19, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4555, top5_acc: 0.7137, loss_cls: 2.2896, loss: 2.2896, grad_norm: 10.0116 2021-03-26 14:12:29,539 - mmaction - INFO - Epoch [12][280/1320] lr: 2.000e-03, eta: 11:04:02, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4500, top5_acc: 0.7059, loss_cls: 2.2986, loss: 2.2986, grad_norm: 10.0475 2021-03-26 14:12:44,657 - mmaction - INFO - Epoch [12][300/1320] lr: 2.000e-03, eta: 11:03:45, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4301, top5_acc: 0.6895, loss_cls: 2.3689, loss: 2.3689, grad_norm: 10.2571 2021-03-26 14:12:59,950 - mmaction - INFO - Epoch [12][320/1320] lr: 2.000e-03, eta: 11:03:28, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4539, top5_acc: 0.7098, loss_cls: 2.2480, loss: 2.2480, grad_norm: 10.1651 2021-03-26 14:13:15,112 - mmaction - INFO - Epoch [12][340/1320] lr: 2.000e-03, eta: 11:03:11, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4387, top5_acc: 0.6969, loss_cls: 2.3359, loss: 2.3359, grad_norm: 9.9900 2021-03-26 14:13:30,141 - mmaction - INFO - Epoch [12][360/1320] lr: 2.000e-03, eta: 11:02:54, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4285, top5_acc: 0.6945, loss_cls: 2.3610, loss: 2.3610, grad_norm: 10.2572 2021-03-26 14:13:45,465 - mmaction - INFO - Epoch [12][380/1320] lr: 2.000e-03, eta: 11:02:37, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.4398, top5_acc: 0.7094, loss_cls: 2.3201, loss: 2.3201, grad_norm: 10.4293 2021-03-26 14:14:00,625 - mmaction - INFO - Epoch [12][400/1320] lr: 2.000e-03, eta: 11:02:20, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4250, top5_acc: 0.7047, loss_cls: 2.3432, loss: 2.3432, grad_norm: 9.9988 2021-03-26 14:14:15,773 - mmaction - INFO - Epoch [12][420/1320] lr: 2.000e-03, eta: 11:02:03, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4395, top5_acc: 0.6988, loss_cls: 2.3412, loss: 2.3412, grad_norm: 9.9910 2021-03-26 14:14:31,120 - mmaction - INFO - Epoch [12][440/1320] lr: 2.000e-03, eta: 11:01:47, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.4328, top5_acc: 0.7035, loss_cls: 2.3424, loss: 2.3424, grad_norm: 10.1768 2021-03-26 14:14:46,232 - mmaction - INFO - Epoch [12][460/1320] lr: 2.000e-03, eta: 11:01:30, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4527, top5_acc: 0.7020, loss_cls: 2.3374, loss: 2.3374, grad_norm: 10.2973 2021-03-26 14:15:01,330 - mmaction - INFO - Epoch [12][480/1320] lr: 2.000e-03, eta: 11:01:13, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4301, top5_acc: 0.6961, loss_cls: 2.3440, loss: 2.3440, grad_norm: 10.2031 2021-03-26 14:15:16,571 - mmaction - INFO - Epoch [12][500/1320] lr: 2.000e-03, eta: 11:00:56, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4520, top5_acc: 0.7211, loss_cls: 2.2844, loss: 2.2844, grad_norm: 10.1992 2021-03-26 14:15:31,795 - mmaction - INFO - Epoch [12][520/1320] lr: 2.000e-03, eta: 11:00:40, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4523, top5_acc: 0.7070, loss_cls: 2.2639, loss: 2.2639, grad_norm: 9.7203 2021-03-26 14:15:46,956 - mmaction - INFO - Epoch [12][540/1320] lr: 2.000e-03, eta: 11:00:23, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4227, top5_acc: 0.7117, loss_cls: 2.3183, loss: 2.3183, grad_norm: 10.1728 2021-03-26 14:16:02,291 - mmaction - INFO - Epoch [12][560/1320] lr: 2.000e-03, eta: 11:00:06, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.4520, top5_acc: 0.7074, loss_cls: 2.3020, loss: 2.3020, grad_norm: 10.1670 2021-03-26 14:16:17,497 - mmaction - INFO - Epoch [12][580/1320] lr: 2.000e-03, eta: 10:59:50, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4461, top5_acc: 0.7113, loss_cls: 2.3025, loss: 2.3025, grad_norm: 10.4672 2021-03-26 14:16:32,811 - mmaction - INFO - Epoch [12][600/1320] lr: 2.000e-03, eta: 10:59:33, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.4285, top5_acc: 0.6965, loss_cls: 2.3780, loss: 2.3780, grad_norm: 10.2450 2021-03-26 14:16:48,023 - mmaction - INFO - Epoch [12][620/1320] lr: 2.000e-03, eta: 10:59:17, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4242, top5_acc: 0.6809, loss_cls: 2.3941, loss: 2.3941, grad_norm: 10.3816 2021-03-26 14:17:03,172 - mmaction - INFO - Epoch [12][640/1320] lr: 2.000e-03, eta: 10:59:00, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4145, top5_acc: 0.6859, loss_cls: 2.3842, loss: 2.3842, grad_norm: 9.9475 2021-03-26 14:17:18,301 - mmaction - INFO - Epoch [12][660/1320] lr: 2.000e-03, eta: 10:58:43, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4371, top5_acc: 0.6922, loss_cls: 2.3709, loss: 2.3709, grad_norm: 10.1902 2021-03-26 14:17:33,382 - mmaction - INFO - Epoch [12][680/1320] lr: 2.000e-03, eta: 10:58:26, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4445, top5_acc: 0.7027, loss_cls: 2.3137, loss: 2.3137, grad_norm: 9.6172 2021-03-26 14:17:48,700 - mmaction - INFO - Epoch [12][700/1320] lr: 2.000e-03, eta: 10:58:09, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.4387, top5_acc: 0.6980, loss_cls: 2.3377, loss: 2.3377, grad_norm: 10.0717 2021-03-26 14:18:03,955 - mmaction - INFO - Epoch [12][720/1320] lr: 2.000e-03, eta: 10:57:53, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.4316, top5_acc: 0.7055, loss_cls: 2.3130, loss: 2.3130, grad_norm: 9.9231 2021-03-26 14:18:19,076 - mmaction - INFO - Epoch [12][740/1320] lr: 2.000e-03, eta: 10:57:36, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4402, top5_acc: 0.6992, loss_cls: 2.2799, loss: 2.2799, grad_norm: 10.4649 2021-03-26 14:18:34,287 - mmaction - INFO - Epoch [12][760/1320] lr: 2.000e-03, eta: 10:57:19, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4328, top5_acc: 0.6980, loss_cls: 2.3898, loss: 2.3898, grad_norm: 9.8776 2021-03-26 14:18:49,566 - mmaction - INFO - Epoch [12][780/1320] lr: 2.000e-03, eta: 10:57:02, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.4230, top5_acc: 0.6879, loss_cls: 2.3923, loss: 2.3923, grad_norm: 10.3777 2021-03-26 14:19:04,855 - mmaction - INFO - Epoch [12][800/1320] lr: 2.000e-03, eta: 10:56:46, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.4375, top5_acc: 0.6969, loss_cls: 2.3374, loss: 2.3374, grad_norm: 9.9928 2021-03-26 14:19:19,876 - mmaction - INFO - Epoch [12][820/1320] lr: 2.000e-03, eta: 10:56:29, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.4391, top5_acc: 0.6957, loss_cls: 2.3243, loss: 2.3243, grad_norm: 9.9753 2021-03-26 14:19:35,050 - mmaction - INFO - Epoch [12][840/1320] lr: 2.000e-03, eta: 10:56:12, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4383, top5_acc: 0.7078, loss_cls: 2.3351, loss: 2.3351, grad_norm: 10.3106 2021-03-26 14:19:50,277 - mmaction - INFO - Epoch [12][860/1320] lr: 2.000e-03, eta: 10:55:55, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4340, top5_acc: 0.7031, loss_cls: 2.3506, loss: 2.3506, grad_norm: 10.1899 2021-03-26 14:20:05,517 - mmaction - INFO - Epoch [12][880/1320] lr: 2.000e-03, eta: 10:55:39, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.4535, top5_acc: 0.7090, loss_cls: 2.2844, loss: 2.2844, grad_norm: 10.0879 2021-03-26 14:20:20,672 - mmaction - INFO - Epoch [12][900/1320] lr: 2.000e-03, eta: 10:55:22, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.4297, top5_acc: 0.7012, loss_cls: 2.3785, loss: 2.3785, grad_norm: 10.3149 2021-03-26 14:20:35,938 - mmaction - INFO - Epoch [12][920/1320] lr: 2.000e-03, eta: 10:55:05, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4371, top5_acc: 0.6926, loss_cls: 2.3461, loss: 2.3461, grad_norm: 9.9388 2021-03-26 14:20:51,095 - mmaction - INFO - Epoch [12][940/1320] lr: 2.000e-03, eta: 10:54:49, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4379, top5_acc: 0.7109, loss_cls: 2.2830, loss: 2.2830, grad_norm: 10.1670 2021-03-26 14:21:06,334 - mmaction - INFO - Epoch [12][960/1320] lr: 2.000e-03, eta: 10:54:32, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4258, top5_acc: 0.6773, loss_cls: 2.3550, loss: 2.3550, grad_norm: 10.0079 2021-03-26 14:21:21,434 - mmaction - INFO - Epoch [12][980/1320] lr: 2.000e-03, eta: 10:54:15, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4387, top5_acc: 0.7066, loss_cls: 2.2969, loss: 2.2969, grad_norm: 10.0259 2021-03-26 14:21:36,567 - mmaction - INFO - Epoch [12][1000/1320] lr: 2.000e-03, eta: 10:53:58, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4402, top5_acc: 0.7113, loss_cls: 2.2967, loss: 2.2967, grad_norm: 9.9378 2021-03-26 14:21:51,841 - mmaction - INFO - Epoch [12][1020/1320] lr: 2.000e-03, eta: 10:53:42, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4418, top5_acc: 0.7152, loss_cls: 2.2859, loss: 2.2859, grad_norm: 10.1916 2021-03-26 14:22:06,992 - mmaction - INFO - Epoch [12][1040/1320] lr: 2.000e-03, eta: 10:53:25, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4488, top5_acc: 0.7047, loss_cls: 2.3017, loss: 2.3017, grad_norm: 10.3251 2021-03-26 14:22:22,253 - mmaction - INFO - Epoch [12][1060/1320] lr: 2.000e-03, eta: 10:53:08, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4512, top5_acc: 0.7082, loss_cls: 2.2823, loss: 2.2823, grad_norm: 10.3179 2021-03-26 14:22:37,336 - mmaction - INFO - Epoch [12][1080/1320] lr: 2.000e-03, eta: 10:52:51, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4363, top5_acc: 0.6973, loss_cls: 2.3305, loss: 2.3305, grad_norm: 9.9882 2021-03-26 14:22:52,550 - mmaction - INFO - Epoch [12][1100/1320] lr: 2.000e-03, eta: 10:52:35, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4406, top5_acc: 0.7000, loss_cls: 2.3088, loss: 2.3088, grad_norm: 9.9925 2021-03-26 14:23:07,705 - mmaction - INFO - Epoch [12][1120/1320] lr: 2.000e-03, eta: 10:52:18, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4535, top5_acc: 0.7086, loss_cls: 2.2735, loss: 2.2735, grad_norm: 10.1181 2021-03-26 14:23:22,972 - mmaction - INFO - Epoch [12][1140/1320] lr: 2.000e-03, eta: 10:52:02, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4465, top5_acc: 0.6953, loss_cls: 2.3318, loss: 2.3318, grad_norm: 10.0791 2021-03-26 14:23:38,219 - mmaction - INFO - Epoch [12][1160/1320] lr: 2.000e-03, eta: 10:51:45, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4371, top5_acc: 0.7027, loss_cls: 2.3204, loss: 2.3204, grad_norm: 10.2403 2021-03-26 14:23:53,337 - mmaction - INFO - Epoch [12][1180/1320] lr: 2.000e-03, eta: 10:51:28, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4359, top5_acc: 0.7047, loss_cls: 2.3284, loss: 2.3284, grad_norm: 10.0391 2021-03-26 14:24:08,816 - mmaction - INFO - Epoch [12][1200/1320] lr: 2.000e-03, eta: 10:51:12, time: 0.773, data_time: 0.000, memory: 11010, top1_acc: 0.4285, top5_acc: 0.6996, loss_cls: 2.3707, loss: 2.3707, grad_norm: 10.1928 2021-03-26 14:24:24,183 - mmaction - INFO - Epoch [12][1220/1320] lr: 2.000e-03, eta: 10:50:56, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.4629, top5_acc: 0.7055, loss_cls: 2.2773, loss: 2.2773, grad_norm: 10.0601 2021-03-26 14:24:39,403 - mmaction - INFO - Epoch [12][1240/1320] lr: 2.000e-03, eta: 10:50:40, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4461, top5_acc: 0.7059, loss_cls: 2.2773, loss: 2.2773, grad_norm: 10.2677 2021-03-26 14:24:54,604 - mmaction - INFO - Epoch [12][1260/1320] lr: 2.000e-03, eta: 10:50:23, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4527, top5_acc: 0.7203, loss_cls: 2.2577, loss: 2.2577, grad_norm: 9.8981 2021-03-26 14:25:09,824 - mmaction - INFO - Epoch [12][1280/1320] lr: 2.000e-03, eta: 10:50:07, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4316, top5_acc: 0.7008, loss_cls: 2.3544, loss: 2.3544, grad_norm: 10.0628 2021-03-26 14:25:24,995 - mmaction - INFO - Epoch [12][1300/1320] lr: 2.000e-03, eta: 10:49:50, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4469, top5_acc: 0.7047, loss_cls: 2.3413, loss: 2.3413, grad_norm: 9.9210 2021-03-26 14:25:39,717 - mmaction - INFO - Epoch [12][1320/1320] lr: 2.000e-03, eta: 10:49:32, time: 0.737, data_time: 0.001, memory: 11010, top1_acc: 0.4369, top5_acc: 0.6921, loss_cls: 2.3340, loss: 2.3340, grad_norm: 9.8979 2021-03-26 14:25:40,565 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-26 14:27:19,619 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:27:20,002 - mmaction - INFO - top1_acc 0.3706 top5_acc 0.6584 2021-03-26 14:27:20,002 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:27:20,025 - mmaction - INFO - mean_acc 0.3064 2021-03-26 14:27:21,413 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-26 14:27:21,413 - mmaction - INFO - Best top1_acc is 0.3706 at 12 epoch. 2021-03-26 14:27:21,431 - mmaction - INFO - Epoch(val) [12][1320] top1_acc: 0.3706, top5_acc: 0.6584, mean_class_accuracy: 0.3064 2021-03-26 14:27:21,456 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:27:57,713 - mmaction - INFO - Epoch [13][20/1320] lr: 2.000e-03, eta: 10:50:22, time: 1.812, data_time: 1.053, memory: 11010, top1_acc: 0.4402, top5_acc: 0.7145, loss_cls: 2.2811, loss: 2.2811, grad_norm: 9.8261 2021-03-26 14:28:12,610 - mmaction - INFO - Epoch [13][40/1320] lr: 2.000e-03, eta: 10:50:04, time: 0.744, data_time: 0.001, memory: 11010, top1_acc: 0.4598, top5_acc: 0.7289, loss_cls: 2.2167, loss: 2.2167, grad_norm: 10.4210 2021-03-26 14:28:27,614 - mmaction - INFO - Epoch [13][60/1320] lr: 2.000e-03, eta: 10:49:47, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.4469, top5_acc: 0.6902, loss_cls: 2.3309, loss: 2.3309, grad_norm: 10.4537 2021-03-26 14:28:42,578 - mmaction - INFO - Epoch [13][80/1320] lr: 2.000e-03, eta: 10:49:29, time: 0.749, data_time: 0.003, memory: 11010, top1_acc: 0.4500, top5_acc: 0.7094, loss_cls: 2.2836, loss: 2.2836, grad_norm: 10.0669 2021-03-26 14:28:57,647 - mmaction - INFO - Epoch [13][100/1320] lr: 2.000e-03, eta: 10:49:12, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.4270, top5_acc: 0.6895, loss_cls: 2.3884, loss: 2.3884, grad_norm: 9.9761 2021-03-26 14:29:12,606 - mmaction - INFO - Epoch [13][120/1320] lr: 2.000e-03, eta: 10:48:55, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.4562, top5_acc: 0.7133, loss_cls: 2.2457, loss: 2.2457, grad_norm: 10.0496 2021-03-26 14:29:27,666 - mmaction - INFO - Epoch [13][140/1320] lr: 2.000e-03, eta: 10:48:38, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4535, top5_acc: 0.7129, loss_cls: 2.2732, loss: 2.2732, grad_norm: 10.2837 2021-03-26 14:29:42,791 - mmaction - INFO - Epoch [13][160/1320] lr: 2.000e-03, eta: 10:48:21, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4430, top5_acc: 0.7105, loss_cls: 2.2781, loss: 2.2781, grad_norm: 10.3798 2021-03-26 14:29:57,770 - mmaction - INFO - Epoch [13][180/1320] lr: 2.000e-03, eta: 10:48:03, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4352, top5_acc: 0.6953, loss_cls: 2.3480, loss: 2.3480, grad_norm: 10.3186 2021-03-26 14:30:12,755 - mmaction - INFO - Epoch [13][200/1320] lr: 2.000e-03, eta: 10:47:46, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.4441, top5_acc: 0.7137, loss_cls: 2.2578, loss: 2.2578, grad_norm: 10.3720 2021-03-26 14:30:27,906 - mmaction - INFO - Epoch [13][220/1320] lr: 2.000e-03, eta: 10:47:29, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4375, top5_acc: 0.7113, loss_cls: 2.2686, loss: 2.2686, grad_norm: 10.2595 2021-03-26 14:30:43,074 - mmaction - INFO - Epoch [13][240/1320] lr: 2.000e-03, eta: 10:47:12, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4531, top5_acc: 0.7063, loss_cls: 2.2868, loss: 2.2868, grad_norm: 10.0950 2021-03-26 14:30:58,146 - mmaction - INFO - Epoch [13][260/1320] lr: 2.000e-03, eta: 10:46:55, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.4551, top5_acc: 0.7117, loss_cls: 2.2637, loss: 2.2637, grad_norm: 10.4579 2021-03-26 14:31:13,258 - mmaction - INFO - Epoch [13][280/1320] lr: 2.000e-03, eta: 10:46:38, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.4586, top5_acc: 0.7086, loss_cls: 2.2802, loss: 2.2802, grad_norm: 9.9003 2021-03-26 14:31:28,448 - mmaction - INFO - Epoch [13][300/1320] lr: 2.000e-03, eta: 10:46:22, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.4609, top5_acc: 0.7082, loss_cls: 2.2750, loss: 2.2750, grad_norm: 10.3560 2021-03-26 14:31:44,249 - mmaction - INFO - Epoch [13][320/1320] lr: 2.000e-03, eta: 10:46:07, time: 0.790, data_time: 0.033, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7262, loss_cls: 2.2250, loss: 2.2250, grad_norm: 10.2337 2021-03-26 14:31:59,316 - mmaction - INFO - Epoch [13][340/1320] lr: 2.000e-03, eta: 10:45:50, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4449, top5_acc: 0.7051, loss_cls: 2.2904, loss: 2.2904, grad_norm: 10.2211 2021-03-26 14:32:14,613 - mmaction - INFO - Epoch [13][360/1320] lr: 2.000e-03, eta: 10:45:33, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.4457, top5_acc: 0.7102, loss_cls: 2.2923, loss: 2.2923, grad_norm: 10.4715 2021-03-26 14:32:29,706 - mmaction - INFO - Epoch [13][380/1320] lr: 2.000e-03, eta: 10:45:16, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7109, loss_cls: 2.2938, loss: 2.2938, grad_norm: 9.9073 2021-03-26 14:32:44,918 - mmaction - INFO - Epoch [13][400/1320] lr: 2.000e-03, eta: 10:45:00, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7203, loss_cls: 2.2043, loss: 2.2043, grad_norm: 9.6884 2021-03-26 14:33:00,162 - mmaction - INFO - Epoch [13][420/1320] lr: 2.000e-03, eta: 10:44:43, time: 0.763, data_time: 0.005, memory: 11010, top1_acc: 0.4414, top5_acc: 0.7031, loss_cls: 2.2986, loss: 2.2986, grad_norm: 10.4204 2021-03-26 14:33:15,312 - mmaction - INFO - Epoch [13][440/1320] lr: 2.000e-03, eta: 10:44:26, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4465, top5_acc: 0.7105, loss_cls: 2.2942, loss: 2.2942, grad_norm: 10.2087 2021-03-26 14:33:30,605 - mmaction - INFO - Epoch [13][460/1320] lr: 2.000e-03, eta: 10:44:10, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.4527, top5_acc: 0.6992, loss_cls: 2.2967, loss: 2.2967, grad_norm: 10.1901 2021-03-26 14:33:45,803 - mmaction - INFO - Epoch [13][480/1320] lr: 2.000e-03, eta: 10:43:54, time: 0.759, data_time: 0.006, memory: 11010, top1_acc: 0.4520, top5_acc: 0.7270, loss_cls: 2.2265, loss: 2.2265, grad_norm: 9.9526 2021-03-26 14:34:00,922 - mmaction - INFO - Epoch [13][500/1320] lr: 2.000e-03, eta: 10:43:37, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4496, top5_acc: 0.7152, loss_cls: 2.2546, loss: 2.2546, grad_norm: 10.2294 2021-03-26 14:34:16,074 - mmaction - INFO - Epoch [13][520/1320] lr: 2.000e-03, eta: 10:43:20, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4617, top5_acc: 0.7242, loss_cls: 2.2174, loss: 2.2174, grad_norm: 10.0792 2021-03-26 14:34:31,331 - mmaction - INFO - Epoch [13][540/1320] lr: 2.000e-03, eta: 10:43:03, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4332, top5_acc: 0.7039, loss_cls: 2.3471, loss: 2.3471, grad_norm: 10.3260 2021-03-26 14:34:46,573 - mmaction - INFO - Epoch [13][560/1320] lr: 2.000e-03, eta: 10:42:47, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.4551, top5_acc: 0.7078, loss_cls: 2.2855, loss: 2.2855, grad_norm: 10.0462 2021-03-26 14:35:01,807 - mmaction - INFO - Epoch [13][580/1320] lr: 2.000e-03, eta: 10:42:30, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7230, loss_cls: 2.2479, loss: 2.2479, grad_norm: 10.2580 2021-03-26 14:35:17,016 - mmaction - INFO - Epoch [13][600/1320] lr: 2.000e-03, eta: 10:42:14, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4629, top5_acc: 0.7121, loss_cls: 2.2336, loss: 2.2336, grad_norm: 10.2109 2021-03-26 14:35:32,137 - mmaction - INFO - Epoch [13][620/1320] lr: 2.000e-03, eta: 10:41:57, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4520, top5_acc: 0.7203, loss_cls: 2.2667, loss: 2.2667, grad_norm: 10.1636 2021-03-26 14:35:47,260 - mmaction - INFO - Epoch [13][640/1320] lr: 2.000e-03, eta: 10:41:40, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4594, top5_acc: 0.7152, loss_cls: 2.2371, loss: 2.2371, grad_norm: 10.3184 2021-03-26 14:36:02,402 - mmaction - INFO - Epoch [13][660/1320] lr: 2.000e-03, eta: 10:41:23, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4637, top5_acc: 0.7195, loss_cls: 2.2001, loss: 2.2001, grad_norm: 10.0449 2021-03-26 14:36:17,677 - mmaction - INFO - Epoch [13][680/1320] lr: 2.000e-03, eta: 10:41:07, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4555, top5_acc: 0.7113, loss_cls: 2.2553, loss: 2.2553, grad_norm: 10.3307 2021-03-26 14:36:32,902 - mmaction - INFO - Epoch [13][700/1320] lr: 2.000e-03, eta: 10:40:50, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4547, top5_acc: 0.7074, loss_cls: 2.3051, loss: 2.3051, grad_norm: 10.1937 2021-03-26 14:36:48,145 - mmaction - INFO - Epoch [13][720/1320] lr: 2.000e-03, eta: 10:40:34, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.4504, top5_acc: 0.7102, loss_cls: 2.2650, loss: 2.2650, grad_norm: 10.1186 2021-03-26 14:37:03,276 - mmaction - INFO - Epoch [13][740/1320] lr: 2.000e-03, eta: 10:40:17, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4406, top5_acc: 0.7227, loss_cls: 2.2568, loss: 2.2568, grad_norm: 10.0013 2021-03-26 14:37:18,425 - mmaction - INFO - Epoch [13][760/1320] lr: 2.000e-03, eta: 10:40:01, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4371, top5_acc: 0.7125, loss_cls: 2.3087, loss: 2.3087, grad_norm: 10.1757 2021-03-26 14:37:33,660 - mmaction - INFO - Epoch [13][780/1320] lr: 2.000e-03, eta: 10:39:44, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7012, loss_cls: 2.2800, loss: 2.2800, grad_norm: 9.7114 2021-03-26 14:37:48,876 - mmaction - INFO - Epoch [13][800/1320] lr: 2.000e-03, eta: 10:39:28, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.4352, top5_acc: 0.7086, loss_cls: 2.3071, loss: 2.3071, grad_norm: 10.2049 2021-03-26 14:38:04,014 - mmaction - INFO - Epoch [13][820/1320] lr: 2.000e-03, eta: 10:39:11, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4387, top5_acc: 0.6910, loss_cls: 2.3802, loss: 2.3802, grad_norm: 9.9901 2021-03-26 14:38:19,249 - mmaction - INFO - Epoch [13][840/1320] lr: 2.000e-03, eta: 10:38:54, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4504, top5_acc: 0.7160, loss_cls: 2.2587, loss: 2.2587, grad_norm: 10.0867 2021-03-26 14:38:34,378 - mmaction - INFO - Epoch [13][860/1320] lr: 2.000e-03, eta: 10:38:38, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4691, top5_acc: 0.7195, loss_cls: 2.2028, loss: 2.2028, grad_norm: 9.9523 2021-03-26 14:38:49,586 - mmaction - INFO - Epoch [13][880/1320] lr: 2.000e-03, eta: 10:38:21, time: 0.760, data_time: 0.004, memory: 11010, top1_acc: 0.4500, top5_acc: 0.7078, loss_cls: 2.2878, loss: 2.2878, grad_norm: 10.1133 2021-03-26 14:39:04,789 - mmaction - INFO - Epoch [13][900/1320] lr: 2.000e-03, eta: 10:38:04, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4359, top5_acc: 0.7055, loss_cls: 2.3197, loss: 2.3197, grad_norm: 10.2732 2021-03-26 14:39:19,925 - mmaction - INFO - Epoch [13][920/1320] lr: 2.000e-03, eta: 10:37:48, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.4570, top5_acc: 0.7055, loss_cls: 2.2757, loss: 2.2757, grad_norm: 10.3687 2021-03-26 14:39:35,146 - mmaction - INFO - Epoch [13][940/1320] lr: 2.000e-03, eta: 10:37:31, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4539, top5_acc: 0.7137, loss_cls: 2.2680, loss: 2.2680, grad_norm: 10.1195 2021-03-26 14:39:50,383 - mmaction - INFO - Epoch [13][960/1320] lr: 2.000e-03, eta: 10:37:15, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4539, top5_acc: 0.7055, loss_cls: 2.2927, loss: 2.2927, grad_norm: 9.7735 2021-03-26 14:40:05,726 - mmaction - INFO - Epoch [13][980/1320] lr: 2.000e-03, eta: 10:36:59, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.4484, top5_acc: 0.7105, loss_cls: 2.2775, loss: 2.2775, grad_norm: 9.9136 2021-03-26 14:40:20,876 - mmaction - INFO - Epoch [13][1000/1320] lr: 2.000e-03, eta: 10:36:42, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4395, top5_acc: 0.6988, loss_cls: 2.3191, loss: 2.3191, grad_norm: 10.3178 2021-03-26 14:40:36,095 - mmaction - INFO - Epoch [13][1020/1320] lr: 2.000e-03, eta: 10:36:25, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4336, top5_acc: 0.6949, loss_cls: 2.3800, loss: 2.3800, grad_norm: 9.9192 2021-03-26 14:40:51,294 - mmaction - INFO - Epoch [13][1040/1320] lr: 2.000e-03, eta: 10:36:09, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4598, top5_acc: 0.7145, loss_cls: 2.2487, loss: 2.2487, grad_norm: 9.7828 2021-03-26 14:41:06,443 - mmaction - INFO - Epoch [13][1060/1320] lr: 2.000e-03, eta: 10:35:52, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4594, top5_acc: 0.7117, loss_cls: 2.2732, loss: 2.2732, grad_norm: 9.9025 2021-03-26 14:41:21,750 - mmaction - INFO - Epoch [13][1080/1320] lr: 2.000e-03, eta: 10:35:36, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7066, loss_cls: 2.2655, loss: 2.2655, grad_norm: 10.0932 2021-03-26 14:41:37,015 - mmaction - INFO - Epoch [13][1100/1320] lr: 2.000e-03, eta: 10:35:20, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4547, top5_acc: 0.7051, loss_cls: 2.2811, loss: 2.2811, grad_norm: 10.0589 2021-03-26 14:41:52,231 - mmaction - INFO - Epoch [13][1120/1320] lr: 2.000e-03, eta: 10:35:03, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4562, top5_acc: 0.6941, loss_cls: 2.2931, loss: 2.2931, grad_norm: 9.8759 2021-03-26 14:42:07,458 - mmaction - INFO - Epoch [13][1140/1320] lr: 2.000e-03, eta: 10:34:47, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4516, top5_acc: 0.7211, loss_cls: 2.2330, loss: 2.2330, grad_norm: 9.9182 2021-03-26 14:42:22,686 - mmaction - INFO - Epoch [13][1160/1320] lr: 2.000e-03, eta: 10:34:30, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4633, top5_acc: 0.7074, loss_cls: 2.2395, loss: 2.2395, grad_norm: 9.6720 2021-03-26 14:42:37,933 - mmaction - INFO - Epoch [13][1180/1320] lr: 2.000e-03, eta: 10:34:14, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4477, top5_acc: 0.6992, loss_cls: 2.3140, loss: 2.3140, grad_norm: 10.0093 2021-03-26 14:42:53,095 - mmaction - INFO - Epoch [13][1200/1320] lr: 2.000e-03, eta: 10:33:57, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4469, top5_acc: 0.7180, loss_cls: 2.2510, loss: 2.2510, grad_norm: 10.1024 2021-03-26 14:43:08,270 - mmaction - INFO - Epoch [13][1220/1320] lr: 2.000e-03, eta: 10:33:41, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.2877, loss: 2.2877, grad_norm: 9.8728 2021-03-26 14:43:23,506 - mmaction - INFO - Epoch [13][1240/1320] lr: 2.000e-03, eta: 10:33:24, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4457, top5_acc: 0.6992, loss_cls: 2.3237, loss: 2.3237, grad_norm: 10.3380 2021-03-26 14:43:38,651 - mmaction - INFO - Epoch [13][1260/1320] lr: 2.000e-03, eta: 10:33:08, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4375, top5_acc: 0.7063, loss_cls: 2.3337, loss: 2.3337, grad_norm: 10.1261 2021-03-26 14:43:53,777 - mmaction - INFO - Epoch [13][1280/1320] lr: 2.000e-03, eta: 10:32:51, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.4441, top5_acc: 0.7082, loss_cls: 2.2744, loss: 2.2744, grad_norm: 9.9303 2021-03-26 14:44:09,037 - mmaction - INFO - Epoch [13][1300/1320] lr: 2.000e-03, eta: 10:32:35, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4359, top5_acc: 0.6902, loss_cls: 2.3326, loss: 2.3326, grad_norm: 10.2215 2021-03-26 14:44:23,941 - mmaction - INFO - Epoch [13][1320/1320] lr: 2.000e-03, eta: 10:32:17, time: 0.746, data_time: 0.002, memory: 11010, top1_acc: 0.4504, top5_acc: 0.7167, loss_cls: 2.2833, loss: 2.2833, grad_norm: 10.5160 2021-03-26 14:44:24,853 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-26 14:46:04,966 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 14:46:05,322 - mmaction - INFO - top1_acc 0.3747 top5_acc 0.6639 2021-03-26 14:46:05,322 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 14:46:05,345 - mmaction - INFO - mean_acc 0.3131 2021-03-26 14:46:08,799 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2021-03-26 14:46:08,800 - mmaction - INFO - Best top1_acc is 0.3747 at 13 epoch. 2021-03-26 14:46:08,809 - mmaction - INFO - Epoch(val) [13][1320] top1_acc: 0.3747, top5_acc: 0.6639, mean_class_accuracy: 0.3131 2021-03-26 14:46:08,811 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 14:46:43,626 - mmaction - INFO - Epoch [14][20/1320] lr: 2.000e-03, eta: 10:32:57, time: 1.740, data_time: 1.007, memory: 11010, top1_acc: 0.4445, top5_acc: 0.7172, loss_cls: 2.2489, loss: 2.2489, grad_norm: 9.9329 2021-03-26 14:46:58,619 - mmaction - INFO - Epoch [14][40/1320] lr: 2.000e-03, eta: 10:32:39, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.4516, top5_acc: 0.7199, loss_cls: 2.2494, loss: 2.2494, grad_norm: 10.1951 2021-03-26 14:47:13,526 - mmaction - INFO - Epoch [14][60/1320] lr: 2.000e-03, eta: 10:32:22, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.4520, top5_acc: 0.7098, loss_cls: 2.2678, loss: 2.2678, grad_norm: 10.0495 2021-03-26 14:47:28,497 - mmaction - INFO - Epoch [14][80/1320] lr: 2.000e-03, eta: 10:32:05, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.4582, top5_acc: 0.7141, loss_cls: 2.2450, loss: 2.2450, grad_norm: 10.2157 2021-03-26 14:47:43,568 - mmaction - INFO - Epoch [14][100/1320] lr: 2.000e-03, eta: 10:31:48, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4758, top5_acc: 0.7254, loss_cls: 2.1829, loss: 2.1829, grad_norm: 10.0266 2021-03-26 14:47:58,668 - mmaction - INFO - Epoch [14][120/1320] lr: 2.000e-03, eta: 10:31:31, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4672, top5_acc: 0.7094, loss_cls: 2.2216, loss: 2.2216, grad_norm: 10.0923 2021-03-26 14:48:13,786 - mmaction - INFO - Epoch [14][140/1320] lr: 2.000e-03, eta: 10:31:14, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7156, loss_cls: 2.2207, loss: 2.2207, grad_norm: 10.1400 2021-03-26 14:48:28,885 - mmaction - INFO - Epoch [14][160/1320] lr: 2.000e-03, eta: 10:30:57, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7160, loss_cls: 2.2267, loss: 2.2267, grad_norm: 10.0626 2021-03-26 14:48:43,905 - mmaction - INFO - Epoch [14][180/1320] lr: 2.000e-03, eta: 10:30:40, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4590, top5_acc: 0.7238, loss_cls: 2.2389, loss: 2.2389, grad_norm: 10.3927 2021-03-26 14:48:59,014 - mmaction - INFO - Epoch [14][200/1320] lr: 2.000e-03, eta: 10:30:24, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7223, loss_cls: 2.1784, loss: 2.1784, grad_norm: 10.2273 2021-03-26 14:49:14,095 - mmaction - INFO - Epoch [14][220/1320] lr: 2.000e-03, eta: 10:30:07, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4477, top5_acc: 0.7121, loss_cls: 2.2744, loss: 2.2744, grad_norm: 9.9786 2021-03-26 14:49:29,253 - mmaction - INFO - Epoch [14][240/1320] lr: 2.000e-03, eta: 10:29:50, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4621, top5_acc: 0.7199, loss_cls: 2.2221, loss: 2.2221, grad_norm: 10.0790 2021-03-26 14:49:44,435 - mmaction - INFO - Epoch [14][260/1320] lr: 2.000e-03, eta: 10:29:33, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.4645, top5_acc: 0.7250, loss_cls: 2.1995, loss: 2.1995, grad_norm: 10.4220 2021-03-26 14:49:59,555 - mmaction - INFO - Epoch [14][280/1320] lr: 2.000e-03, eta: 10:29:17, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4582, top5_acc: 0.7230, loss_cls: 2.2345, loss: 2.2345, grad_norm: 10.1578 2021-03-26 14:50:14,718 - mmaction - INFO - Epoch [14][300/1320] lr: 2.000e-03, eta: 10:29:00, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4625, top5_acc: 0.7070, loss_cls: 2.2652, loss: 2.2652, grad_norm: 10.2666 2021-03-26 14:50:29,950 - mmaction - INFO - Epoch [14][320/1320] lr: 2.000e-03, eta: 10:28:44, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4586, top5_acc: 0.7246, loss_cls: 2.2351, loss: 2.2351, grad_norm: 9.8866 2021-03-26 14:50:45,189 - mmaction - INFO - Epoch [14][340/1320] lr: 2.000e-03, eta: 10:28:27, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4547, top5_acc: 0.7195, loss_cls: 2.2015, loss: 2.2015, grad_norm: 10.2378 2021-03-26 14:51:00,475 - mmaction - INFO - Epoch [14][360/1320] lr: 2.000e-03, eta: 10:28:11, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7109, loss_cls: 2.2529, loss: 2.2529, grad_norm: 10.1962 2021-03-26 14:51:15,817 - mmaction - INFO - Epoch [14][380/1320] lr: 2.000e-03, eta: 10:27:55, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.4582, top5_acc: 0.7238, loss_cls: 2.2122, loss: 2.2122, grad_norm: 10.2412 2021-03-26 14:51:30,914 - mmaction - INFO - Epoch [14][400/1320] lr: 2.000e-03, eta: 10:27:38, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4578, top5_acc: 0.7047, loss_cls: 2.2584, loss: 2.2584, grad_norm: 9.9570 2021-03-26 14:51:46,196 - mmaction - INFO - Epoch [14][420/1320] lr: 2.000e-03, eta: 10:27:22, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.4617, top5_acc: 0.7164, loss_cls: 2.2470, loss: 2.2470, grad_norm: 10.4646 2021-03-26 14:52:01,389 - mmaction - INFO - Epoch [14][440/1320] lr: 2.000e-03, eta: 10:27:05, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7297, loss_cls: 2.1829, loss: 2.1829, grad_norm: 10.1401 2021-03-26 14:52:16,641 - mmaction - INFO - Epoch [14][460/1320] lr: 2.000e-03, eta: 10:26:49, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4398, top5_acc: 0.7066, loss_cls: 2.2653, loss: 2.2653, grad_norm: 10.1961 2021-03-26 14:52:31,899 - mmaction - INFO - Epoch [14][480/1320] lr: 2.000e-03, eta: 10:26:33, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4437, top5_acc: 0.7016, loss_cls: 2.3299, loss: 2.3299, grad_norm: 10.4050 2021-03-26 14:52:47,125 - mmaction - INFO - Epoch [14][500/1320] lr: 2.000e-03, eta: 10:26:16, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4547, top5_acc: 0.7344, loss_cls: 2.1853, loss: 2.1853, grad_norm: 10.4931 2021-03-26 14:53:02,362 - mmaction - INFO - Epoch [14][520/1320] lr: 2.000e-03, eta: 10:26:00, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4660, top5_acc: 0.7297, loss_cls: 2.2202, loss: 2.2202, grad_norm: 10.4452 2021-03-26 14:53:17,445 - mmaction - INFO - Epoch [14][540/1320] lr: 2.000e-03, eta: 10:25:43, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.4531, top5_acc: 0.7141, loss_cls: 2.2748, loss: 2.2748, grad_norm: 10.0504 2021-03-26 14:53:32,648 - mmaction - INFO - Epoch [14][560/1320] lr: 2.000e-03, eta: 10:25:26, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.4656, top5_acc: 0.7250, loss_cls: 2.1858, loss: 2.1858, grad_norm: 9.8573 2021-03-26 14:53:47,908 - mmaction - INFO - Epoch [14][580/1320] lr: 2.000e-03, eta: 10:25:10, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4688, top5_acc: 0.7266, loss_cls: 2.1695, loss: 2.1695, grad_norm: 10.3300 2021-03-26 14:54:03,154 - mmaction - INFO - Epoch [14][600/1320] lr: 2.000e-03, eta: 10:24:54, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4578, top5_acc: 0.7227, loss_cls: 2.1996, loss: 2.1996, grad_norm: 10.6357 2021-03-26 14:54:18,357 - mmaction - INFO - Epoch [14][620/1320] lr: 2.000e-03, eta: 10:24:37, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4551, top5_acc: 0.7113, loss_cls: 2.2607, loss: 2.2607, grad_norm: 9.9364 2021-03-26 14:54:33,598 - mmaction - INFO - Epoch [14][640/1320] lr: 2.000e-03, eta: 10:24:21, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4598, top5_acc: 0.7238, loss_cls: 2.2026, loss: 2.2026, grad_norm: 10.1807 2021-03-26 14:54:48,821 - mmaction - INFO - Epoch [14][660/1320] lr: 2.000e-03, eta: 10:24:04, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4523, top5_acc: 0.7109, loss_cls: 2.2439, loss: 2.2439, grad_norm: 10.0016 2021-03-26 14:55:04,080 - mmaction - INFO - Epoch [14][680/1320] lr: 2.000e-03, eta: 10:23:48, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7234, loss_cls: 2.2086, loss: 2.2086, grad_norm: 10.1887 2021-03-26 14:55:19,305 - mmaction - INFO - Epoch [14][700/1320] lr: 2.000e-03, eta: 10:23:32, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4402, top5_acc: 0.6926, loss_cls: 2.3273, loss: 2.3273, grad_norm: 10.2580 2021-03-26 14:55:34,567 - mmaction - INFO - Epoch [14][720/1320] lr: 2.000e-03, eta: 10:23:15, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.4367, top5_acc: 0.6969, loss_cls: 2.3300, loss: 2.3300, grad_norm: 10.0735 2021-03-26 14:55:49,849 - mmaction - INFO - Epoch [14][740/1320] lr: 2.000e-03, eta: 10:22:59, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4422, top5_acc: 0.7137, loss_cls: 2.3039, loss: 2.3039, grad_norm: 10.1456 2021-03-26 14:56:05,047 - mmaction - INFO - Epoch [14][760/1320] lr: 2.000e-03, eta: 10:22:43, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4668, top5_acc: 0.7176, loss_cls: 2.2072, loss: 2.2072, grad_norm: 10.3567 2021-03-26 14:56:20,197 - mmaction - INFO - Epoch [14][780/1320] lr: 2.000e-03, eta: 10:22:26, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4629, top5_acc: 0.7219, loss_cls: 2.2289, loss: 2.2289, grad_norm: 10.2418 2021-03-26 14:56:35,607 - mmaction - INFO - Epoch [14][800/1320] lr: 2.000e-03, eta: 10:22:10, time: 0.770, data_time: 0.002, memory: 11010, top1_acc: 0.4539, top5_acc: 0.7223, loss_cls: 2.2187, loss: 2.2187, grad_norm: 10.1018 2021-03-26 14:56:50,782 - mmaction - INFO - Epoch [14][820/1320] lr: 2.000e-03, eta: 10:21:54, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4410, top5_acc: 0.7039, loss_cls: 2.3160, loss: 2.3160, grad_norm: 10.3526 2021-03-26 14:57:05,964 - mmaction - INFO - Epoch [14][840/1320] lr: 2.000e-03, eta: 10:21:37, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4570, top5_acc: 0.7094, loss_cls: 2.2630, loss: 2.2630, grad_norm: 10.4054 2021-03-26 14:57:21,308 - mmaction - INFO - Epoch [14][860/1320] lr: 2.000e-03, eta: 10:21:21, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7355, loss_cls: 2.1705, loss: 2.1705, grad_norm: 9.8231 2021-03-26 14:57:36,499 - mmaction - INFO - Epoch [14][880/1320] lr: 2.000e-03, eta: 10:21:05, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4437, top5_acc: 0.7039, loss_cls: 2.3077, loss: 2.3077, grad_norm: 10.3226 2021-03-26 14:57:51,865 - mmaction - INFO - Epoch [14][900/1320] lr: 2.000e-03, eta: 10:20:49, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.4367, top5_acc: 0.7094, loss_cls: 2.2829, loss: 2.2829, grad_norm: 10.0177 2021-03-26 14:58:07,052 - mmaction - INFO - Epoch [14][920/1320] lr: 2.000e-03, eta: 10:20:32, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.4453, top5_acc: 0.7012, loss_cls: 2.3098, loss: 2.3098, grad_norm: 9.8072 2021-03-26 14:58:22,224 - mmaction - INFO - Epoch [14][940/1320] lr: 2.000e-03, eta: 10:20:16, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.4723, top5_acc: 0.7266, loss_cls: 2.1888, loss: 2.1888, grad_norm: 10.0062 2021-03-26 14:58:37,420 - mmaction - INFO - Epoch [14][960/1320] lr: 2.000e-03, eta: 10:19:59, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4465, top5_acc: 0.6988, loss_cls: 2.3138, loss: 2.3138, grad_norm: 10.1701 2021-03-26 14:58:52,625 - mmaction - INFO - Epoch [14][980/1320] lr: 2.000e-03, eta: 10:19:43, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4668, top5_acc: 0.7230, loss_cls: 2.1995, loss: 2.1995, grad_norm: 9.8819 2021-03-26 14:59:07,769 - mmaction - INFO - Epoch [14][1000/1320] lr: 2.000e-03, eta: 10:19:26, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7152, loss_cls: 2.2684, loss: 2.2684, grad_norm: 9.9704 2021-03-26 14:59:23,015 - mmaction - INFO - Epoch [14][1020/1320] lr: 2.000e-03, eta: 10:19:10, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4387, top5_acc: 0.7016, loss_cls: 2.3372, loss: 2.3372, grad_norm: 10.0188 2021-03-26 14:59:38,193 - mmaction - INFO - Epoch [14][1040/1320] lr: 2.000e-03, eta: 10:18:53, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4508, top5_acc: 0.7152, loss_cls: 2.2564, loss: 2.2564, grad_norm: 10.1848 2021-03-26 14:59:53,453 - mmaction - INFO - Epoch [14][1060/1320] lr: 2.000e-03, eta: 10:18:37, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4430, top5_acc: 0.7090, loss_cls: 2.2680, loss: 2.2680, grad_norm: 10.3823 2021-03-26 15:00:08,633 - mmaction - INFO - Epoch [14][1080/1320] lr: 2.000e-03, eta: 10:18:21, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4430, top5_acc: 0.7164, loss_cls: 2.3066, loss: 2.3066, grad_norm: 9.8807 2021-03-26 15:00:23,614 - mmaction - INFO - Epoch [14][1100/1320] lr: 2.000e-03, eta: 10:18:04, time: 0.748, data_time: 0.000, memory: 11010, top1_acc: 0.4473, top5_acc: 0.7160, loss_cls: 2.2765, loss: 2.2765, grad_norm: 10.2180 2021-03-26 15:00:38,856 - mmaction - INFO - Epoch [14][1120/1320] lr: 2.000e-03, eta: 10:17:47, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.4383, top5_acc: 0.7176, loss_cls: 2.2582, loss: 2.2582, grad_norm: 10.1474 2021-03-26 15:00:53,993 - mmaction - INFO - Epoch [14][1140/1320] lr: 2.000e-03, eta: 10:17:31, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4520, top5_acc: 0.7109, loss_cls: 2.2426, loss: 2.2426, grad_norm: 10.3258 2021-03-26 15:01:09,348 - mmaction - INFO - Epoch [14][1160/1320] lr: 2.000e-03, eta: 10:17:15, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.4410, top5_acc: 0.7082, loss_cls: 2.2853, loss: 2.2853, grad_norm: 10.2308 2021-03-26 15:01:24,521 - mmaction - INFO - Epoch [14][1180/1320] lr: 2.000e-03, eta: 10:16:58, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.4648, top5_acc: 0.7094, loss_cls: 2.2349, loss: 2.2349, grad_norm: 9.9898 2021-03-26 15:01:39,711 - mmaction - INFO - Epoch [14][1200/1320] lr: 2.000e-03, eta: 10:16:42, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4641, top5_acc: 0.7184, loss_cls: 2.1932, loss: 2.1932, grad_norm: 10.1822 2021-03-26 15:01:54,872 - mmaction - INFO - Epoch [14][1220/1320] lr: 2.000e-03, eta: 10:16:25, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7387, loss_cls: 2.1600, loss: 2.1600, grad_norm: 10.1669 2021-03-26 15:02:10,013 - mmaction - INFO - Epoch [14][1240/1320] lr: 2.000e-03, eta: 10:16:09, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4590, top5_acc: 0.7297, loss_cls: 2.1925, loss: 2.1925, grad_norm: 9.8627 2021-03-26 15:02:25,268 - mmaction - INFO - Epoch [14][1260/1320] lr: 2.000e-03, eta: 10:15:53, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7305, loss_cls: 2.2071, loss: 2.2071, grad_norm: 10.0654 2021-03-26 15:02:40,506 - mmaction - INFO - Epoch [14][1280/1320] lr: 2.000e-03, eta: 10:15:36, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4504, top5_acc: 0.7125, loss_cls: 2.2374, loss: 2.2374, grad_norm: 10.0578 2021-03-26 15:02:55,741 - mmaction - INFO - Epoch [14][1300/1320] lr: 2.000e-03, eta: 10:15:20, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4570, top5_acc: 0.7242, loss_cls: 2.2319, loss: 2.2319, grad_norm: 10.2926 2021-03-26 15:03:10,487 - mmaction - INFO - Epoch [14][1320/1320] lr: 2.000e-03, eta: 10:15:02, time: 0.738, data_time: 0.001, memory: 11010, top1_acc: 0.4512, top5_acc: 0.7222, loss_cls: 2.2289, loss: 2.2289, grad_norm: 10.3521 2021-03-26 15:03:11,388 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-26 15:04:52,046 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:04:52,397 - mmaction - INFO - top1_acc 0.3893 top5_acc 0.6749 2021-03-26 15:04:52,397 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:04:52,420 - mmaction - INFO - mean_acc 0.3095 2021-03-26 15:04:55,151 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-03-26 15:04:55,152 - mmaction - INFO - Best top1_acc is 0.3893 at 14 epoch. 2021-03-26 15:04:55,161 - mmaction - INFO - Epoch(val) [14][1320] top1_acc: 0.3893, top5_acc: 0.6749, mean_class_accuracy: 0.3095 2021-03-26 15:04:55,164 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:05:30,138 - mmaction - INFO - Epoch [15][20/1320] lr: 2.000e-03, eta: 10:15:37, time: 1.748, data_time: 1.011, memory: 11010, top1_acc: 0.4836, top5_acc: 0.7285, loss_cls: 2.1476, loss: 2.1476, grad_norm: 10.2749 2021-03-26 15:05:45,222 - mmaction - INFO - Epoch [15][40/1320] lr: 2.000e-03, eta: 10:15:20, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4813, top5_acc: 0.7262, loss_cls: 2.1816, loss: 2.1816, grad_norm: 10.1944 2021-03-26 15:06:00,127 - mmaction - INFO - Epoch [15][60/1320] lr: 2.000e-03, eta: 10:15:03, time: 0.745, data_time: 0.002, memory: 11010, top1_acc: 0.4430, top5_acc: 0.7262, loss_cls: 2.2204, loss: 2.2204, grad_norm: 10.3331 2021-03-26 15:06:15,252 - mmaction - INFO - Epoch [15][80/1320] lr: 2.000e-03, eta: 10:14:46, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4555, top5_acc: 0.7285, loss_cls: 2.2014, loss: 2.2014, grad_norm: 10.3199 2021-03-26 15:06:30,280 - mmaction - INFO - Epoch [15][100/1320] lr: 2.000e-03, eta: 10:14:29, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7332, loss_cls: 2.1827, loss: 2.1827, grad_norm: 10.6275 2021-03-26 15:06:45,261 - mmaction - INFO - Epoch [15][120/1320] lr: 2.000e-03, eta: 10:14:12, time: 0.749, data_time: 0.002, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7262, loss_cls: 2.1847, loss: 2.1847, grad_norm: 10.1552 2021-03-26 15:07:00,262 - mmaction - INFO - Epoch [15][140/1320] lr: 2.000e-03, eta: 10:13:55, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.4688, top5_acc: 0.7266, loss_cls: 2.1966, loss: 2.1966, grad_norm: 10.2026 2021-03-26 15:07:15,409 - mmaction - INFO - Epoch [15][160/1320] lr: 2.000e-03, eta: 10:13:39, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7336, loss_cls: 2.1929, loss: 2.1929, grad_norm: 10.5208 2021-03-26 15:07:30,375 - mmaction - INFO - Epoch [15][180/1320] lr: 2.000e-03, eta: 10:13:22, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7305, loss_cls: 2.1754, loss: 2.1754, grad_norm: 10.2341 2021-03-26 15:07:45,520 - mmaction - INFO - Epoch [15][200/1320] lr: 2.000e-03, eta: 10:13:05, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4746, top5_acc: 0.7211, loss_cls: 2.1973, loss: 2.1973, grad_norm: 9.7800 2021-03-26 15:08:00,591 - mmaction - INFO - Epoch [15][220/1320] lr: 2.000e-03, eta: 10:12:48, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4590, top5_acc: 0.7129, loss_cls: 2.2380, loss: 2.2380, grad_norm: 10.2471 2021-03-26 15:08:15,725 - mmaction - INFO - Epoch [15][240/1320] lr: 2.000e-03, eta: 10:12:32, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4578, top5_acc: 0.7129, loss_cls: 2.2109, loss: 2.2109, grad_norm: 10.1113 2021-03-26 15:08:30,787 - mmaction - INFO - Epoch [15][260/1320] lr: 2.000e-03, eta: 10:12:15, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7270, loss_cls: 2.2009, loss: 2.2009, grad_norm: 10.2001 2021-03-26 15:08:45,912 - mmaction - INFO - Epoch [15][280/1320] lr: 2.000e-03, eta: 10:11:59, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7359, loss_cls: 2.1573, loss: 2.1573, grad_norm: 10.2385 2021-03-26 15:09:01,085 - mmaction - INFO - Epoch [15][300/1320] lr: 2.000e-03, eta: 10:11:42, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4617, top5_acc: 0.7168, loss_cls: 2.1837, loss: 2.1837, grad_norm: 10.2631 2021-03-26 15:09:16,258 - mmaction - INFO - Epoch [15][320/1320] lr: 2.000e-03, eta: 10:11:26, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.4637, top5_acc: 0.7215, loss_cls: 2.1897, loss: 2.1897, grad_norm: 10.2139 2021-03-26 15:09:31,420 - mmaction - INFO - Epoch [15][340/1320] lr: 2.000e-03, eta: 10:11:09, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4781, top5_acc: 0.7234, loss_cls: 2.1986, loss: 2.1986, grad_norm: 9.8103 2021-03-26 15:09:46,539 - mmaction - INFO - Epoch [15][360/1320] lr: 2.000e-03, eta: 10:10:52, time: 0.756, data_time: 0.005, memory: 11010, top1_acc: 0.4848, top5_acc: 0.7461, loss_cls: 2.0986, loss: 2.0986, grad_norm: 10.3547 2021-03-26 15:10:01,719 - mmaction - INFO - Epoch [15][380/1320] lr: 2.000e-03, eta: 10:10:36, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4648, top5_acc: 0.7246, loss_cls: 2.1903, loss: 2.1903, grad_norm: 10.1507 2021-03-26 15:10:16,983 - mmaction - INFO - Epoch [15][400/1320] lr: 2.000e-03, eta: 10:10:20, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4695, top5_acc: 0.7328, loss_cls: 2.1601, loss: 2.1601, grad_norm: 10.3202 2021-03-26 15:10:32,127 - mmaction - INFO - Epoch [15][420/1320] lr: 2.000e-03, eta: 10:10:03, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7336, loss_cls: 2.1678, loss: 2.1678, grad_norm: 10.0182 2021-03-26 15:10:47,448 - mmaction - INFO - Epoch [15][440/1320] lr: 2.000e-03, eta: 10:09:47, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4844, top5_acc: 0.7242, loss_cls: 2.1858, loss: 2.1858, grad_norm: 10.0148 2021-03-26 15:11:02,675 - mmaction - INFO - Epoch [15][460/1320] lr: 2.000e-03, eta: 10:09:31, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4594, top5_acc: 0.7152, loss_cls: 2.2455, loss: 2.2455, grad_norm: 10.3085 2021-03-26 15:11:17,918 - mmaction - INFO - Epoch [15][480/1320] lr: 2.000e-03, eta: 10:09:15, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4699, top5_acc: 0.7156, loss_cls: 2.2220, loss: 2.2220, grad_norm: 10.4640 2021-03-26 15:11:33,107 - mmaction - INFO - Epoch [15][500/1320] lr: 2.000e-03, eta: 10:08:58, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4738, top5_acc: 0.7340, loss_cls: 2.1574, loss: 2.1574, grad_norm: 10.1353 2021-03-26 15:11:48,264 - mmaction - INFO - Epoch [15][520/1320] lr: 2.000e-03, eta: 10:08:42, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7266, loss_cls: 2.1557, loss: 2.1557, grad_norm: 10.0554 2021-03-26 15:12:03,555 - mmaction - INFO - Epoch [15][540/1320] lr: 2.000e-03, eta: 10:08:25, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.4645, top5_acc: 0.7332, loss_cls: 2.1799, loss: 2.1799, grad_norm: 10.0531 2021-03-26 15:12:18,750 - mmaction - INFO - Epoch [15][560/1320] lr: 2.000e-03, eta: 10:08:09, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4500, top5_acc: 0.7164, loss_cls: 2.2418, loss: 2.2418, grad_norm: 10.1802 2021-03-26 15:12:33,980 - mmaction - INFO - Epoch [15][580/1320] lr: 2.000e-03, eta: 10:07:53, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4672, top5_acc: 0.7277, loss_cls: 2.1737, loss: 2.1737, grad_norm: 10.3371 2021-03-26 15:12:49,151 - mmaction - INFO - Epoch [15][600/1320] lr: 2.000e-03, eta: 10:07:36, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4629, top5_acc: 0.7137, loss_cls: 2.2409, loss: 2.2409, grad_norm: 9.7966 2021-03-26 15:13:04,456 - mmaction - INFO - Epoch [15][620/1320] lr: 2.000e-03, eta: 10:07:20, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.4586, top5_acc: 0.7066, loss_cls: 2.2775, loss: 2.2775, grad_norm: 10.1672 2021-03-26 15:13:19,535 - mmaction - INFO - Epoch [15][640/1320] lr: 2.000e-03, eta: 10:07:03, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4352, top5_acc: 0.7137, loss_cls: 2.2517, loss: 2.2517, grad_norm: 10.2831 2021-03-26 15:13:34,700 - mmaction - INFO - Epoch [15][660/1320] lr: 2.000e-03, eta: 10:06:47, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4727, top5_acc: 0.7324, loss_cls: 2.1723, loss: 2.1723, grad_norm: 10.3469 2021-03-26 15:13:49,894 - mmaction - INFO - Epoch [15][680/1320] lr: 2.000e-03, eta: 10:06:31, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4750, top5_acc: 0.7387, loss_cls: 2.1275, loss: 2.1275, grad_norm: 10.0484 2021-03-26 15:14:05,126 - mmaction - INFO - Epoch [15][700/1320] lr: 2.000e-03, eta: 10:06:14, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4645, top5_acc: 0.7121, loss_cls: 2.2539, loss: 2.2539, grad_norm: 10.2161 2021-03-26 15:14:20,555 - mmaction - INFO - Epoch [15][720/1320] lr: 2.000e-03, eta: 10:05:59, time: 0.772, data_time: 0.017, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7273, loss_cls: 2.1760, loss: 2.1760, grad_norm: 9.9566 2021-03-26 15:14:35,813 - mmaction - INFO - Epoch [15][740/1320] lr: 2.000e-03, eta: 10:05:42, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7215, loss_cls: 2.1934, loss: 2.1934, grad_norm: 10.0025 2021-03-26 15:14:51,045 - mmaction - INFO - Epoch [15][760/1320] lr: 2.000e-03, eta: 10:05:26, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4543, top5_acc: 0.7066, loss_cls: 2.2708, loss: 2.2708, grad_norm: 10.2143 2021-03-26 15:15:06,352 - mmaction - INFO - Epoch [15][780/1320] lr: 2.000e-03, eta: 10:05:10, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.4727, top5_acc: 0.7328, loss_cls: 2.1814, loss: 2.1814, grad_norm: 10.0548 2021-03-26 15:15:21,614 - mmaction - INFO - Epoch [15][800/1320] lr: 2.000e-03, eta: 10:04:54, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7363, loss_cls: 2.1617, loss: 2.1617, grad_norm: 9.9171 2021-03-26 15:15:36,969 - mmaction - INFO - Epoch [15][820/1320] lr: 2.000e-03, eta: 10:04:38, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.4832, top5_acc: 0.7391, loss_cls: 2.1289, loss: 2.1289, grad_norm: 10.2095 2021-03-26 15:15:52,071 - mmaction - INFO - Epoch [15][840/1320] lr: 2.000e-03, eta: 10:04:21, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4789, top5_acc: 0.7301, loss_cls: 2.1652, loss: 2.1652, grad_norm: 10.2829 2021-03-26 15:16:07,218 - mmaction - INFO - Epoch [15][860/1320] lr: 2.000e-03, eta: 10:04:05, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7332, loss_cls: 2.1684, loss: 2.1684, grad_norm: 10.5587 2021-03-26 15:16:22,521 - mmaction - INFO - Epoch [15][880/1320] lr: 2.000e-03, eta: 10:03:49, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4484, top5_acc: 0.7078, loss_cls: 2.2709, loss: 2.2709, grad_norm: 10.3581 2021-03-26 15:16:37,634 - mmaction - INFO - Epoch [15][900/1320] lr: 2.000e-03, eta: 10:03:32, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4648, top5_acc: 0.7266, loss_cls: 2.2066, loss: 2.2066, grad_norm: 10.3846 2021-03-26 15:16:52,987 - mmaction - INFO - Epoch [15][920/1320] lr: 2.000e-03, eta: 10:03:16, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.4539, top5_acc: 0.7277, loss_cls: 2.2376, loss: 2.2376, grad_norm: 10.2587 2021-03-26 15:17:08,122 - mmaction - INFO - Epoch [15][940/1320] lr: 2.000e-03, eta: 10:03:00, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4605, top5_acc: 0.7270, loss_cls: 2.2213, loss: 2.2213, grad_norm: 10.2078 2021-03-26 15:17:23,332 - mmaction - INFO - Epoch [15][960/1320] lr: 2.000e-03, eta: 10:02:43, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7121, loss_cls: 2.2413, loss: 2.2413, grad_norm: 10.0416 2021-03-26 15:17:38,540 - mmaction - INFO - Epoch [15][980/1320] lr: 2.000e-03, eta: 10:02:27, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4609, top5_acc: 0.7184, loss_cls: 2.2030, loss: 2.2030, grad_norm: 10.1543 2021-03-26 15:17:53,790 - mmaction - INFO - Epoch [15][1000/1320] lr: 2.000e-03, eta: 10:02:11, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.4469, top5_acc: 0.7199, loss_cls: 2.2557, loss: 2.2557, grad_norm: 10.1547 2021-03-26 15:18:09,078 - mmaction - INFO - Epoch [15][1020/1320] lr: 2.000e-03, eta: 10:01:55, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4641, top5_acc: 0.7316, loss_cls: 2.1861, loss: 2.1861, grad_norm: 10.6563 2021-03-26 15:18:24,200 - mmaction - INFO - Epoch [15][1040/1320] lr: 2.000e-03, eta: 10:01:38, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7277, loss_cls: 2.2049, loss: 2.2049, grad_norm: 10.0643 2021-03-26 15:18:39,344 - mmaction - INFO - Epoch [15][1060/1320] lr: 2.000e-03, eta: 10:01:22, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4785, top5_acc: 0.7324, loss_cls: 2.1506, loss: 2.1506, grad_norm: 10.0595 2021-03-26 15:18:54,640 - mmaction - INFO - Epoch [15][1080/1320] lr: 2.000e-03, eta: 10:01:06, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4699, top5_acc: 0.7129, loss_cls: 2.2200, loss: 2.2200, grad_norm: 10.2683 2021-03-26 15:19:09,890 - mmaction - INFO - Epoch [15][1100/1320] lr: 2.000e-03, eta: 10:00:49, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4559, top5_acc: 0.7215, loss_cls: 2.2221, loss: 2.2221, grad_norm: 10.1926 2021-03-26 15:19:25,098 - mmaction - INFO - Epoch [15][1120/1320] lr: 2.000e-03, eta: 10:00:33, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7359, loss_cls: 2.1764, loss: 2.1764, grad_norm: 10.2428 2021-03-26 15:19:40,342 - mmaction - INFO - Epoch [15][1140/1320] lr: 2.000e-03, eta: 10:00:17, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4613, top5_acc: 0.7082, loss_cls: 2.2259, loss: 2.2259, grad_norm: 10.1920 2021-03-26 15:19:55,489 - mmaction - INFO - Epoch [15][1160/1320] lr: 2.000e-03, eta: 10:00:00, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7340, loss_cls: 2.1781, loss: 2.1781, grad_norm: 10.2076 2021-03-26 15:20:10,771 - mmaction - INFO - Epoch [15][1180/1320] lr: 2.000e-03, eta: 9:59:44, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4777, top5_acc: 0.7086, loss_cls: 2.1837, loss: 2.1837, grad_norm: 9.8374 2021-03-26 15:20:26,033 - mmaction - INFO - Epoch [15][1200/1320] lr: 2.000e-03, eta: 9:59:28, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.2383, loss: 2.2383, grad_norm: 10.2573 2021-03-26 15:20:41,315 - mmaction - INFO - Epoch [15][1220/1320] lr: 2.000e-03, eta: 9:59:12, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4609, top5_acc: 0.7145, loss_cls: 2.2266, loss: 2.2266, grad_norm: 10.0013 2021-03-26 15:20:56,494 - mmaction - INFO - Epoch [15][1240/1320] lr: 2.000e-03, eta: 9:58:56, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4809, top5_acc: 0.7465, loss_cls: 2.1044, loss: 2.1044, grad_norm: 10.2548 2021-03-26 15:21:11,641 - mmaction - INFO - Epoch [15][1260/1320] lr: 2.000e-03, eta: 9:58:39, time: 0.757, data_time: 0.004, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7180, loss_cls: 2.2340, loss: 2.2340, grad_norm: 10.0011 2021-03-26 15:21:26,968 - mmaction - INFO - Epoch [15][1280/1320] lr: 2.000e-03, eta: 9:58:23, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.4508, top5_acc: 0.7109, loss_cls: 2.2785, loss: 2.2785, grad_norm: 10.1447 2021-03-26 15:21:42,180 - mmaction - INFO - Epoch [15][1300/1320] lr: 2.000e-03, eta: 9:58:07, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4762, top5_acc: 0.7250, loss_cls: 2.1533, loss: 2.1533, grad_norm: 9.8722 2021-03-26 15:21:56,964 - mmaction - INFO - Epoch [15][1320/1320] lr: 2.000e-03, eta: 9:57:50, time: 0.739, data_time: 0.000, memory: 11010, top1_acc: 0.4643, top5_acc: 0.7135, loss_cls: 2.2485, loss: 2.2485, grad_norm: 10.3657 2021-03-26 15:21:57,881 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-26 15:23:38,338 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:23:38,692 - mmaction - INFO - top1_acc 0.3960 top5_acc 0.6792 2021-03-26 15:23:38,692 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:23:38,714 - mmaction - INFO - mean_acc 0.3166 2021-03-26 15:23:43,201 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-03-26 15:23:43,201 - mmaction - INFO - Best top1_acc is 0.3960 at 15 epoch. 2021-03-26 15:23:43,215 - mmaction - INFO - Epoch(val) [15][1320] top1_acc: 0.3960, top5_acc: 0.6792, mean_class_accuracy: 0.3166 2021-03-26 15:23:43,218 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:24:19,742 - mmaction - INFO - Epoch [16][20/1320] lr: 2.000e-03, eta: 9:58:23, time: 1.824, data_time: 1.082, memory: 11010, top1_acc: 0.4887, top5_acc: 0.7422, loss_cls: 2.1114, loss: 2.1114, grad_norm: 10.3105 2021-03-26 15:24:34,832 - mmaction - INFO - Epoch [16][40/1320] lr: 2.000e-03, eta: 9:58:06, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4727, top5_acc: 0.7309, loss_cls: 2.1522, loss: 2.1522, grad_norm: 10.3347 2021-03-26 15:24:49,742 - mmaction - INFO - Epoch [16][60/1320] lr: 2.000e-03, eta: 9:57:49, time: 0.746, data_time: 0.004, memory: 11010, top1_acc: 0.4910, top5_acc: 0.7336, loss_cls: 2.1145, loss: 2.1145, grad_norm: 10.1801 2021-03-26 15:25:04,730 - mmaction - INFO - Epoch [16][80/1320] lr: 2.000e-03, eta: 9:57:33, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4641, top5_acc: 0.7332, loss_cls: 2.1837, loss: 2.1837, grad_norm: 10.2085 2021-03-26 15:25:19,728 - mmaction - INFO - Epoch [16][100/1320] lr: 2.000e-03, eta: 9:57:16, time: 0.749, data_time: 0.002, memory: 11010, top1_acc: 0.4781, top5_acc: 0.7387, loss_cls: 2.1207, loss: 2.1207, grad_norm: 9.9510 2021-03-26 15:25:34,769 - mmaction - INFO - Epoch [16][120/1320] lr: 2.000e-03, eta: 9:56:59, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.4742, top5_acc: 0.7445, loss_cls: 2.1364, loss: 2.1364, grad_norm: 10.3161 2021-03-26 15:25:49,880 - mmaction - INFO - Epoch [16][140/1320] lr: 2.000e-03, eta: 9:56:42, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4613, top5_acc: 0.7184, loss_cls: 2.2423, loss: 2.2423, grad_norm: 10.1537 2021-03-26 15:26:04,981 - mmaction - INFO - Epoch [16][160/1320] lr: 2.000e-03, eta: 9:56:26, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4828, top5_acc: 0.7332, loss_cls: 2.1452, loss: 2.1452, grad_norm: 10.4613 2021-03-26 15:26:20,021 - mmaction - INFO - Epoch [16][180/1320] lr: 2.000e-03, eta: 9:56:09, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4668, top5_acc: 0.7168, loss_cls: 2.1797, loss: 2.1797, grad_norm: 10.1954 2021-03-26 15:26:34,975 - mmaction - INFO - Epoch [16][200/1320] lr: 2.000e-03, eta: 9:55:52, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.4668, top5_acc: 0.7410, loss_cls: 2.1573, loss: 2.1573, grad_norm: 10.7055 2021-03-26 15:26:50,137 - mmaction - INFO - Epoch [16][220/1320] lr: 2.000e-03, eta: 9:55:36, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4641, top5_acc: 0.7281, loss_cls: 2.1807, loss: 2.1807, grad_norm: 10.5810 2021-03-26 15:27:05,409 - mmaction - INFO - Epoch [16][240/1320] lr: 2.000e-03, eta: 9:55:20, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.4750, top5_acc: 0.7305, loss_cls: 2.1706, loss: 2.1706, grad_norm: 10.0280 2021-03-26 15:27:20,473 - mmaction - INFO - Epoch [16][260/1320] lr: 2.000e-03, eta: 9:55:03, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7438, loss_cls: 2.0747, loss: 2.0747, grad_norm: 10.3764 2021-03-26 15:27:35,586 - mmaction - INFO - Epoch [16][280/1320] lr: 2.000e-03, eta: 9:54:47, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.4621, top5_acc: 0.7191, loss_cls: 2.2129, loss: 2.2129, grad_norm: 10.4499 2021-03-26 15:27:50,716 - mmaction - INFO - Epoch [16][300/1320] lr: 2.000e-03, eta: 9:54:30, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4867, top5_acc: 0.7406, loss_cls: 2.1232, loss: 2.1232, grad_norm: 9.9529 2021-03-26 15:28:05,813 - mmaction - INFO - Epoch [16][320/1320] lr: 2.000e-03, eta: 9:54:13, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4738, top5_acc: 0.7262, loss_cls: 2.1853, loss: 2.1853, grad_norm: 10.1397 2021-03-26 15:28:20,993 - mmaction - INFO - Epoch [16][340/1320] lr: 2.000e-03, eta: 9:53:57, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4902, top5_acc: 0.7328, loss_cls: 2.1261, loss: 2.1261, grad_norm: 9.9298 2021-03-26 15:28:36,149 - mmaction - INFO - Epoch [16][360/1320] lr: 2.000e-03, eta: 9:53:41, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7277, loss_cls: 2.1538, loss: 2.1538, grad_norm: 10.0679 2021-03-26 15:28:51,272 - mmaction - INFO - Epoch [16][380/1320] lr: 2.000e-03, eta: 9:53:24, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4887, top5_acc: 0.7434, loss_cls: 2.1066, loss: 2.1066, grad_norm: 10.1258 2021-03-26 15:29:06,516 - mmaction - INFO - Epoch [16][400/1320] lr: 2.000e-03, eta: 9:53:08, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.4758, top5_acc: 0.7465, loss_cls: 2.0845, loss: 2.0845, grad_norm: 10.0887 2021-03-26 15:29:21,669 - mmaction - INFO - Epoch [16][420/1320] lr: 2.000e-03, eta: 9:52:52, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4574, top5_acc: 0.7305, loss_cls: 2.2256, loss: 2.2256, grad_norm: 10.1740 2021-03-26 15:29:36,900 - mmaction - INFO - Epoch [16][440/1320] lr: 2.000e-03, eta: 9:52:35, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4723, top5_acc: 0.7273, loss_cls: 2.1656, loss: 2.1656, grad_norm: 10.3426 2021-03-26 15:29:52,105 - mmaction - INFO - Epoch [16][460/1320] lr: 2.000e-03, eta: 9:52:19, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4902, top5_acc: 0.7453, loss_cls: 2.1000, loss: 2.1000, grad_norm: 10.2939 2021-03-26 15:30:07,206 - mmaction - INFO - Epoch [16][480/1320] lr: 2.000e-03, eta: 9:52:02, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4598, top5_acc: 0.7168, loss_cls: 2.2270, loss: 2.2270, grad_norm: 10.2627 2021-03-26 15:30:22,373 - mmaction - INFO - Epoch [16][500/1320] lr: 2.000e-03, eta: 9:51:46, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7441, loss_cls: 2.1420, loss: 2.1420, grad_norm: 10.2146 2021-03-26 15:30:37,570 - mmaction - INFO - Epoch [16][520/1320] lr: 2.000e-03, eta: 9:51:30, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7246, loss_cls: 2.2070, loss: 2.2070, grad_norm: 10.2721 2021-03-26 15:30:52,656 - mmaction - INFO - Epoch [16][540/1320] lr: 2.000e-03, eta: 9:51:13, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4727, top5_acc: 0.7238, loss_cls: 2.1666, loss: 2.1666, grad_norm: 9.9067 2021-03-26 15:31:07,815 - mmaction - INFO - Epoch [16][560/1320] lr: 2.000e-03, eta: 9:50:57, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4547, top5_acc: 0.7234, loss_cls: 2.2189, loss: 2.2189, grad_norm: 9.9693 2021-03-26 15:31:22,959 - mmaction - INFO - Epoch [16][580/1320] lr: 2.000e-03, eta: 9:50:40, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7223, loss_cls: 2.1688, loss: 2.1688, grad_norm: 10.2466 2021-03-26 15:31:38,192 - mmaction - INFO - Epoch [16][600/1320] lr: 2.000e-03, eta: 9:50:24, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4793, top5_acc: 0.7352, loss_cls: 2.1435, loss: 2.1435, grad_norm: 10.4535 2021-03-26 15:31:53,316 - mmaction - INFO - Epoch [16][620/1320] lr: 2.000e-03, eta: 9:50:08, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7320, loss_cls: 2.1434, loss: 2.1434, grad_norm: 10.0387 2021-03-26 15:32:08,488 - mmaction - INFO - Epoch [16][640/1320] lr: 2.000e-03, eta: 9:49:51, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4824, top5_acc: 0.7324, loss_cls: 2.1440, loss: 2.1440, grad_norm: 10.0980 2021-03-26 15:32:23,756 - mmaction - INFO - Epoch [16][660/1320] lr: 2.000e-03, eta: 9:49:35, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.4891, top5_acc: 0.7480, loss_cls: 2.1027, loss: 2.1027, grad_norm: 10.1752 2021-03-26 15:32:38,976 - mmaction - INFO - Epoch [16][680/1320] lr: 2.000e-03, eta: 9:49:19, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4711, top5_acc: 0.7359, loss_cls: 2.1763, loss: 2.1763, grad_norm: 10.2621 2021-03-26 15:32:54,239 - mmaction - INFO - Epoch [16][700/1320] lr: 2.000e-03, eta: 9:49:03, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.4660, top5_acc: 0.7312, loss_cls: 2.1916, loss: 2.1916, grad_norm: 10.2232 2021-03-26 15:33:09,416 - mmaction - INFO - Epoch [16][720/1320] lr: 2.000e-03, eta: 9:48:47, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4691, top5_acc: 0.7328, loss_cls: 2.1620, loss: 2.1620, grad_norm: 9.9983 2021-03-26 15:33:24,715 - mmaction - INFO - Epoch [16][740/1320] lr: 2.000e-03, eta: 9:48:31, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4770, top5_acc: 0.7312, loss_cls: 2.1481, loss: 2.1481, grad_norm: 10.4351 2021-03-26 15:33:39,863 - mmaction - INFO - Epoch [16][760/1320] lr: 2.000e-03, eta: 9:48:14, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4676, top5_acc: 0.7270, loss_cls: 2.1606, loss: 2.1606, grad_norm: 10.4083 2021-03-26 15:33:55,120 - mmaction - INFO - Epoch [16][780/1320] lr: 2.000e-03, eta: 9:47:58, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4844, top5_acc: 0.7332, loss_cls: 2.1305, loss: 2.1305, grad_norm: 10.0610 2021-03-26 15:34:10,238 - mmaction - INFO - Epoch [16][800/1320] lr: 2.000e-03, eta: 9:47:42, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4691, top5_acc: 0.7223, loss_cls: 2.1807, loss: 2.1807, grad_norm: 10.4200 2021-03-26 15:34:25,542 - mmaction - INFO - Epoch [16][820/1320] lr: 2.000e-03, eta: 9:47:25, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7320, loss_cls: 2.1416, loss: 2.1416, grad_norm: 10.1492 2021-03-26 15:34:40,640 - mmaction - INFO - Epoch [16][840/1320] lr: 2.000e-03, eta: 9:47:09, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4660, top5_acc: 0.7344, loss_cls: 2.1583, loss: 2.1583, grad_norm: 10.3769 2021-03-26 15:34:55,980 - mmaction - INFO - Epoch [16][860/1320] lr: 2.000e-03, eta: 9:46:53, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7215, loss_cls: 2.1641, loss: 2.1641, grad_norm: 10.1880 2021-03-26 15:35:10,989 - mmaction - INFO - Epoch [16][880/1320] lr: 2.000e-03, eta: 9:46:36, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7461, loss_cls: 2.1318, loss: 2.1318, grad_norm: 10.4027 2021-03-26 15:35:26,237 - mmaction - INFO - Epoch [16][900/1320] lr: 2.000e-03, eta: 9:46:20, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4816, top5_acc: 0.7387, loss_cls: 2.1290, loss: 2.1290, grad_norm: 9.7093 2021-03-26 15:35:41,475 - mmaction - INFO - Epoch [16][920/1320] lr: 2.000e-03, eta: 9:46:04, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4762, top5_acc: 0.7215, loss_cls: 2.1851, loss: 2.1851, grad_norm: 10.5679 2021-03-26 15:35:56,684 - mmaction - INFO - Epoch [16][940/1320] lr: 2.000e-03, eta: 9:45:48, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7285, loss_cls: 2.1522, loss: 2.1522, grad_norm: 10.1371 2021-03-26 15:36:11,939 - mmaction - INFO - Epoch [16][960/1320] lr: 2.000e-03, eta: 9:45:32, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4711, top5_acc: 0.7371, loss_cls: 2.1527, loss: 2.1527, grad_norm: 10.2105 2021-03-26 15:36:27,054 - mmaction - INFO - Epoch [16][980/1320] lr: 2.000e-03, eta: 9:45:15, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4664, top5_acc: 0.7301, loss_cls: 2.1909, loss: 2.1909, grad_norm: 10.1467 2021-03-26 15:36:42,057 - mmaction - INFO - Epoch [16][1000/1320] lr: 2.000e-03, eta: 9:44:59, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4676, top5_acc: 0.7211, loss_cls: 2.2081, loss: 2.2081, grad_norm: 9.9067 2021-03-26 15:36:57,319 - mmaction - INFO - Epoch [16][1020/1320] lr: 2.000e-03, eta: 9:44:42, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4496, top5_acc: 0.7219, loss_cls: 2.2446, loss: 2.2446, grad_norm: 10.0617 2021-03-26 15:37:12,402 - mmaction - INFO - Epoch [16][1040/1320] lr: 2.000e-03, eta: 9:44:26, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.4531, top5_acc: 0.7195, loss_cls: 2.2333, loss: 2.2333, grad_norm: 10.2502 2021-03-26 15:37:27,674 - mmaction - INFO - Epoch [16][1060/1320] lr: 2.000e-03, eta: 9:44:10, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4773, top5_acc: 0.7250, loss_cls: 2.1732, loss: 2.1732, grad_norm: 9.9650 2021-03-26 15:37:42,743 - mmaction - INFO - Epoch [16][1080/1320] lr: 2.000e-03, eta: 9:43:53, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4746, top5_acc: 0.7359, loss_cls: 2.1197, loss: 2.1197, grad_norm: 10.1733 2021-03-26 15:37:58,059 - mmaction - INFO - Epoch [16][1100/1320] lr: 2.000e-03, eta: 9:43:37, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.4820, top5_acc: 0.7383, loss_cls: 2.1179, loss: 2.1179, grad_norm: 10.3320 2021-03-26 15:38:13,255 - mmaction - INFO - Epoch [16][1120/1320] lr: 2.000e-03, eta: 9:43:21, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7234, loss_cls: 2.1752, loss: 2.1752, grad_norm: 10.2190 2021-03-26 15:38:28,509 - mmaction - INFO - Epoch [16][1140/1320] lr: 2.000e-03, eta: 9:43:05, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7375, loss_cls: 2.0732, loss: 2.0732, grad_norm: 10.1916 2021-03-26 15:38:43,744 - mmaction - INFO - Epoch [16][1160/1320] lr: 2.000e-03, eta: 9:42:49, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4859, top5_acc: 0.7418, loss_cls: 2.1176, loss: 2.1176, grad_norm: 10.2230 2021-03-26 15:38:58,867 - mmaction - INFO - Epoch [16][1180/1320] lr: 2.000e-03, eta: 9:42:32, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7293, loss_cls: 2.2040, loss: 2.2040, grad_norm: 10.2948 2021-03-26 15:39:14,014 - mmaction - INFO - Epoch [16][1200/1320] lr: 2.000e-03, eta: 9:42:16, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4836, top5_acc: 0.7383, loss_cls: 2.1107, loss: 2.1107, grad_norm: 10.5638 2021-03-26 15:39:29,226 - mmaction - INFO - Epoch [16][1220/1320] lr: 2.000e-03, eta: 9:42:00, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7234, loss_cls: 2.1704, loss: 2.1704, grad_norm: 9.9128 2021-03-26 15:39:44,437 - mmaction - INFO - Epoch [16][1240/1320] lr: 2.000e-03, eta: 9:41:44, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7340, loss_cls: 2.1844, loss: 2.1844, grad_norm: 10.1034 2021-03-26 15:39:59,664 - mmaction - INFO - Epoch [16][1260/1320] lr: 2.000e-03, eta: 9:41:27, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7344, loss_cls: 2.1823, loss: 2.1823, grad_norm: 10.5909 2021-03-26 15:40:14,878 - mmaction - INFO - Epoch [16][1280/1320] lr: 2.000e-03, eta: 9:41:11, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4570, top5_acc: 0.7164, loss_cls: 2.2210, loss: 2.2210, grad_norm: 9.8859 2021-03-26 15:40:29,957 - mmaction - INFO - Epoch [16][1300/1320] lr: 2.000e-03, eta: 9:40:55, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.4688, top5_acc: 0.7176, loss_cls: 2.1752, loss: 2.1752, grad_norm: 10.1675 2021-03-26 15:40:44,796 - mmaction - INFO - Epoch [16][1320/1320] lr: 2.000e-03, eta: 9:40:38, time: 0.742, data_time: 0.001, memory: 11010, top1_acc: 0.4631, top5_acc: 0.7325, loss_cls: 2.2115, loss: 2.2115, grad_norm: 10.1296 2021-03-26 15:40:45,684 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-26 15:42:24,760 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 15:42:25,148 - mmaction - INFO - top1_acc 0.3842 top5_acc 0.6760 2021-03-26 15:42:25,148 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 15:42:25,175 - mmaction - INFO - mean_acc 0.3148 2021-03-26 15:42:25,186 - mmaction - INFO - Epoch(val) [16][1320] top1_acc: 0.3842, top5_acc: 0.6760, mean_class_accuracy: 0.3148 2021-03-26 15:42:25,249 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 15:43:01,929 - mmaction - INFO - Epoch [17][20/1320] lr: 2.000e-03, eta: 9:41:07, time: 1.832, data_time: 1.088, memory: 11010, top1_acc: 0.4781, top5_acc: 0.7414, loss_cls: 2.1046, loss: 2.1046, grad_norm: 10.0862 2021-03-26 15:43:16,996 - mmaction - INFO - Epoch [17][40/1320] lr: 2.000e-03, eta: 9:40:51, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.4879, top5_acc: 0.7453, loss_cls: 2.0861, loss: 2.0861, grad_norm: 10.0005 2021-03-26 15:43:31,989 - mmaction - INFO - Epoch [17][60/1320] lr: 2.000e-03, eta: 9:40:34, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.4793, top5_acc: 0.7469, loss_cls: 2.0878, loss: 2.0878, grad_norm: 10.2939 2021-03-26 15:43:47,018 - mmaction - INFO - Epoch [17][80/1320] lr: 2.000e-03, eta: 9:40:17, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4926, top5_acc: 0.7508, loss_cls: 2.0882, loss: 2.0882, grad_norm: 10.2886 2021-03-26 15:44:02,075 - mmaction - INFO - Epoch [17][100/1320] lr: 2.000e-03, eta: 9:40:01, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7332, loss_cls: 2.1098, loss: 2.1098, grad_norm: 9.8204 2021-03-26 15:44:17,057 - mmaction - INFO - Epoch [17][120/1320] lr: 2.000e-03, eta: 9:39:44, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4777, top5_acc: 0.7281, loss_cls: 2.1590, loss: 2.1590, grad_norm: 10.5304 2021-03-26 15:44:32,127 - mmaction - INFO - Epoch [17][140/1320] lr: 2.000e-03, eta: 9:39:27, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.4836, top5_acc: 0.7391, loss_cls: 2.1150, loss: 2.1150, grad_norm: 10.2797 2021-03-26 15:44:47,275 - mmaction - INFO - Epoch [17][160/1320] lr: 2.000e-03, eta: 9:39:11, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4859, top5_acc: 0.7559, loss_cls: 2.0496, loss: 2.0496, grad_norm: 10.2048 2021-03-26 15:45:02,356 - mmaction - INFO - Epoch [17][180/1320] lr: 2.000e-03, eta: 9:38:55, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4863, top5_acc: 0.7391, loss_cls: 2.1136, loss: 2.1136, grad_norm: 10.1422 2021-03-26 15:45:17,443 - mmaction - INFO - Epoch [17][200/1320] lr: 2.000e-03, eta: 9:38:38, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7422, loss_cls: 2.1168, loss: 2.1168, grad_norm: 10.7402 2021-03-26 15:45:32,510 - mmaction - INFO - Epoch [17][220/1320] lr: 2.000e-03, eta: 9:38:21, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.4770, top5_acc: 0.7363, loss_cls: 2.1363, loss: 2.1363, grad_norm: 10.5367 2021-03-26 15:45:47,609 - mmaction - INFO - Epoch [17][240/1320] lr: 2.000e-03, eta: 9:38:05, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4711, top5_acc: 0.7344, loss_cls: 2.1629, loss: 2.1629, grad_norm: 10.5129 2021-03-26 15:46:02,706 - mmaction - INFO - Epoch [17][260/1320] lr: 2.000e-03, eta: 9:37:49, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4777, top5_acc: 0.7352, loss_cls: 2.1494, loss: 2.1494, grad_norm: 10.7074 2021-03-26 15:46:17,923 - mmaction - INFO - Epoch [17][280/1320] lr: 2.000e-03, eta: 9:37:32, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4695, top5_acc: 0.7324, loss_cls: 2.1424, loss: 2.1424, grad_norm: 10.3575 2021-03-26 15:46:33,114 - mmaction - INFO - Epoch [17][300/1320] lr: 2.000e-03, eta: 9:37:16, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4965, top5_acc: 0.7375, loss_cls: 2.0907, loss: 2.0907, grad_norm: 10.2229 2021-03-26 15:46:48,272 - mmaction - INFO - Epoch [17][320/1320] lr: 2.000e-03, eta: 9:37:00, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4758, top5_acc: 0.7328, loss_cls: 2.1608, loss: 2.1608, grad_norm: 10.4552 2021-03-26 15:47:03,385 - mmaction - INFO - Epoch [17][340/1320] lr: 2.000e-03, eta: 9:36:43, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4695, top5_acc: 0.7391, loss_cls: 2.1565, loss: 2.1565, grad_norm: 10.4147 2021-03-26 15:47:18,475 - mmaction - INFO - Epoch [17][360/1320] lr: 2.000e-03, eta: 9:36:27, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.4844, top5_acc: 0.7551, loss_cls: 2.0717, loss: 2.0717, grad_norm: 10.0498 2021-03-26 15:47:33,571 - mmaction - INFO - Epoch [17][380/1320] lr: 2.000e-03, eta: 9:36:10, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4598, top5_acc: 0.7312, loss_cls: 2.1698, loss: 2.1698, grad_norm: 10.1705 2021-03-26 15:47:48,821 - mmaction - INFO - Epoch [17][400/1320] lr: 2.000e-03, eta: 9:35:54, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4691, top5_acc: 0.7262, loss_cls: 2.1493, loss: 2.1493, grad_norm: 10.5862 2021-03-26 15:48:04,058 - mmaction - INFO - Epoch [17][420/1320] lr: 2.000e-03, eta: 9:35:38, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4895, top5_acc: 0.7438, loss_cls: 2.0649, loss: 2.0649, grad_norm: 10.7078 2021-03-26 15:48:19,176 - mmaction - INFO - Epoch [17][440/1320] lr: 2.000e-03, eta: 9:35:22, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4945, top5_acc: 0.7559, loss_cls: 2.0537, loss: 2.0537, grad_norm: 10.5832 2021-03-26 15:48:34,379 - mmaction - INFO - Epoch [17][460/1320] lr: 2.000e-03, eta: 9:35:05, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4902, top5_acc: 0.7434, loss_cls: 2.0960, loss: 2.0960, grad_norm: 10.4466 2021-03-26 15:48:49,596 - mmaction - INFO - Epoch [17][480/1320] lr: 2.000e-03, eta: 9:34:49, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4973, top5_acc: 0.7375, loss_cls: 2.1224, loss: 2.1224, grad_norm: 9.9212 2021-03-26 15:49:04,752 - mmaction - INFO - Epoch [17][500/1320] lr: 2.000e-03, eta: 9:34:33, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4699, top5_acc: 0.7371, loss_cls: 2.1367, loss: 2.1367, grad_norm: 10.1540 2021-03-26 15:49:20,034 - mmaction - INFO - Epoch [17][520/1320] lr: 2.000e-03, eta: 9:34:17, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.4617, top5_acc: 0.7363, loss_cls: 2.1679, loss: 2.1679, grad_norm: 10.3810 2021-03-26 15:49:35,254 - mmaction - INFO - Epoch [17][540/1320] lr: 2.000e-03, eta: 9:34:01, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7371, loss_cls: 2.1264, loss: 2.1264, grad_norm: 9.9116 2021-03-26 15:49:50,318 - mmaction - INFO - Epoch [17][560/1320] lr: 2.000e-03, eta: 9:33:44, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.4813, top5_acc: 0.7367, loss_cls: 2.1248, loss: 2.1248, grad_norm: 10.0601 2021-03-26 15:50:05,466 - mmaction - INFO - Epoch [17][580/1320] lr: 2.000e-03, eta: 9:33:28, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5066, top5_acc: 0.7512, loss_cls: 2.0146, loss: 2.0146, grad_norm: 10.3162 2021-03-26 15:50:20,734 - mmaction - INFO - Epoch [17][600/1320] lr: 2.000e-03, eta: 9:33:12, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4820, top5_acc: 0.7438, loss_cls: 2.1414, loss: 2.1414, grad_norm: 10.2219 2021-03-26 15:50:35,860 - mmaction - INFO - Epoch [17][620/1320] lr: 2.000e-03, eta: 9:32:55, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.4750, top5_acc: 0.7418, loss_cls: 2.1085, loss: 2.1085, grad_norm: 10.5872 2021-03-26 15:50:50,986 - mmaction - INFO - Epoch [17][640/1320] lr: 2.000e-03, eta: 9:32:39, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4648, top5_acc: 0.7246, loss_cls: 2.1276, loss: 2.1276, grad_norm: 10.5869 2021-03-26 15:51:06,373 - mmaction - INFO - Epoch [17][660/1320] lr: 2.000e-03, eta: 9:32:23, time: 0.770, data_time: 0.003, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7418, loss_cls: 2.0828, loss: 2.0828, grad_norm: 10.2232 2021-03-26 15:51:21,683 - mmaction - INFO - Epoch [17][680/1320] lr: 2.000e-03, eta: 9:32:07, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4695, top5_acc: 0.7352, loss_cls: 2.1646, loss: 2.1646, grad_norm: 10.3206 2021-03-26 15:51:36,844 - mmaction - INFO - Epoch [17][700/1320] lr: 2.000e-03, eta: 9:31:51, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7320, loss_cls: 2.1394, loss: 2.1394, grad_norm: 10.0483 2021-03-26 15:51:52,000 - mmaction - INFO - Epoch [17][720/1320] lr: 2.000e-03, eta: 9:31:35, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4809, top5_acc: 0.7309, loss_cls: 2.1131, loss: 2.1131, grad_norm: 10.5018 2021-03-26 15:52:07,170 - mmaction - INFO - Epoch [17][740/1320] lr: 2.000e-03, eta: 9:31:18, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4664, top5_acc: 0.7277, loss_cls: 2.1916, loss: 2.1916, grad_norm: 10.6066 2021-03-26 15:52:22,426 - mmaction - INFO - Epoch [17][760/1320] lr: 2.000e-03, eta: 9:31:02, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4734, top5_acc: 0.7305, loss_cls: 2.1697, loss: 2.1697, grad_norm: 9.9153 2021-03-26 15:52:37,586 - mmaction - INFO - Epoch [17][780/1320] lr: 2.000e-03, eta: 9:30:46, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4680, top5_acc: 0.7246, loss_cls: 2.1560, loss: 2.1560, grad_norm: 10.1291 2021-03-26 15:52:52,702 - mmaction - INFO - Epoch [17][800/1320] lr: 2.000e-03, eta: 9:30:30, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4859, top5_acc: 0.7332, loss_cls: 2.1408, loss: 2.1408, grad_norm: 10.2400 2021-03-26 15:53:07,928 - mmaction - INFO - Epoch [17][820/1320] lr: 2.000e-03, eta: 9:30:14, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.4711, top5_acc: 0.7363, loss_cls: 2.1064, loss: 2.1064, grad_norm: 10.1880 2021-03-26 15:53:23,137 - mmaction - INFO - Epoch [17][840/1320] lr: 2.000e-03, eta: 9:29:57, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7445, loss_cls: 2.1057, loss: 2.1057, grad_norm: 9.7272 2021-03-26 15:53:38,305 - mmaction - INFO - Epoch [17][860/1320] lr: 2.000e-03, eta: 9:29:41, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4875, top5_acc: 0.7348, loss_cls: 2.1098, loss: 2.1098, grad_norm: 10.1627 2021-03-26 15:53:53,528 - mmaction - INFO - Epoch [17][880/1320] lr: 2.000e-03, eta: 9:29:25, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4578, top5_acc: 0.7242, loss_cls: 2.1768, loss: 2.1768, grad_norm: 10.1749 2021-03-26 15:54:08,642 - mmaction - INFO - Epoch [17][900/1320] lr: 2.000e-03, eta: 9:29:09, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.4891, top5_acc: 0.7391, loss_cls: 2.0818, loss: 2.0818, grad_norm: 10.1298 2021-03-26 15:54:23,881 - mmaction - INFO - Epoch [17][920/1320] lr: 2.000e-03, eta: 9:28:53, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4797, top5_acc: 0.7301, loss_cls: 2.1698, loss: 2.1698, grad_norm: 10.2412 2021-03-26 15:54:38,963 - mmaction - INFO - Epoch [17][940/1320] lr: 2.000e-03, eta: 9:28:36, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.4777, top5_acc: 0.7297, loss_cls: 2.1599, loss: 2.1599, grad_norm: 10.2363 2021-03-26 15:54:54,183 - mmaction - INFO - Epoch [17][960/1320] lr: 2.000e-03, eta: 9:28:20, time: 0.763, data_time: 0.004, memory: 11010, top1_acc: 0.4637, top5_acc: 0.7145, loss_cls: 2.1821, loss: 2.1821, grad_norm: 9.6933 2021-03-26 15:55:09,219 - mmaction - INFO - Epoch [17][980/1320] lr: 2.000e-03, eta: 9:28:03, time: 0.750, data_time: 0.000, memory: 11010, top1_acc: 0.4816, top5_acc: 0.7371, loss_cls: 2.1306, loss: 2.1306, grad_norm: 9.9209 2021-03-26 15:55:24,523 - mmaction - INFO - Epoch [17][1000/1320] lr: 2.000e-03, eta: 9:27:48, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7289, loss_cls: 2.1590, loss: 2.1590, grad_norm: 10.5553 2021-03-26 15:55:39,751 - mmaction - INFO - Epoch [17][1020/1320] lr: 2.000e-03, eta: 9:27:31, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4781, top5_acc: 0.7301, loss_cls: 2.1418, loss: 2.1418, grad_norm: 10.1768 2021-03-26 15:55:54,820 - mmaction - INFO - Epoch [17][1040/1320] lr: 2.000e-03, eta: 9:27:15, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.4609, top5_acc: 0.7281, loss_cls: 2.2139, loss: 2.2139, grad_norm: 10.6688 2021-03-26 15:56:09,848 - mmaction - INFO - Epoch [17][1060/1320] lr: 2.000e-03, eta: 9:26:58, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4773, top5_acc: 0.7289, loss_cls: 2.1550, loss: 2.1550, grad_norm: 9.9635 2021-03-26 15:56:24,966 - mmaction - INFO - Epoch [17][1080/1320] lr: 2.000e-03, eta: 9:26:42, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4781, top5_acc: 0.7309, loss_cls: 2.1504, loss: 2.1504, grad_norm: 10.2690 2021-03-26 15:56:40,228 - mmaction - INFO - Epoch [17][1100/1320] lr: 2.000e-03, eta: 9:26:26, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7336, loss_cls: 2.1481, loss: 2.1481, grad_norm: 9.9976 2021-03-26 15:56:55,401 - mmaction - INFO - Epoch [17][1120/1320] lr: 2.000e-03, eta: 9:26:10, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.4719, top5_acc: 0.7379, loss_cls: 2.1384, loss: 2.1384, grad_norm: 10.3582 2021-03-26 15:57:10,778 - mmaction - INFO - Epoch [17][1140/1320] lr: 2.000e-03, eta: 9:25:54, time: 0.770, data_time: 0.002, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7340, loss_cls: 2.1392, loss: 2.1392, grad_norm: 10.2399 2021-03-26 15:57:25,915 - mmaction - INFO - Epoch [17][1160/1320] lr: 2.000e-03, eta: 9:25:38, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4891, top5_acc: 0.7523, loss_cls: 2.0730, loss: 2.0730, grad_norm: 10.1938 2021-03-26 15:57:40,949 - mmaction - INFO - Epoch [17][1180/1320] lr: 2.000e-03, eta: 9:25:21, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.4602, top5_acc: 0.7184, loss_cls: 2.2018, loss: 2.2018, grad_norm: 9.9918 2021-03-26 15:57:56,174 - mmaction - INFO - Epoch [17][1200/1320] lr: 2.000e-03, eta: 9:25:05, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4898, top5_acc: 0.7426, loss_cls: 2.0914, loss: 2.0914, grad_norm: 10.5697 2021-03-26 15:58:11,429 - mmaction - INFO - Epoch [17][1220/1320] lr: 2.000e-03, eta: 9:24:49, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.4809, top5_acc: 0.7262, loss_cls: 2.1826, loss: 2.1826, grad_norm: 10.2551 2021-03-26 15:58:26,600 - mmaction - INFO - Epoch [17][1240/1320] lr: 2.000e-03, eta: 9:24:33, time: 0.759, data_time: 0.004, memory: 11010, top1_acc: 0.4871, top5_acc: 0.7324, loss_cls: 2.1188, loss: 2.1188, grad_norm: 9.8943 2021-03-26 15:58:41,711 - mmaction - INFO - Epoch [17][1260/1320] lr: 2.000e-03, eta: 9:24:17, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4703, top5_acc: 0.7215, loss_cls: 2.1960, loss: 2.1960, grad_norm: 10.0135 2021-03-26 15:58:56,885 - mmaction - INFO - Epoch [17][1280/1320] lr: 2.000e-03, eta: 9:24:00, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4930, top5_acc: 0.7355, loss_cls: 2.1184, loss: 2.1184, grad_norm: 10.1861 2021-03-26 15:59:12,023 - mmaction - INFO - Epoch [17][1300/1320] lr: 2.000e-03, eta: 9:23:44, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4883, top5_acc: 0.7500, loss_cls: 2.0790, loss: 2.0790, grad_norm: 10.0286 2021-03-26 15:59:26,811 - mmaction - INFO - Epoch [17][1320/1320] lr: 2.000e-03, eta: 9:23:27, time: 0.740, data_time: 0.001, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7456, loss_cls: 2.1238, loss: 2.1238, grad_norm: 10.0845 2021-03-26 15:59:27,710 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-26 16:01:07,360 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:01:07,720 - mmaction - INFO - top1_acc 0.3994 top5_acc 0.6846 2021-03-26 16:01:07,720 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:01:07,743 - mmaction - INFO - mean_acc 0.3225 2021-03-26 16:01:10,321 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2021-03-26 16:01:10,322 - mmaction - INFO - Best top1_acc is 0.3994 at 17 epoch. 2021-03-26 16:01:10,330 - mmaction - INFO - Epoch(val) [17][1320] top1_acc: 0.3994, top5_acc: 0.6846, mean_class_accuracy: 0.3225 2021-03-26 16:01:10,333 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:01:45,741 - mmaction - INFO - Epoch [18][20/1320] lr: 2.000e-03, eta: 9:23:50, time: 1.769, data_time: 1.031, memory: 11010, top1_acc: 0.4840, top5_acc: 0.7328, loss_cls: 2.1049, loss: 2.1049, grad_norm: 10.1650 2021-03-26 16:02:00,700 - mmaction - INFO - Epoch [18][40/1320] lr: 2.000e-03, eta: 9:23:33, time: 0.749, data_time: 0.002, memory: 11010, top1_acc: 0.4855, top5_acc: 0.7461, loss_cls: 2.1171, loss: 2.1171, grad_norm: 10.3315 2021-03-26 16:02:15,530 - mmaction - INFO - Epoch [18][60/1320] lr: 2.000e-03, eta: 9:23:17, time: 0.741, data_time: 0.001, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7629, loss_cls: 1.9888, loss: 1.9888, grad_norm: 10.5420 2021-03-26 16:02:30,599 - mmaction - INFO - Epoch [18][80/1320] lr: 2.000e-03, eta: 9:23:00, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4836, top5_acc: 0.7445, loss_cls: 2.0730, loss: 2.0730, grad_norm: 10.3847 2021-03-26 16:02:45,544 - mmaction - INFO - Epoch [18][100/1320] lr: 2.000e-03, eta: 9:22:43, time: 0.747, data_time: 0.000, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7535, loss_cls: 1.9992, loss: 1.9992, grad_norm: 10.1264 2021-03-26 16:03:00,576 - mmaction - INFO - Epoch [18][120/1320] lr: 2.000e-03, eta: 9:22:27, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.4699, top5_acc: 0.7547, loss_cls: 2.1013, loss: 2.1013, grad_norm: 10.8437 2021-03-26 16:03:15,594 - mmaction - INFO - Epoch [18][140/1320] lr: 2.000e-03, eta: 9:22:10, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7316, loss_cls: 2.1558, loss: 2.1558, grad_norm: 10.3520 2021-03-26 16:03:30,697 - mmaction - INFO - Epoch [18][160/1320] lr: 2.000e-03, eta: 9:21:54, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.4969, top5_acc: 0.7410, loss_cls: 2.0845, loss: 2.0845, grad_norm: 10.5073 2021-03-26 16:03:45,713 - mmaction - INFO - Epoch [18][180/1320] lr: 2.000e-03, eta: 9:21:37, time: 0.750, data_time: 0.000, memory: 11010, top1_acc: 0.5109, top5_acc: 0.7590, loss_cls: 2.0244, loss: 2.0244, grad_norm: 10.1471 2021-03-26 16:04:00,830 - mmaction - INFO - Epoch [18][200/1320] lr: 2.000e-03, eta: 9:21:21, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4871, top5_acc: 0.7355, loss_cls: 2.1157, loss: 2.1157, grad_norm: 10.2856 2021-03-26 16:04:15,934 - mmaction - INFO - Epoch [18][220/1320] lr: 2.000e-03, eta: 9:21:05, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4793, top5_acc: 0.7352, loss_cls: 2.1349, loss: 2.1349, grad_norm: 10.2190 2021-03-26 16:04:30,989 - mmaction - INFO - Epoch [18][240/1320] lr: 2.000e-03, eta: 9:20:48, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4789, top5_acc: 0.7461, loss_cls: 2.0983, loss: 2.0983, grad_norm: 10.2448 2021-03-26 16:04:46,279 - mmaction - INFO - Epoch [18][260/1320] lr: 2.000e-03, eta: 9:20:32, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4926, top5_acc: 0.7340, loss_cls: 2.1211, loss: 2.1211, grad_norm: 10.3335 2021-03-26 16:05:01,389 - mmaction - INFO - Epoch [18][280/1320] lr: 2.000e-03, eta: 9:20:16, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7629, loss_cls: 1.9783, loss: 1.9783, grad_norm: 10.3152 2021-03-26 16:05:16,585 - mmaction - INFO - Epoch [18][300/1320] lr: 2.000e-03, eta: 9:20:00, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5051, top5_acc: 0.7461, loss_cls: 2.0553, loss: 2.0553, grad_norm: 10.4295 2021-03-26 16:05:31,698 - mmaction - INFO - Epoch [18][320/1320] lr: 2.000e-03, eta: 9:19:43, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7613, loss_cls: 2.0305, loss: 2.0305, grad_norm: 10.4482 2021-03-26 16:05:46,787 - mmaction - INFO - Epoch [18][340/1320] lr: 2.000e-03, eta: 9:19:27, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.4918, top5_acc: 0.7398, loss_cls: 2.0738, loss: 2.0738, grad_norm: 10.3417 2021-03-26 16:06:01,943 - mmaction - INFO - Epoch [18][360/1320] lr: 2.000e-03, eta: 9:19:11, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4992, top5_acc: 0.7465, loss_cls: 2.0761, loss: 2.0761, grad_norm: 10.4857 2021-03-26 16:06:17,259 - mmaction - INFO - Epoch [18][380/1320] lr: 2.000e-03, eta: 9:18:55, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.4859, top5_acc: 0.7520, loss_cls: 2.0596, loss: 2.0596, grad_norm: 10.2686 2021-03-26 16:06:32,362 - mmaction - INFO - Epoch [18][400/1320] lr: 2.000e-03, eta: 9:18:39, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4953, top5_acc: 0.7484, loss_cls: 2.0670, loss: 2.0670, grad_norm: 10.5342 2021-03-26 16:06:47,521 - mmaction - INFO - Epoch [18][420/1320] lr: 2.000e-03, eta: 9:18:22, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4828, top5_acc: 0.7582, loss_cls: 2.0476, loss: 2.0476, grad_norm: 10.1725 2021-03-26 16:07:02,760 - mmaction - INFO - Epoch [18][440/1320] lr: 2.000e-03, eta: 9:18:06, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5023, top5_acc: 0.7516, loss_cls: 2.0290, loss: 2.0290, grad_norm: 10.1964 2021-03-26 16:07:17,873 - mmaction - INFO - Epoch [18][460/1320] lr: 2.000e-03, eta: 9:17:50, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4836, top5_acc: 0.7445, loss_cls: 2.0961, loss: 2.0961, grad_norm: 10.2855 2021-03-26 16:07:33,125 - mmaction - INFO - Epoch [18][480/1320] lr: 2.000e-03, eta: 9:17:34, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4895, top5_acc: 0.7363, loss_cls: 2.0825, loss: 2.0825, grad_norm: 10.2441 2021-03-26 16:07:48,396 - mmaction - INFO - Epoch [18][500/1320] lr: 2.000e-03, eta: 9:17:18, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.4727, top5_acc: 0.7273, loss_cls: 2.1759, loss: 2.1759, grad_norm: 10.2372 2021-03-26 16:08:03,542 - mmaction - INFO - Epoch [18][520/1320] lr: 2.000e-03, eta: 9:17:02, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4738, top5_acc: 0.7367, loss_cls: 2.1058, loss: 2.1058, grad_norm: 10.4047 2021-03-26 16:08:18,741 - mmaction - INFO - Epoch [18][540/1320] lr: 2.000e-03, eta: 9:16:45, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4953, top5_acc: 0.7484, loss_cls: 2.0644, loss: 2.0644, grad_norm: 10.4170 2021-03-26 16:08:33,906 - mmaction - INFO - Epoch [18][560/1320] lr: 2.000e-03, eta: 9:16:29, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7484, loss_cls: 2.0502, loss: 2.0502, grad_norm: 10.4227 2021-03-26 16:08:49,031 - mmaction - INFO - Epoch [18][580/1320] lr: 2.000e-03, eta: 9:16:13, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7590, loss_cls: 2.0225, loss: 2.0225, grad_norm: 10.2958 2021-03-26 16:09:04,293 - mmaction - INFO - Epoch [18][600/1320] lr: 2.000e-03, eta: 9:15:57, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7312, loss_cls: 2.1043, loss: 2.1043, grad_norm: 10.0380 2021-03-26 16:09:19,457 - mmaction - INFO - Epoch [18][620/1320] lr: 2.000e-03, eta: 9:15:41, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4828, top5_acc: 0.7422, loss_cls: 2.0830, loss: 2.0830, grad_norm: 10.4109 2021-03-26 16:09:34,689 - mmaction - INFO - Epoch [18][640/1320] lr: 2.000e-03, eta: 9:15:25, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.4844, top5_acc: 0.7461, loss_cls: 2.0702, loss: 2.0702, grad_norm: 10.4128 2021-03-26 16:09:49,873 - mmaction - INFO - Epoch [18][660/1320] lr: 2.000e-03, eta: 9:15:08, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4930, top5_acc: 0.7449, loss_cls: 2.0624, loss: 2.0624, grad_norm: 10.1203 2021-03-26 16:10:05,099 - mmaction - INFO - Epoch [18][680/1320] lr: 2.000e-03, eta: 9:14:52, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4734, top5_acc: 0.7387, loss_cls: 2.1385, loss: 2.1385, grad_norm: 10.2877 2021-03-26 16:10:20,266 - mmaction - INFO - Epoch [18][700/1320] lr: 2.000e-03, eta: 9:14:36, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7461, loss_cls: 2.0804, loss: 2.0804, grad_norm: 10.3847 2021-03-26 16:10:35,484 - mmaction - INFO - Epoch [18][720/1320] lr: 2.000e-03, eta: 9:14:20, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4797, top5_acc: 0.7277, loss_cls: 2.1524, loss: 2.1524, grad_norm: 10.1587 2021-03-26 16:10:50,615 - mmaction - INFO - Epoch [18][740/1320] lr: 2.000e-03, eta: 9:14:04, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4816, top5_acc: 0.7336, loss_cls: 2.1477, loss: 2.1477, grad_norm: 10.1027 2021-03-26 16:11:05,788 - mmaction - INFO - Epoch [18][760/1320] lr: 2.000e-03, eta: 9:13:48, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7238, loss_cls: 2.1709, loss: 2.1709, grad_norm: 10.0495 2021-03-26 16:11:20,905 - mmaction - INFO - Epoch [18][780/1320] lr: 2.000e-03, eta: 9:13:31, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4891, top5_acc: 0.7477, loss_cls: 2.0652, loss: 2.0652, grad_norm: 10.3265 2021-03-26 16:11:36,214 - mmaction - INFO - Epoch [18][800/1320] lr: 2.000e-03, eta: 9:13:15, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4898, top5_acc: 0.7441, loss_cls: 2.0751, loss: 2.0751, grad_norm: 10.0847 2021-03-26 16:11:51,341 - mmaction - INFO - Epoch [18][820/1320] lr: 2.000e-03, eta: 9:12:59, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4809, top5_acc: 0.7453, loss_cls: 2.0785, loss: 2.0785, grad_norm: 9.7779 2021-03-26 16:12:06,505 - mmaction - INFO - Epoch [18][840/1320] lr: 2.000e-03, eta: 9:12:43, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5105, top5_acc: 0.7590, loss_cls: 2.0057, loss: 2.0057, grad_norm: 10.5582 2021-03-26 16:12:21,711 - mmaction - INFO - Epoch [18][860/1320] lr: 2.000e-03, eta: 9:12:27, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4875, top5_acc: 0.7344, loss_cls: 2.1005, loss: 2.1005, grad_norm: 10.4151 2021-03-26 16:12:36,871 - mmaction - INFO - Epoch [18][880/1320] lr: 2.000e-03, eta: 9:12:11, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4867, top5_acc: 0.7391, loss_cls: 2.1340, loss: 2.1340, grad_norm: 10.3368 2021-03-26 16:12:52,128 - mmaction - INFO - Epoch [18][900/1320] lr: 2.000e-03, eta: 9:11:55, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7555, loss_cls: 2.0125, loss: 2.0125, grad_norm: 10.2434 2021-03-26 16:13:07,248 - mmaction - INFO - Epoch [18][920/1320] lr: 2.000e-03, eta: 9:11:38, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5008, top5_acc: 0.7590, loss_cls: 2.0170, loss: 2.0170, grad_norm: 10.3374 2021-03-26 16:13:22,395 - mmaction - INFO - Epoch [18][940/1320] lr: 2.000e-03, eta: 9:11:22, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7441, loss_cls: 2.0850, loss: 2.0850, grad_norm: 10.1460 2021-03-26 16:13:37,606 - mmaction - INFO - Epoch [18][960/1320] lr: 2.000e-03, eta: 9:11:06, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4949, top5_acc: 0.7469, loss_cls: 2.0516, loss: 2.0516, grad_norm: 10.4205 2021-03-26 16:13:52,848 - mmaction - INFO - Epoch [18][980/1320] lr: 2.000e-03, eta: 9:10:50, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4813, top5_acc: 0.7395, loss_cls: 2.1164, loss: 2.1164, grad_norm: 10.0662 2021-03-26 16:14:07,998 - mmaction - INFO - Epoch [18][1000/1320] lr: 2.000e-03, eta: 9:10:34, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4902, top5_acc: 0.7441, loss_cls: 2.0704, loss: 2.0704, grad_norm: 10.4318 2021-03-26 16:14:23,288 - mmaction - INFO - Epoch [18][1020/1320] lr: 2.000e-03, eta: 9:10:18, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4730, top5_acc: 0.7371, loss_cls: 2.1502, loss: 2.1502, grad_norm: 10.4034 2021-03-26 16:14:38,426 - mmaction - INFO - Epoch [18][1040/1320] lr: 2.000e-03, eta: 9:10:02, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4973, top5_acc: 0.7430, loss_cls: 2.0735, loss: 2.0735, grad_norm: 10.4243 2021-03-26 16:14:53,738 - mmaction - INFO - Epoch [18][1060/1320] lr: 2.000e-03, eta: 9:09:46, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7254, loss_cls: 2.2013, loss: 2.2013, grad_norm: 10.1895 2021-03-26 16:15:08,849 - mmaction - INFO - Epoch [18][1080/1320] lr: 2.000e-03, eta: 9:09:29, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4891, top5_acc: 0.7477, loss_cls: 2.0794, loss: 2.0794, grad_norm: 10.3955 2021-03-26 16:15:24,029 - mmaction - INFO - Epoch [18][1100/1320] lr: 2.000e-03, eta: 9:09:13, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7344, loss_cls: 2.1553, loss: 2.1553, grad_norm: 10.5418 2021-03-26 16:15:39,321 - mmaction - INFO - Epoch [18][1120/1320] lr: 2.000e-03, eta: 9:08:57, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.4832, top5_acc: 0.7438, loss_cls: 2.1113, loss: 2.1113, grad_norm: 10.1648 2021-03-26 16:15:54,436 - mmaction - INFO - Epoch [18][1140/1320] lr: 2.000e-03, eta: 9:08:41, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7406, loss_cls: 2.1282, loss: 2.1282, grad_norm: 10.6321 2021-03-26 16:16:09,655 - mmaction - INFO - Epoch [18][1160/1320] lr: 2.000e-03, eta: 9:08:25, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4707, top5_acc: 0.7383, loss_cls: 2.1201, loss: 2.1201, grad_norm: 10.2127 2021-03-26 16:16:24,748 - mmaction - INFO - Epoch [18][1180/1320] lr: 2.000e-03, eta: 9:08:09, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4652, top5_acc: 0.7289, loss_cls: 2.1519, loss: 2.1519, grad_norm: 10.2009 2021-03-26 16:16:39,924 - mmaction - INFO - Epoch [18][1200/1320] lr: 2.000e-03, eta: 9:07:53, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4777, top5_acc: 0.7355, loss_cls: 2.1351, loss: 2.1351, grad_norm: 10.1926 2021-03-26 16:16:55,090 - mmaction - INFO - Epoch [18][1220/1320] lr: 2.000e-03, eta: 9:07:36, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4809, top5_acc: 0.7504, loss_cls: 2.0673, loss: 2.0673, grad_norm: 10.3379 2021-03-26 16:17:10,357 - mmaction - INFO - Epoch [18][1240/1320] lr: 2.000e-03, eta: 9:07:20, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.4793, top5_acc: 0.7363, loss_cls: 2.1263, loss: 2.1263, grad_norm: 10.1785 2021-03-26 16:17:25,556 - mmaction - INFO - Epoch [18][1260/1320] lr: 2.000e-03, eta: 9:07:04, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4848, top5_acc: 0.7359, loss_cls: 2.1357, loss: 2.1357, grad_norm: 10.4336 2021-03-26 16:17:40,747 - mmaction - INFO - Epoch [18][1280/1320] lr: 2.000e-03, eta: 9:06:48, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4930, top5_acc: 0.7434, loss_cls: 2.0901, loss: 2.0901, grad_norm: 10.2589 2021-03-26 16:17:55,919 - mmaction - INFO - Epoch [18][1300/1320] lr: 2.000e-03, eta: 9:06:32, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4898, top5_acc: 0.7383, loss_cls: 2.1019, loss: 2.1019, grad_norm: 10.2900 2021-03-26 16:18:10,664 - mmaction - INFO - Epoch [18][1320/1320] lr: 2.000e-03, eta: 9:06:15, time: 0.737, data_time: 0.001, memory: 11010, top1_acc: 0.4563, top5_acc: 0.7230, loss_cls: 2.2098, loss: 2.2098, grad_norm: 10.4310 2021-03-26 16:18:11,542 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-26 16:19:51,877 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:19:52,242 - mmaction - INFO - top1_acc 0.3948 top5_acc 0.6871 2021-03-26 16:19:52,242 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:19:52,267 - mmaction - INFO - mean_acc 0.3183 2021-03-26 16:19:52,278 - mmaction - INFO - Epoch(val) [18][1320] top1_acc: 0.3948, top5_acc: 0.6871, mean_class_accuracy: 0.3183 2021-03-26 16:19:52,281 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:20:29,912 - mmaction - INFO - Epoch [19][20/1320] lr: 2.000e-03, eta: 9:06:39, time: 1.881, data_time: 1.094, memory: 11010, top1_acc: 0.4965, top5_acc: 0.7574, loss_cls: 2.0045, loss: 2.0045, grad_norm: 10.0913 2021-03-26 16:20:45,009 - mmaction - INFO - Epoch [19][40/1320] lr: 2.000e-03, eta: 9:06:23, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4887, top5_acc: 0.7484, loss_cls: 2.0802, loss: 2.0802, grad_norm: 9.9715 2021-03-26 16:21:00,050 - mmaction - INFO - Epoch [19][60/1320] lr: 2.000e-03, eta: 9:06:06, time: 0.751, data_time: 0.000, memory: 11010, top1_acc: 0.4969, top5_acc: 0.7562, loss_cls: 2.0234, loss: 2.0234, grad_norm: 10.5378 2021-03-26 16:21:15,100 - mmaction - INFO - Epoch [19][80/1320] lr: 2.000e-03, eta: 9:05:50, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7523, loss_cls: 1.9893, loss: 1.9893, grad_norm: 10.2479 2021-03-26 16:21:30,049 - mmaction - INFO - Epoch [19][100/1320] lr: 2.000e-03, eta: 9:05:33, time: 0.748, data_time: 0.003, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7656, loss_cls: 1.9860, loss: 1.9860, grad_norm: 10.2845 2021-03-26 16:21:45,073 - mmaction - INFO - Epoch [19][120/1320] lr: 2.000e-03, eta: 9:05:17, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.4926, top5_acc: 0.7621, loss_cls: 2.0226, loss: 2.0226, grad_norm: 10.3974 2021-03-26 16:22:00,103 - mmaction - INFO - Epoch [19][140/1320] lr: 2.000e-03, eta: 9:05:00, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5012, top5_acc: 0.7625, loss_cls: 2.0342, loss: 2.0342, grad_norm: 10.6844 2021-03-26 16:22:15,146 - mmaction - INFO - Epoch [19][160/1320] lr: 2.000e-03, eta: 9:04:44, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4980, top5_acc: 0.7555, loss_cls: 2.0163, loss: 2.0163, grad_norm: 9.7420 2021-03-26 16:22:30,171 - mmaction - INFO - Epoch [19][180/1320] lr: 2.000e-03, eta: 9:04:28, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.4957, top5_acc: 0.7625, loss_cls: 2.0241, loss: 2.0241, grad_norm: 10.4003 2021-03-26 16:22:45,245 - mmaction - INFO - Epoch [19][200/1320] lr: 2.000e-03, eta: 9:04:11, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4828, top5_acc: 0.7438, loss_cls: 2.1025, loss: 2.1025, grad_norm: 10.3311 2021-03-26 16:23:00,298 - mmaction - INFO - Epoch [19][220/1320] lr: 2.000e-03, eta: 9:03:55, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7441, loss_cls: 2.0731, loss: 2.0731, grad_norm: 10.5039 2021-03-26 16:23:15,472 - mmaction - INFO - Epoch [19][240/1320] lr: 2.000e-03, eta: 9:03:39, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7555, loss_cls: 2.0060, loss: 2.0060, grad_norm: 10.2627 2021-03-26 16:23:30,673 - mmaction - INFO - Epoch [19][260/1320] lr: 2.000e-03, eta: 9:03:23, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7586, loss_cls: 2.0339, loss: 2.0339, grad_norm: 10.4162 2021-03-26 16:23:45,684 - mmaction - INFO - Epoch [19][280/1320] lr: 2.000e-03, eta: 9:03:06, time: 0.750, data_time: 0.000, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7430, loss_cls: 2.0273, loss: 2.0273, grad_norm: 10.3042 2021-03-26 16:24:00,822 - mmaction - INFO - Epoch [19][300/1320] lr: 2.000e-03, eta: 9:02:50, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4844, top5_acc: 0.7387, loss_cls: 2.1054, loss: 2.1054, grad_norm: 10.4440 2021-03-26 16:24:16,013 - mmaction - INFO - Epoch [19][320/1320] lr: 2.000e-03, eta: 9:02:34, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4879, top5_acc: 0.7508, loss_cls: 2.0555, loss: 2.0555, grad_norm: 10.1831 2021-03-26 16:24:31,098 - mmaction - INFO - Epoch [19][340/1320] lr: 2.000e-03, eta: 9:02:17, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7445, loss_cls: 2.0914, loss: 2.0914, grad_norm: 10.4797 2021-03-26 16:24:46,316 - mmaction - INFO - Epoch [19][360/1320] lr: 2.000e-03, eta: 9:02:01, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4883, top5_acc: 0.7441, loss_cls: 2.0787, loss: 2.0787, grad_norm: 10.2714 2021-03-26 16:25:01,452 - mmaction - INFO - Epoch [19][380/1320] lr: 2.000e-03, eta: 9:01:45, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4809, top5_acc: 0.7320, loss_cls: 2.1495, loss: 2.1495, grad_norm: 10.2684 2021-03-26 16:25:16,583 - mmaction - INFO - Epoch [19][400/1320] lr: 2.000e-03, eta: 9:01:29, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5004, top5_acc: 0.7617, loss_cls: 2.0319, loss: 2.0319, grad_norm: 10.6726 2021-03-26 16:25:31,852 - mmaction - INFO - Epoch [19][420/1320] lr: 2.000e-03, eta: 9:01:13, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.4949, top5_acc: 0.7527, loss_cls: 2.0518, loss: 2.0518, grad_norm: 10.1482 2021-03-26 16:25:47,177 - mmaction - INFO - Epoch [19][440/1320] lr: 2.000e-03, eta: 9:00:57, time: 0.766, data_time: 0.016, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7496, loss_cls: 2.0273, loss: 2.0273, grad_norm: 10.0164 2021-03-26 16:26:02,375 - mmaction - INFO - Epoch [19][460/1320] lr: 2.000e-03, eta: 9:00:41, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4930, top5_acc: 0.7559, loss_cls: 2.0667, loss: 2.0667, grad_norm: 10.3131 2021-03-26 16:26:17,554 - mmaction - INFO - Epoch [19][480/1320] lr: 2.000e-03, eta: 9:00:25, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.4773, top5_acc: 0.7484, loss_cls: 2.0932, loss: 2.0932, grad_norm: 10.6139 2021-03-26 16:26:32,756 - mmaction - INFO - Epoch [19][500/1320] lr: 2.000e-03, eta: 9:00:09, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7691, loss_cls: 1.9945, loss: 1.9945, grad_norm: 10.3849 2021-03-26 16:26:48,099 - mmaction - INFO - Epoch [19][520/1320] lr: 2.000e-03, eta: 8:59:53, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.4863, top5_acc: 0.7223, loss_cls: 2.1238, loss: 2.1238, grad_norm: 10.0735 2021-03-26 16:27:03,304 - mmaction - INFO - Epoch [19][540/1320] lr: 2.000e-03, eta: 8:59:37, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.4852, top5_acc: 0.7496, loss_cls: 2.0496, loss: 2.0496, grad_norm: 10.0476 2021-03-26 16:27:18,463 - mmaction - INFO - Epoch [19][560/1320] lr: 2.000e-03, eta: 8:59:21, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5000, top5_acc: 0.7465, loss_cls: 2.0498, loss: 2.0498, grad_norm: 10.0616 2021-03-26 16:27:33,641 - mmaction - INFO - Epoch [19][580/1320] lr: 2.000e-03, eta: 8:59:05, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5008, top5_acc: 0.7625, loss_cls: 1.9992, loss: 1.9992, grad_norm: 10.5975 2021-03-26 16:27:48,794 - mmaction - INFO - Epoch [19][600/1320] lr: 2.000e-03, eta: 8:58:48, time: 0.757, data_time: 0.005, memory: 11010, top1_acc: 0.4754, top5_acc: 0.7418, loss_cls: 2.1017, loss: 2.1017, grad_norm: 10.1900 2021-03-26 16:28:03,995 - mmaction - INFO - Epoch [19][620/1320] lr: 2.000e-03, eta: 8:58:32, time: 0.760, data_time: 0.004, memory: 11010, top1_acc: 0.5012, top5_acc: 0.7512, loss_cls: 2.0063, loss: 2.0063, grad_norm: 10.5279 2021-03-26 16:28:19,210 - mmaction - INFO - Epoch [19][640/1320] lr: 2.000e-03, eta: 8:58:16, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4953, top5_acc: 0.7527, loss_cls: 2.0296, loss: 2.0296, grad_norm: 10.5913 2021-03-26 16:28:34,326 - mmaction - INFO - Epoch [19][660/1320] lr: 2.000e-03, eta: 8:58:00, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4855, top5_acc: 0.7574, loss_cls: 2.0108, loss: 2.0108, grad_norm: 10.6081 2021-03-26 16:28:49,441 - mmaction - INFO - Epoch [19][680/1320] lr: 2.000e-03, eta: 8:57:44, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7566, loss_cls: 1.9981, loss: 1.9981, grad_norm: 10.0603 2021-03-26 16:29:04,595 - mmaction - INFO - Epoch [19][700/1320] lr: 2.000e-03, eta: 8:57:28, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4910, top5_acc: 0.7457, loss_cls: 2.0434, loss: 2.0434, grad_norm: 10.5595 2021-03-26 16:29:19,998 - mmaction - INFO - Epoch [19][720/1320] lr: 2.000e-03, eta: 8:57:12, time: 0.771, data_time: 0.012, memory: 11010, top1_acc: 0.4934, top5_acc: 0.7637, loss_cls: 2.0116, loss: 2.0116, grad_norm: 10.4844 2021-03-26 16:29:35,066 - mmaction - INFO - Epoch [19][740/1320] lr: 2.000e-03, eta: 8:56:56, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.5008, top5_acc: 0.7516, loss_cls: 2.0434, loss: 2.0434, grad_norm: 10.9265 2021-03-26 16:29:50,181 - mmaction - INFO - Epoch [19][760/1320] lr: 2.000e-03, eta: 8:56:39, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.4746, top5_acc: 0.7332, loss_cls: 2.1622, loss: 2.1622, grad_norm: 10.1847 2021-03-26 16:30:05,418 - mmaction - INFO - Epoch [19][780/1320] lr: 2.000e-03, eta: 8:56:23, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.4898, top5_acc: 0.7348, loss_cls: 2.1047, loss: 2.1047, grad_norm: 10.2815 2021-03-26 16:30:20,665 - mmaction - INFO - Epoch [19][800/1320] lr: 2.000e-03, eta: 8:56:07, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4750, top5_acc: 0.7355, loss_cls: 2.1368, loss: 2.1368, grad_norm: 10.6251 2021-03-26 16:30:35,874 - mmaction - INFO - Epoch [19][820/1320] lr: 2.000e-03, eta: 8:55:51, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4746, top5_acc: 0.7312, loss_cls: 2.1344, loss: 2.1344, grad_norm: 10.3882 2021-03-26 16:30:51,045 - mmaction - INFO - Epoch [19][840/1320] lr: 2.000e-03, eta: 8:55:35, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4863, top5_acc: 0.7371, loss_cls: 2.0921, loss: 2.0921, grad_norm: 10.0590 2021-03-26 16:31:06,142 - mmaction - INFO - Epoch [19][860/1320] lr: 2.000e-03, eta: 8:55:19, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7637, loss_cls: 1.9870, loss: 1.9870, grad_norm: 10.2580 2021-03-26 16:31:21,334 - mmaction - INFO - Epoch [19][880/1320] lr: 2.000e-03, eta: 8:55:03, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5027, top5_acc: 0.7426, loss_cls: 2.0526, loss: 2.0526, grad_norm: 9.7848 2021-03-26 16:31:36,530 - mmaction - INFO - Epoch [19][900/1320] lr: 2.000e-03, eta: 8:54:47, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4949, top5_acc: 0.7543, loss_cls: 2.0112, loss: 2.0112, grad_norm: 10.9252 2021-03-26 16:31:51,718 - mmaction - INFO - Epoch [19][920/1320] lr: 2.000e-03, eta: 8:54:31, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4793, top5_acc: 0.7367, loss_cls: 2.1308, loss: 2.1308, grad_norm: 10.5065 2021-03-26 16:32:06,968 - mmaction - INFO - Epoch [19][940/1320] lr: 2.000e-03, eta: 8:54:15, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7430, loss_cls: 2.0719, loss: 2.0719, grad_norm: 10.0415 2021-03-26 16:32:22,140 - mmaction - INFO - Epoch [19][960/1320] lr: 2.000e-03, eta: 8:53:59, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4945, top5_acc: 0.7387, loss_cls: 2.0697, loss: 2.0697, grad_norm: 10.1811 2021-03-26 16:32:37,234 - mmaction - INFO - Epoch [19][980/1320] lr: 2.000e-03, eta: 8:53:42, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7340, loss_cls: 2.1434, loss: 2.1434, grad_norm: 10.0633 2021-03-26 16:32:52,440 - mmaction - INFO - Epoch [19][1000/1320] lr: 2.000e-03, eta: 8:53:26, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.4855, top5_acc: 0.7461, loss_cls: 2.0978, loss: 2.0978, grad_norm: 10.1707 2021-03-26 16:33:07,652 - mmaction - INFO - Epoch [19][1020/1320] lr: 2.000e-03, eta: 8:53:10, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4684, top5_acc: 0.7301, loss_cls: 2.1641, loss: 2.1641, grad_norm: 10.0911 2021-03-26 16:33:22,808 - mmaction - INFO - Epoch [19][1040/1320] lr: 2.000e-03, eta: 8:52:54, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4715, top5_acc: 0.7348, loss_cls: 2.1026, loss: 2.1026, grad_norm: 10.1651 2021-03-26 16:33:38,046 - mmaction - INFO - Epoch [19][1060/1320] lr: 2.000e-03, eta: 8:52:38, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4996, top5_acc: 0.7438, loss_cls: 2.0612, loss: 2.0612, grad_norm: 10.0763 2021-03-26 16:33:53,113 - mmaction - INFO - Epoch [19][1080/1320] lr: 2.000e-03, eta: 8:52:22, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4980, top5_acc: 0.7512, loss_cls: 2.0319, loss: 2.0319, grad_norm: 9.8882 2021-03-26 16:34:08,349 - mmaction - INFO - Epoch [19][1100/1320] lr: 2.000e-03, eta: 8:52:06, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4934, top5_acc: 0.7480, loss_cls: 2.0703, loss: 2.0703, grad_norm: 10.4078 2021-03-26 16:34:23,552 - mmaction - INFO - Epoch [19][1120/1320] lr: 2.000e-03, eta: 8:51:50, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4961, top5_acc: 0.7590, loss_cls: 2.0197, loss: 2.0197, grad_norm: 10.5415 2021-03-26 16:34:38,768 - mmaction - INFO - Epoch [19][1140/1320] lr: 2.000e-03, eta: 8:51:34, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4738, top5_acc: 0.7422, loss_cls: 2.0914, loss: 2.0914, grad_norm: 10.0206 2021-03-26 16:34:53,851 - mmaction - INFO - Epoch [19][1160/1320] lr: 2.000e-03, eta: 8:51:18, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4789, top5_acc: 0.7488, loss_cls: 2.0881, loss: 2.0881, grad_norm: 10.4524 2021-03-26 16:35:09,026 - mmaction - INFO - Epoch [19][1180/1320] lr: 2.000e-03, eta: 8:51:01, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4840, top5_acc: 0.7469, loss_cls: 2.0872, loss: 2.0872, grad_norm: 10.5017 2021-03-26 16:35:24,397 - mmaction - INFO - Epoch [19][1200/1320] lr: 2.000e-03, eta: 8:50:46, time: 0.769, data_time: 0.003, memory: 11010, top1_acc: 0.5008, top5_acc: 0.7477, loss_cls: 2.0521, loss: 2.0521, grad_norm: 10.3456 2021-03-26 16:35:39,445 - mmaction - INFO - Epoch [19][1220/1320] lr: 2.000e-03, eta: 8:50:29, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7609, loss_cls: 2.0408, loss: 2.0408, grad_norm: 10.4208 2021-03-26 16:35:54,688 - mmaction - INFO - Epoch [19][1240/1320] lr: 2.000e-03, eta: 8:50:13, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5008, top5_acc: 0.7414, loss_cls: 2.0774, loss: 2.0774, grad_norm: 10.2416 2021-03-26 16:36:09,755 - mmaction - INFO - Epoch [19][1260/1320] lr: 2.000e-03, eta: 8:49:57, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7523, loss_cls: 2.0261, loss: 2.0261, grad_norm: 10.4812 2021-03-26 16:36:25,029 - mmaction - INFO - Epoch [19][1280/1320] lr: 2.000e-03, eta: 8:49:41, time: 0.763, data_time: 0.009, memory: 11010, top1_acc: 0.4898, top5_acc: 0.7551, loss_cls: 2.0592, loss: 2.0592, grad_norm: 9.8978 2021-03-26 16:36:40,246 - mmaction - INFO - Epoch [19][1300/1320] lr: 2.000e-03, eta: 8:49:25, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4883, top5_acc: 0.7500, loss_cls: 2.0648, loss: 2.0648, grad_norm: 10.2381 2021-03-26 16:36:55,000 - mmaction - INFO - Epoch [19][1320/1320] lr: 2.000e-03, eta: 8:49:08, time: 0.738, data_time: 0.001, memory: 11010, top1_acc: 0.4782, top5_acc: 0.7341, loss_cls: 2.1292, loss: 2.1292, grad_norm: 10.5294 2021-03-26 16:36:55,880 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-26 16:38:35,941 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:38:36,301 - mmaction - INFO - top1_acc 0.4045 top5_acc 0.6853 2021-03-26 16:38:36,302 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:38:36,324 - mmaction - INFO - mean_acc 0.3202 2021-03-26 16:38:39,168 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2021-03-26 16:38:39,168 - mmaction - INFO - Best top1_acc is 0.4045 at 19 epoch. 2021-03-26 16:38:39,178 - mmaction - INFO - Epoch(val) [19][1320] top1_acc: 0.4045, top5_acc: 0.6853, mean_class_accuracy: 0.3202 2021-03-26 16:38:39,180 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:39:15,230 - mmaction - INFO - Epoch [20][20/1320] lr: 2.000e-03, eta: 8:49:26, time: 1.801, data_time: 1.061, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7648, loss_cls: 2.0259, loss: 2.0259, grad_norm: 10.4323 2021-03-26 16:39:30,196 - mmaction - INFO - Epoch [20][40/1320] lr: 2.000e-03, eta: 8:49:10, time: 0.749, data_time: 0.002, memory: 11010, top1_acc: 0.5164, top5_acc: 0.7648, loss_cls: 1.9626, loss: 1.9626, grad_norm: 10.2062 2021-03-26 16:39:45,136 - mmaction - INFO - Epoch [20][60/1320] lr: 2.000e-03, eta: 8:48:53, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7621, loss_cls: 1.9924, loss: 1.9924, grad_norm: 10.3408 2021-03-26 16:40:00,135 - mmaction - INFO - Epoch [20][80/1320] lr: 2.000e-03, eta: 8:48:37, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.5027, top5_acc: 0.7652, loss_cls: 1.9975, loss: 1.9975, grad_norm: 10.5232 2021-03-26 16:40:15,061 - mmaction - INFO - Epoch [20][100/1320] lr: 2.000e-03, eta: 8:48:21, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.4992, top5_acc: 0.7605, loss_cls: 1.9835, loss: 1.9835, grad_norm: 10.2790 2021-03-26 16:40:30,051 - mmaction - INFO - Epoch [20][120/1320] lr: 2.000e-03, eta: 8:48:04, time: 0.749, data_time: 0.000, memory: 11010, top1_acc: 0.5180, top5_acc: 0.7629, loss_cls: 1.9643, loss: 1.9643, grad_norm: 10.3580 2021-03-26 16:40:45,084 - mmaction - INFO - Epoch [20][140/1320] lr: 2.000e-03, eta: 8:47:48, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5004, top5_acc: 0.7395, loss_cls: 2.0617, loss: 2.0617, grad_norm: 9.8253 2021-03-26 16:41:00,112 - mmaction - INFO - Epoch [20][160/1320] lr: 2.000e-03, eta: 8:47:31, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5035, top5_acc: 0.7637, loss_cls: 1.9896, loss: 1.9896, grad_norm: 10.1995 2021-03-26 16:41:15,256 - mmaction - INFO - Epoch [20][180/1320] lr: 2.000e-03, eta: 8:47:15, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.0739, loss: 2.0739, grad_norm: 10.3300 2021-03-26 16:41:30,343 - mmaction - INFO - Epoch [20][200/1320] lr: 2.000e-03, eta: 8:46:59, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7727, loss_cls: 1.9333, loss: 1.9333, grad_norm: 10.2137 2021-03-26 16:41:45,411 - mmaction - INFO - Epoch [20][220/1320] lr: 2.000e-03, eta: 8:46:43, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4766, top5_acc: 0.7398, loss_cls: 2.0891, loss: 2.0891, grad_norm: 10.7162 2021-03-26 16:42:00,634 - mmaction - INFO - Epoch [20][240/1320] lr: 2.000e-03, eta: 8:46:27, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5223, top5_acc: 0.7719, loss_cls: 1.9323, loss: 1.9323, grad_norm: 10.1594 2021-03-26 16:42:15,800 - mmaction - INFO - Epoch [20][260/1320] lr: 2.000e-03, eta: 8:46:11, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7613, loss_cls: 1.9986, loss: 1.9986, grad_norm: 10.5869 2021-03-26 16:42:30,878 - mmaction - INFO - Epoch [20][280/1320] lr: 2.000e-03, eta: 8:45:54, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4938, top5_acc: 0.7598, loss_cls: 2.0193, loss: 2.0193, grad_norm: 10.4254 2021-03-26 16:42:46,154 - mmaction - INFO - Epoch [20][300/1320] lr: 2.000e-03, eta: 8:45:38, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.4957, top5_acc: 0.7570, loss_cls: 2.0256, loss: 2.0256, grad_norm: 10.4736 2021-03-26 16:43:01,232 - mmaction - INFO - Epoch [20][320/1320] lr: 2.000e-03, eta: 8:45:22, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4996, top5_acc: 0.7504, loss_cls: 2.0612, loss: 2.0612, grad_norm: 10.1986 2021-03-26 16:43:16,426 - mmaction - INFO - Epoch [20][340/1320] lr: 2.000e-03, eta: 8:45:06, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5000, top5_acc: 0.7582, loss_cls: 2.0135, loss: 2.0135, grad_norm: 10.4854 2021-03-26 16:43:31,606 - mmaction - INFO - Epoch [20][360/1320] lr: 2.000e-03, eta: 8:44:50, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7539, loss_cls: 2.0081, loss: 2.0081, grad_norm: 10.0956 2021-03-26 16:43:46,694 - mmaction - INFO - Epoch [20][380/1320] lr: 2.000e-03, eta: 8:44:34, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4949, top5_acc: 0.7648, loss_cls: 2.0152, loss: 2.0152, grad_norm: 10.3324 2021-03-26 16:44:01,800 - mmaction - INFO - Epoch [20][400/1320] lr: 2.000e-03, eta: 8:44:18, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4840, top5_acc: 0.7477, loss_cls: 2.0904, loss: 2.0904, grad_norm: 10.5425 2021-03-26 16:44:17,098 - mmaction - INFO - Epoch [20][420/1320] lr: 2.000e-03, eta: 8:44:02, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7648, loss_cls: 1.9504, loss: 1.9504, grad_norm: 10.2110 2021-03-26 16:44:32,189 - mmaction - INFO - Epoch [20][440/1320] lr: 2.000e-03, eta: 8:43:46, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7598, loss_cls: 2.0339, loss: 2.0339, grad_norm: 10.6286 2021-03-26 16:44:47,384 - mmaction - INFO - Epoch [20][460/1320] lr: 2.000e-03, eta: 8:43:29, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.4934, top5_acc: 0.7465, loss_cls: 2.0638, loss: 2.0638, grad_norm: 10.6098 2021-03-26 16:45:02,559 - mmaction - INFO - Epoch [20][480/1320] lr: 2.000e-03, eta: 8:43:13, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7305, loss_cls: 2.1039, loss: 2.1039, grad_norm: 10.4716 2021-03-26 16:45:17,775 - mmaction - INFO - Epoch [20][500/1320] lr: 2.000e-03, eta: 8:42:57, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.4785, top5_acc: 0.7410, loss_cls: 2.1169, loss: 2.1169, grad_norm: 10.4433 2021-03-26 16:45:33,098 - mmaction - INFO - Epoch [20][520/1320] lr: 2.000e-03, eta: 8:42:42, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7574, loss_cls: 1.9979, loss: 1.9979, grad_norm: 10.4210 2021-03-26 16:45:48,302 - mmaction - INFO - Epoch [20][540/1320] lr: 2.000e-03, eta: 8:42:25, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7621, loss_cls: 2.0138, loss: 2.0138, grad_norm: 10.1508 2021-03-26 16:46:03,462 - mmaction - INFO - Epoch [20][560/1320] lr: 2.000e-03, eta: 8:42:09, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.4938, top5_acc: 0.7520, loss_cls: 2.0190, loss: 2.0190, grad_norm: 10.8482 2021-03-26 16:46:18,549 - mmaction - INFO - Epoch [20][580/1320] lr: 2.000e-03, eta: 8:41:53, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5176, top5_acc: 0.7590, loss_cls: 1.9837, loss: 1.9837, grad_norm: 10.2362 2021-03-26 16:46:33,789 - mmaction - INFO - Epoch [20][600/1320] lr: 2.000e-03, eta: 8:41:37, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5160, top5_acc: 0.7609, loss_cls: 1.9789, loss: 1.9789, grad_norm: 10.0475 2021-03-26 16:46:49,042 - mmaction - INFO - Epoch [20][620/1320] lr: 2.000e-03, eta: 8:41:21, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7629, loss_cls: 1.9839, loss: 1.9839, grad_norm: 10.2254 2021-03-26 16:47:04,247 - mmaction - INFO - Epoch [20][640/1320] lr: 2.000e-03, eta: 8:41:05, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5016, top5_acc: 0.7652, loss_cls: 2.0038, loss: 2.0038, grad_norm: 10.2257 2021-03-26 16:47:19,503 - mmaction - INFO - Epoch [20][660/1320] lr: 2.000e-03, eta: 8:40:49, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7523, loss_cls: 2.0544, loss: 2.0544, grad_norm: 10.0809 2021-03-26 16:47:34,667 - mmaction - INFO - Epoch [20][680/1320] lr: 2.000e-03, eta: 8:40:33, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7469, loss_cls: 2.0323, loss: 2.0323, grad_norm: 10.2426 2021-03-26 16:47:49,997 - mmaction - INFO - Epoch [20][700/1320] lr: 2.000e-03, eta: 8:40:17, time: 0.767, data_time: 0.005, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7609, loss_cls: 1.9650, loss: 1.9650, grad_norm: 10.6543 2021-03-26 16:48:05,081 - mmaction - INFO - Epoch [20][720/1320] lr: 2.000e-03, eta: 8:40:01, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4750, top5_acc: 0.7293, loss_cls: 2.1207, loss: 2.1207, grad_norm: 10.4104 2021-03-26 16:48:20,276 - mmaction - INFO - Epoch [20][740/1320] lr: 2.000e-03, eta: 8:39:45, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4945, top5_acc: 0.7551, loss_cls: 2.0336, loss: 2.0336, grad_norm: 10.3561 2021-03-26 16:48:35,538 - mmaction - INFO - Epoch [20][760/1320] lr: 2.000e-03, eta: 8:39:29, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4891, top5_acc: 0.7480, loss_cls: 2.0767, loss: 2.0767, grad_norm: 10.2558 2021-03-26 16:48:50,637 - mmaction - INFO - Epoch [20][780/1320] lr: 2.000e-03, eta: 8:39:13, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.4871, top5_acc: 0.7363, loss_cls: 2.1185, loss: 2.1185, grad_norm: 10.1448 2021-03-26 16:49:05,924 - mmaction - INFO - Epoch [20][800/1320] lr: 2.000e-03, eta: 8:38:57, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7527, loss_cls: 2.0393, loss: 2.0393, grad_norm: 10.7446 2021-03-26 16:49:21,257 - mmaction - INFO - Epoch [20][820/1320] lr: 2.000e-03, eta: 8:38:41, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7504, loss_cls: 2.0743, loss: 2.0743, grad_norm: 10.4109 2021-03-26 16:49:36,452 - mmaction - INFO - Epoch [20][840/1320] lr: 2.000e-03, eta: 8:38:25, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4973, top5_acc: 0.7496, loss_cls: 2.0570, loss: 2.0570, grad_norm: 10.1593 2021-03-26 16:49:51,787 - mmaction - INFO - Epoch [20][860/1320] lr: 2.000e-03, eta: 8:38:09, time: 0.768, data_time: 0.012, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7430, loss_cls: 2.0603, loss: 2.0603, grad_norm: 9.9025 2021-03-26 16:50:06,927 - mmaction - INFO - Epoch [20][880/1320] lr: 2.000e-03, eta: 8:37:53, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7461, loss_cls: 2.0706, loss: 2.0706, grad_norm: 10.2155 2021-03-26 16:50:22,228 - mmaction - INFO - Epoch [20][900/1320] lr: 2.000e-03, eta: 8:37:37, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.5074, top5_acc: 0.7609, loss_cls: 1.9962, loss: 1.9962, grad_norm: 9.9818 2021-03-26 16:50:37,390 - mmaction - INFO - Epoch [20][920/1320] lr: 2.000e-03, eta: 8:37:21, time: 0.758, data_time: 0.005, memory: 11010, top1_acc: 0.4918, top5_acc: 0.7469, loss_cls: 2.0509, loss: 2.0509, grad_norm: 10.7203 2021-03-26 16:50:52,639 - mmaction - INFO - Epoch [20][940/1320] lr: 2.000e-03, eta: 8:37:05, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5051, top5_acc: 0.7477, loss_cls: 2.0372, loss: 2.0372, grad_norm: 10.2854 2021-03-26 16:51:07,847 - mmaction - INFO - Epoch [20][960/1320] lr: 2.000e-03, eta: 8:36:49, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4824, top5_acc: 0.7422, loss_cls: 2.0875, loss: 2.0875, grad_norm: 10.3348 2021-03-26 16:51:22,855 - mmaction - INFO - Epoch [20][980/1320] lr: 2.000e-03, eta: 8:36:33, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7535, loss_cls: 2.0245, loss: 2.0245, grad_norm: 10.2034 2021-03-26 16:51:38,090 - mmaction - INFO - Epoch [20][1000/1320] lr: 2.000e-03, eta: 8:36:17, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7531, loss_cls: 2.0003, loss: 2.0003, grad_norm: 10.1354 2021-03-26 16:51:53,173 - mmaction - INFO - Epoch [20][1020/1320] lr: 2.000e-03, eta: 8:36:01, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.4680, top5_acc: 0.7344, loss_cls: 2.1558, loss: 2.1558, grad_norm: 10.6616 2021-03-26 16:52:08,530 - mmaction - INFO - Epoch [20][1040/1320] lr: 2.000e-03, eta: 8:35:45, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5043, top5_acc: 0.7477, loss_cls: 2.0600, loss: 2.0600, grad_norm: 10.3252 2021-03-26 16:52:23,701 - mmaction - INFO - Epoch [20][1060/1320] lr: 2.000e-03, eta: 8:35:29, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.5266, top5_acc: 0.7570, loss_cls: 1.9903, loss: 1.9903, grad_norm: 9.7286 2021-03-26 16:52:38,799 - mmaction - INFO - Epoch [20][1080/1320] lr: 2.000e-03, eta: 8:35:13, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.5020, top5_acc: 0.7523, loss_cls: 1.9985, loss: 1.9985, grad_norm: 10.2892 2021-03-26 16:52:53,984 - mmaction - INFO - Epoch [20][1100/1320] lr: 2.000e-03, eta: 8:34:57, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7641, loss_cls: 2.0122, loss: 2.0122, grad_norm: 10.0520 2021-03-26 16:53:09,151 - mmaction - INFO - Epoch [20][1120/1320] lr: 2.000e-03, eta: 8:34:41, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5004, top5_acc: 0.7469, loss_cls: 2.0567, loss: 2.0567, grad_norm: 10.2488 2021-03-26 16:53:24,401 - mmaction - INFO - Epoch [20][1140/1320] lr: 2.000e-03, eta: 8:34:25, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.4977, top5_acc: 0.7512, loss_cls: 2.0575, loss: 2.0575, grad_norm: 9.9738 2021-03-26 16:53:39,677 - mmaction - INFO - Epoch [20][1160/1320] lr: 2.000e-03, eta: 8:34:09, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5086, top5_acc: 0.7613, loss_cls: 1.9715, loss: 1.9715, grad_norm: 10.1711 2021-03-26 16:53:54,901 - mmaction - INFO - Epoch [20][1180/1320] lr: 2.000e-03, eta: 8:33:53, time: 0.762, data_time: 0.004, memory: 11010, top1_acc: 0.4957, top5_acc: 0.7434, loss_cls: 2.0605, loss: 2.0605, grad_norm: 10.0436 2021-03-26 16:54:09,978 - mmaction - INFO - Epoch [20][1200/1320] lr: 2.000e-03, eta: 8:33:37, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7438, loss_cls: 2.0482, loss: 2.0482, grad_norm: 10.3373 2021-03-26 16:54:25,195 - mmaction - INFO - Epoch [20][1220/1320] lr: 2.000e-03, eta: 8:33:21, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.4902, top5_acc: 0.7410, loss_cls: 2.0811, loss: 2.0811, grad_norm: 10.0678 2021-03-26 16:54:40,423 - mmaction - INFO - Epoch [20][1240/1320] lr: 2.000e-03, eta: 8:33:05, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7426, loss_cls: 2.0474, loss: 2.0474, grad_norm: 10.1288 2021-03-26 16:54:55,567 - mmaction - INFO - Epoch [20][1260/1320] lr: 2.000e-03, eta: 8:32:49, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7602, loss_cls: 2.0230, loss: 2.0230, grad_norm: 10.2171 2021-03-26 16:55:10,734 - mmaction - INFO - Epoch [20][1280/1320] lr: 2.000e-03, eta: 8:32:33, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4723, top5_acc: 0.7457, loss_cls: 2.0951, loss: 2.0951, grad_norm: 10.4483 2021-03-26 16:55:25,906 - mmaction - INFO - Epoch [20][1300/1320] lr: 2.000e-03, eta: 8:32:17, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4949, top5_acc: 0.7461, loss_cls: 2.0812, loss: 2.0812, grad_norm: 10.4194 2021-03-26 16:55:40,832 - mmaction - INFO - Epoch [20][1320/1320] lr: 2.000e-03, eta: 8:32:01, time: 0.747, data_time: 0.002, memory: 11010, top1_acc: 0.4956, top5_acc: 0.7365, loss_cls: 2.0668, loss: 2.0668, grad_norm: 10.2824 2021-03-26 16:55:41,701 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-26 16:57:21,981 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 16:57:22,332 - mmaction - INFO - top1_acc 0.4000 top5_acc 0.6909 2021-03-26 16:57:22,332 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 16:57:22,355 - mmaction - INFO - mean_acc 0.3308 2021-03-26 16:57:22,363 - mmaction - INFO - Epoch(val) [20][1320] top1_acc: 0.4000, top5_acc: 0.6909, mean_class_accuracy: 0.3308 2021-03-26 16:57:22,365 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 16:57:59,534 - mmaction - INFO - Epoch [21][20/1320] lr: 2.000e-03, eta: 8:32:17, time: 1.857, data_time: 1.052, memory: 11010, top1_acc: 0.5078, top5_acc: 0.7555, loss_cls: 1.9959, loss: 1.9959, grad_norm: 10.3161 2021-03-26 16:58:14,549 - mmaction - INFO - Epoch [21][40/1320] lr: 2.000e-03, eta: 8:32:01, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.4977, top5_acc: 0.7719, loss_cls: 1.9757, loss: 1.9757, grad_norm: 10.3755 2021-03-26 16:58:29,602 - mmaction - INFO - Epoch [21][60/1320] lr: 2.000e-03, eta: 8:31:45, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7801, loss_cls: 1.9089, loss: 1.9089, grad_norm: 10.8668 2021-03-26 16:58:44,656 - mmaction - INFO - Epoch [21][80/1320] lr: 2.000e-03, eta: 8:31:29, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.4813, top5_acc: 0.7492, loss_cls: 2.0586, loss: 2.0586, grad_norm: 10.3782 2021-03-26 16:58:59,683 - mmaction - INFO - Epoch [21][100/1320] lr: 2.000e-03, eta: 8:31:12, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7703, loss_cls: 1.9444, loss: 1.9444, grad_norm: 10.4777 2021-03-26 16:59:14,638 - mmaction - INFO - Epoch [21][120/1320] lr: 2.000e-03, eta: 8:30:56, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.4973, top5_acc: 0.7625, loss_cls: 2.0157, loss: 2.0157, grad_norm: 10.4194 2021-03-26 16:59:29,695 - mmaction - INFO - Epoch [21][140/1320] lr: 2.000e-03, eta: 8:30:40, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7570, loss_cls: 1.9892, loss: 1.9892, grad_norm: 10.4082 2021-03-26 16:59:44,805 - mmaction - INFO - Epoch [21][160/1320] lr: 2.000e-03, eta: 8:30:24, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7598, loss_cls: 2.0315, loss: 2.0315, grad_norm: 10.7605 2021-03-26 16:59:59,941 - mmaction - INFO - Epoch [21][180/1320] lr: 2.000e-03, eta: 8:30:07, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7746, loss_cls: 1.9457, loss: 1.9457, grad_norm: 10.1152 2021-03-26 17:00:15,184 - mmaction - INFO - Epoch [21][200/1320] lr: 2.000e-03, eta: 8:29:52, time: 0.763, data_time: 0.007, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7621, loss_cls: 1.9700, loss: 1.9700, grad_norm: 10.3186 2021-03-26 17:00:30,149 - mmaction - INFO - Epoch [21][220/1320] lr: 2.000e-03, eta: 8:29:35, time: 0.748, data_time: 0.000, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7688, loss_cls: 1.9556, loss: 1.9556, grad_norm: 10.2086 2021-03-26 17:00:45,395 - mmaction - INFO - Epoch [21][240/1320] lr: 2.000e-03, eta: 8:29:19, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4871, top5_acc: 0.7367, loss_cls: 2.0768, loss: 2.0768, grad_norm: 10.7736 2021-03-26 17:01:00,427 - mmaction - INFO - Epoch [21][260/1320] lr: 2.000e-03, eta: 8:29:03, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 2.0071, loss: 2.0071, grad_norm: 10.4324 2021-03-26 17:01:15,551 - mmaction - INFO - Epoch [21][280/1320] lr: 2.000e-03, eta: 8:28:47, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.5043, top5_acc: 0.7449, loss_cls: 2.0737, loss: 2.0737, grad_norm: 10.2823 2021-03-26 17:01:30,799 - mmaction - INFO - Epoch [21][300/1320] lr: 2.000e-03, eta: 8:28:31, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5078, top5_acc: 0.7625, loss_cls: 1.9966, loss: 1.9966, grad_norm: 10.3691 2021-03-26 17:01:45,821 - mmaction - INFO - Epoch [21][320/1320] lr: 2.000e-03, eta: 8:28:15, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5051, top5_acc: 0.7410, loss_cls: 2.0550, loss: 2.0550, grad_norm: 10.6388 2021-03-26 17:02:01,095 - mmaction - INFO - Epoch [21][340/1320] lr: 2.000e-03, eta: 8:27:59, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7613, loss_cls: 1.9966, loss: 1.9966, grad_norm: 10.6920 2021-03-26 17:02:16,165 - mmaction - INFO - Epoch [21][360/1320] lr: 2.000e-03, eta: 8:27:43, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7512, loss_cls: 2.0175, loss: 2.0175, grad_norm: 10.3027 2021-03-26 17:02:31,340 - mmaction - INFO - Epoch [21][380/1320] lr: 2.000e-03, eta: 8:27:26, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.5012, top5_acc: 0.7504, loss_cls: 1.9958, loss: 1.9958, grad_norm: 9.9552 2021-03-26 17:02:46,659 - mmaction - INFO - Epoch [21][400/1320] lr: 2.000e-03, eta: 8:27:11, time: 0.767, data_time: 0.004, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7641, loss_cls: 1.9685, loss: 1.9685, grad_norm: 10.4020 2021-03-26 17:03:01,836 - mmaction - INFO - Epoch [21][420/1320] lr: 2.000e-03, eta: 8:26:55, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5016, top5_acc: 0.7641, loss_cls: 2.0171, loss: 2.0171, grad_norm: 10.3504 2021-03-26 17:03:16,984 - mmaction - INFO - Epoch [21][440/1320] lr: 2.000e-03, eta: 8:26:39, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7715, loss_cls: 1.9856, loss: 1.9856, grad_norm: 10.2838 2021-03-26 17:03:32,196 - mmaction - INFO - Epoch [21][460/1320] lr: 2.000e-03, eta: 8:26:23, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7688, loss_cls: 1.9908, loss: 1.9908, grad_norm: 10.3615 2021-03-26 17:03:47,371 - mmaction - INFO - Epoch [21][480/1320] lr: 2.000e-03, eta: 8:26:07, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5000, top5_acc: 0.7594, loss_cls: 2.0201, loss: 2.0201, grad_norm: 10.2992 2021-03-26 17:04:02,564 - mmaction - INFO - Epoch [21][500/1320] lr: 2.000e-03, eta: 8:25:50, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5105, top5_acc: 0.7641, loss_cls: 1.9636, loss: 1.9636, grad_norm: 10.1466 2021-03-26 17:04:17,708 - mmaction - INFO - Epoch [21][520/1320] lr: 2.000e-03, eta: 8:25:34, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.4961, top5_acc: 0.7551, loss_cls: 2.0373, loss: 2.0373, grad_norm: 10.4079 2021-03-26 17:04:33,066 - mmaction - INFO - Epoch [21][540/1320] lr: 2.000e-03, eta: 8:25:19, time: 0.768, data_time: 0.007, memory: 11010, top1_acc: 0.5039, top5_acc: 0.7613, loss_cls: 1.9786, loss: 1.9786, grad_norm: 10.3618 2021-03-26 17:04:48,161 - mmaction - INFO - Epoch [21][560/1320] lr: 2.000e-03, eta: 8:25:03, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5039, top5_acc: 0.7578, loss_cls: 1.9966, loss: 1.9966, grad_norm: 10.3216 2021-03-26 17:05:03,329 - mmaction - INFO - Epoch [21][580/1320] lr: 2.000e-03, eta: 8:24:46, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4945, top5_acc: 0.7609, loss_cls: 2.0245, loss: 2.0245, grad_norm: 10.6798 2021-03-26 17:05:18,534 - mmaction - INFO - Epoch [21][600/1320] lr: 2.000e-03, eta: 8:24:30, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.5039, top5_acc: 0.7496, loss_cls: 2.0376, loss: 2.0376, grad_norm: 10.5295 2021-03-26 17:05:33,614 - mmaction - INFO - Epoch [21][620/1320] lr: 2.000e-03, eta: 8:24:14, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7531, loss_cls: 2.0772, loss: 2.0772, grad_norm: 9.9805 2021-03-26 17:05:48,627 - mmaction - INFO - Epoch [21][640/1320] lr: 2.000e-03, eta: 8:23:58, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5012, top5_acc: 0.7449, loss_cls: 2.0405, loss: 2.0405, grad_norm: 10.0516 2021-03-26 17:06:03,851 - mmaction - INFO - Epoch [21][660/1320] lr: 2.000e-03, eta: 8:23:42, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7547, loss_cls: 1.9992, loss: 1.9992, grad_norm: 10.4100 2021-03-26 17:06:18,960 - mmaction - INFO - Epoch [21][680/1320] lr: 2.000e-03, eta: 8:23:26, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7648, loss_cls: 1.9663, loss: 1.9663, grad_norm: 10.5457 2021-03-26 17:06:34,199 - mmaction - INFO - Epoch [21][700/1320] lr: 2.000e-03, eta: 8:23:10, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7750, loss_cls: 1.9546, loss: 1.9546, grad_norm: 10.4109 2021-03-26 17:06:49,456 - mmaction - INFO - Epoch [21][720/1320] lr: 2.000e-03, eta: 8:22:54, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5078, top5_acc: 0.7562, loss_cls: 1.9933, loss: 1.9933, grad_norm: 10.7123 2021-03-26 17:07:04,493 - mmaction - INFO - Epoch [21][740/1320] lr: 2.000e-03, eta: 8:22:38, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7395, loss_cls: 2.0679, loss: 2.0679, grad_norm: 10.0754 2021-03-26 17:07:19,682 - mmaction - INFO - Epoch [21][760/1320] lr: 2.000e-03, eta: 8:22:22, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.4973, top5_acc: 0.7551, loss_cls: 2.0296, loss: 2.0296, grad_norm: 10.4190 2021-03-26 17:07:34,910 - mmaction - INFO - Epoch [21][780/1320] lr: 2.000e-03, eta: 8:22:06, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5105, top5_acc: 0.7457, loss_cls: 2.0120, loss: 2.0120, grad_norm: 10.5976 2021-03-26 17:07:50,190 - mmaction - INFO - Epoch [21][800/1320] lr: 2.000e-03, eta: 8:21:50, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4801, top5_acc: 0.7359, loss_cls: 2.0952, loss: 2.0952, grad_norm: 10.3658 2021-03-26 17:08:05,366 - mmaction - INFO - Epoch [21][820/1320] lr: 2.000e-03, eta: 8:21:34, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4883, top5_acc: 0.7512, loss_cls: 2.0512, loss: 2.0512, grad_norm: 10.0351 2021-03-26 17:08:20,452 - mmaction - INFO - Epoch [21][840/1320] lr: 2.000e-03, eta: 8:21:18, time: 0.755, data_time: 0.005, memory: 11010, top1_acc: 0.5035, top5_acc: 0.7629, loss_cls: 1.9549, loss: 1.9549, grad_norm: 9.8936 2021-03-26 17:08:35,627 - mmaction - INFO - Epoch [21][860/1320] lr: 2.000e-03, eta: 8:21:02, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4969, top5_acc: 0.7461, loss_cls: 2.0707, loss: 2.0707, grad_norm: 10.3449 2021-03-26 17:08:50,877 - mmaction - INFO - Epoch [21][880/1320] lr: 2.000e-03, eta: 8:20:46, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4883, top5_acc: 0.7453, loss_cls: 2.0833, loss: 2.0833, grad_norm: 10.2569 2021-03-26 17:09:05,990 - mmaction - INFO - Epoch [21][900/1320] lr: 2.000e-03, eta: 8:20:30, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7684, loss_cls: 1.9837, loss: 1.9837, grad_norm: 10.2257 2021-03-26 17:09:21,145 - mmaction - INFO - Epoch [21][920/1320] lr: 2.000e-03, eta: 8:20:14, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7629, loss_cls: 1.9800, loss: 1.9800, grad_norm: 10.5456 2021-03-26 17:09:36,351 - mmaction - INFO - Epoch [21][940/1320] lr: 2.000e-03, eta: 8:19:58, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7750, loss_cls: 1.9651, loss: 1.9651, grad_norm: 10.1229 2021-03-26 17:09:51,564 - mmaction - INFO - Epoch [21][960/1320] lr: 2.000e-03, eta: 8:19:42, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.4996, top5_acc: 0.7504, loss_cls: 2.0310, loss: 2.0310, grad_norm: 10.6569 2021-03-26 17:10:06,785 - mmaction - INFO - Epoch [21][980/1320] lr: 2.000e-03, eta: 8:19:26, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7594, loss_cls: 1.9888, loss: 1.9888, grad_norm: 10.0449 2021-03-26 17:10:21,817 - mmaction - INFO - Epoch [21][1000/1320] lr: 2.000e-03, eta: 8:19:10, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5027, top5_acc: 0.7539, loss_cls: 2.0148, loss: 2.0148, grad_norm: 10.5901 2021-03-26 17:10:37,039 - mmaction - INFO - Epoch [21][1020/1320] lr: 2.000e-03, eta: 8:18:54, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4875, top5_acc: 0.7418, loss_cls: 2.0679, loss: 2.0679, grad_norm: 10.4750 2021-03-26 17:10:52,082 - mmaction - INFO - Epoch [21][1040/1320] lr: 2.000e-03, eta: 8:18:38, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.5043, top5_acc: 0.7590, loss_cls: 1.9857, loss: 1.9857, grad_norm: 10.0634 2021-03-26 17:11:07,373 - mmaction - INFO - Epoch [21][1060/1320] lr: 2.000e-03, eta: 8:18:22, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7555, loss_cls: 1.9762, loss: 1.9762, grad_norm: 10.3876 2021-03-26 17:11:22,586 - mmaction - INFO - Epoch [21][1080/1320] lr: 2.000e-03, eta: 8:18:06, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5051, top5_acc: 0.7543, loss_cls: 2.0103, loss: 2.0103, grad_norm: 10.1660 2021-03-26 17:11:37,825 - mmaction - INFO - Epoch [21][1100/1320] lr: 2.000e-03, eta: 8:17:50, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.4945, top5_acc: 0.7418, loss_cls: 2.0827, loss: 2.0827, grad_norm: 10.1387 2021-03-26 17:11:52,948 - mmaction - INFO - Epoch [21][1120/1320] lr: 2.000e-03, eta: 8:17:34, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.4934, top5_acc: 0.7477, loss_cls: 2.0226, loss: 2.0226, grad_norm: 10.3497 2021-03-26 17:12:08,188 - mmaction - INFO - Epoch [21][1140/1320] lr: 2.000e-03, eta: 8:17:18, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5074, top5_acc: 0.7527, loss_cls: 2.0048, loss: 2.0048, grad_norm: 10.3863 2021-03-26 17:12:23,307 - mmaction - INFO - Epoch [21][1160/1320] lr: 2.000e-03, eta: 8:17:02, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.5098, top5_acc: 0.7574, loss_cls: 2.0116, loss: 2.0116, grad_norm: 10.3544 2021-03-26 17:12:38,493 - mmaction - INFO - Epoch [21][1180/1320] lr: 2.000e-03, eta: 8:16:46, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7477, loss_cls: 2.0385, loss: 2.0385, grad_norm: 10.2460 2021-03-26 17:12:53,749 - mmaction - INFO - Epoch [21][1200/1320] lr: 2.000e-03, eta: 8:16:30, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7641, loss_cls: 1.9704, loss: 1.9704, grad_norm: 10.2800 2021-03-26 17:13:08,912 - mmaction - INFO - Epoch [21][1220/1320] lr: 2.000e-03, eta: 8:16:14, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7379, loss_cls: 2.0427, loss: 2.0427, grad_norm: 10.4269 2021-03-26 17:13:24,168 - mmaction - INFO - Epoch [21][1240/1320] lr: 2.000e-03, eta: 8:15:58, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.4875, top5_acc: 0.7488, loss_cls: 2.0684, loss: 2.0684, grad_norm: 10.3612 2021-03-26 17:13:39,224 - mmaction - INFO - Epoch [21][1260/1320] lr: 2.000e-03, eta: 8:15:42, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4867, top5_acc: 0.7543, loss_cls: 2.0391, loss: 2.0391, grad_norm: 10.5545 2021-03-26 17:13:54,483 - mmaction - INFO - Epoch [21][1280/1320] lr: 2.000e-03, eta: 8:15:26, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.4805, top5_acc: 0.7484, loss_cls: 2.0487, loss: 2.0487, grad_norm: 10.7588 2021-03-26 17:14:09,669 - mmaction - INFO - Epoch [21][1300/1320] lr: 2.000e-03, eta: 8:15:10, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7590, loss_cls: 1.9850, loss: 1.9850, grad_norm: 10.3425 2021-03-26 17:14:24,353 - mmaction - INFO - Epoch [21][1320/1320] lr: 2.000e-03, eta: 8:14:54, time: 0.734, data_time: 0.001, memory: 11010, top1_acc: 0.4849, top5_acc: 0.7516, loss_cls: 2.0570, loss: 2.0570, grad_norm: 10.3724 2021-03-26 17:14:25,256 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-26 17:16:06,963 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:16:07,339 - mmaction - INFO - top1_acc 0.3969 top5_acc 0.6880 2021-03-26 17:16:07,339 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:16:07,365 - mmaction - INFO - mean_acc 0.3222 2021-03-26 17:16:07,375 - mmaction - INFO - Epoch(val) [21][1320] top1_acc: 0.3969, top5_acc: 0.6880, mean_class_accuracy: 0.3222 2021-03-26 17:16:07,378 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:16:44,062 - mmaction - INFO - Epoch [22][20/1320] lr: 2.000e-03, eta: 8:15:07, time: 1.833, data_time: 0.944, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7707, loss_cls: 1.9696, loss: 1.9696, grad_norm: 10.7672 2021-03-26 17:16:59,266 - mmaction - INFO - Epoch [22][40/1320] lr: 2.000e-03, eta: 8:14:51, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7672, loss_cls: 1.9584, loss: 1.9584, grad_norm: 10.2990 2021-03-26 17:17:14,257 - mmaction - INFO - Epoch [22][60/1320] lr: 2.000e-03, eta: 8:14:35, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.5066, top5_acc: 0.7684, loss_cls: 1.9384, loss: 1.9384, grad_norm: 10.7833 2021-03-26 17:17:29,307 - mmaction - INFO - Epoch [22][80/1320] lr: 2.000e-03, eta: 8:14:19, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5188, top5_acc: 0.7621, loss_cls: 1.9816, loss: 1.9816, grad_norm: 10.5096 2021-03-26 17:17:44,365 - mmaction - INFO - Epoch [22][100/1320] lr: 2.000e-03, eta: 8:14:03, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7586, loss_cls: 2.0138, loss: 2.0138, grad_norm: 10.3956 2021-03-26 17:17:59,413 - mmaction - INFO - Epoch [22][120/1320] lr: 2.000e-03, eta: 8:13:47, time: 0.753, data_time: 0.004, memory: 11010, top1_acc: 0.5039, top5_acc: 0.7586, loss_cls: 1.9840, loss: 1.9840, grad_norm: 10.4627 2021-03-26 17:18:14,451 - mmaction - INFO - Epoch [22][140/1320] lr: 2.000e-03, eta: 8:13:30, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.4832, top5_acc: 0.7457, loss_cls: 2.0557, loss: 2.0557, grad_norm: 10.1752 2021-03-26 17:18:29,518 - mmaction - INFO - Epoch [22][160/1320] lr: 2.000e-03, eta: 8:13:14, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7660, loss_cls: 1.9439, loss: 1.9439, grad_norm: 10.2641 2021-03-26 17:18:44,681 - mmaction - INFO - Epoch [22][180/1320] lr: 2.000e-03, eta: 8:12:58, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.5043, top5_acc: 0.7617, loss_cls: 1.9954, loss: 1.9954, grad_norm: 10.1763 2021-03-26 17:18:59,744 - mmaction - INFO - Epoch [22][200/1320] lr: 2.000e-03, eta: 8:12:42, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5355, top5_acc: 0.7758, loss_cls: 1.8965, loss: 1.8965, grad_norm: 10.3829 2021-03-26 17:19:14,856 - mmaction - INFO - Epoch [22][220/1320] lr: 2.000e-03, eta: 8:12:26, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7574, loss_cls: 2.0061, loss: 2.0061, grad_norm: 10.5292 2021-03-26 17:19:29,984 - mmaction - INFO - Epoch [22][240/1320] lr: 2.000e-03, eta: 8:12:10, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5164, top5_acc: 0.7621, loss_cls: 1.9888, loss: 1.9888, grad_norm: 10.5517 2021-03-26 17:19:45,144 - mmaction - INFO - Epoch [22][260/1320] lr: 2.000e-03, eta: 8:11:54, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.5031, top5_acc: 0.7645, loss_cls: 1.9610, loss: 1.9610, grad_norm: 10.2495 2021-03-26 17:20:00,309 - mmaction - INFO - Epoch [22][280/1320] lr: 2.000e-03, eta: 8:11:38, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.4895, top5_acc: 0.7535, loss_cls: 2.0407, loss: 2.0407, grad_norm: 10.4339 2021-03-26 17:20:15,360 - mmaction - INFO - Epoch [22][300/1320] lr: 2.000e-03, eta: 8:11:22, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5027, top5_acc: 0.7688, loss_cls: 1.9912, loss: 1.9912, grad_norm: 10.5047 2021-03-26 17:20:30,582 - mmaction - INFO - Epoch [22][320/1320] lr: 2.000e-03, eta: 8:11:06, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7590, loss_cls: 1.9993, loss: 1.9993, grad_norm: 10.2557 2021-03-26 17:20:45,746 - mmaction - INFO - Epoch [22][340/1320] lr: 2.000e-03, eta: 8:10:50, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7605, loss_cls: 1.9782, loss: 1.9782, grad_norm: 10.7043 2021-03-26 17:21:00,913 - mmaction - INFO - Epoch [22][360/1320] lr: 2.000e-03, eta: 8:10:34, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7621, loss_cls: 1.9859, loss: 1.9859, grad_norm: 10.3518 2021-03-26 17:21:15,941 - mmaction - INFO - Epoch [22][380/1320] lr: 2.000e-03, eta: 8:10:17, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5102, top5_acc: 0.7711, loss_cls: 1.9619, loss: 1.9619, grad_norm: 10.2493 2021-03-26 17:21:31,201 - mmaction - INFO - Epoch [22][400/1320] lr: 2.000e-03, eta: 8:10:02, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5141, top5_acc: 0.7605, loss_cls: 1.9736, loss: 1.9736, grad_norm: 10.5815 2021-03-26 17:21:46,393 - mmaction - INFO - Epoch [22][420/1320] lr: 2.000e-03, eta: 8:09:46, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5188, top5_acc: 0.7723, loss_cls: 1.9116, loss: 1.9116, grad_norm: 10.4260 2021-03-26 17:22:01,603 - mmaction - INFO - Epoch [22][440/1320] lr: 2.000e-03, eta: 8:09:30, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4918, top5_acc: 0.7562, loss_cls: 2.0035, loss: 2.0035, grad_norm: 10.6062 2021-03-26 17:22:16,635 - mmaction - INFO - Epoch [22][460/1320] lr: 2.000e-03, eta: 8:09:13, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4980, top5_acc: 0.7516, loss_cls: 2.0406, loss: 2.0406, grad_norm: 10.4759 2021-03-26 17:22:31,755 - mmaction - INFO - Epoch [22][480/1320] lr: 2.000e-03, eta: 8:08:57, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.5070, top5_acc: 0.7699, loss_cls: 2.0004, loss: 2.0004, grad_norm: 10.5433 2021-03-26 17:22:46,979 - mmaction - INFO - Epoch [22][500/1320] lr: 2.000e-03, eta: 8:08:41, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.4930, top5_acc: 0.7559, loss_cls: 2.0376, loss: 2.0376, grad_norm: 10.1231 2021-03-26 17:23:02,073 - mmaction - INFO - Epoch [22][520/1320] lr: 2.000e-03, eta: 8:08:25, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.5078, top5_acc: 0.7574, loss_cls: 1.9844, loss: 1.9844, grad_norm: 10.4863 2021-03-26 17:23:17,124 - mmaction - INFO - Epoch [22][540/1320] lr: 2.000e-03, eta: 8:08:09, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4980, top5_acc: 0.7535, loss_cls: 2.0083, loss: 2.0083, grad_norm: 10.3464 2021-03-26 17:23:32,398 - mmaction - INFO - Epoch [22][560/1320] lr: 2.000e-03, eta: 8:07:53, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5125, top5_acc: 0.7680, loss_cls: 1.9427, loss: 1.9427, grad_norm: 10.2916 2021-03-26 17:23:47,600 - mmaction - INFO - Epoch [22][580/1320] lr: 2.000e-03, eta: 8:07:37, time: 0.761, data_time: 0.004, memory: 11010, top1_acc: 0.5035, top5_acc: 0.7625, loss_cls: 1.9779, loss: 1.9779, grad_norm: 10.0920 2021-03-26 17:24:02,726 - mmaction - INFO - Epoch [22][600/1320] lr: 2.000e-03, eta: 8:07:21, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.5043, top5_acc: 0.7508, loss_cls: 2.0447, loss: 2.0447, grad_norm: 10.4326 2021-03-26 17:24:17,949 - mmaction - INFO - Epoch [22][620/1320] lr: 2.000e-03, eta: 8:07:05, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7707, loss_cls: 1.9440, loss: 1.9440, grad_norm: 10.3303 2021-03-26 17:24:33,122 - mmaction - INFO - Epoch [22][640/1320] lr: 2.000e-03, eta: 8:06:50, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.4965, top5_acc: 0.7551, loss_cls: 2.0011, loss: 2.0011, grad_norm: 10.5018 2021-03-26 17:24:48,299 - mmaction - INFO - Epoch [22][660/1320] lr: 2.000e-03, eta: 8:06:34, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7680, loss_cls: 1.9621, loss: 1.9621, grad_norm: 10.6559 2021-03-26 17:25:03,427 - mmaction - INFO - Epoch [22][680/1320] lr: 2.000e-03, eta: 8:06:17, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.4820, top5_acc: 0.7535, loss_cls: 2.0486, loss: 2.0486, grad_norm: 10.8503 2021-03-26 17:25:18,519 - mmaction - INFO - Epoch [22][700/1320] lr: 2.000e-03, eta: 8:06:01, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7672, loss_cls: 1.9710, loss: 1.9710, grad_norm: 10.4479 2021-03-26 17:25:33,706 - mmaction - INFO - Epoch [22][720/1320] lr: 2.000e-03, eta: 8:05:45, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7535, loss_cls: 2.0098, loss: 2.0098, grad_norm: 10.5017 2021-03-26 17:25:48,949 - mmaction - INFO - Epoch [22][740/1320] lr: 2.000e-03, eta: 8:05:30, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5039, top5_acc: 0.7523, loss_cls: 1.9967, loss: 1.9967, grad_norm: 10.3952 2021-03-26 17:26:04,091 - mmaction - INFO - Epoch [22][760/1320] lr: 2.000e-03, eta: 8:05:14, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7562, loss_cls: 2.0152, loss: 2.0152, grad_norm: 10.2791 2021-03-26 17:26:19,387 - mmaction - INFO - Epoch [22][780/1320] lr: 2.000e-03, eta: 8:04:58, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5078, top5_acc: 0.7570, loss_cls: 1.9757, loss: 1.9757, grad_norm: 10.9979 2021-03-26 17:26:34,594 - mmaction - INFO - Epoch [22][800/1320] lr: 2.000e-03, eta: 8:04:42, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7668, loss_cls: 2.0106, loss: 2.0106, grad_norm: 10.2667 2021-03-26 17:26:49,761 - mmaction - INFO - Epoch [22][820/1320] lr: 2.000e-03, eta: 8:04:26, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7688, loss_cls: 1.9398, loss: 1.9398, grad_norm: 10.3147 2021-03-26 17:27:05,052 - mmaction - INFO - Epoch [22][840/1320] lr: 2.000e-03, eta: 8:04:10, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5031, top5_acc: 0.7449, loss_cls: 2.0456, loss: 2.0456, grad_norm: 10.6343 2021-03-26 17:27:20,235 - mmaction - INFO - Epoch [22][860/1320] lr: 2.000e-03, eta: 8:03:54, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7676, loss_cls: 1.9795, loss: 1.9795, grad_norm: 10.5998 2021-03-26 17:27:35,494 - mmaction - INFO - Epoch [22][880/1320] lr: 2.000e-03, eta: 8:03:38, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7590, loss_cls: 1.9544, loss: 1.9544, grad_norm: 10.5398 2021-03-26 17:27:50,529 - mmaction - INFO - Epoch [22][900/1320] lr: 2.000e-03, eta: 8:03:22, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7695, loss_cls: 1.9585, loss: 1.9585, grad_norm: 10.3243 2021-03-26 17:28:05,698 - mmaction - INFO - Epoch [22][920/1320] lr: 2.000e-03, eta: 8:03:06, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7598, loss_cls: 1.9756, loss: 1.9756, grad_norm: 10.3652 2021-03-26 17:28:21,066 - mmaction - INFO - Epoch [22][940/1320] lr: 2.000e-03, eta: 8:02:50, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7605, loss_cls: 1.9413, loss: 1.9413, grad_norm: 10.4451 2021-03-26 17:28:36,221 - mmaction - INFO - Epoch [22][960/1320] lr: 2.000e-03, eta: 8:02:34, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7504, loss_cls: 1.9994, loss: 1.9994, grad_norm: 10.1767 2021-03-26 17:28:51,363 - mmaction - INFO - Epoch [22][980/1320] lr: 2.000e-03, eta: 8:02:18, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.5031, top5_acc: 0.7516, loss_cls: 2.0482, loss: 2.0482, grad_norm: 10.5079 2021-03-26 17:29:06,469 - mmaction - INFO - Epoch [22][1000/1320] lr: 2.000e-03, eta: 8:02:02, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.5031, top5_acc: 0.7504, loss_cls: 2.0349, loss: 2.0349, grad_norm: 10.3506 2021-03-26 17:29:21,647 - mmaction - INFO - Epoch [22][1020/1320] lr: 2.000e-03, eta: 8:01:46, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7438, loss_cls: 2.0463, loss: 2.0463, grad_norm: 10.4301 2021-03-26 17:29:36,859 - mmaction - INFO - Epoch [22][1040/1320] lr: 2.000e-03, eta: 8:01:30, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5215, top5_acc: 0.7637, loss_cls: 1.9441, loss: 1.9441, grad_norm: 10.3033 2021-03-26 17:29:52,161 - mmaction - INFO - Epoch [22][1060/1320] lr: 2.000e-03, eta: 8:01:15, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7711, loss_cls: 1.9682, loss: 1.9682, grad_norm: 10.4155 2021-03-26 17:30:07,237 - mmaction - INFO - Epoch [22][1080/1320] lr: 2.000e-03, eta: 8:00:59, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7602, loss_cls: 2.0185, loss: 2.0185, grad_norm: 10.5755 2021-03-26 17:30:22,406 - mmaction - INFO - Epoch [22][1100/1320] lr: 2.000e-03, eta: 8:00:43, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7668, loss_cls: 1.9730, loss: 1.9730, grad_norm: 10.6213 2021-03-26 17:30:37,566 - mmaction - INFO - Epoch [22][1120/1320] lr: 2.000e-03, eta: 8:00:27, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7637, loss_cls: 1.9584, loss: 1.9584, grad_norm: 10.2014 2021-03-26 17:30:52,803 - mmaction - INFO - Epoch [22][1140/1320] lr: 2.000e-03, eta: 8:00:11, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7711, loss_cls: 1.9128, loss: 1.9128, grad_norm: 10.2162 2021-03-26 17:31:08,060 - mmaction - INFO - Epoch [22][1160/1320] lr: 2.000e-03, eta: 7:59:55, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7664, loss_cls: 1.9551, loss: 1.9551, grad_norm: 10.6489 2021-03-26 17:31:23,133 - mmaction - INFO - Epoch [22][1180/1320] lr: 2.000e-03, eta: 7:59:39, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7652, loss_cls: 1.9620, loss: 1.9620, grad_norm: 10.3893 2021-03-26 17:31:38,178 - mmaction - INFO - Epoch [22][1200/1320] lr: 2.000e-03, eta: 7:59:23, time: 0.751, data_time: 0.000, memory: 11010, top1_acc: 0.5125, top5_acc: 0.7695, loss_cls: 1.9447, loss: 1.9447, grad_norm: 10.2183 2021-03-26 17:31:53,261 - mmaction - INFO - Epoch [22][1220/1320] lr: 2.000e-03, eta: 7:59:07, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7699, loss_cls: 1.9257, loss: 1.9257, grad_norm: 10.2710 2021-03-26 17:32:08,406 - mmaction - INFO - Epoch [22][1240/1320] lr: 2.000e-03, eta: 7:58:51, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7695, loss_cls: 1.9275, loss: 1.9275, grad_norm: 10.2430 2021-03-26 17:32:23,549 - mmaction - INFO - Epoch [22][1260/1320] lr: 2.000e-03, eta: 7:58:35, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.4914, top5_acc: 0.7414, loss_cls: 2.0513, loss: 2.0513, grad_norm: 10.4409 2021-03-26 17:32:38,638 - mmaction - INFO - Epoch [22][1280/1320] lr: 2.000e-03, eta: 7:58:19, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.5000, top5_acc: 0.7547, loss_cls: 1.9841, loss: 1.9841, grad_norm: 10.0405 2021-03-26 17:32:53,829 - mmaction - INFO - Epoch [22][1300/1320] lr: 2.000e-03, eta: 7:58:03, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7715, loss_cls: 1.9690, loss: 1.9690, grad_norm: 10.5067 2021-03-26 17:33:08,544 - mmaction - INFO - Epoch [22][1320/1320] lr: 2.000e-03, eta: 7:57:46, time: 0.736, data_time: 0.001, memory: 11010, top1_acc: 0.5036, top5_acc: 0.7500, loss_cls: 2.0437, loss: 2.0437, grad_norm: 10.3636 2021-03-26 17:33:09,428 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-26 17:34:49,617 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:34:49,971 - mmaction - INFO - top1_acc 0.4046 top5_acc 0.6952 2021-03-26 17:34:49,971 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:34:49,993 - mmaction - INFO - mean_acc 0.3407 2021-03-26 17:34:53,128 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-03-26 17:34:53,128 - mmaction - INFO - Best top1_acc is 0.4046 at 22 epoch. 2021-03-26 17:34:53,138 - mmaction - INFO - Epoch(val) [22][1320] top1_acc: 0.4046, top5_acc: 0.6952, mean_class_accuracy: 0.3407 2021-03-26 17:34:53,140 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:35:28,324 - mmaction - INFO - Epoch [23][20/1320] lr: 2.000e-03, eta: 7:57:56, time: 1.758, data_time: 1.015, memory: 11010, top1_acc: 0.5180, top5_acc: 0.7672, loss_cls: 1.9588, loss: 1.9588, grad_norm: 10.2108 2021-03-26 17:35:43,333 - mmaction - INFO - Epoch [23][40/1320] lr: 2.000e-03, eta: 7:57:39, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5102, top5_acc: 0.7520, loss_cls: 2.0103, loss: 2.0103, grad_norm: 10.2871 2021-03-26 17:35:58,257 - mmaction - INFO - Epoch [23][60/1320] lr: 2.000e-03, eta: 7:57:23, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.5281, top5_acc: 0.7887, loss_cls: 1.8747, loss: 1.8747, grad_norm: 10.8172 2021-03-26 17:36:13,274 - mmaction - INFO - Epoch [23][80/1320] lr: 2.000e-03, eta: 7:57:07, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7656, loss_cls: 1.9451, loss: 1.9451, grad_norm: 10.4067 2021-03-26 17:36:28,325 - mmaction - INFO - Epoch [23][100/1320] lr: 2.000e-03, eta: 7:56:51, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5289, top5_acc: 0.7746, loss_cls: 1.9058, loss: 1.9058, grad_norm: 10.3247 2021-03-26 17:36:43,331 - mmaction - INFO - Epoch [23][120/1320] lr: 2.000e-03, eta: 7:56:35, time: 0.751, data_time: 0.003, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7637, loss_cls: 1.9393, loss: 1.9393, grad_norm: 10.3812 2021-03-26 17:36:58,324 - mmaction - INFO - Epoch [23][140/1320] lr: 2.000e-03, eta: 7:56:18, time: 0.749, data_time: 0.000, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7746, loss_cls: 1.9066, loss: 1.9066, grad_norm: 10.4479 2021-03-26 17:37:13,359 - mmaction - INFO - Epoch [23][160/1320] lr: 2.000e-03, eta: 7:56:02, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7770, loss_cls: 1.9124, loss: 1.9124, grad_norm: 10.4822 2021-03-26 17:37:28,362 - mmaction - INFO - Epoch [23][180/1320] lr: 2.000e-03, eta: 7:55:46, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.5109, top5_acc: 0.7582, loss_cls: 1.9629, loss: 1.9629, grad_norm: 10.4390 2021-03-26 17:37:43,423 - mmaction - INFO - Epoch [23][200/1320] lr: 2.000e-03, eta: 7:55:30, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7719, loss_cls: 1.9410, loss: 1.9410, grad_norm: 10.5813 2021-03-26 17:37:58,502 - mmaction - INFO - Epoch [23][220/1320] lr: 2.000e-03, eta: 7:55:14, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7590, loss_cls: 1.9923, loss: 1.9923, grad_norm: 10.6054 2021-03-26 17:38:13,525 - mmaction - INFO - Epoch [23][240/1320] lr: 2.000e-03, eta: 7:54:58, time: 0.751, data_time: 0.003, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7707, loss_cls: 1.9284, loss: 1.9284, grad_norm: 10.4717 2021-03-26 17:38:28,701 - mmaction - INFO - Epoch [23][260/1320] lr: 2.000e-03, eta: 7:54:42, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7781, loss_cls: 1.9144, loss: 1.9144, grad_norm: 10.5566 2021-03-26 17:38:43,927 - mmaction - INFO - Epoch [23][280/1320] lr: 2.000e-03, eta: 7:54:26, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.5215, top5_acc: 0.7734, loss_cls: 1.9018, loss: 1.9018, grad_norm: 10.6011 2021-03-26 17:38:59,137 - mmaction - INFO - Epoch [23][300/1320] lr: 2.000e-03, eta: 7:54:10, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5098, top5_acc: 0.7668, loss_cls: 1.9650, loss: 1.9650, grad_norm: 10.1926 2021-03-26 17:39:14,372 - mmaction - INFO - Epoch [23][320/1320] lr: 2.000e-03, eta: 7:53:54, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7625, loss_cls: 1.9740, loss: 1.9740, grad_norm: 10.5483 2021-03-26 17:39:29,510 - mmaction - INFO - Epoch [23][340/1320] lr: 2.000e-03, eta: 7:53:38, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.4980, top5_acc: 0.7570, loss_cls: 2.0019, loss: 2.0019, grad_norm: 10.5890 2021-03-26 17:39:44,570 - mmaction - INFO - Epoch [23][360/1320] lr: 2.000e-03, eta: 7:53:22, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.4941, top5_acc: 0.7426, loss_cls: 2.0664, loss: 2.0664, grad_norm: 10.8677 2021-03-26 17:39:59,749 - mmaction - INFO - Epoch [23][380/1320] lr: 2.000e-03, eta: 7:53:06, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5191, top5_acc: 0.7719, loss_cls: 1.9293, loss: 1.9293, grad_norm: 10.3611 2021-03-26 17:40:14,981 - mmaction - INFO - Epoch [23][400/1320] lr: 2.000e-03, eta: 7:52:50, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.5180, top5_acc: 0.7727, loss_cls: 1.9311, loss: 1.9311, grad_norm: 10.5071 2021-03-26 17:40:30,131 - mmaction - INFO - Epoch [23][420/1320] lr: 2.000e-03, eta: 7:52:34, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7738, loss_cls: 1.9335, loss: 1.9335, grad_norm: 10.1661 2021-03-26 17:40:45,344 - mmaction - INFO - Epoch [23][440/1320] lr: 2.000e-03, eta: 7:52:18, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7590, loss_cls: 1.9627, loss: 1.9627, grad_norm: 10.6055 2021-03-26 17:41:00,508 - mmaction - INFO - Epoch [23][460/1320] lr: 2.000e-03, eta: 7:52:02, time: 0.759, data_time: 0.004, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7699, loss_cls: 1.9548, loss: 1.9548, grad_norm: 10.5151 2021-03-26 17:41:15,672 - mmaction - INFO - Epoch [23][480/1320] lr: 2.000e-03, eta: 7:51:46, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7570, loss_cls: 1.9910, loss: 1.9910, grad_norm: 10.1216 2021-03-26 17:41:30,761 - mmaction - INFO - Epoch [23][500/1320] lr: 2.000e-03, eta: 7:51:30, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.5027, top5_acc: 0.7559, loss_cls: 2.0036, loss: 2.0036, grad_norm: 10.6169 2021-03-26 17:41:46,005 - mmaction - INFO - Epoch [23][520/1320] lr: 2.000e-03, eta: 7:51:15, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.4930, top5_acc: 0.7566, loss_cls: 2.0302, loss: 2.0302, grad_norm: 10.4239 2021-03-26 17:42:01,076 - mmaction - INFO - Epoch [23][540/1320] lr: 2.000e-03, eta: 7:50:59, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7785, loss_cls: 1.9205, loss: 1.9205, grad_norm: 10.2040 2021-03-26 17:42:16,423 - mmaction - INFO - Epoch [23][560/1320] lr: 2.000e-03, eta: 7:50:43, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5160, top5_acc: 0.7594, loss_cls: 1.9775, loss: 1.9775, grad_norm: 10.0130 2021-03-26 17:42:31,581 - mmaction - INFO - Epoch [23][580/1320] lr: 2.000e-03, eta: 7:50:27, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7754, loss_cls: 1.8963, loss: 1.8963, grad_norm: 10.5756 2021-03-26 17:42:46,704 - mmaction - INFO - Epoch [23][600/1320] lr: 2.000e-03, eta: 7:50:11, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.5273, top5_acc: 0.7648, loss_cls: 1.9557, loss: 1.9557, grad_norm: 10.2933 2021-03-26 17:43:01,814 - mmaction - INFO - Epoch [23][620/1320] lr: 2.000e-03, eta: 7:49:55, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7660, loss_cls: 1.9827, loss: 1.9827, grad_norm: 10.5466 2021-03-26 17:43:16,963 - mmaction - INFO - Epoch [23][640/1320] lr: 2.000e-03, eta: 7:49:39, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.4988, top5_acc: 0.7527, loss_cls: 2.0013, loss: 2.0013, grad_norm: 10.8009 2021-03-26 17:43:32,127 - mmaction - INFO - Epoch [23][660/1320] lr: 2.000e-03, eta: 7:49:23, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5020, top5_acc: 0.7594, loss_cls: 1.9509, loss: 1.9509, grad_norm: 10.1843 2021-03-26 17:43:47,397 - mmaction - INFO - Epoch [23][680/1320] lr: 2.000e-03, eta: 7:49:07, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7652, loss_cls: 1.9300, loss: 1.9300, grad_norm: 10.4155 2021-03-26 17:44:02,525 - mmaction - INFO - Epoch [23][700/1320] lr: 2.000e-03, eta: 7:48:51, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5023, top5_acc: 0.7645, loss_cls: 1.9645, loss: 1.9645, grad_norm: 10.4594 2021-03-26 17:44:17,730 - mmaction - INFO - Epoch [23][720/1320] lr: 2.000e-03, eta: 7:48:35, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7664, loss_cls: 1.9722, loss: 1.9722, grad_norm: 10.1616 2021-03-26 17:44:32,891 - mmaction - INFO - Epoch [23][740/1320] lr: 2.000e-03, eta: 7:48:19, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7645, loss_cls: 1.9751, loss: 1.9751, grad_norm: 10.5790 2021-03-26 17:44:48,017 - mmaction - INFO - Epoch [23][760/1320] lr: 2.000e-03, eta: 7:48:03, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5203, top5_acc: 0.7727, loss_cls: 1.9057, loss: 1.9057, grad_norm: 10.5303 2021-03-26 17:45:03,196 - mmaction - INFO - Epoch [23][780/1320] lr: 2.000e-03, eta: 7:47:47, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5035, top5_acc: 0.7594, loss_cls: 1.9965, loss: 1.9965, grad_norm: 9.9359 2021-03-26 17:45:18,285 - mmaction - INFO - Epoch [23][800/1320] lr: 2.000e-03, eta: 7:47:31, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7605, loss_cls: 1.9477, loss: 1.9477, grad_norm: 10.1947 2021-03-26 17:45:33,585 - mmaction - INFO - Epoch [23][820/1320] lr: 2.000e-03, eta: 7:47:16, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.5141, top5_acc: 0.7742, loss_cls: 1.9503, loss: 1.9503, grad_norm: 10.3815 2021-03-26 17:45:48,717 - mmaction - INFO - Epoch [23][840/1320] lr: 2.000e-03, eta: 7:47:00, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7699, loss_cls: 1.9439, loss: 1.9439, grad_norm: 10.8192 2021-03-26 17:46:03,959 - mmaction - INFO - Epoch [23][860/1320] lr: 2.000e-03, eta: 7:46:44, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5035, top5_acc: 0.7574, loss_cls: 1.9863, loss: 1.9863, grad_norm: 10.5510 2021-03-26 17:46:19,080 - mmaction - INFO - Epoch [23][880/1320] lr: 2.000e-03, eta: 7:46:28, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5160, top5_acc: 0.7695, loss_cls: 1.9537, loss: 1.9537, grad_norm: 10.5012 2021-03-26 17:46:34,226 - mmaction - INFO - Epoch [23][900/1320] lr: 2.000e-03, eta: 7:46:12, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7621, loss_cls: 1.9819, loss: 1.9819, grad_norm: 10.1746 2021-03-26 17:46:49,279 - mmaction - INFO - Epoch [23][920/1320] lr: 2.000e-03, eta: 7:45:56, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7531, loss_cls: 2.0355, loss: 2.0355, grad_norm: 10.3008 2021-03-26 17:47:04,483 - mmaction - INFO - Epoch [23][940/1320] lr: 2.000e-03, eta: 7:45:40, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5164, top5_acc: 0.7668, loss_cls: 1.9671, loss: 1.9671, grad_norm: 10.4076 2021-03-26 17:47:19,577 - mmaction - INFO - Epoch [23][960/1320] lr: 2.000e-03, eta: 7:45:24, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5242, top5_acc: 0.7766, loss_cls: 1.9159, loss: 1.9159, grad_norm: 10.3741 2021-03-26 17:47:34,703 - mmaction - INFO - Epoch [23][980/1320] lr: 2.000e-03, eta: 7:45:08, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7734, loss_cls: 1.9671, loss: 1.9671, grad_norm: 10.7012 2021-03-26 17:47:49,738 - mmaction - INFO - Epoch [23][1000/1320] lr: 2.000e-03, eta: 7:44:52, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5020, top5_acc: 0.7465, loss_cls: 2.0522, loss: 2.0522, grad_norm: 10.2660 2021-03-26 17:48:05,001 - mmaction - INFO - Epoch [23][1020/1320] lr: 2.000e-03, eta: 7:44:36, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7531, loss_cls: 2.0005, loss: 2.0005, grad_norm: 10.1617 2021-03-26 17:48:20,208 - mmaction - INFO - Epoch [23][1040/1320] lr: 2.000e-03, eta: 7:44:20, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5066, top5_acc: 0.7492, loss_cls: 2.0282, loss: 2.0282, grad_norm: 10.3559 2021-03-26 17:48:35,415 - mmaction - INFO - Epoch [23][1060/1320] lr: 2.000e-03, eta: 7:44:04, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5203, top5_acc: 0.7715, loss_cls: 1.9177, loss: 1.9177, grad_norm: 10.2072 2021-03-26 17:48:50,672 - mmaction - INFO - Epoch [23][1080/1320] lr: 2.000e-03, eta: 7:43:48, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7727, loss_cls: 1.9298, loss: 1.9298, grad_norm: 10.7491 2021-03-26 17:49:05,727 - mmaction - INFO - Epoch [23][1100/1320] lr: 2.000e-03, eta: 7:43:32, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.5062, top5_acc: 0.7594, loss_cls: 1.9915, loss: 1.9915, grad_norm: 10.5213 2021-03-26 17:49:20,934 - mmaction - INFO - Epoch [23][1120/1320] lr: 2.000e-03, eta: 7:43:16, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5160, top5_acc: 0.7555, loss_cls: 1.9681, loss: 1.9681, grad_norm: 10.3806 2021-03-26 17:49:36,065 - mmaction - INFO - Epoch [23][1140/1320] lr: 2.000e-03, eta: 7:43:00, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7621, loss_cls: 1.9801, loss: 1.9801, grad_norm: 10.3584 2021-03-26 17:49:51,238 - mmaction - INFO - Epoch [23][1160/1320] lr: 2.000e-03, eta: 7:42:45, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5016, top5_acc: 0.7629, loss_cls: 1.9836, loss: 1.9836, grad_norm: 10.5047 2021-03-26 17:50:06,383 - mmaction - INFO - Epoch [23][1180/1320] lr: 2.000e-03, eta: 7:42:29, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.4922, top5_acc: 0.7641, loss_cls: 2.0190, loss: 2.0190, grad_norm: 10.1189 2021-03-26 17:50:21,506 - mmaction - INFO - Epoch [23][1200/1320] lr: 2.000e-03, eta: 7:42:13, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7656, loss_cls: 1.9505, loss: 1.9505, grad_norm: 10.6600 2021-03-26 17:50:36,722 - mmaction - INFO - Epoch [23][1220/1320] lr: 2.000e-03, eta: 7:41:57, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5004, top5_acc: 0.7551, loss_cls: 2.0160, loss: 2.0160, grad_norm: 10.3606 2021-03-26 17:50:51,863 - mmaction - INFO - Epoch [23][1240/1320] lr: 2.000e-03, eta: 7:41:41, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5188, top5_acc: 0.7602, loss_cls: 1.9640, loss: 1.9640, grad_norm: 10.5480 2021-03-26 17:51:07,065 - mmaction - INFO - Epoch [23][1260/1320] lr: 2.000e-03, eta: 7:41:25, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5121, top5_acc: 0.7605, loss_cls: 1.9562, loss: 1.9562, grad_norm: 10.2908 2021-03-26 17:51:22,204 - mmaction - INFO - Epoch [23][1280/1320] lr: 2.000e-03, eta: 7:41:09, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7652, loss_cls: 1.9825, loss: 1.9825, grad_norm: 10.4338 2021-03-26 17:51:37,419 - mmaction - INFO - Epoch [23][1300/1320] lr: 2.000e-03, eta: 7:40:53, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.4961, top5_acc: 0.7664, loss_cls: 2.0002, loss: 2.0002, grad_norm: 10.7151 2021-03-26 17:51:52,249 - mmaction - INFO - Epoch [23][1320/1320] lr: 2.000e-03, eta: 7:40:37, time: 0.742, data_time: 0.003, memory: 11010, top1_acc: 0.5048, top5_acc: 0.7536, loss_cls: 1.9972, loss: 1.9972, grad_norm: 11.0989 2021-03-26 17:51:53,148 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-26 17:53:32,600 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 17:53:32,995 - mmaction - INFO - top1_acc 0.3983 top5_acc 0.6835 2021-03-26 17:53:32,995 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 17:53:33,017 - mmaction - INFO - mean_acc 0.3201 2021-03-26 17:53:33,025 - mmaction - INFO - Epoch(val) [23][1320] top1_acc: 0.3983, top5_acc: 0.6835, mean_class_accuracy: 0.3201 2021-03-26 17:53:33,027 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 17:54:10,507 - mmaction - INFO - Epoch [24][20/1320] lr: 2.000e-03, eta: 7:40:47, time: 1.874, data_time: 1.129, memory: 11010, top1_acc: 0.5105, top5_acc: 0.7629, loss_cls: 1.9849, loss: 1.9849, grad_norm: 10.3509 2021-03-26 17:54:25,492 - mmaction - INFO - Epoch [24][40/1320] lr: 2.000e-03, eta: 7:40:31, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7656, loss_cls: 1.9438, loss: 1.9438, grad_norm: 10.7979 2021-03-26 17:54:40,498 - mmaction - INFO - Epoch [24][60/1320] lr: 2.000e-03, eta: 7:40:15, time: 0.751, data_time: 0.003, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7691, loss_cls: 1.9555, loss: 1.9555, grad_norm: 10.2880 2021-03-26 17:54:55,477 - mmaction - INFO - Epoch [24][80/1320] lr: 2.000e-03, eta: 7:39:59, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7867, loss_cls: 1.8747, loss: 1.8747, grad_norm: 10.8986 2021-03-26 17:55:10,556 - mmaction - INFO - Epoch [24][100/1320] lr: 2.000e-03, eta: 7:39:43, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7812, loss_cls: 1.8805, loss: 1.8805, grad_norm: 10.3084 2021-03-26 17:55:25,702 - mmaction - INFO - Epoch [24][120/1320] lr: 2.000e-03, eta: 7:39:27, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7746, loss_cls: 1.8914, loss: 1.8914, grad_norm: 10.8998 2021-03-26 17:55:40,632 - mmaction - INFO - Epoch [24][140/1320] lr: 2.000e-03, eta: 7:39:10, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.5125, top5_acc: 0.7652, loss_cls: 1.9606, loss: 1.9606, grad_norm: 10.6863 2021-03-26 17:55:55,696 - mmaction - INFO - Epoch [24][160/1320] lr: 2.000e-03, eta: 7:38:54, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7824, loss_cls: 1.8739, loss: 1.8739, grad_norm: 10.3787 2021-03-26 17:56:10,733 - mmaction - INFO - Epoch [24][180/1320] lr: 2.000e-03, eta: 7:38:38, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7727, loss_cls: 1.9017, loss: 1.9017, grad_norm: 10.5727 2021-03-26 17:56:25,768 - mmaction - INFO - Epoch [24][200/1320] lr: 2.000e-03, eta: 7:38:22, time: 0.753, data_time: 0.008, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7746, loss_cls: 1.9027, loss: 1.9027, grad_norm: 10.2050 2021-03-26 17:56:40,990 - mmaction - INFO - Epoch [24][220/1320] lr: 2.000e-03, eta: 7:38:06, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7707, loss_cls: 1.9277, loss: 1.9277, grad_norm: 10.2363 2021-03-26 17:56:56,103 - mmaction - INFO - Epoch [24][240/1320] lr: 2.000e-03, eta: 7:37:50, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5227, top5_acc: 0.7699, loss_cls: 1.9200, loss: 1.9200, grad_norm: 10.2369 2021-03-26 17:57:11,242 - mmaction - INFO - Epoch [24][260/1320] lr: 2.000e-03, eta: 7:37:34, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7715, loss_cls: 1.9102, loss: 1.9102, grad_norm: 10.5635 2021-03-26 17:57:26,470 - mmaction - INFO - Epoch [24][280/1320] lr: 2.000e-03, eta: 7:37:18, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7645, loss_cls: 1.9240, loss: 1.9240, grad_norm: 10.7197 2021-03-26 17:57:41,445 - mmaction - INFO - Epoch [24][300/1320] lr: 2.000e-03, eta: 7:37:02, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.5297, top5_acc: 0.7777, loss_cls: 1.8894, loss: 1.8894, grad_norm: 10.3629 2021-03-26 17:57:56,639 - mmaction - INFO - Epoch [24][320/1320] lr: 2.000e-03, eta: 7:36:46, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5176, top5_acc: 0.7781, loss_cls: 1.9179, loss: 1.9179, grad_norm: 10.6708 2021-03-26 17:58:11,778 - mmaction - INFO - Epoch [24][340/1320] lr: 2.000e-03, eta: 7:36:30, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7660, loss_cls: 1.9274, loss: 1.9274, grad_norm: 10.2421 2021-03-26 17:58:26,937 - mmaction - INFO - Epoch [24][360/1320] lr: 2.000e-03, eta: 7:36:15, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5082, top5_acc: 0.7621, loss_cls: 1.9789, loss: 1.9789, grad_norm: 10.6151 2021-03-26 17:58:42,115 - mmaction - INFO - Epoch [24][380/1320] lr: 2.000e-03, eta: 7:35:59, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5180, top5_acc: 0.7547, loss_cls: 1.9474, loss: 1.9474, grad_norm: 10.5676 2021-03-26 17:58:57,310 - mmaction - INFO - Epoch [24][400/1320] lr: 2.000e-03, eta: 7:35:43, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7766, loss_cls: 1.8936, loss: 1.8936, grad_norm: 10.4203 2021-03-26 17:59:12,443 - mmaction - INFO - Epoch [24][420/1320] lr: 2.000e-03, eta: 7:35:27, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.5008, top5_acc: 0.7586, loss_cls: 2.0154, loss: 2.0154, grad_norm: 10.4897 2021-03-26 17:59:27,686 - mmaction - INFO - Epoch [24][440/1320] lr: 2.000e-03, eta: 7:35:11, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5125, top5_acc: 0.7621, loss_cls: 1.9369, loss: 1.9369, grad_norm: 10.5265 2021-03-26 17:59:42,961 - mmaction - INFO - Epoch [24][460/1320] lr: 2.000e-03, eta: 7:34:55, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7586, loss_cls: 1.9546, loss: 1.9546, grad_norm: 10.3218 2021-03-26 17:59:58,037 - mmaction - INFO - Epoch [24][480/1320] lr: 2.000e-03, eta: 7:34:39, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7738, loss_cls: 1.9146, loss: 1.9146, grad_norm: 10.3863 2021-03-26 18:00:13,192 - mmaction - INFO - Epoch [24][500/1320] lr: 2.000e-03, eta: 7:34:23, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7793, loss_cls: 1.8819, loss: 1.8819, grad_norm: 10.3006 2021-03-26 18:00:28,368 - mmaction - INFO - Epoch [24][520/1320] lr: 2.000e-03, eta: 7:34:07, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7504, loss_cls: 2.0029, loss: 2.0029, grad_norm: 10.6668 2021-03-26 18:00:43,491 - mmaction - INFO - Epoch [24][540/1320] lr: 2.000e-03, eta: 7:33:51, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7621, loss_cls: 1.9587, loss: 1.9587, grad_norm: 10.2031 2021-03-26 18:00:58,543 - mmaction - INFO - Epoch [24][560/1320] lr: 2.000e-03, eta: 7:33:35, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7684, loss_cls: 1.9507, loss: 1.9507, grad_norm: 10.4574 2021-03-26 18:01:13,739 - mmaction - INFO - Epoch [24][580/1320] lr: 2.000e-03, eta: 7:33:19, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7812, loss_cls: 1.8952, loss: 1.8952, grad_norm: 10.4420 2021-03-26 18:01:28,826 - mmaction - INFO - Epoch [24][600/1320] lr: 2.000e-03, eta: 7:33:03, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7707, loss_cls: 1.9878, loss: 1.9878, grad_norm: 10.7335 2021-03-26 18:01:43,971 - mmaction - INFO - Epoch [24][620/1320] lr: 2.000e-03, eta: 7:32:47, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7656, loss_cls: 1.9587, loss: 1.9587, grad_norm: 10.3020 2021-03-26 18:01:59,266 - mmaction - INFO - Epoch [24][640/1320] lr: 2.000e-03, eta: 7:32:32, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7738, loss_cls: 1.9210, loss: 1.9210, grad_norm: 10.4127 2021-03-26 18:02:14,459 - mmaction - INFO - Epoch [24][660/1320] lr: 2.000e-03, eta: 7:32:16, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5242, top5_acc: 0.7703, loss_cls: 1.9327, loss: 1.9327, grad_norm: 10.4992 2021-03-26 18:02:29,577 - mmaction - INFO - Epoch [24][680/1320] lr: 2.000e-03, eta: 7:32:00, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7617, loss_cls: 1.9495, loss: 1.9495, grad_norm: 10.0886 2021-03-26 18:02:44,859 - mmaction - INFO - Epoch [24][700/1320] lr: 2.000e-03, eta: 7:31:44, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5086, top5_acc: 0.7656, loss_cls: 1.9374, loss: 1.9374, grad_norm: 10.6102 2021-03-26 18:03:00,170 - mmaction - INFO - Epoch [24][720/1320] lr: 2.000e-03, eta: 7:31:28, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5297, top5_acc: 0.7820, loss_cls: 1.8986, loss: 1.8986, grad_norm: 10.6795 2021-03-26 18:03:15,380 - mmaction - INFO - Epoch [24][740/1320] lr: 2.000e-03, eta: 7:31:12, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7750, loss_cls: 1.9135, loss: 1.9135, grad_norm: 10.4768 2021-03-26 18:03:30,642 - mmaction - INFO - Epoch [24][760/1320] lr: 2.000e-03, eta: 7:30:57, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5289, top5_acc: 0.7621, loss_cls: 1.9262, loss: 1.9262, grad_norm: 10.5785 2021-03-26 18:03:45,890 - mmaction - INFO - Epoch [24][780/1320] lr: 2.000e-03, eta: 7:30:41, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7508, loss_cls: 2.0053, loss: 2.0053, grad_norm: 10.5093 2021-03-26 18:04:01,084 - mmaction - INFO - Epoch [24][800/1320] lr: 2.000e-03, eta: 7:30:25, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5160, top5_acc: 0.7723, loss_cls: 1.9190, loss: 1.9190, grad_norm: 10.4933 2021-03-26 18:04:16,318 - mmaction - INFO - Epoch [24][820/1320] lr: 2.000e-03, eta: 7:30:09, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7551, loss_cls: 1.9584, loss: 1.9584, grad_norm: 10.6893 2021-03-26 18:04:31,521 - mmaction - INFO - Epoch [24][840/1320] lr: 2.000e-03, eta: 7:29:53, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7758, loss_cls: 1.9118, loss: 1.9118, grad_norm: 10.6884 2021-03-26 18:04:46,833 - mmaction - INFO - Epoch [24][860/1320] lr: 2.000e-03, eta: 7:29:38, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5133, top5_acc: 0.7770, loss_cls: 1.8862, loss: 1.8862, grad_norm: 10.6985 2021-03-26 18:05:01,999 - mmaction - INFO - Epoch [24][880/1320] lr: 2.000e-03, eta: 7:29:22, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7695, loss_cls: 1.9624, loss: 1.9624, grad_norm: 10.3296 2021-03-26 18:05:17,251 - mmaction - INFO - Epoch [24][900/1320] lr: 2.000e-03, eta: 7:29:06, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7684, loss_cls: 1.9290, loss: 1.9290, grad_norm: 10.4341 2021-03-26 18:05:32,402 - mmaction - INFO - Epoch [24][920/1320] lr: 2.000e-03, eta: 7:28:50, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.5191, top5_acc: 0.7613, loss_cls: 1.9650, loss: 1.9650, grad_norm: 10.7724 2021-03-26 18:05:47,447 - mmaction - INFO - Epoch [24][940/1320] lr: 2.000e-03, eta: 7:28:34, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7766, loss_cls: 1.9238, loss: 1.9238, grad_norm: 10.3071 2021-03-26 18:06:02,724 - mmaction - INFO - Epoch [24][960/1320] lr: 2.000e-03, eta: 7:28:18, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.5148, top5_acc: 0.7676, loss_cls: 1.9488, loss: 1.9488, grad_norm: 10.6658 2021-03-26 18:06:17,887 - mmaction - INFO - Epoch [24][980/1320] lr: 2.000e-03, eta: 7:28:02, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5160, top5_acc: 0.7746, loss_cls: 1.9122, loss: 1.9122, grad_norm: 10.3252 2021-03-26 18:06:33,060 - mmaction - INFO - Epoch [24][1000/1320] lr: 2.000e-03, eta: 7:27:46, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5188, top5_acc: 0.7555, loss_cls: 1.9501, loss: 1.9501, grad_norm: 10.5983 2021-03-26 18:06:48,161 - mmaction - INFO - Epoch [24][1020/1320] lr: 2.000e-03, eta: 7:27:30, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.4984, top5_acc: 0.7582, loss_cls: 2.0183, loss: 2.0183, grad_norm: 10.3780 2021-03-26 18:07:03,394 - mmaction - INFO - Epoch [24][1040/1320] lr: 2.000e-03, eta: 7:27:15, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5066, top5_acc: 0.7621, loss_cls: 1.9602, loss: 1.9602, grad_norm: 10.3693 2021-03-26 18:07:18,670 - mmaction - INFO - Epoch [24][1060/1320] lr: 2.000e-03, eta: 7:26:59, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7652, loss_cls: 1.9463, loss: 1.9463, grad_norm: 10.1771 2021-03-26 18:07:33,795 - mmaction - INFO - Epoch [24][1080/1320] lr: 2.000e-03, eta: 7:26:43, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7801, loss_cls: 1.9027, loss: 1.9027, grad_norm: 10.3096 2021-03-26 18:07:48,856 - mmaction - INFO - Epoch [24][1100/1320] lr: 2.000e-03, eta: 7:26:27, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7672, loss_cls: 1.9552, loss: 1.9552, grad_norm: 10.4990 2021-03-26 18:08:04,016 - mmaction - INFO - Epoch [24][1120/1320] lr: 2.000e-03, eta: 7:26:11, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5109, top5_acc: 0.7625, loss_cls: 1.9717, loss: 1.9717, grad_norm: 10.3135 2021-03-26 18:08:19,211 - mmaction - INFO - Epoch [24][1140/1320] lr: 2.000e-03, eta: 7:25:55, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5074, top5_acc: 0.7676, loss_cls: 1.9493, loss: 1.9493, grad_norm: 10.2341 2021-03-26 18:08:34,468 - mmaction - INFO - Epoch [24][1160/1320] lr: 2.000e-03, eta: 7:25:39, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5332, top5_acc: 0.7762, loss_cls: 1.8748, loss: 1.8748, grad_norm: 10.5836 2021-03-26 18:08:49,678 - mmaction - INFO - Epoch [24][1180/1320] lr: 2.000e-03, eta: 7:25:23, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7680, loss_cls: 1.9375, loss: 1.9375, grad_norm: 10.5025 2021-03-26 18:09:04,846 - mmaction - INFO - Epoch [24][1200/1320] lr: 2.000e-03, eta: 7:25:08, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5406, top5_acc: 0.7680, loss_cls: 1.9026, loss: 1.9026, grad_norm: 10.6579 2021-03-26 18:09:20,040 - mmaction - INFO - Epoch [24][1220/1320] lr: 2.000e-03, eta: 7:24:52, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5395, top5_acc: 0.7746, loss_cls: 1.9081, loss: 1.9081, grad_norm: 10.6862 2021-03-26 18:09:35,296 - mmaction - INFO - Epoch [24][1240/1320] lr: 2.000e-03, eta: 7:24:36, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.4969, top5_acc: 0.7695, loss_cls: 1.9652, loss: 1.9652, grad_norm: 10.5365 2021-03-26 18:09:50,485 - mmaction - INFO - Epoch [24][1260/1320] lr: 2.000e-03, eta: 7:24:20, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5180, top5_acc: 0.7629, loss_cls: 1.9665, loss: 1.9665, grad_norm: 10.3691 2021-03-26 18:10:05,774 - mmaction - INFO - Epoch [24][1280/1320] lr: 2.000e-03, eta: 7:24:04, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.4875, top5_acc: 0.7648, loss_cls: 2.0356, loss: 2.0356, grad_norm: 10.5134 2021-03-26 18:10:20,845 - mmaction - INFO - Epoch [24][1300/1320] lr: 2.000e-03, eta: 7:23:48, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.5051, top5_acc: 0.7598, loss_cls: 1.9923, loss: 1.9923, grad_norm: 10.5361 2021-03-26 18:10:35,760 - mmaction - INFO - Epoch [24][1320/1320] lr: 2.000e-03, eta: 7:23:32, time: 0.747, data_time: 0.003, memory: 11010, top1_acc: 0.5123, top5_acc: 0.7730, loss_cls: 1.9508, loss: 1.9508, grad_norm: 10.6614 2021-03-26 18:10:46,949 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-26 18:13:07,236 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 18:13:07,594 - mmaction - INFO - top1_acc 0.4126 top5_acc 0.6973 2021-03-26 18:13:07,594 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 18:13:07,616 - mmaction - INFO - mean_acc 0.3352 2021-03-26 18:13:10,971 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-03-26 18:13:10,971 - mmaction - INFO - Best top1_acc is 0.4126 at 24 epoch. 2021-03-26 18:13:10,979 - mmaction - INFO - Epoch(val) [24][1320] top1_acc: 0.4126, top5_acc: 0.6973, mean_class_accuracy: 0.3352 2021-03-26 18:13:10,982 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 18:13:47,922 - mmaction - INFO - Epoch [25][20/1320] lr: 2.000e-03, eta: 7:23:40, time: 1.846, data_time: 0.988, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7812, loss_cls: 1.9214, loss: 1.9214, grad_norm: 10.0837 2021-03-26 18:14:02,936 - mmaction - INFO - Epoch [25][40/1320] lr: 2.000e-03, eta: 7:23:24, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7809, loss_cls: 1.8550, loss: 1.8550, grad_norm: 10.4904 2021-03-26 18:14:18,014 - mmaction - INFO - Epoch [25][60/1320] lr: 2.000e-03, eta: 7:23:08, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.5324, top5_acc: 0.7688, loss_cls: 1.9159, loss: 1.9159, grad_norm: 10.0083 2021-03-26 18:14:33,041 - mmaction - INFO - Epoch [25][80/1320] lr: 2.000e-03, eta: 7:22:52, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5324, top5_acc: 0.7816, loss_cls: 1.8458, loss: 1.8458, grad_norm: 10.4554 2021-03-26 18:14:48,072 - mmaction - INFO - Epoch [25][100/1320] lr: 2.000e-03, eta: 7:22:36, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7789, loss_cls: 1.8785, loss: 1.8785, grad_norm: 10.6721 2021-03-26 18:15:03,052 - mmaction - INFO - Epoch [25][120/1320] lr: 2.000e-03, eta: 7:22:20, time: 0.749, data_time: 0.003, memory: 11010, top1_acc: 0.5109, top5_acc: 0.7730, loss_cls: 1.9208, loss: 1.9208, grad_norm: 10.9459 2021-03-26 18:15:18,110 - mmaction - INFO - Epoch [25][140/1320] lr: 2.000e-03, eta: 7:22:04, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.5316, top5_acc: 0.7797, loss_cls: 1.8767, loss: 1.8767, grad_norm: 10.5809 2021-03-26 18:15:33,194 - mmaction - INFO - Epoch [25][160/1320] lr: 2.000e-03, eta: 7:21:48, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7742, loss_cls: 1.8623, loss: 1.8623, grad_norm: 10.8584 2021-03-26 18:15:48,373 - mmaction - INFO - Epoch [25][180/1320] lr: 2.000e-03, eta: 7:21:32, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7723, loss_cls: 1.9118, loss: 1.9118, grad_norm: 10.4331 2021-03-26 18:16:03,543 - mmaction - INFO - Epoch [25][200/1320] lr: 2.000e-03, eta: 7:21:16, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7812, loss_cls: 1.8895, loss: 1.8895, grad_norm: 10.2138 2021-03-26 18:16:18,727 - mmaction - INFO - Epoch [25][220/1320] lr: 2.000e-03, eta: 7:21:00, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5312, top5_acc: 0.7766, loss_cls: 1.8943, loss: 1.8943, grad_norm: 10.5899 2021-03-26 18:16:33,890 - mmaction - INFO - Epoch [25][240/1320] lr: 2.000e-03, eta: 7:20:44, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5312, top5_acc: 0.7793, loss_cls: 1.8679, loss: 1.8679, grad_norm: 10.8083 2021-03-26 18:16:49,102 - mmaction - INFO - Epoch [25][260/1320] lr: 2.000e-03, eta: 7:20:28, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7699, loss_cls: 1.9333, loss: 1.9333, grad_norm: 10.6119 2021-03-26 18:17:04,390 - mmaction - INFO - Epoch [25][280/1320] lr: 2.000e-03, eta: 7:20:12, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5246, top5_acc: 0.7875, loss_cls: 1.8705, loss: 1.8705, grad_norm: 10.5021 2021-03-26 18:17:19,568 - mmaction - INFO - Epoch [25][300/1320] lr: 2.000e-03, eta: 7:19:57, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7688, loss_cls: 1.9462, loss: 1.9462, grad_norm: 10.6628 2021-03-26 18:17:34,710 - mmaction - INFO - Epoch [25][320/1320] lr: 2.000e-03, eta: 7:19:41, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5273, top5_acc: 0.7734, loss_cls: 1.9304, loss: 1.9304, grad_norm: 10.2747 2021-03-26 18:17:50,061 - mmaction - INFO - Epoch [25][340/1320] lr: 2.000e-03, eta: 7:19:25, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5152, top5_acc: 0.7656, loss_cls: 1.9524, loss: 1.9524, grad_norm: 10.8111 2021-03-26 18:18:05,310 - mmaction - INFO - Epoch [25][360/1320] lr: 2.000e-03, eta: 7:19:09, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7688, loss_cls: 1.9459, loss: 1.9459, grad_norm: 11.0481 2021-03-26 18:18:20,603 - mmaction - INFO - Epoch [25][380/1320] lr: 2.000e-03, eta: 7:18:53, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5359, top5_acc: 0.7762, loss_cls: 1.8722, loss: 1.8722, grad_norm: 10.2540 2021-03-26 18:18:35,914 - mmaction - INFO - Epoch [25][400/1320] lr: 2.000e-03, eta: 7:18:38, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5117, top5_acc: 0.7656, loss_cls: 1.9448, loss: 1.9448, grad_norm: 10.4916 2021-03-26 18:18:51,275 - mmaction - INFO - Epoch [25][420/1320] lr: 2.000e-03, eta: 7:18:22, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7820, loss_cls: 1.8778, loss: 1.8778, grad_norm: 10.6558 2021-03-26 18:19:06,517 - mmaction - INFO - Epoch [25][440/1320] lr: 2.000e-03, eta: 7:18:06, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5414, top5_acc: 0.7895, loss_cls: 1.8386, loss: 1.8386, grad_norm: 10.5292 2021-03-26 18:19:21,736 - mmaction - INFO - Epoch [25][460/1320] lr: 2.000e-03, eta: 7:17:50, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5113, top5_acc: 0.7562, loss_cls: 1.9671, loss: 1.9671, grad_norm: 10.9106 2021-03-26 18:19:37,115 - mmaction - INFO - Epoch [25][480/1320] lr: 2.000e-03, eta: 7:17:35, time: 0.768, data_time: 0.000, memory: 11010, top1_acc: 0.5242, top5_acc: 0.7586, loss_cls: 1.9464, loss: 1.9464, grad_norm: 10.3396 2021-03-26 18:19:52,356 - mmaction - INFO - Epoch [25][500/1320] lr: 2.000e-03, eta: 7:17:19, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7719, loss_cls: 1.9055, loss: 1.9055, grad_norm: 10.3573 2021-03-26 18:20:07,518 - mmaction - INFO - Epoch [25][520/1320] lr: 2.000e-03, eta: 7:17:03, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7742, loss_cls: 1.9309, loss: 1.9309, grad_norm: 10.5112 2021-03-26 18:20:22,879 - mmaction - INFO - Epoch [25][540/1320] lr: 2.000e-03, eta: 7:16:47, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.5121, top5_acc: 0.7727, loss_cls: 1.9320, loss: 1.9320, grad_norm: 10.7504 2021-03-26 18:20:38,302 - mmaction - INFO - Epoch [25][560/1320] lr: 2.000e-03, eta: 7:16:32, time: 0.772, data_time: 0.002, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7609, loss_cls: 1.9461, loss: 1.9461, grad_norm: 10.5236 2021-03-26 18:20:53,620 - mmaction - INFO - Epoch [25][580/1320] lr: 2.000e-03, eta: 7:16:16, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5367, top5_acc: 0.7770, loss_cls: 1.8791, loss: 1.8791, grad_norm: 10.4949 2021-03-26 18:21:08,826 - mmaction - INFO - Epoch [25][600/1320] lr: 2.000e-03, eta: 7:16:00, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7691, loss_cls: 1.9054, loss: 1.9054, grad_norm: 10.2604 2021-03-26 18:21:24,155 - mmaction - INFO - Epoch [25][620/1320] lr: 2.000e-03, eta: 7:15:44, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7590, loss_cls: 1.9760, loss: 1.9760, grad_norm: 10.6642 2021-03-26 18:21:39,468 - mmaction - INFO - Epoch [25][640/1320] lr: 2.000e-03, eta: 7:15:29, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7797, loss_cls: 1.9192, loss: 1.9192, grad_norm: 10.2224 2021-03-26 18:21:54,802 - mmaction - INFO - Epoch [25][660/1320] lr: 2.000e-03, eta: 7:15:13, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5312, top5_acc: 0.7785, loss_cls: 1.8827, loss: 1.8827, grad_norm: 10.7157 2021-03-26 18:22:10,174 - mmaction - INFO - Epoch [25][680/1320] lr: 2.000e-03, eta: 7:14:57, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.5078, top5_acc: 0.7648, loss_cls: 1.9907, loss: 1.9907, grad_norm: 10.5526 2021-03-26 18:22:25,449 - mmaction - INFO - Epoch [25][700/1320] lr: 2.000e-03, eta: 7:14:42, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.5348, top5_acc: 0.7711, loss_cls: 1.8849, loss: 1.8849, grad_norm: 10.3914 2021-03-26 18:22:40,768 - mmaction - INFO - Epoch [25][720/1320] lr: 2.000e-03, eta: 7:14:26, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5176, top5_acc: 0.7668, loss_cls: 1.9296, loss: 1.9296, grad_norm: 10.4463 2021-03-26 18:22:56,122 - mmaction - INFO - Epoch [25][740/1320] lr: 2.000e-03, eta: 7:14:10, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7699, loss_cls: 1.9133, loss: 1.9133, grad_norm: 10.2572 2021-03-26 18:23:13,018 - mmaction - INFO - Epoch [25][760/1320] lr: 2.000e-03, eta: 7:13:56, time: 0.845, data_time: 0.001, memory: 11010, top1_acc: 0.5500, top5_acc: 0.7949, loss_cls: 1.7901, loss: 1.7901, grad_norm: 10.7075 2021-03-26 18:23:28,228 - mmaction - INFO - Epoch [25][780/1320] lr: 2.000e-03, eta: 7:13:40, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7625, loss_cls: 1.9746, loss: 1.9746, grad_norm: 11.0074 2021-03-26 18:23:43,542 - mmaction - INFO - Epoch [25][800/1320] lr: 2.000e-03, eta: 7:13:24, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7711, loss_cls: 1.9263, loss: 1.9263, grad_norm: 9.9337 2021-03-26 18:23:58,866 - mmaction - INFO - Epoch [25][820/1320] lr: 2.000e-03, eta: 7:13:09, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5363, top5_acc: 0.7703, loss_cls: 1.8812, loss: 1.8812, grad_norm: 10.4395 2021-03-26 18:24:14,159 - mmaction - INFO - Epoch [25][840/1320] lr: 2.000e-03, eta: 7:12:53, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7605, loss_cls: 1.9364, loss: 1.9364, grad_norm: 10.3491 2021-03-26 18:24:29,676 - mmaction - INFO - Epoch [25][860/1320] lr: 2.000e-03, eta: 7:12:37, time: 0.777, data_time: 0.011, memory: 11010, top1_acc: 0.5047, top5_acc: 0.7707, loss_cls: 1.9629, loss: 1.9629, grad_norm: 10.4794 2021-03-26 18:24:45,095 - mmaction - INFO - Epoch [25][880/1320] lr: 2.000e-03, eta: 7:12:22, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7680, loss_cls: 1.9466, loss: 1.9466, grad_norm: 10.1174 2021-03-26 18:25:00,447 - mmaction - INFO - Epoch [25][900/1320] lr: 2.000e-03, eta: 7:12:06, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.4953, top5_acc: 0.7555, loss_cls: 2.0048, loss: 2.0048, grad_norm: 10.6953 2021-03-26 18:25:15,695 - mmaction - INFO - Epoch [25][920/1320] lr: 2.000e-03, eta: 7:11:50, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5016, top5_acc: 0.7641, loss_cls: 1.9879, loss: 1.9879, grad_norm: 10.8126 2021-03-26 18:25:30,964 - mmaction - INFO - Epoch [25][940/1320] lr: 2.000e-03, eta: 7:11:35, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5195, top5_acc: 0.7664, loss_cls: 1.9132, loss: 1.9132, grad_norm: 10.2888 2021-03-26 18:25:46,230 - mmaction - INFO - Epoch [25][960/1320] lr: 2.000e-03, eta: 7:11:19, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.5188, top5_acc: 0.7727, loss_cls: 1.9138, loss: 1.9138, grad_norm: 10.6101 2021-03-26 18:26:01,648 - mmaction - INFO - Epoch [25][980/1320] lr: 2.000e-03, eta: 7:11:03, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7719, loss_cls: 1.9555, loss: 1.9555, grad_norm: 10.3332 2021-03-26 18:26:16,999 - mmaction - INFO - Epoch [25][1000/1320] lr: 2.000e-03, eta: 7:10:48, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5121, top5_acc: 0.7613, loss_cls: 1.9606, loss: 1.9606, grad_norm: 10.4863 2021-03-26 18:26:32,347 - mmaction - INFO - Epoch [25][1020/1320] lr: 2.000e-03, eta: 7:10:32, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5355, top5_acc: 0.7777, loss_cls: 1.8908, loss: 1.8908, grad_norm: 10.2202 2021-03-26 18:26:47,550 - mmaction - INFO - Epoch [25][1040/1320] lr: 2.000e-03, eta: 7:10:16, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7730, loss_cls: 1.9377, loss: 1.9377, grad_norm: 10.4853 2021-03-26 18:27:02,864 - mmaction - INFO - Epoch [25][1060/1320] lr: 2.000e-03, eta: 7:10:00, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5176, top5_acc: 0.7621, loss_cls: 1.9411, loss: 1.9411, grad_norm: 10.3390 2021-03-26 18:27:18,243 - mmaction - INFO - Epoch [25][1080/1320] lr: 2.000e-03, eta: 7:09:45, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7805, loss_cls: 1.9557, loss: 1.9557, grad_norm: 10.8867 2021-03-26 18:27:33,366 - mmaction - INFO - Epoch [25][1100/1320] lr: 2.000e-03, eta: 7:09:29, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.5059, top5_acc: 0.7676, loss_cls: 1.9331, loss: 1.9331, grad_norm: 10.6237 2021-03-26 18:27:48,734 - mmaction - INFO - Epoch [25][1120/1320] lr: 2.000e-03, eta: 7:09:13, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7676, loss_cls: 1.9451, loss: 1.9451, grad_norm: 10.2236 2021-03-26 18:28:03,954 - mmaction - INFO - Epoch [25][1140/1320] lr: 2.000e-03, eta: 7:08:57, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5402, top5_acc: 0.7789, loss_cls: 1.8695, loss: 1.8695, grad_norm: 10.3076 2021-03-26 18:28:19,278 - mmaction - INFO - Epoch [25][1160/1320] lr: 2.000e-03, eta: 7:08:42, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7742, loss_cls: 1.8862, loss: 1.8862, grad_norm: 10.5520 2021-03-26 18:28:34,377 - mmaction - INFO - Epoch [25][1180/1320] lr: 2.000e-03, eta: 7:08:26, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5074, top5_acc: 0.7672, loss_cls: 1.9176, loss: 1.9176, grad_norm: 10.7320 2021-03-26 18:28:49,718 - mmaction - INFO - Epoch [25][1200/1320] lr: 2.000e-03, eta: 7:08:10, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7652, loss_cls: 1.9431, loss: 1.9431, grad_norm: 10.5835 2021-03-26 18:29:05,040 - mmaction - INFO - Epoch [25][1220/1320] lr: 2.000e-03, eta: 7:07:54, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7734, loss_cls: 1.9436, loss: 1.9436, grad_norm: 10.7290 2021-03-26 18:29:20,395 - mmaction - INFO - Epoch [25][1240/1320] lr: 2.000e-03, eta: 7:07:39, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5316, top5_acc: 0.7867, loss_cls: 1.8504, loss: 1.8504, grad_norm: 10.4546 2021-03-26 18:29:35,614 - mmaction - INFO - Epoch [25][1260/1320] lr: 2.000e-03, eta: 7:07:23, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5273, top5_acc: 0.7672, loss_cls: 1.9016, loss: 1.9016, grad_norm: 10.5159 2021-03-26 18:29:51,017 - mmaction - INFO - Epoch [25][1280/1320] lr: 2.000e-03, eta: 7:07:07, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.5223, top5_acc: 0.7758, loss_cls: 1.9356, loss: 1.9356, grad_norm: 10.6707 2021-03-26 18:30:06,365 - mmaction - INFO - Epoch [25][1300/1320] lr: 2.000e-03, eta: 7:06:51, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.5289, top5_acc: 0.7859, loss_cls: 1.8632, loss: 1.8632, grad_norm: 10.2736 2021-03-26 18:30:21,424 - mmaction - INFO - Epoch [25][1320/1320] lr: 2.000e-03, eta: 7:06:36, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.5246, top5_acc: 0.7782, loss_cls: 1.9191, loss: 1.9191, grad_norm: 10.8866 2021-03-26 18:30:29,735 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-26 18:32:34,107 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 18:32:34,467 - mmaction - INFO - top1_acc 0.3978 top5_acc 0.6834 2021-03-26 18:32:34,467 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 18:32:34,489 - mmaction - INFO - mean_acc 0.3203 2021-03-26 18:32:34,497 - mmaction - INFO - Epoch(val) [25][1320] top1_acc: 0.3978, top5_acc: 0.6834, mean_class_accuracy: 0.3203 2021-03-26 18:32:34,499 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 18:33:14,171 - mmaction - INFO - Epoch [26][20/1320] lr: 2.000e-03, eta: 7:06:44, time: 1.983, data_time: 1.211, memory: 11010, top1_acc: 0.5328, top5_acc: 0.7875, loss_cls: 1.8544, loss: 1.8544, grad_norm: 10.6776 2021-03-26 18:33:29,094 - mmaction - INFO - Epoch [26][40/1320] lr: 2.000e-03, eta: 7:06:28, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7777, loss_cls: 1.8924, loss: 1.8924, grad_norm: 10.2324 2021-03-26 18:33:44,082 - mmaction - INFO - Epoch [26][60/1320] lr: 2.000e-03, eta: 7:06:12, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7703, loss_cls: 1.9231, loss: 1.9231, grad_norm: 10.5215 2021-03-26 18:33:59,117 - mmaction - INFO - Epoch [26][80/1320] lr: 2.000e-03, eta: 7:05:56, time: 0.751, data_time: 0.003, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7855, loss_cls: 1.8513, loss: 1.8513, grad_norm: 10.2812 2021-03-26 18:34:14,149 - mmaction - INFO - Epoch [26][100/1320] lr: 2.000e-03, eta: 7:05:40, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.5492, top5_acc: 0.7828, loss_cls: 1.8351, loss: 1.8351, grad_norm: 10.9228 2021-03-26 18:34:29,209 - mmaction - INFO - Epoch [26][120/1320] lr: 2.000e-03, eta: 7:05:24, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5281, top5_acc: 0.7723, loss_cls: 1.8938, loss: 1.8938, grad_norm: 10.5201 2021-03-26 18:34:44,297 - mmaction - INFO - Epoch [26][140/1320] lr: 2.000e-03, eta: 7:05:08, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.5406, top5_acc: 0.7797, loss_cls: 1.8593, loss: 1.8593, grad_norm: 10.5138 2021-03-26 18:34:59,415 - mmaction - INFO - Epoch [26][160/1320] lr: 2.000e-03, eta: 7:04:52, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7668, loss_cls: 1.9176, loss: 1.9176, grad_norm: 10.5665 2021-03-26 18:35:14,486 - mmaction - INFO - Epoch [26][180/1320] lr: 2.000e-03, eta: 7:04:36, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5395, top5_acc: 0.7867, loss_cls: 1.8223, loss: 1.8223, grad_norm: 10.5194 2021-03-26 18:35:29,652 - mmaction - INFO - Epoch [26][200/1320] lr: 2.000e-03, eta: 7:04:20, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.5488, top5_acc: 0.7898, loss_cls: 1.8253, loss: 1.8253, grad_norm: 10.5126 2021-03-26 18:35:44,778 - mmaction - INFO - Epoch [26][220/1320] lr: 2.000e-03, eta: 7:04:04, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7730, loss_cls: 1.9045, loss: 1.9045, grad_norm: 10.4466 2021-03-26 18:36:00,034 - mmaction - INFO - Epoch [26][240/1320] lr: 2.000e-03, eta: 7:03:48, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5359, top5_acc: 0.7820, loss_cls: 1.8323, loss: 1.8323, grad_norm: 10.3542 2021-03-26 18:36:15,229 - mmaction - INFO - Epoch [26][260/1320] lr: 2.000e-03, eta: 7:03:33, time: 0.760, data_time: 0.004, memory: 11010, top1_acc: 0.5371, top5_acc: 0.7812, loss_cls: 1.8300, loss: 1.8300, grad_norm: 10.4461 2021-03-26 18:36:30,423 - mmaction - INFO - Epoch [26][280/1320] lr: 2.000e-03, eta: 7:03:17, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7742, loss_cls: 1.8674, loss: 1.8674, grad_norm: 10.5432 2021-03-26 18:36:45,625 - mmaction - INFO - Epoch [26][300/1320] lr: 2.000e-03, eta: 7:03:01, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7738, loss_cls: 1.8768, loss: 1.8768, grad_norm: 10.1906 2021-03-26 18:37:00,760 - mmaction - INFO - Epoch [26][320/1320] lr: 2.000e-03, eta: 7:02:45, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.5312, top5_acc: 0.7891, loss_cls: 1.8229, loss: 1.8229, grad_norm: 10.5987 2021-03-26 18:37:16,073 - mmaction - INFO - Epoch [26][340/1320] lr: 2.000e-03, eta: 7:02:29, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5453, top5_acc: 0.7820, loss_cls: 1.8486, loss: 1.8486, grad_norm: 10.6303 2021-03-26 18:37:31,385 - mmaction - INFO - Epoch [26][360/1320] lr: 2.000e-03, eta: 7:02:14, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7672, loss_cls: 1.9278, loss: 1.9278, grad_norm: 10.5684 2021-03-26 18:37:46,664 - mmaction - INFO - Epoch [26][380/1320] lr: 2.000e-03, eta: 7:01:58, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.5266, top5_acc: 0.7734, loss_cls: 1.9078, loss: 1.9078, grad_norm: 10.5953 2021-03-26 18:38:01,877 - mmaction - INFO - Epoch [26][400/1320] lr: 2.000e-03, eta: 7:01:42, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.5137, top5_acc: 0.7730, loss_cls: 1.9337, loss: 1.9337, grad_norm: 10.7189 2021-03-26 18:38:17,128 - mmaction - INFO - Epoch [26][420/1320] lr: 2.000e-03, eta: 7:01:26, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5387, top5_acc: 0.7762, loss_cls: 1.8756, loss: 1.8756, grad_norm: 10.2880 2021-03-26 18:38:32,405 - mmaction - INFO - Epoch [26][440/1320] lr: 2.000e-03, eta: 7:01:10, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.5305, top5_acc: 0.7730, loss_cls: 1.8526, loss: 1.8526, grad_norm: 10.5295 2021-03-26 18:38:47,656 - mmaction - INFO - Epoch [26][460/1320] lr: 2.000e-03, eta: 7:00:55, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.5461, top5_acc: 0.7809, loss_cls: 1.8200, loss: 1.8200, grad_norm: 10.3978 2021-03-26 18:39:03,069 - mmaction - INFO - Epoch [26][480/1320] lr: 2.000e-03, eta: 7:00:39, time: 0.771, data_time: 0.003, memory: 11010, top1_acc: 0.5141, top5_acc: 0.7668, loss_cls: 1.9438, loss: 1.9438, grad_norm: 10.5474 2021-03-26 18:39:18,430 - mmaction - INFO - Epoch [26][500/1320] lr: 2.000e-03, eta: 7:00:23, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5180, top5_acc: 0.7699, loss_cls: 1.9333, loss: 1.9333, grad_norm: 10.5499 2021-03-26 18:39:33,626 - mmaction - INFO - Epoch [26][520/1320] lr: 2.000e-03, eta: 7:00:07, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7789, loss_cls: 1.9060, loss: 1.9060, grad_norm: 10.6029 2021-03-26 18:39:48,869 - mmaction - INFO - Epoch [26][540/1320] lr: 2.000e-03, eta: 6:59:52, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7820, loss_cls: 1.8933, loss: 1.8933, grad_norm: 10.8425 2021-03-26 18:40:04,097 - mmaction - INFO - Epoch [26][560/1320] lr: 2.000e-03, eta: 6:59:36, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5129, top5_acc: 0.7664, loss_cls: 1.9656, loss: 1.9656, grad_norm: 10.6051 2021-03-26 18:40:19,385 - mmaction - INFO - Epoch [26][580/1320] lr: 2.000e-03, eta: 6:59:20, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5316, top5_acc: 0.7805, loss_cls: 1.8871, loss: 1.8871, grad_norm: 10.3504 2021-03-26 18:40:34,708 - mmaction - INFO - Epoch [26][600/1320] lr: 2.000e-03, eta: 6:59:04, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5414, top5_acc: 0.7789, loss_cls: 1.8669, loss: 1.8669, grad_norm: 10.1682 2021-03-26 18:40:49,928 - mmaction - INFO - Epoch [26][620/1320] lr: 2.000e-03, eta: 6:58:49, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7695, loss_cls: 1.9210, loss: 1.9210, grad_norm: 10.4172 2021-03-26 18:41:05,281 - mmaction - INFO - Epoch [26][640/1320] lr: 2.000e-03, eta: 6:58:33, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.5289, top5_acc: 0.7914, loss_cls: 1.8448, loss: 1.8448, grad_norm: 10.6876 2021-03-26 18:41:20,473 - mmaction - INFO - Epoch [26][660/1320] lr: 2.000e-03, eta: 6:58:17, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7723, loss_cls: 1.8983, loss: 1.8983, grad_norm: 10.7622 2021-03-26 18:41:35,799 - mmaction - INFO - Epoch [26][680/1320] lr: 2.000e-03, eta: 6:58:01, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7699, loss_cls: 1.9455, loss: 1.9455, grad_norm: 10.8096 2021-03-26 18:41:51,174 - mmaction - INFO - Epoch [26][700/1320] lr: 2.000e-03, eta: 6:57:46, time: 0.769, data_time: 0.003, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7629, loss_cls: 1.9320, loss: 1.9320, grad_norm: 10.1000 2021-03-26 18:42:06,330 - mmaction - INFO - Epoch [26][720/1320] lr: 2.000e-03, eta: 6:57:30, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.5176, top5_acc: 0.7551, loss_cls: 1.9608, loss: 1.9608, grad_norm: 10.2587 2021-03-26 18:42:21,515 - mmaction - INFO - Epoch [26][740/1320] lr: 2.000e-03, eta: 6:57:14, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7844, loss_cls: 1.8794, loss: 1.8794, grad_norm: 10.3240 2021-03-26 18:42:36,853 - mmaction - INFO - Epoch [26][760/1320] lr: 2.000e-03, eta: 6:56:58, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5273, top5_acc: 0.7812, loss_cls: 1.8803, loss: 1.8803, grad_norm: 10.7334 2021-03-26 18:42:52,113 - mmaction - INFO - Epoch [26][780/1320] lr: 2.000e-03, eta: 6:56:43, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7707, loss_cls: 1.9264, loss: 1.9264, grad_norm: 10.5038 2021-03-26 18:43:07,354 - mmaction - INFO - Epoch [26][800/1320] lr: 2.000e-03, eta: 6:56:27, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5160, top5_acc: 0.7867, loss_cls: 1.8683, loss: 1.8683, grad_norm: 10.6098 2021-03-26 18:43:22,557 - mmaction - INFO - Epoch [26][820/1320] lr: 2.000e-03, eta: 6:56:11, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5340, top5_acc: 0.7844, loss_cls: 1.8542, loss: 1.8542, grad_norm: 10.7558 2021-03-26 18:43:37,794 - mmaction - INFO - Epoch [26][840/1320] lr: 2.000e-03, eta: 6:55:55, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5234, top5_acc: 0.7750, loss_cls: 1.8804, loss: 1.8804, grad_norm: 10.9790 2021-03-26 18:43:53,063 - mmaction - INFO - Epoch [26][860/1320] lr: 2.000e-03, eta: 6:55:39, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.5312, top5_acc: 0.7801, loss_cls: 1.8425, loss: 1.8425, grad_norm: 10.7922 2021-03-26 18:44:08,443 - mmaction - INFO - Epoch [26][880/1320] lr: 2.000e-03, eta: 6:55:24, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7707, loss_cls: 1.9064, loss: 1.9064, grad_norm: 10.5764 2021-03-26 18:44:23,621 - mmaction - INFO - Epoch [26][900/1320] lr: 2.000e-03, eta: 6:55:08, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7805, loss_cls: 1.8951, loss: 1.8951, grad_norm: 10.3569 2021-03-26 18:44:39,061 - mmaction - INFO - Epoch [26][920/1320] lr: 2.000e-03, eta: 6:54:52, time: 0.772, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7652, loss_cls: 1.9169, loss: 1.9169, grad_norm: 10.4788 2021-03-26 18:44:54,383 - mmaction - INFO - Epoch [26][940/1320] lr: 2.000e-03, eta: 6:54:37, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7750, loss_cls: 1.9286, loss: 1.9286, grad_norm: 10.6035 2021-03-26 18:45:09,660 - mmaction - INFO - Epoch [26][960/1320] lr: 2.000e-03, eta: 6:54:21, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5164, top5_acc: 0.7617, loss_cls: 1.9425, loss: 1.9425, grad_norm: 10.5529 2021-03-26 18:45:25,016 - mmaction - INFO - Epoch [26][980/1320] lr: 2.000e-03, eta: 6:54:05, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5094, top5_acc: 0.7777, loss_cls: 1.8884, loss: 1.8884, grad_norm: 10.7169 2021-03-26 18:45:40,155 - mmaction - INFO - Epoch [26][1000/1320] lr: 2.000e-03, eta: 6:53:49, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7742, loss_cls: 1.8982, loss: 1.8982, grad_norm: 10.3748 2021-03-26 18:45:55,304 - mmaction - INFO - Epoch [26][1020/1320] lr: 2.000e-03, eta: 6:53:33, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5227, top5_acc: 0.7723, loss_cls: 1.9221, loss: 1.9221, grad_norm: 10.4791 2021-03-26 18:46:10,538 - mmaction - INFO - Epoch [26][1040/1320] lr: 2.000e-03, eta: 6:53:18, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.5367, top5_acc: 0.7855, loss_cls: 1.8490, loss: 1.8490, grad_norm: 10.5761 2021-03-26 18:46:25,882 - mmaction - INFO - Epoch [26][1060/1320] lr: 2.000e-03, eta: 6:53:02, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5125, top5_acc: 0.7676, loss_cls: 1.9607, loss: 1.9607, grad_norm: 10.6197 2021-03-26 18:46:41,224 - mmaction - INFO - Epoch [26][1080/1320] lr: 2.000e-03, eta: 6:52:46, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7852, loss_cls: 1.8707, loss: 1.8707, grad_norm: 10.2466 2021-03-26 18:46:56,491 - mmaction - INFO - Epoch [26][1100/1320] lr: 2.000e-03, eta: 6:52:31, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7711, loss_cls: 1.9033, loss: 1.9033, grad_norm: 10.8071 2021-03-26 18:47:11,751 - mmaction - INFO - Epoch [26][1120/1320] lr: 2.000e-03, eta: 6:52:15, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7836, loss_cls: 1.8603, loss: 1.8603, grad_norm: 10.5053 2021-03-26 18:47:26,993 - mmaction - INFO - Epoch [26][1140/1320] lr: 2.000e-03, eta: 6:51:59, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5105, top5_acc: 0.7688, loss_cls: 1.9441, loss: 1.9441, grad_norm: 10.8942 2021-03-26 18:47:42,264 - mmaction - INFO - Epoch [26][1160/1320] lr: 2.000e-03, eta: 6:51:43, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7746, loss_cls: 1.9188, loss: 1.9188, grad_norm: 10.0918 2021-03-26 18:47:57,534 - mmaction - INFO - Epoch [26][1180/1320] lr: 2.000e-03, eta: 6:51:27, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5297, top5_acc: 0.7715, loss_cls: 1.9193, loss: 1.9193, grad_norm: 10.8188 2021-03-26 18:48:12,710 - mmaction - INFO - Epoch [26][1200/1320] lr: 2.000e-03, eta: 6:51:12, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5203, top5_acc: 0.7758, loss_cls: 1.9108, loss: 1.9108, grad_norm: 10.1863 2021-03-26 18:48:27,981 - mmaction - INFO - Epoch [26][1220/1320] lr: 2.000e-03, eta: 6:50:56, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7840, loss_cls: 1.8706, loss: 1.8706, grad_norm: 10.5985 2021-03-26 18:48:43,292 - mmaction - INFO - Epoch [26][1240/1320] lr: 2.000e-03, eta: 6:50:40, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5359, top5_acc: 0.7742, loss_cls: 1.8969, loss: 1.8969, grad_norm: 10.8706 2021-03-26 18:48:58,688 - mmaction - INFO - Epoch [26][1260/1320] lr: 2.000e-03, eta: 6:50:25, time: 0.770, data_time: 0.003, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7676, loss_cls: 1.9002, loss: 1.9002, grad_norm: 10.5043 2021-03-26 18:49:13,798 - mmaction - INFO - Epoch [26][1280/1320] lr: 2.000e-03, eta: 6:50:09, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5055, top5_acc: 0.7656, loss_cls: 1.9526, loss: 1.9526, grad_norm: 10.4156 2021-03-26 18:49:29,091 - mmaction - INFO - Epoch [26][1300/1320] lr: 2.000e-03, eta: 6:49:53, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7711, loss_cls: 1.8966, loss: 1.8966, grad_norm: 10.2307 2021-03-26 18:49:43,842 - mmaction - INFO - Epoch [26][1320/1320] lr: 2.000e-03, eta: 6:49:37, time: 0.738, data_time: 0.001, memory: 11010, top1_acc: 0.5103, top5_acc: 0.7544, loss_cls: 1.9737, loss: 1.9737, grad_norm: 10.3433 2021-03-26 18:49:44,753 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-26 18:51:24,072 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 18:51:24,430 - mmaction - INFO - top1_acc 0.4077 top5_acc 0.6969 2021-03-26 18:51:24,430 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 18:51:24,453 - mmaction - INFO - mean_acc 0.3381 2021-03-26 18:51:24,460 - mmaction - INFO - Epoch(val) [26][1320] top1_acc: 0.4077, top5_acc: 0.6969, mean_class_accuracy: 0.3381 2021-03-26 18:51:24,463 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 18:52:09,319 - mmaction - INFO - Epoch [27][20/1320] lr: 2.000e-03, eta: 6:49:48, time: 2.243, data_time: 1.421, memory: 11010, top1_acc: 0.5582, top5_acc: 0.7875, loss_cls: 1.7890, loss: 1.7890, grad_norm: 10.3469 2021-03-26 18:52:24,267 - mmaction - INFO - Epoch [27][40/1320] lr: 2.000e-03, eta: 6:49:32, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.5324, top5_acc: 0.7867, loss_cls: 1.8670, loss: 1.8670, grad_norm: 10.5770 2021-03-26 18:52:39,273 - mmaction - INFO - Epoch [27][60/1320] lr: 2.000e-03, eta: 6:49:16, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7832, loss_cls: 1.8469, loss: 1.8469, grad_norm: 10.6896 2021-03-26 18:52:54,412 - mmaction - INFO - Epoch [27][80/1320] lr: 2.000e-03, eta: 6:49:00, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7883, loss_cls: 1.8728, loss: 1.8728, grad_norm: 10.7821 2021-03-26 18:53:09,397 - mmaction - INFO - Epoch [27][100/1320] lr: 2.000e-03, eta: 6:48:44, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.5469, top5_acc: 0.7879, loss_cls: 1.7915, loss: 1.7915, grad_norm: 10.2699 2021-03-26 18:53:24,406 - mmaction - INFO - Epoch [27][120/1320] lr: 2.000e-03, eta: 6:48:28, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5465, top5_acc: 0.7957, loss_cls: 1.7809, loss: 1.7809, grad_norm: 10.7567 2021-03-26 18:53:39,505 - mmaction - INFO - Epoch [27][140/1320] lr: 2.000e-03, eta: 6:48:12, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.5398, top5_acc: 0.7934, loss_cls: 1.8083, loss: 1.8083, grad_norm: 10.8368 2021-03-26 18:53:54,655 - mmaction - INFO - Epoch [27][160/1320] lr: 2.000e-03, eta: 6:47:56, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7742, loss_cls: 1.8919, loss: 1.8919, grad_norm: 10.6881 2021-03-26 18:54:09,749 - mmaction - INFO - Epoch [27][180/1320] lr: 2.000e-03, eta: 6:47:40, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5125, top5_acc: 0.7695, loss_cls: 1.9367, loss: 1.9367, grad_norm: 10.4102 2021-03-26 18:54:24,859 - mmaction - INFO - Epoch [27][200/1320] lr: 2.000e-03, eta: 6:47:25, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7816, loss_cls: 1.8662, loss: 1.8662, grad_norm: 10.3327 2021-03-26 18:54:40,101 - mmaction - INFO - Epoch [27][220/1320] lr: 2.000e-03, eta: 6:47:09, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.5297, top5_acc: 0.7734, loss_cls: 1.8999, loss: 1.8999, grad_norm: 10.6166 2021-03-26 18:54:55,313 - mmaction - INFO - Epoch [27][240/1320] lr: 2.000e-03, eta: 6:46:53, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7746, loss_cls: 1.9095, loss: 1.9095, grad_norm: 10.5708 2021-03-26 18:55:10,436 - mmaction - INFO - Epoch [27][260/1320] lr: 2.000e-03, eta: 6:46:37, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7625, loss_cls: 1.9234, loss: 1.9234, grad_norm: 10.4456 2021-03-26 18:55:25,720 - mmaction - INFO - Epoch [27][280/1320] lr: 2.000e-03, eta: 6:46:21, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5449, top5_acc: 0.7941, loss_cls: 1.7887, loss: 1.7887, grad_norm: 10.8531 2021-03-26 18:55:40,820 - mmaction - INFO - Epoch [27][300/1320] lr: 2.000e-03, eta: 6:46:05, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5441, top5_acc: 0.7887, loss_cls: 1.8342, loss: 1.8342, grad_norm: 10.5167 2021-03-26 18:55:56,081 - mmaction - INFO - Epoch [27][320/1320] lr: 2.000e-03, eta: 6:45:50, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7879, loss_cls: 1.8658, loss: 1.8658, grad_norm: 10.8616 2021-03-26 18:56:11,276 - mmaction - INFO - Epoch [27][340/1320] lr: 2.000e-03, eta: 6:45:34, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5316, top5_acc: 0.7844, loss_cls: 1.8540, loss: 1.8540, grad_norm: 10.4540 2021-03-26 18:56:26,532 - mmaction - INFO - Epoch [27][360/1320] lr: 2.000e-03, eta: 6:45:18, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5238, top5_acc: 0.7758, loss_cls: 1.8829, loss: 1.8829, grad_norm: 10.4974 2021-03-26 18:56:41,891 - mmaction - INFO - Epoch [27][380/1320] lr: 2.000e-03, eta: 6:45:02, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.5484, top5_acc: 0.7945, loss_cls: 1.7971, loss: 1.7971, grad_norm: 10.2340 2021-03-26 18:56:57,136 - mmaction - INFO - Epoch [27][400/1320] lr: 2.000e-03, eta: 6:44:47, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7750, loss_cls: 1.9172, loss: 1.9172, grad_norm: 10.6130 2021-03-26 18:57:12,450 - mmaction - INFO - Epoch [27][420/1320] lr: 2.000e-03, eta: 6:44:31, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5316, top5_acc: 0.7758, loss_cls: 1.8842, loss: 1.8842, grad_norm: 11.0430 2021-03-26 18:57:27,811 - mmaction - INFO - Epoch [27][440/1320] lr: 2.000e-03, eta: 6:44:15, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.5332, top5_acc: 0.7848, loss_cls: 1.8429, loss: 1.8429, grad_norm: 10.4889 2021-03-26 18:57:43,058 - mmaction - INFO - Epoch [27][460/1320] lr: 2.000e-03, eta: 6:43:59, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7770, loss_cls: 1.8694, loss: 1.8694, grad_norm: 10.4535 2021-03-26 18:57:58,192 - mmaction - INFO - Epoch [27][480/1320] lr: 2.000e-03, eta: 6:43:43, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.5422, top5_acc: 0.7801, loss_cls: 1.8478, loss: 1.8478, grad_norm: 10.6509 2021-03-26 18:58:13,486 - mmaction - INFO - Epoch [27][500/1320] lr: 2.000e-03, eta: 6:43:28, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.5242, top5_acc: 0.7805, loss_cls: 1.8831, loss: 1.8831, grad_norm: 10.7074 2021-03-26 18:58:28,705 - mmaction - INFO - Epoch [27][520/1320] lr: 2.000e-03, eta: 6:43:12, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5090, top5_acc: 0.7738, loss_cls: 1.9327, loss: 1.9327, grad_norm: 10.3981 2021-03-26 18:58:44,052 - mmaction - INFO - Epoch [27][540/1320] lr: 2.000e-03, eta: 6:42:56, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.5480, top5_acc: 0.7738, loss_cls: 1.8388, loss: 1.8388, grad_norm: 10.7395 2021-03-26 18:58:59,301 - mmaction - INFO - Epoch [27][560/1320] lr: 2.000e-03, eta: 6:42:40, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5180, top5_acc: 0.7691, loss_cls: 1.9319, loss: 1.9319, grad_norm: 10.3975 2021-03-26 18:59:14,472 - mmaction - INFO - Epoch [27][580/1320] lr: 2.000e-03, eta: 6:42:25, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5379, top5_acc: 0.7719, loss_cls: 1.8852, loss: 1.8852, grad_norm: 10.7047 2021-03-26 18:59:29,776 - mmaction - INFO - Epoch [27][600/1320] lr: 2.000e-03, eta: 6:42:09, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7867, loss_cls: 1.8426, loss: 1.8426, grad_norm: 10.6614 2021-03-26 18:59:44,972 - mmaction - INFO - Epoch [27][620/1320] lr: 2.000e-03, eta: 6:41:53, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7707, loss_cls: 1.8955, loss: 1.8955, grad_norm: 10.8108 2021-03-26 19:00:00,273 - mmaction - INFO - Epoch [27][640/1320] lr: 2.000e-03, eta: 6:41:37, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.5156, top5_acc: 0.7691, loss_cls: 1.9047, loss: 1.9047, grad_norm: 10.7841 2021-03-26 19:00:15,467 - mmaction - INFO - Epoch [27][660/1320] lr: 2.000e-03, eta: 6:41:22, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5332, top5_acc: 0.7805, loss_cls: 1.8737, loss: 1.8737, grad_norm: 10.7746 2021-03-26 19:00:30,582 - mmaction - INFO - Epoch [27][680/1320] lr: 2.000e-03, eta: 6:41:06, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.5246, top5_acc: 0.7734, loss_cls: 1.8979, loss: 1.8979, grad_norm: 10.6883 2021-03-26 19:00:45,914 - mmaction - INFO - Epoch [27][700/1320] lr: 2.000e-03, eta: 6:40:50, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7734, loss_cls: 1.9013, loss: 1.9013, grad_norm: 10.5456 2021-03-26 19:01:01,086 - mmaction - INFO - Epoch [27][720/1320] lr: 2.000e-03, eta: 6:40:34, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5145, top5_acc: 0.7734, loss_cls: 1.9157, loss: 1.9157, grad_norm: 10.8552 2021-03-26 19:01:16,353 - mmaction - INFO - Epoch [27][740/1320] lr: 2.000e-03, eta: 6:40:18, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5199, top5_acc: 0.7879, loss_cls: 1.8903, loss: 1.8903, grad_norm: 10.4157 2021-03-26 19:01:31,707 - mmaction - INFO - Epoch [27][760/1320] lr: 2.000e-03, eta: 6:40:03, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7676, loss_cls: 1.9029, loss: 1.9029, grad_norm: 10.3065 2021-03-26 19:01:47,011 - mmaction - INFO - Epoch [27][780/1320] lr: 2.000e-03, eta: 6:39:47, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5352, top5_acc: 0.7945, loss_cls: 1.8299, loss: 1.8299, grad_norm: 10.5467 2021-03-26 19:02:02,099 - mmaction - INFO - Epoch [27][800/1320] lr: 2.000e-03, eta: 6:39:31, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5320, top5_acc: 0.7711, loss_cls: 1.9092, loss: 1.9092, grad_norm: 10.4777 2021-03-26 19:02:17,277 - mmaction - INFO - Epoch [27][820/1320] lr: 2.000e-03, eta: 6:39:15, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5129, top5_acc: 0.7656, loss_cls: 1.9775, loss: 1.9775, grad_norm: 10.7622 2021-03-26 19:02:32,675 - mmaction - INFO - Epoch [27][840/1320] lr: 2.000e-03, eta: 6:39:00, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.5305, top5_acc: 0.7793, loss_cls: 1.8751, loss: 1.8751, grad_norm: 10.3289 2021-03-26 19:02:47,984 - mmaction - INFO - Epoch [27][860/1320] lr: 2.000e-03, eta: 6:38:44, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5312, top5_acc: 0.7680, loss_cls: 1.8926, loss: 1.8926, grad_norm: 10.5075 2021-03-26 19:03:03,274 - mmaction - INFO - Epoch [27][880/1320] lr: 2.000e-03, eta: 6:38:28, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5414, top5_acc: 0.7895, loss_cls: 1.8311, loss: 1.8311, grad_norm: 10.6920 2021-03-26 19:03:18,534 - mmaction - INFO - Epoch [27][900/1320] lr: 2.000e-03, eta: 6:38:12, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7789, loss_cls: 1.9052, loss: 1.9052, grad_norm: 10.3976 2021-03-26 19:03:33,709 - mmaction - INFO - Epoch [27][920/1320] lr: 2.000e-03, eta: 6:37:57, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7594, loss_cls: 1.9715, loss: 1.9715, grad_norm: 10.7565 2021-03-26 19:03:49,001 - mmaction - INFO - Epoch [27][940/1320] lr: 2.000e-03, eta: 6:37:41, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7695, loss_cls: 1.9077, loss: 1.9077, grad_norm: 10.6608 2021-03-26 19:04:04,201 - mmaction - INFO - Epoch [27][960/1320] lr: 2.000e-03, eta: 6:37:25, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5289, top5_acc: 0.7855, loss_cls: 1.8904, loss: 1.8904, grad_norm: 10.5931 2021-03-26 19:04:19,530 - mmaction - INFO - Epoch [27][980/1320] lr: 2.000e-03, eta: 6:37:09, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7891, loss_cls: 1.8623, loss: 1.8623, grad_norm: 10.5296 2021-03-26 19:04:34,857 - mmaction - INFO - Epoch [27][1000/1320] lr: 2.000e-03, eta: 6:36:54, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5320, top5_acc: 0.7773, loss_cls: 1.8640, loss: 1.8640, grad_norm: 10.5438 2021-03-26 19:04:50,226 - mmaction - INFO - Epoch [27][1020/1320] lr: 2.000e-03, eta: 6:36:38, time: 0.769, data_time: 0.003, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7758, loss_cls: 1.9197, loss: 1.9197, grad_norm: 10.4777 2021-03-26 19:05:05,470 - mmaction - INFO - Epoch [27][1040/1320] lr: 2.000e-03, eta: 6:36:22, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5121, top5_acc: 0.7711, loss_cls: 1.9106, loss: 1.9106, grad_norm: 10.4071 2021-03-26 19:05:20,758 - mmaction - INFO - Epoch [27][1060/1320] lr: 2.000e-03, eta: 6:36:06, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5414, top5_acc: 0.7789, loss_cls: 1.8149, loss: 1.8149, grad_norm: 10.4731 2021-03-26 19:05:35,971 - mmaction - INFO - Epoch [27][1080/1320] lr: 2.000e-03, eta: 6:35:51, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7742, loss_cls: 1.9087, loss: 1.9087, grad_norm: 10.6037 2021-03-26 19:05:51,253 - mmaction - INFO - Epoch [27][1100/1320] lr: 2.000e-03, eta: 6:35:35, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5453, top5_acc: 0.7805, loss_cls: 1.8528, loss: 1.8528, grad_norm: 10.6103 2021-03-26 19:06:06,612 - mmaction - INFO - Epoch [27][1120/1320] lr: 2.000e-03, eta: 6:35:19, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5547, top5_acc: 0.7824, loss_cls: 1.8811, loss: 1.8811, grad_norm: 10.6139 2021-03-26 19:06:21,884 - mmaction - INFO - Epoch [27][1140/1320] lr: 2.000e-03, eta: 6:35:04, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7789, loss_cls: 1.8770, loss: 1.8770, grad_norm: 10.9695 2021-03-26 19:06:37,116 - mmaction - INFO - Epoch [27][1160/1320] lr: 2.000e-03, eta: 6:34:48, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5297, top5_acc: 0.7836, loss_cls: 1.8843, loss: 1.8843, grad_norm: 10.5210 2021-03-26 19:06:52,403 - mmaction - INFO - Epoch [27][1180/1320] lr: 2.000e-03, eta: 6:34:32, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5281, top5_acc: 0.7641, loss_cls: 1.9296, loss: 1.9296, grad_norm: 10.3828 2021-03-26 19:07:07,668 - mmaction - INFO - Epoch [27][1200/1320] lr: 2.000e-03, eta: 6:34:16, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7797, loss_cls: 1.8398, loss: 1.8398, grad_norm: 10.8058 2021-03-26 19:07:22,854 - mmaction - INFO - Epoch [27][1220/1320] lr: 2.000e-03, eta: 6:34:00, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5422, top5_acc: 0.7805, loss_cls: 1.8564, loss: 1.8564, grad_norm: 10.7291 2021-03-26 19:07:38,133 - mmaction - INFO - Epoch [27][1240/1320] lr: 2.000e-03, eta: 6:33:45, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.8550, loss: 1.8550, grad_norm: 10.3743 2021-03-26 19:07:53,388 - mmaction - INFO - Epoch [27][1260/1320] lr: 2.000e-03, eta: 6:33:29, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7719, loss_cls: 1.9254, loss: 1.9254, grad_norm: 10.5839 2021-03-26 19:08:08,616 - mmaction - INFO - Epoch [27][1280/1320] lr: 2.000e-03, eta: 6:33:13, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5281, top5_acc: 0.7617, loss_cls: 1.9310, loss: 1.9310, grad_norm: 10.5663 2021-03-26 19:08:23,767 - mmaction - INFO - Epoch [27][1300/1320] lr: 2.000e-03, eta: 6:32:57, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5266, top5_acc: 0.7668, loss_cls: 1.9050, loss: 1.9050, grad_norm: 10.3820 2021-03-26 19:08:38,660 - mmaction - INFO - Epoch [27][1320/1320] lr: 2.000e-03, eta: 6:32:41, time: 0.746, data_time: 0.002, memory: 11010, top1_acc: 0.5417, top5_acc: 0.7790, loss_cls: 1.8601, loss: 1.8601, grad_norm: 10.5156 2021-03-26 19:08:39,773 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-26 19:10:15,837 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 19:10:16,217 - mmaction - INFO - top1_acc 0.4122 top5_acc 0.7017 2021-03-26 19:10:16,217 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 19:10:16,246 - mmaction - INFO - mean_acc 0.3308 2021-03-26 19:10:16,258 - mmaction - INFO - Epoch(val) [27][1320] top1_acc: 0.4122, top5_acc: 0.7017, mean_class_accuracy: 0.3308 2021-03-26 19:10:16,260 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 19:10:55,040 - mmaction - INFO - Epoch [28][20/1320] lr: 2.000e-03, eta: 6:32:46, time: 1.938, data_time: 1.184, memory: 11010, top1_acc: 0.5512, top5_acc: 0.7848, loss_cls: 1.8216, loss: 1.8216, grad_norm: 10.4484 2021-03-26 19:11:10,052 - mmaction - INFO - Epoch [28][40/1320] lr: 2.000e-03, eta: 6:32:30, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.5188, top5_acc: 0.7652, loss_cls: 1.9272, loss: 1.9272, grad_norm: 10.6282 2021-03-26 19:11:25,086 - mmaction - INFO - Epoch [28][60/1320] lr: 2.000e-03, eta: 6:32:14, time: 0.750, data_time: 0.000, memory: 11010, top1_acc: 0.5500, top5_acc: 0.7906, loss_cls: 1.7635, loss: 1.7635, grad_norm: 10.6983 2021-03-26 19:11:40,128 - mmaction - INFO - Epoch [28][80/1320] lr: 2.000e-03, eta: 6:31:58, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7875, loss_cls: 1.8216, loss: 1.8216, grad_norm: 10.7467 2021-03-26 19:11:55,072 - mmaction - INFO - Epoch [28][100/1320] lr: 2.000e-03, eta: 6:31:42, time: 0.748, data_time: 0.003, memory: 11010, top1_acc: 0.5344, top5_acc: 0.7750, loss_cls: 1.9039, loss: 1.9039, grad_norm: 10.7139 2021-03-26 19:12:10,173 - mmaction - INFO - Epoch [28][120/1320] lr: 2.000e-03, eta: 6:31:26, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7855, loss_cls: 1.8797, loss: 1.8797, grad_norm: 10.7939 2021-03-26 19:12:25,289 - mmaction - INFO - Epoch [28][140/1320] lr: 2.000e-03, eta: 6:31:10, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5301, top5_acc: 0.7816, loss_cls: 1.8403, loss: 1.8403, grad_norm: 10.4577 2021-03-26 19:12:40,436 - mmaction - INFO - Epoch [28][160/1320] lr: 2.000e-03, eta: 6:30:54, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5430, top5_acc: 0.7918, loss_cls: 1.7920, loss: 1.7920, grad_norm: 10.6725 2021-03-26 19:12:55,604 - mmaction - INFO - Epoch [28][180/1320] lr: 2.000e-03, eta: 6:30:38, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5695, top5_acc: 0.7910, loss_cls: 1.7784, loss: 1.7784, grad_norm: 10.5622 2021-03-26 19:13:10,766 - mmaction - INFO - Epoch [28][200/1320] lr: 2.000e-03, eta: 6:30:22, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5422, top5_acc: 0.7957, loss_cls: 1.7956, loss: 1.7956, grad_norm: 10.8312 2021-03-26 19:13:25,945 - mmaction - INFO - Epoch [28][220/1320] lr: 2.000e-03, eta: 6:30:06, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5535, top5_acc: 0.7969, loss_cls: 1.7774, loss: 1.7774, grad_norm: 10.6903 2021-03-26 19:13:41,187 - mmaction - INFO - Epoch [28][240/1320] lr: 2.000e-03, eta: 6:29:51, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5645, top5_acc: 0.8000, loss_cls: 1.7747, loss: 1.7747, grad_norm: 10.5312 2021-03-26 19:13:56,547 - mmaction - INFO - Epoch [28][260/1320] lr: 2.000e-03, eta: 6:29:35, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.5609, top5_acc: 0.7992, loss_cls: 1.7514, loss: 1.7514, grad_norm: 10.3025 2021-03-26 19:14:11,706 - mmaction - INFO - Epoch [28][280/1320] lr: 2.000e-03, eta: 6:29:19, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5422, top5_acc: 0.8004, loss_cls: 1.8078, loss: 1.8078, grad_norm: 10.6692 2021-03-26 19:14:26,942 - mmaction - INFO - Epoch [28][300/1320] lr: 2.000e-03, eta: 6:29:03, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5465, top5_acc: 0.7926, loss_cls: 1.7971, loss: 1.7971, grad_norm: 10.6507 2021-03-26 19:14:42,160 - mmaction - INFO - Epoch [28][320/1320] lr: 2.000e-03, eta: 6:28:48, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7918, loss_cls: 1.8101, loss: 1.8101, grad_norm: 10.4464 2021-03-26 19:14:57,358 - mmaction - INFO - Epoch [28][340/1320] lr: 2.000e-03, eta: 6:28:32, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7832, loss_cls: 1.8597, loss: 1.8597, grad_norm: 10.7517 2021-03-26 19:15:12,697 - mmaction - INFO - Epoch [28][360/1320] lr: 2.000e-03, eta: 6:28:16, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7809, loss_cls: 1.8904, loss: 1.8904, grad_norm: 10.5449 2021-03-26 19:15:27,958 - mmaction - INFO - Epoch [28][380/1320] lr: 2.000e-03, eta: 6:28:00, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.5211, top5_acc: 0.7723, loss_cls: 1.9063, loss: 1.9063, grad_norm: 10.8549 2021-03-26 19:15:43,171 - mmaction - INFO - Epoch [28][400/1320] lr: 2.000e-03, eta: 6:27:45, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5223, top5_acc: 0.7777, loss_cls: 1.8712, loss: 1.8712, grad_norm: 10.7542 2021-03-26 19:15:58,486 - mmaction - INFO - Epoch [28][420/1320] lr: 2.000e-03, eta: 6:27:29, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5301, top5_acc: 0.7738, loss_cls: 1.8978, loss: 1.8978, grad_norm: 10.9139 2021-03-26 19:16:13,749 - mmaction - INFO - Epoch [28][440/1320] lr: 2.000e-03, eta: 6:27:13, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5242, top5_acc: 0.7797, loss_cls: 1.9039, loss: 1.9039, grad_norm: 10.3203 2021-03-26 19:16:28,970 - mmaction - INFO - Epoch [28][460/1320] lr: 2.000e-03, eta: 6:26:57, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.5449, top5_acc: 0.7879, loss_cls: 1.8394, loss: 1.8394, grad_norm: 10.5713 2021-03-26 19:16:44,236 - mmaction - INFO - Epoch [28][480/1320] lr: 2.000e-03, eta: 6:26:42, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5266, top5_acc: 0.7707, loss_cls: 1.9173, loss: 1.9173, grad_norm: 10.8931 2021-03-26 19:16:59,612 - mmaction - INFO - Epoch [28][500/1320] lr: 2.000e-03, eta: 6:26:26, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.5344, top5_acc: 0.7781, loss_cls: 1.8707, loss: 1.8707, grad_norm: 10.5330 2021-03-26 19:17:14,890 - mmaction - INFO - Epoch [28][520/1320] lr: 2.000e-03, eta: 6:26:10, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7746, loss_cls: 1.8754, loss: 1.8754, grad_norm: 10.5083 2021-03-26 19:17:29,993 - mmaction - INFO - Epoch [28][540/1320] lr: 2.000e-03, eta: 6:25:54, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5605, top5_acc: 0.7969, loss_cls: 1.8008, loss: 1.8008, grad_norm: 10.5932 2021-03-26 19:17:45,385 - mmaction - INFO - Epoch [28][560/1320] lr: 2.000e-03, eta: 6:25:39, time: 0.770, data_time: 0.002, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7758, loss_cls: 1.8626, loss: 1.8626, grad_norm: 10.8313 2021-03-26 19:18:00,675 - mmaction - INFO - Epoch [28][580/1320] lr: 2.000e-03, eta: 6:25:23, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.5441, top5_acc: 0.7895, loss_cls: 1.8237, loss: 1.8237, grad_norm: 10.6799 2021-03-26 19:18:15,962 - mmaction - INFO - Epoch [28][600/1320] lr: 2.000e-03, eta: 6:25:07, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5422, top5_acc: 0.7859, loss_cls: 1.8365, loss: 1.8365, grad_norm: 10.7316 2021-03-26 19:18:31,225 - mmaction - INFO - Epoch [28][620/1320] lr: 2.000e-03, eta: 6:24:51, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7770, loss_cls: 1.8945, loss: 1.8945, grad_norm: 10.6876 2021-03-26 19:18:46,597 - mmaction - INFO - Epoch [28][640/1320] lr: 2.000e-03, eta: 6:24:36, time: 0.770, data_time: 0.003, memory: 11010, top1_acc: 0.5305, top5_acc: 0.7789, loss_cls: 1.8850, loss: 1.8850, grad_norm: 10.6038 2021-03-26 19:19:01,922 - mmaction - INFO - Epoch [28][660/1320] lr: 2.000e-03, eta: 6:24:20, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5395, top5_acc: 0.7863, loss_cls: 1.8280, loss: 1.8280, grad_norm: 10.3569 2021-03-26 19:19:17,172 - mmaction - INFO - Epoch [28][680/1320] lr: 2.000e-03, eta: 6:24:04, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5227, top5_acc: 0.7723, loss_cls: 1.8934, loss: 1.8934, grad_norm: 10.7645 2021-03-26 19:19:32,379 - mmaction - INFO - Epoch [28][700/1320] lr: 2.000e-03, eta: 6:23:49, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.5301, top5_acc: 0.7832, loss_cls: 1.8851, loss: 1.8851, grad_norm: 10.6239 2021-03-26 19:19:47,655 - mmaction - INFO - Epoch [28][720/1320] lr: 2.000e-03, eta: 6:23:33, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5363, top5_acc: 0.7805, loss_cls: 1.8640, loss: 1.8640, grad_norm: 10.4048 2021-03-26 19:20:02,972 - mmaction - INFO - Epoch [28][740/1320] lr: 2.000e-03, eta: 6:23:17, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7777, loss_cls: 1.8725, loss: 1.8725, grad_norm: 10.6507 2021-03-26 19:20:18,239 - mmaction - INFO - Epoch [28][760/1320] lr: 2.000e-03, eta: 6:23:01, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5395, top5_acc: 0.7809, loss_cls: 1.8548, loss: 1.8548, grad_norm: 10.6237 2021-03-26 19:20:33,593 - mmaction - INFO - Epoch [28][780/1320] lr: 2.000e-03, eta: 6:22:46, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5348, top5_acc: 0.7957, loss_cls: 1.8143, loss: 1.8143, grad_norm: 10.5398 2021-03-26 19:20:48,895 - mmaction - INFO - Epoch [28][800/1320] lr: 2.000e-03, eta: 6:22:30, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5355, top5_acc: 0.7793, loss_cls: 1.8666, loss: 1.8666, grad_norm: 10.6408 2021-03-26 19:21:04,107 - mmaction - INFO - Epoch [28][820/1320] lr: 2.000e-03, eta: 6:22:14, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.5387, top5_acc: 0.7875, loss_cls: 1.8339, loss: 1.8339, grad_norm: 10.6064 2021-03-26 19:21:19,375 - mmaction - INFO - Epoch [28][840/1320] lr: 2.000e-03, eta: 6:21:58, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5215, top5_acc: 0.7805, loss_cls: 1.8836, loss: 1.8836, grad_norm: 10.5876 2021-03-26 19:21:34,670 - mmaction - INFO - Epoch [28][860/1320] lr: 2.000e-03, eta: 6:21:43, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5492, top5_acc: 0.7867, loss_cls: 1.7986, loss: 1.7986, grad_norm: 10.5691 2021-03-26 19:21:49,907 - mmaction - INFO - Epoch [28][880/1320] lr: 2.000e-03, eta: 6:21:27, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.5207, top5_acc: 0.7848, loss_cls: 1.9068, loss: 1.9068, grad_norm: 10.9906 2021-03-26 19:22:05,295 - mmaction - INFO - Epoch [28][900/1320] lr: 2.000e-03, eta: 6:21:11, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.5441, top5_acc: 0.7910, loss_cls: 1.8072, loss: 1.8072, grad_norm: 10.6440 2021-03-26 19:22:20,525 - mmaction - INFO - Epoch [28][920/1320] lr: 2.000e-03, eta: 6:20:56, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7715, loss_cls: 1.8872, loss: 1.8872, grad_norm: 10.7257 2021-03-26 19:22:35,833 - mmaction - INFO - Epoch [28][940/1320] lr: 2.000e-03, eta: 6:20:40, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7777, loss_cls: 1.8527, loss: 1.8527, grad_norm: 10.1260 2021-03-26 19:22:51,136 - mmaction - INFO - Epoch [28][960/1320] lr: 2.000e-03, eta: 6:20:24, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7855, loss_cls: 1.8744, loss: 1.8744, grad_norm: 10.7272 2021-03-26 19:23:06,371 - mmaction - INFO - Epoch [28][980/1320] lr: 2.000e-03, eta: 6:20:08, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5215, top5_acc: 0.7824, loss_cls: 1.8839, loss: 1.8839, grad_norm: 10.6377 2021-03-26 19:23:21,524 - mmaction - INFO - Epoch [28][1000/1320] lr: 2.000e-03, eta: 6:19:53, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7762, loss_cls: 1.8860, loss: 1.8860, grad_norm: 10.7536 2021-03-26 19:23:36,840 - mmaction - INFO - Epoch [28][1020/1320] lr: 2.000e-03, eta: 6:19:37, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.5301, top5_acc: 0.7734, loss_cls: 1.8756, loss: 1.8756, grad_norm: 10.6013 2021-03-26 19:23:52,190 - mmaction - INFO - Epoch [28][1040/1320] lr: 2.000e-03, eta: 6:19:21, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.5504, top5_acc: 0.7895, loss_cls: 1.8127, loss: 1.8127, grad_norm: 10.3600 2021-03-26 19:24:07,411 - mmaction - INFO - Epoch [28][1060/1320] lr: 2.000e-03, eta: 6:19:05, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5418, top5_acc: 0.7770, loss_cls: 1.8412, loss: 1.8412, grad_norm: 10.7280 2021-03-26 19:24:22,591 - mmaction - INFO - Epoch [28][1080/1320] lr: 2.000e-03, eta: 6:18:50, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5387, top5_acc: 0.7711, loss_cls: 1.8809, loss: 1.8809, grad_norm: 10.6887 2021-03-26 19:24:37,975 - mmaction - INFO - Epoch [28][1100/1320] lr: 2.000e-03, eta: 6:18:34, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5320, top5_acc: 0.7848, loss_cls: 1.8519, loss: 1.8519, grad_norm: 10.5299 2021-03-26 19:24:53,182 - mmaction - INFO - Epoch [28][1120/1320] lr: 2.000e-03, eta: 6:18:18, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7773, loss_cls: 1.8670, loss: 1.8670, grad_norm: 10.4556 2021-03-26 19:25:08,358 - mmaction - INFO - Epoch [28][1140/1320] lr: 2.000e-03, eta: 6:18:02, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5504, top5_acc: 0.7840, loss_cls: 1.8117, loss: 1.8117, grad_norm: 10.2549 2021-03-26 19:25:23,669 - mmaction - INFO - Epoch [28][1160/1320] lr: 2.000e-03, eta: 6:17:47, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5258, top5_acc: 0.7684, loss_cls: 1.9265, loss: 1.9265, grad_norm: 10.8371 2021-03-26 19:25:38,907 - mmaction - INFO - Epoch [28][1180/1320] lr: 2.000e-03, eta: 6:17:31, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5328, top5_acc: 0.7785, loss_cls: 1.8765, loss: 1.8765, grad_norm: 10.5398 2021-03-26 19:25:54,091 - mmaction - INFO - Epoch [28][1200/1320] lr: 2.000e-03, eta: 6:17:15, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.5453, top5_acc: 0.7852, loss_cls: 1.7839, loss: 1.7839, grad_norm: 10.1819 2021-03-26 19:26:09,353 - mmaction - INFO - Epoch [28][1220/1320] lr: 2.000e-03, eta: 6:16:59, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7848, loss_cls: 1.8570, loss: 1.8570, grad_norm: 10.7725 2021-03-26 19:26:24,687 - mmaction - INFO - Epoch [28][1240/1320] lr: 2.000e-03, eta: 6:16:44, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5348, top5_acc: 0.7836, loss_cls: 1.8385, loss: 1.8385, grad_norm: 10.2384 2021-03-26 19:26:40,046 - mmaction - INFO - Epoch [28][1260/1320] lr: 2.000e-03, eta: 6:16:28, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5340, top5_acc: 0.7688, loss_cls: 1.8917, loss: 1.8917, grad_norm: 10.3983 2021-03-26 19:26:55,281 - mmaction - INFO - Epoch [28][1280/1320] lr: 2.000e-03, eta: 6:16:12, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5445, top5_acc: 0.7906, loss_cls: 1.7984, loss: 1.7984, grad_norm: 10.7313 2021-03-26 19:27:10,637 - mmaction - INFO - Epoch [28][1300/1320] lr: 2.000e-03, eta: 6:15:57, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.5215, top5_acc: 0.7637, loss_cls: 1.9421, loss: 1.9421, grad_norm: 10.2865 2021-03-26 19:27:25,597 - mmaction - INFO - Epoch [28][1320/1320] lr: 2.000e-03, eta: 6:15:41, time: 0.749, data_time: 0.003, memory: 11010, top1_acc: 0.5353, top5_acc: 0.7833, loss_cls: 1.8786, loss: 1.8786, grad_norm: 10.4521 2021-03-26 19:27:26,517 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-26 19:29:04,665 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 19:29:05,018 - mmaction - INFO - top1_acc 0.4076 top5_acc 0.6924 2021-03-26 19:29:05,019 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 19:29:05,041 - mmaction - INFO - mean_acc 0.3389 2021-03-26 19:29:05,048 - mmaction - INFO - Epoch(val) [28][1320] top1_acc: 0.4076, top5_acc: 0.6924, mean_class_accuracy: 0.3389 2021-03-26 19:29:05,051 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 19:29:46,823 - mmaction - INFO - Epoch [29][20/1320] lr: 2.000e-03, eta: 6:15:46, time: 2.088, data_time: 1.328, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7828, loss_cls: 1.8361, loss: 1.8361, grad_norm: 10.5615 2021-03-26 19:30:01,893 - mmaction - INFO - Epoch [29][40/1320] lr: 2.000e-03, eta: 6:15:30, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5496, top5_acc: 0.8008, loss_cls: 1.7785, loss: 1.7785, grad_norm: 10.5497 2021-03-26 19:30:16,956 - mmaction - INFO - Epoch [29][60/1320] lr: 2.000e-03, eta: 6:15:14, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5375, top5_acc: 0.8027, loss_cls: 1.7762, loss: 1.7762, grad_norm: 10.7991 2021-03-26 19:30:32,007 - mmaction - INFO - Epoch [29][80/1320] lr: 2.000e-03, eta: 6:14:58, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5531, top5_acc: 0.8020, loss_cls: 1.7746, loss: 1.7746, grad_norm: 10.8184 2021-03-26 19:30:47,101 - mmaction - INFO - Epoch [29][100/1320] lr: 2.000e-03, eta: 6:14:42, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.5453, top5_acc: 0.7910, loss_cls: 1.8047, loss: 1.8047, grad_norm: 10.3829 2021-03-26 19:31:02,153 - mmaction - INFO - Epoch [29][120/1320] lr: 2.000e-03, eta: 6:14:26, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5473, top5_acc: 0.7930, loss_cls: 1.7759, loss: 1.7759, grad_norm: 10.7242 2021-03-26 19:31:17,240 - mmaction - INFO - Epoch [29][140/1320] lr: 2.000e-03, eta: 6:14:10, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7891, loss_cls: 1.8328, loss: 1.8328, grad_norm: 10.7947 2021-03-26 19:31:32,339 - mmaction - INFO - Epoch [29][160/1320] lr: 2.000e-03, eta: 6:13:54, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.5469, top5_acc: 0.7988, loss_cls: 1.7814, loss: 1.7814, grad_norm: 10.5787 2021-03-26 19:31:47,396 - mmaction - INFO - Epoch [29][180/1320] lr: 2.000e-03, eta: 6:13:39, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5461, top5_acc: 0.8008, loss_cls: 1.7829, loss: 1.7829, grad_norm: 10.9042 2021-03-26 19:32:02,475 - mmaction - INFO - Epoch [29][200/1320] lr: 2.000e-03, eta: 6:13:23, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7887, loss_cls: 1.8259, loss: 1.8259, grad_norm: 10.8000 2021-03-26 19:32:17,662 - mmaction - INFO - Epoch [29][220/1320] lr: 2.000e-03, eta: 6:13:07, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5168, top5_acc: 0.7832, loss_cls: 1.8684, loss: 1.8684, grad_norm: 11.0193 2021-03-26 19:32:32,767 - mmaction - INFO - Epoch [29][240/1320] lr: 2.000e-03, eta: 6:12:51, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5320, top5_acc: 0.7906, loss_cls: 1.8274, loss: 1.8274, grad_norm: 10.7492 2021-03-26 19:32:47,980 - mmaction - INFO - Epoch [29][260/1320] lr: 2.000e-03, eta: 6:12:35, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7957, loss_cls: 1.8255, loss: 1.8255, grad_norm: 10.7535 2021-03-26 19:33:03,165 - mmaction - INFO - Epoch [29][280/1320] lr: 2.000e-03, eta: 6:12:19, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5250, top5_acc: 0.7832, loss_cls: 1.8602, loss: 1.8602, grad_norm: 10.4778 2021-03-26 19:33:18,415 - mmaction - INFO - Epoch [29][300/1320] lr: 2.000e-03, eta: 6:12:04, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5242, top5_acc: 0.7777, loss_cls: 1.8783, loss: 1.8783, grad_norm: 11.0073 2021-03-26 19:33:33,709 - mmaction - INFO - Epoch [29][320/1320] lr: 2.000e-03, eta: 6:11:48, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5492, top5_acc: 0.7754, loss_cls: 1.8297, loss: 1.8297, grad_norm: 10.3623 2021-03-26 19:33:48,912 - mmaction - INFO - Epoch [29][340/1320] lr: 2.000e-03, eta: 6:11:32, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.5359, top5_acc: 0.7809, loss_cls: 1.8571, loss: 1.8571, grad_norm: 10.8740 2021-03-26 19:34:04,100 - mmaction - INFO - Epoch [29][360/1320] lr: 2.000e-03, eta: 6:11:16, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5453, top5_acc: 0.7797, loss_cls: 1.8084, loss: 1.8084, grad_norm: 10.4105 2021-03-26 19:34:19,325 - mmaction - INFO - Epoch [29][380/1320] lr: 2.000e-03, eta: 6:11:01, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5527, top5_acc: 0.7914, loss_cls: 1.7899, loss: 1.7899, grad_norm: 10.7887 2021-03-26 19:34:34,612 - mmaction - INFO - Epoch [29][400/1320] lr: 2.000e-03, eta: 6:10:45, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.5426, top5_acc: 0.7859, loss_cls: 1.8108, loss: 1.8108, grad_norm: 10.6802 2021-03-26 19:34:49,705 - mmaction - INFO - Epoch [29][420/1320] lr: 2.000e-03, eta: 6:10:29, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5590, top5_acc: 0.7953, loss_cls: 1.7822, loss: 1.7822, grad_norm: 10.6683 2021-03-26 19:35:05,005 - mmaction - INFO - Epoch [29][440/1320] lr: 2.000e-03, eta: 6:10:13, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5418, top5_acc: 0.7785, loss_cls: 1.8222, loss: 1.8222, grad_norm: 10.7242 2021-03-26 19:35:20,342 - mmaction - INFO - Epoch [29][460/1320] lr: 2.000e-03, eta: 6:09:58, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7988, loss_cls: 1.7981, loss: 1.7981, grad_norm: 10.7221 2021-03-26 19:35:35,661 - mmaction - INFO - Epoch [29][480/1320] lr: 2.000e-03, eta: 6:09:42, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.5172, top5_acc: 0.7832, loss_cls: 1.8893, loss: 1.8893, grad_norm: 10.5664 2021-03-26 19:35:50,817 - mmaction - INFO - Epoch [29][500/1320] lr: 2.000e-03, eta: 6:09:26, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7836, loss_cls: 1.8300, loss: 1.8300, grad_norm: 10.7004 2021-03-26 19:36:06,128 - mmaction - INFO - Epoch [29][520/1320] lr: 2.000e-03, eta: 6:09:10, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5445, top5_acc: 0.7859, loss_cls: 1.8052, loss: 1.8052, grad_norm: 10.4694 2021-03-26 19:36:21,314 - mmaction - INFO - Epoch [29][540/1320] lr: 2.000e-03, eta: 6:08:55, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5418, top5_acc: 0.7879, loss_cls: 1.8307, loss: 1.8307, grad_norm: 11.0101 2021-03-26 19:36:36,615 - mmaction - INFO - Epoch [29][560/1320] lr: 2.000e-03, eta: 6:08:39, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.5535, top5_acc: 0.8039, loss_cls: 1.7460, loss: 1.7460, grad_norm: 10.6504 2021-03-26 19:36:51,885 - mmaction - INFO - Epoch [29][580/1320] lr: 2.000e-03, eta: 6:08:23, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5406, top5_acc: 0.7895, loss_cls: 1.8096, loss: 1.8096, grad_norm: 10.6318 2021-03-26 19:37:07,162 - mmaction - INFO - Epoch [29][600/1320] lr: 2.000e-03, eta: 6:08:07, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7969, loss_cls: 1.7992, loss: 1.7992, grad_norm: 10.7144 2021-03-26 19:37:22,383 - mmaction - INFO - Epoch [29][620/1320] lr: 2.000e-03, eta: 6:07:52, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5289, top5_acc: 0.7801, loss_cls: 1.8443, loss: 1.8443, grad_norm: 10.7747 2021-03-26 19:37:37,786 - mmaction - INFO - Epoch [29][640/1320] lr: 2.000e-03, eta: 6:07:36, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.5230, top5_acc: 0.7746, loss_cls: 1.8835, loss: 1.8835, grad_norm: 10.5264 2021-03-26 19:37:52,983 - mmaction - INFO - Epoch [29][660/1320] lr: 2.000e-03, eta: 6:07:20, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.5484, top5_acc: 0.7730, loss_cls: 1.8302, loss: 1.8302, grad_norm: 10.7915 2021-03-26 19:38:08,150 - mmaction - INFO - Epoch [29][680/1320] lr: 2.000e-03, eta: 6:07:04, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5445, top5_acc: 0.7777, loss_cls: 1.8420, loss: 1.8420, grad_norm: 10.7305 2021-03-26 19:38:23,307 - mmaction - INFO - Epoch [29][700/1320] lr: 2.000e-03, eta: 6:06:49, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7879, loss_cls: 1.8163, loss: 1.8163, grad_norm: 10.5026 2021-03-26 19:38:38,595 - mmaction - INFO - Epoch [29][720/1320] lr: 2.000e-03, eta: 6:06:33, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7836, loss_cls: 1.8094, loss: 1.8094, grad_norm: 10.5901 2021-03-26 19:38:53,830 - mmaction - INFO - Epoch [29][740/1320] lr: 2.000e-03, eta: 6:06:17, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5535, top5_acc: 0.7898, loss_cls: 1.7770, loss: 1.7770, grad_norm: 10.5762 2021-03-26 19:39:09,087 - mmaction - INFO - Epoch [29][760/1320] lr: 2.000e-03, eta: 6:06:01, time: 0.763, data_time: 0.005, memory: 11010, top1_acc: 0.5363, top5_acc: 0.7859, loss_cls: 1.8263, loss: 1.8263, grad_norm: 11.0631 2021-03-26 19:39:24,313 - mmaction - INFO - Epoch [29][780/1320] lr: 2.000e-03, eta: 6:05:46, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5285, top5_acc: 0.7754, loss_cls: 1.9070, loss: 1.9070, grad_norm: 11.0480 2021-03-26 19:39:39,584 - mmaction - INFO - Epoch [29][800/1320] lr: 2.000e-03, eta: 6:05:30, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5332, top5_acc: 0.7863, loss_cls: 1.8411, loss: 1.8411, grad_norm: 10.6956 2021-03-26 19:39:54,879 - mmaction - INFO - Epoch [29][820/1320] lr: 2.000e-03, eta: 6:05:14, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5277, top5_acc: 0.7738, loss_cls: 1.8827, loss: 1.8827, grad_norm: 10.4453 2021-03-26 19:40:10,022 - mmaction - INFO - Epoch [29][840/1320] lr: 2.000e-03, eta: 6:04:58, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5387, top5_acc: 0.7914, loss_cls: 1.8113, loss: 1.8113, grad_norm: 10.7206 2021-03-26 19:40:25,387 - mmaction - INFO - Epoch [29][860/1320] lr: 2.000e-03, eta: 6:04:43, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5414, top5_acc: 0.7758, loss_cls: 1.8590, loss: 1.8590, grad_norm: 10.6342 2021-03-26 19:40:40,586 - mmaction - INFO - Epoch [29][880/1320] lr: 2.000e-03, eta: 6:04:27, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5355, top5_acc: 0.7883, loss_cls: 1.8355, loss: 1.8355, grad_norm: 10.5799 2021-03-26 19:40:55,796 - mmaction - INFO - Epoch [29][900/1320] lr: 2.000e-03, eta: 6:04:11, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7816, loss_cls: 1.8259, loss: 1.8259, grad_norm: 10.7437 2021-03-26 19:41:10,984 - mmaction - INFO - Epoch [29][920/1320] lr: 2.000e-03, eta: 6:03:55, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7887, loss_cls: 1.8385, loss: 1.8385, grad_norm: 10.5106 2021-03-26 19:41:26,177 - mmaction - INFO - Epoch [29][940/1320] lr: 2.000e-03, eta: 6:03:40, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.5488, top5_acc: 0.7891, loss_cls: 1.8310, loss: 1.8310, grad_norm: 10.4033 2021-03-26 19:41:41,445 - mmaction - INFO - Epoch [29][960/1320] lr: 2.000e-03, eta: 6:03:24, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5449, top5_acc: 0.7906, loss_cls: 1.7705, loss: 1.7705, grad_norm: 10.1684 2021-03-26 19:41:56,606 - mmaction - INFO - Epoch [29][980/1320] lr: 2.000e-03, eta: 6:03:08, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5367, top5_acc: 0.7984, loss_cls: 1.8008, loss: 1.8008, grad_norm: 10.6661 2021-03-26 19:42:12,040 - mmaction - INFO - Epoch [29][1000/1320] lr: 2.000e-03, eta: 6:02:52, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.5293, top5_acc: 0.7711, loss_cls: 1.9092, loss: 1.9092, grad_norm: 10.6502 2021-03-26 19:42:27,230 - mmaction - INFO - Epoch [29][1020/1320] lr: 2.000e-03, eta: 6:02:37, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7707, loss_cls: 1.8644, loss: 1.8644, grad_norm: 10.1815 2021-03-26 19:42:42,462 - mmaction - INFO - Epoch [29][1040/1320] lr: 2.000e-03, eta: 6:02:21, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5379, top5_acc: 0.7805, loss_cls: 1.8504, loss: 1.8504, grad_norm: 10.6479 2021-03-26 19:42:57,693 - mmaction - INFO - Epoch [29][1060/1320] lr: 2.000e-03, eta: 6:02:05, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.5469, top5_acc: 0.7996, loss_cls: 1.7957, loss: 1.7957, grad_norm: 10.8229 2021-03-26 19:43:12,941 - mmaction - INFO - Epoch [29][1080/1320] lr: 2.000e-03, eta: 6:01:49, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.5184, top5_acc: 0.7754, loss_cls: 1.9188, loss: 1.9188, grad_norm: 10.6758 2021-03-26 19:43:28,126 - mmaction - INFO - Epoch [29][1100/1320] lr: 2.000e-03, eta: 6:01:34, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5586, top5_acc: 0.7937, loss_cls: 1.7698, loss: 1.7698, grad_norm: 10.8054 2021-03-26 19:43:43,453 - mmaction - INFO - Epoch [29][1120/1320] lr: 2.000e-03, eta: 6:01:18, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5449, top5_acc: 0.7926, loss_cls: 1.7473, loss: 1.7473, grad_norm: 10.6202 2021-03-26 19:43:58,719 - mmaction - INFO - Epoch [29][1140/1320] lr: 2.000e-03, eta: 6:01:02, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5426, top5_acc: 0.7898, loss_cls: 1.8281, loss: 1.8281, grad_norm: 10.2999 2021-03-26 19:44:13,986 - mmaction - INFO - Epoch [29][1160/1320] lr: 2.000e-03, eta: 6:00:47, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5387, top5_acc: 0.7852, loss_cls: 1.8431, loss: 1.8431, grad_norm: 10.4579 2021-03-26 19:44:29,303 - mmaction - INFO - Epoch [29][1180/1320] lr: 2.000e-03, eta: 6:00:31, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5289, top5_acc: 0.7805, loss_cls: 1.8966, loss: 1.8966, grad_norm: 10.3621 2021-03-26 19:44:44,556 - mmaction - INFO - Epoch [29][1200/1320] lr: 2.000e-03, eta: 6:00:15, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7727, loss_cls: 1.8780, loss: 1.8780, grad_norm: 10.7568 2021-03-26 19:44:59,737 - mmaction - INFO - Epoch [29][1220/1320] lr: 2.000e-03, eta: 5:59:59, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.5355, top5_acc: 0.7949, loss_cls: 1.8034, loss: 1.8034, grad_norm: 10.6860 2021-03-26 19:45:14,839 - mmaction - INFO - Epoch [29][1240/1320] lr: 2.000e-03, eta: 5:59:43, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.5254, top5_acc: 0.7672, loss_cls: 1.8983, loss: 1.8983, grad_norm: 10.7004 2021-03-26 19:45:30,002 - mmaction - INFO - Epoch [29][1260/1320] lr: 2.000e-03, eta: 5:59:28, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.5406, top5_acc: 0.7789, loss_cls: 1.8718, loss: 1.8718, grad_norm: 10.2733 2021-03-26 19:45:45,287 - mmaction - INFO - Epoch [29][1280/1320] lr: 2.000e-03, eta: 5:59:12, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5496, top5_acc: 0.7984, loss_cls: 1.8167, loss: 1.8167, grad_norm: 10.4446 2021-03-26 19:46:00,449 - mmaction - INFO - Epoch [29][1300/1320] lr: 2.000e-03, eta: 5:58:56, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5414, top5_acc: 0.7828, loss_cls: 1.8306, loss: 1.8306, grad_norm: 10.4684 2021-03-26 19:46:15,222 - mmaction - INFO - Epoch [29][1320/1320] lr: 2.000e-03, eta: 5:58:40, time: 0.739, data_time: 0.003, memory: 11010, top1_acc: 0.5460, top5_acc: 0.7766, loss_cls: 1.8383, loss: 1.8383, grad_norm: 10.5719 2021-03-26 19:46:16,150 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-26 19:47:53,025 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 19:47:53,378 - mmaction - INFO - top1_acc 0.4058 top5_acc 0.6894 2021-03-26 19:47:53,378 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 19:47:53,401 - mmaction - INFO - mean_acc 0.3428 2021-03-26 19:47:53,409 - mmaction - INFO - Epoch(val) [29][1320] top1_acc: 0.4058, top5_acc: 0.6894, mean_class_accuracy: 0.3428 2021-03-26 19:47:53,411 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 19:48:40,012 - mmaction - INFO - Epoch [30][20/1320] lr: 2.000e-03, eta: 5:58:47, time: 2.328, data_time: 1.434, memory: 11010, top1_acc: 0.5551, top5_acc: 0.7996, loss_cls: 1.7694, loss: 1.7694, grad_norm: 10.8742 2021-03-26 19:48:54,870 - mmaction - INFO - Epoch [30][40/1320] lr: 2.000e-03, eta: 5:58:31, time: 0.744, data_time: 0.002, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7809, loss_cls: 1.8497, loss: 1.8497, grad_norm: 10.7402 2021-03-26 19:49:09,903 - mmaction - INFO - Epoch [30][60/1320] lr: 2.000e-03, eta: 5:58:15, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5430, top5_acc: 0.8035, loss_cls: 1.7681, loss: 1.7681, grad_norm: 10.9057 2021-03-26 19:49:24,833 - mmaction - INFO - Epoch [30][80/1320] lr: 2.000e-03, eta: 5:57:59, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.5430, top5_acc: 0.7852, loss_cls: 1.8452, loss: 1.8452, grad_norm: 10.4815 2021-03-26 19:49:39,871 - mmaction - INFO - Epoch [30][100/1320] lr: 2.000e-03, eta: 5:57:43, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.5496, top5_acc: 0.7996, loss_cls: 1.7499, loss: 1.7499, grad_norm: 10.7300 2021-03-26 19:49:54,945 - mmaction - INFO - Epoch [30][120/1320] lr: 2.000e-03, eta: 5:57:27, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.5590, top5_acc: 0.7984, loss_cls: 1.7557, loss: 1.7557, grad_norm: 10.7934 2021-03-26 19:50:10,023 - mmaction - INFO - Epoch [30][140/1320] lr: 2.000e-03, eta: 5:57:11, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.5672, top5_acc: 0.8027, loss_cls: 1.7120, loss: 1.7120, grad_norm: 10.6475 2021-03-26 19:50:25,074 - mmaction - INFO - Epoch [30][160/1320] lr: 2.000e-03, eta: 5:56:56, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7879, loss_cls: 1.8291, loss: 1.8291, grad_norm: 10.6328 2021-03-26 19:50:40,162 - mmaction - INFO - Epoch [30][180/1320] lr: 2.000e-03, eta: 5:56:40, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5598, top5_acc: 0.7965, loss_cls: 1.7448, loss: 1.7448, grad_norm: 10.8528 2021-03-26 19:50:55,184 - mmaction - INFO - Epoch [30][200/1320] lr: 2.000e-03, eta: 5:56:24, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.5602, top5_acc: 0.8023, loss_cls: 1.7306, loss: 1.7306, grad_norm: 10.8493 2021-03-26 19:51:10,264 - mmaction - INFO - Epoch [30][220/1320] lr: 2.000e-03, eta: 5:56:08, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.5437, top5_acc: 0.7855, loss_cls: 1.8219, loss: 1.8219, grad_norm: 10.3922 2021-03-26 19:51:25,487 - mmaction - INFO - Epoch [30][240/1320] lr: 2.000e-03, eta: 5:55:52, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.5340, top5_acc: 0.7863, loss_cls: 1.8236, loss: 1.8236, grad_norm: 10.9707 2021-03-26 19:51:40,708 - mmaction - INFO - Epoch [30][260/1320] lr: 2.000e-03, eta: 5:55:36, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5309, top5_acc: 0.7809, loss_cls: 1.8541, loss: 1.8541, grad_norm: 10.7569 2021-03-26 19:51:55,802 - mmaction - INFO - Epoch [30][280/1320] lr: 2.000e-03, eta: 5:55:21, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.5523, top5_acc: 0.7922, loss_cls: 1.7930, loss: 1.7930, grad_norm: 10.4072 2021-03-26 19:52:11,006 - mmaction - INFO - Epoch [30][300/1320] lr: 2.000e-03, eta: 5:55:05, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7980, loss_cls: 1.8077, loss: 1.8077, grad_norm: 10.6357 2021-03-26 19:52:26,334 - mmaction - INFO - Epoch [30][320/1320] lr: 2.000e-03, eta: 5:54:49, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.5496, top5_acc: 0.7820, loss_cls: 1.8086, loss: 1.8086, grad_norm: 10.4391 2021-03-26 19:52:41,478 - mmaction - INFO - Epoch [30][340/1320] lr: 2.000e-03, eta: 5:54:33, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5484, top5_acc: 0.7930, loss_cls: 1.7706, loss: 1.7706, grad_norm: 10.9061 2021-03-26 19:52:56,630 - mmaction - INFO - Epoch [30][360/1320] lr: 2.000e-03, eta: 5:54:17, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.5484, top5_acc: 0.7879, loss_cls: 1.7903, loss: 1.7903, grad_norm: 10.9186 2021-03-26 19:53:11,745 - mmaction - INFO - Epoch [30][380/1320] lr: 2.000e-03, eta: 5:54:02, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.5586, top5_acc: 0.7930, loss_cls: 1.7860, loss: 1.7860, grad_norm: 10.3627 2021-03-26 19:53:26,917 - mmaction - INFO - Epoch [30][400/1320] lr: 2.000e-03, eta: 5:53:46, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.5398, top5_acc: 0.7828, loss_cls: 1.8542, loss: 1.8542, grad_norm: 10.8261 2021-03-26 19:53:42,105 - mmaction - INFO - Epoch [30][420/1320] lr: 2.000e-03, eta: 5:53:30, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5504, top5_acc: 0.7969, loss_cls: 1.8087, loss: 1.8087, grad_norm: 10.6630 2021-03-26 19:53:57,226 - mmaction - INFO - Epoch [30][440/1320] lr: 2.000e-03, eta: 5:53:14, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5645, top5_acc: 0.8090, loss_cls: 1.7430, loss: 1.7430, grad_norm: 10.2820 2021-03-26 19:54:12,491 - mmaction - INFO - Epoch [30][460/1320] lr: 2.000e-03, eta: 5:52:58, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5555, top5_acc: 0.7941, loss_cls: 1.7901, loss: 1.7901, grad_norm: 10.8906 2021-03-26 19:54:27,710 - mmaction - INFO - Epoch [30][480/1320] lr: 2.000e-03, eta: 5:52:43, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5430, top5_acc: 0.7832, loss_cls: 1.8410, loss: 1.8410, grad_norm: 10.7685 2021-03-26 19:54:43,055 - mmaction - INFO - Epoch [30][500/1320] lr: 2.000e-03, eta: 5:52:27, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.5570, top5_acc: 0.8012, loss_cls: 1.7623, loss: 1.7623, grad_norm: 10.8838 2021-03-26 19:54:58,226 - mmaction - INFO - Epoch [30][520/1320] lr: 2.000e-03, eta: 5:52:11, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5270, top5_acc: 0.7746, loss_cls: 1.8965, loss: 1.8965, grad_norm: 10.9221 2021-03-26 19:55:13,452 - mmaction - INFO - Epoch [30][540/1320] lr: 2.000e-03, eta: 5:51:55, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7883, loss_cls: 1.8359, loss: 1.8359, grad_norm: 10.9662 2021-03-26 19:55:28,890 - mmaction - INFO - Epoch [30][560/1320] lr: 2.000e-03, eta: 5:51:40, time: 0.772, data_time: 0.003, memory: 11010, top1_acc: 0.5563, top5_acc: 0.7934, loss_cls: 1.8076, loss: 1.8076, grad_norm: 10.6789 2021-03-26 19:55:44,172 - mmaction - INFO - Epoch [30][580/1320] lr: 2.000e-03, eta: 5:51:24, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.5543, top5_acc: 0.8082, loss_cls: 1.7572, loss: 1.7572, grad_norm: 10.5909 2021-03-26 19:55:59,459 - mmaction - INFO - Epoch [30][600/1320] lr: 2.000e-03, eta: 5:51:08, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7773, loss_cls: 1.8556, loss: 1.8556, grad_norm: 10.4969 2021-03-26 19:56:14,829 - mmaction - INFO - Epoch [30][620/1320] lr: 2.000e-03, eta: 5:50:53, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5469, top5_acc: 0.7918, loss_cls: 1.8230, loss: 1.8230, grad_norm: 10.6851 2021-03-26 19:56:29,979 - mmaction - INFO - Epoch [30][640/1320] lr: 2.000e-03, eta: 5:50:37, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5543, top5_acc: 0.7867, loss_cls: 1.7762, loss: 1.7762, grad_norm: 11.0774 2021-03-26 19:56:45,232 - mmaction - INFO - Epoch [30][660/1320] lr: 2.000e-03, eta: 5:50:21, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.5457, top5_acc: 0.7777, loss_cls: 1.8368, loss: 1.8368, grad_norm: 10.3555 2021-03-26 19:57:00,603 - mmaction - INFO - Epoch [30][680/1320] lr: 2.000e-03, eta: 5:50:06, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5441, top5_acc: 0.7945, loss_cls: 1.8225, loss: 1.8225, grad_norm: 10.9508 2021-03-26 19:57:15,809 - mmaction - INFO - Epoch [30][700/1320] lr: 2.000e-03, eta: 5:49:50, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5406, top5_acc: 0.7820, loss_cls: 1.8349, loss: 1.8349, grad_norm: 10.9084 2021-03-26 19:57:31,157 - mmaction - INFO - Epoch [30][720/1320] lr: 2.000e-03, eta: 5:49:34, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.5430, top5_acc: 0.7867, loss_cls: 1.7876, loss: 1.7876, grad_norm: 10.8045 2021-03-26 19:57:46,346 - mmaction - INFO - Epoch [30][740/1320] lr: 2.000e-03, eta: 5:49:18, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.5484, top5_acc: 0.8063, loss_cls: 1.7615, loss: 1.7615, grad_norm: 10.7082 2021-03-26 19:58:01,678 - mmaction - INFO - Epoch [30][760/1320] lr: 2.000e-03, eta: 5:49:03, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5324, top5_acc: 0.7844, loss_cls: 1.8469, loss: 1.8469, grad_norm: 11.2579 2021-03-26 19:58:16,943 - mmaction - INFO - Epoch [30][780/1320] lr: 2.000e-03, eta: 5:48:47, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5516, top5_acc: 0.8020, loss_cls: 1.7612, loss: 1.7612, grad_norm: 10.6748 2021-03-26 19:58:32,218 - mmaction - INFO - Epoch [30][800/1320] lr: 2.000e-03, eta: 5:48:31, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5383, top5_acc: 0.7773, loss_cls: 1.8916, loss: 1.8916, grad_norm: 10.4423 2021-03-26 19:58:47,554 - mmaction - INFO - Epoch [30][820/1320] lr: 2.000e-03, eta: 5:48:16, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.5461, top5_acc: 0.7902, loss_cls: 1.8328, loss: 1.8328, grad_norm: 10.6338 2021-03-26 19:59:02,812 - mmaction - INFO - Epoch [30][840/1320] lr: 2.000e-03, eta: 5:48:00, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5266, top5_acc: 0.7617, loss_cls: 1.9030, loss: 1.9030, grad_norm: 10.6316 2021-03-26 19:59:18,106 - mmaction - INFO - Epoch [30][860/1320] lr: 2.000e-03, eta: 5:47:44, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5375, top5_acc: 0.7953, loss_cls: 1.8086, loss: 1.8086, grad_norm: 10.7238 2021-03-26 19:59:33,428 - mmaction - INFO - Epoch [30][880/1320] lr: 2.000e-03, eta: 5:47:28, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.5469, top5_acc: 0.7812, loss_cls: 1.8314, loss: 1.8314, grad_norm: 10.4116 2021-03-26 19:59:48,577 - mmaction - INFO - Epoch [30][900/1320] lr: 2.000e-03, eta: 5:47:13, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.5434, top5_acc: 0.7910, loss_cls: 1.8227, loss: 1.8227, grad_norm: 10.5159 2021-03-26 20:00:03,784 - mmaction - INFO - Epoch [30][920/1320] lr: 2.000e-03, eta: 5:46:57, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.5262, top5_acc: 0.7812, loss_cls: 1.8634, loss: 1.8634, grad_norm: 10.8136 2021-03-26 20:00:18,990 - mmaction - INFO - Epoch [30][940/1320] lr: 2.000e-03, eta: 5:46:41, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5340, top5_acc: 0.7793, loss_cls: 1.8417, loss: 1.8417, grad_norm: 10.4916 2021-03-26 20:00:34,198 - mmaction - INFO - Epoch [30][960/1320] lr: 2.000e-03, eta: 5:46:25, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5391, top5_acc: 0.7867, loss_cls: 1.8497, loss: 1.8497, grad_norm: 10.4732 2021-03-26 20:00:49,363 - mmaction - INFO - Epoch [30][980/1320] lr: 2.000e-03, eta: 5:46:10, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.5441, top5_acc: 0.7824, loss_cls: 1.8059, loss: 1.8059, grad_norm: 10.8479 2021-03-26 20:01:04,551 - mmaction - INFO - Epoch [30][1000/1320] lr: 2.000e-03, eta: 5:45:54, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.5430, top5_acc: 0.8035, loss_cls: 1.7892, loss: 1.7892, grad_norm: 10.7579 2021-03-26 20:01:19,736 - mmaction - INFO - Epoch [30][1020/1320] lr: 2.000e-03, eta: 5:45:38, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5496, top5_acc: 0.7859, loss_cls: 1.8275, loss: 1.8275, grad_norm: 10.8456 2021-03-26 20:01:34,916 - mmaction - INFO - Epoch [30][1040/1320] lr: 2.000e-03, eta: 5:45:22, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5539, top5_acc: 0.7902, loss_cls: 1.8050, loss: 1.8050, grad_norm: 10.6075 2021-03-26 20:01:50,130 - mmaction - INFO - Epoch [30][1060/1320] lr: 2.000e-03, eta: 5:45:07, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5219, top5_acc: 0.7859, loss_cls: 1.8962, loss: 1.8962, grad_norm: 11.0435 2021-03-26 20:02:05,347 - mmaction - INFO - Epoch [30][1080/1320] lr: 2.000e-03, eta: 5:44:51, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.5379, top5_acc: 0.7867, loss_cls: 1.8382, loss: 1.8382, grad_norm: 10.5954 2021-03-26 20:02:20,634 - mmaction - INFO - Epoch [30][1100/1320] lr: 2.000e-03, eta: 5:44:35, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.5227, top5_acc: 0.7770, loss_cls: 1.8906, loss: 1.8906, grad_norm: 11.2801 2021-03-26 20:02:35,812 - mmaction - INFO - Epoch [30][1120/1320] lr: 2.000e-03, eta: 5:44:19, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5387, top5_acc: 0.7984, loss_cls: 1.8157, loss: 1.8157, grad_norm: 10.6403 2021-03-26 20:02:51,017 - mmaction - INFO - Epoch [30][1140/1320] lr: 2.000e-03, eta: 5:44:04, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5336, top5_acc: 0.7965, loss_cls: 1.8086, loss: 1.8086, grad_norm: 10.7489 2021-03-26 20:03:06,273 - mmaction - INFO - Epoch [30][1160/1320] lr: 2.000e-03, eta: 5:43:48, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.5348, top5_acc: 0.7797, loss_cls: 1.8684, loss: 1.8684, grad_norm: 10.4300 2021-03-26 20:03:21,564 - mmaction - INFO - Epoch [30][1180/1320] lr: 2.000e-03, eta: 5:43:32, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5328, top5_acc: 0.7891, loss_cls: 1.8148, loss: 1.8148, grad_norm: 10.5263 2021-03-26 20:03:36,841 - mmaction - INFO - Epoch [30][1200/1320] lr: 2.000e-03, eta: 5:43:16, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.5379, top5_acc: 0.7883, loss_cls: 1.8331, loss: 1.8331, grad_norm: 10.4270 2021-03-26 20:03:51,982 - mmaction - INFO - Epoch [30][1220/1320] lr: 2.000e-03, eta: 5:43:01, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.8549, loss: 1.8549, grad_norm: 10.8972 2021-03-26 20:04:07,220 - mmaction - INFO - Epoch [30][1240/1320] lr: 2.000e-03, eta: 5:42:45, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.5410, top5_acc: 0.7766, loss_cls: 1.8773, loss: 1.8773, grad_norm: 10.6354 2021-03-26 20:04:22,461 - mmaction - INFO - Epoch [30][1260/1320] lr: 2.000e-03, eta: 5:42:29, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.5453, top5_acc: 0.7781, loss_cls: 1.8492, loss: 1.8492, grad_norm: 10.1305 2021-03-26 20:04:37,729 - mmaction - INFO - Epoch [30][1280/1320] lr: 2.000e-03, eta: 5:42:13, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.5500, top5_acc: 0.7852, loss_cls: 1.8410, loss: 1.8410, grad_norm: 10.6077 2021-03-26 20:04:53,062 - mmaction - INFO - Epoch [30][1300/1320] lr: 2.000e-03, eta: 5:41:58, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.5621, top5_acc: 0.8051, loss_cls: 1.7383, loss: 1.7383, grad_norm: 10.5227 2021-03-26 20:05:07,976 - mmaction - INFO - Epoch [30][1320/1320] lr: 2.000e-03, eta: 5:41:42, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.5337, top5_acc: 0.7992, loss_cls: 1.7687, loss: 1.7687, grad_norm: 10.7991 2021-03-26 20:05:10,384 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-26 20:06:47,565 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 20:06:47,921 - mmaction - INFO - top1_acc 0.4030 top5_acc 0.6950 2021-03-26 20:06:47,921 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 20:06:47,943 - mmaction - INFO - mean_acc 0.3283 2021-03-26 20:06:47,951 - mmaction - INFO - Epoch(val) [30][1320] top1_acc: 0.4030, top5_acc: 0.6950, mean_class_accuracy: 0.3283 2021-03-26 20:06:47,954 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 20:07:34,642 - mmaction - INFO - Epoch [31][20/1320] lr: 2.000e-04, eta: 5:41:47, time: 2.333, data_time: 1.563, memory: 11010, top1_acc: 0.5684, top5_acc: 0.8035, loss_cls: 1.6995, loss: 1.6995, grad_norm: 10.1019 2021-03-26 20:07:49,548 - mmaction - INFO - Epoch [31][40/1320] lr: 2.000e-04, eta: 5:41:31, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.5742, top5_acc: 0.8156, loss_cls: 1.6615, loss: 1.6615, grad_norm: 10.1298 2021-03-26 20:08:04,459 - mmaction - INFO - Epoch [31][60/1320] lr: 2.000e-04, eta: 5:41:15, time: 0.745, data_time: 0.001, memory: 11010, top1_acc: 0.5891, top5_acc: 0.8203, loss_cls: 1.6051, loss: 1.6051, grad_norm: 10.3273 2021-03-26 20:08:19,540 - mmaction - INFO - Epoch [31][80/1320] lr: 2.000e-04, eta: 5:40:59, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5898, top5_acc: 0.8152, loss_cls: 1.6199, loss: 1.6199, grad_norm: 9.9852 2021-03-26 20:08:34,561 - mmaction - INFO - Epoch [31][100/1320] lr: 2.000e-04, eta: 5:40:43, time: 0.751, data_time: 0.000, memory: 11010, top1_acc: 0.6059, top5_acc: 0.8172, loss_cls: 1.6016, loss: 1.6016, grad_norm: 9.5746 2021-03-26 20:08:49,554 - mmaction - INFO - Epoch [31][120/1320] lr: 2.000e-04, eta: 5:40:27, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.5988, top5_acc: 0.8262, loss_cls: 1.5539, loss: 1.5539, grad_norm: 9.6772 2021-03-26 20:09:04,591 - mmaction - INFO - Epoch [31][140/1320] lr: 2.000e-04, eta: 5:40:12, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.5824, top5_acc: 0.8219, loss_cls: 1.6151, loss: 1.6151, grad_norm: 10.1556 2021-03-26 20:09:19,716 - mmaction - INFO - Epoch [31][160/1320] lr: 2.000e-04, eta: 5:39:56, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.5996, top5_acc: 0.8125, loss_cls: 1.5999, loss: 1.5999, grad_norm: 9.8672 2021-03-26 20:09:34,883 - mmaction - INFO - Epoch [31][180/1320] lr: 2.000e-04, eta: 5:39:40, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.5965, top5_acc: 0.8195, loss_cls: 1.5495, loss: 1.5495, grad_norm: 10.1178 2021-03-26 20:09:50,032 - mmaction - INFO - Epoch [31][200/1320] lr: 2.000e-04, eta: 5:39:24, time: 0.758, data_time: 0.004, memory: 11010, top1_acc: 0.6020, top5_acc: 0.8199, loss_cls: 1.5801, loss: 1.5801, grad_norm: 10.2467 2021-03-26 20:10:05,048 - mmaction - INFO - Epoch [31][220/1320] lr: 2.000e-04, eta: 5:39:08, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.6074, top5_acc: 0.8270, loss_cls: 1.5465, loss: 1.5465, grad_norm: 9.7998 2021-03-26 20:10:20,190 - mmaction - INFO - Epoch [31][240/1320] lr: 2.000e-04, eta: 5:38:52, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.5902, top5_acc: 0.8262, loss_cls: 1.5843, loss: 1.5843, grad_norm: 10.0919 2021-03-26 20:10:35,324 - mmaction - INFO - Epoch [31][260/1320] lr: 2.000e-04, eta: 5:38:37, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6020, top5_acc: 0.8363, loss_cls: 1.5079, loss: 1.5079, grad_norm: 9.9432 2021-03-26 20:10:50,442 - mmaction - INFO - Epoch [31][280/1320] lr: 2.000e-04, eta: 5:38:21, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6008, top5_acc: 0.8203, loss_cls: 1.5627, loss: 1.5627, grad_norm: 10.4165 2021-03-26 20:11:05,634 - mmaction - INFO - Epoch [31][300/1320] lr: 2.000e-04, eta: 5:38:05, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.5992, top5_acc: 0.8355, loss_cls: 1.5730, loss: 1.5730, grad_norm: 10.2741 2021-03-26 20:11:20,926 - mmaction - INFO - Epoch [31][320/1320] lr: 2.000e-04, eta: 5:37:49, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.5965, top5_acc: 0.8281, loss_cls: 1.5333, loss: 1.5333, grad_norm: 10.2504 2021-03-26 20:11:36,060 - mmaction - INFO - Epoch [31][340/1320] lr: 2.000e-04, eta: 5:37:33, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.5996, top5_acc: 0.8223, loss_cls: 1.5702, loss: 1.5702, grad_norm: 10.3146 2021-03-26 20:11:51,299 - mmaction - INFO - Epoch [31][360/1320] lr: 2.000e-04, eta: 5:37:18, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5969, top5_acc: 0.8270, loss_cls: 1.5687, loss: 1.5687, grad_norm: 10.3867 2021-03-26 20:12:06,505 - mmaction - INFO - Epoch [31][380/1320] lr: 2.000e-04, eta: 5:37:02, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6086, top5_acc: 0.8262, loss_cls: 1.5445, loss: 1.5445, grad_norm: 10.1385 2021-03-26 20:12:21,855 - mmaction - INFO - Epoch [31][400/1320] lr: 2.000e-04, eta: 5:36:46, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.5941, top5_acc: 0.8336, loss_cls: 1.5499, loss: 1.5499, grad_norm: 10.1287 2021-03-26 20:12:37,117 - mmaction - INFO - Epoch [31][420/1320] lr: 2.000e-04, eta: 5:36:31, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6004, top5_acc: 0.8352, loss_cls: 1.5385, loss: 1.5385, grad_norm: 10.1016 2021-03-26 20:12:52,231 - mmaction - INFO - Epoch [31][440/1320] lr: 2.000e-04, eta: 5:36:15, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.5930, top5_acc: 0.8316, loss_cls: 1.5743, loss: 1.5743, grad_norm: 10.2049 2021-03-26 20:13:07,482 - mmaction - INFO - Epoch [31][460/1320] lr: 2.000e-04, eta: 5:35:59, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.5949, top5_acc: 0.8266, loss_cls: 1.5547, loss: 1.5547, grad_norm: 10.0541 2021-03-26 20:13:22,666 - mmaction - INFO - Epoch [31][480/1320] lr: 2.000e-04, eta: 5:35:43, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6008, top5_acc: 0.8254, loss_cls: 1.5598, loss: 1.5598, grad_norm: 9.9878 2021-03-26 20:13:37,882 - mmaction - INFO - Epoch [31][500/1320] lr: 2.000e-04, eta: 5:35:27, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6070, top5_acc: 0.8301, loss_cls: 1.5125, loss: 1.5125, grad_norm: 10.1642 2021-03-26 20:13:52,990 - mmaction - INFO - Epoch [31][520/1320] lr: 2.000e-04, eta: 5:35:12, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.5895, top5_acc: 0.8262, loss_cls: 1.5942, loss: 1.5942, grad_norm: 10.3831 2021-03-26 20:14:08,415 - mmaction - INFO - Epoch [31][540/1320] lr: 2.000e-04, eta: 5:34:56, time: 0.771, data_time: 0.002, memory: 11010, top1_acc: 0.6117, top5_acc: 0.8469, loss_cls: 1.4903, loss: 1.4903, grad_norm: 10.1610 2021-03-26 20:14:23,761 - mmaction - INFO - Epoch [31][560/1320] lr: 2.000e-04, eta: 5:34:40, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6199, top5_acc: 0.8383, loss_cls: 1.5041, loss: 1.5041, grad_norm: 9.9690 2021-03-26 20:14:38,948 - mmaction - INFO - Epoch [31][580/1320] lr: 2.000e-04, eta: 5:34:25, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8430, loss_cls: 1.4737, loss: 1.4737, grad_norm: 9.9336 2021-03-26 20:14:54,210 - mmaction - INFO - Epoch [31][600/1320] lr: 2.000e-04, eta: 5:34:09, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6152, top5_acc: 0.8449, loss_cls: 1.4860, loss: 1.4860, grad_norm: 10.1230 2021-03-26 20:15:09,480 - mmaction - INFO - Epoch [31][620/1320] lr: 2.000e-04, eta: 5:33:53, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.5902, top5_acc: 0.8250, loss_cls: 1.5604, loss: 1.5604, grad_norm: 10.2950 2021-03-26 20:15:24,812 - mmaction - INFO - Epoch [31][640/1320] lr: 2.000e-04, eta: 5:33:38, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.6125, top5_acc: 0.8305, loss_cls: 1.5134, loss: 1.5134, grad_norm: 10.2828 2021-03-26 20:15:39,901 - mmaction - INFO - Epoch [31][660/1320] lr: 2.000e-04, eta: 5:33:22, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6012, top5_acc: 0.8320, loss_cls: 1.5460, loss: 1.5460, grad_norm: 10.2708 2021-03-26 20:15:55,152 - mmaction - INFO - Epoch [31][680/1320] lr: 2.000e-04, eta: 5:33:06, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6172, top5_acc: 0.8250, loss_cls: 1.5330, loss: 1.5330, grad_norm: 9.9385 2021-03-26 20:16:10,323 - mmaction - INFO - Epoch [31][700/1320] lr: 2.000e-04, eta: 5:32:50, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.5992, top5_acc: 0.8238, loss_cls: 1.5483, loss: 1.5483, grad_norm: 10.2516 2021-03-26 20:16:25,647 - mmaction - INFO - Epoch [31][720/1320] lr: 2.000e-04, eta: 5:32:34, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8387, loss_cls: 1.4767, loss: 1.4767, grad_norm: 10.0958 2021-03-26 20:16:40,825 - mmaction - INFO - Epoch [31][740/1320] lr: 2.000e-04, eta: 5:32:19, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6012, top5_acc: 0.8379, loss_cls: 1.5118, loss: 1.5118, grad_norm: 10.4203 2021-03-26 20:16:56,022 - mmaction - INFO - Epoch [31][760/1320] lr: 2.000e-04, eta: 5:32:03, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6000, top5_acc: 0.8172, loss_cls: 1.5996, loss: 1.5996, grad_norm: 10.6408 2021-03-26 20:17:11,292 - mmaction - INFO - Epoch [31][780/1320] lr: 2.000e-04, eta: 5:31:47, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6016, top5_acc: 0.8285, loss_cls: 1.5685, loss: 1.5685, grad_norm: 10.1810 2021-03-26 20:17:26,480 - mmaction - INFO - Epoch [31][800/1320] lr: 2.000e-04, eta: 5:31:31, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6137, top5_acc: 0.8301, loss_cls: 1.5443, loss: 1.5443, grad_norm: 10.2794 2021-03-26 20:17:41,739 - mmaction - INFO - Epoch [31][820/1320] lr: 2.000e-04, eta: 5:31:16, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6133, top5_acc: 0.8313, loss_cls: 1.5046, loss: 1.5046, grad_norm: 10.0836 2021-03-26 20:17:56,951 - mmaction - INFO - Epoch [31][840/1320] lr: 2.000e-04, eta: 5:31:00, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6066, top5_acc: 0.8449, loss_cls: 1.4569, loss: 1.4569, grad_norm: 10.1140 2021-03-26 20:18:12,073 - mmaction - INFO - Epoch [31][860/1320] lr: 2.000e-04, eta: 5:30:44, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8445, loss_cls: 1.4632, loss: 1.4632, grad_norm: 10.4388 2021-03-26 20:18:27,293 - mmaction - INFO - Epoch [31][880/1320] lr: 2.000e-04, eta: 5:30:28, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6152, top5_acc: 0.8395, loss_cls: 1.4898, loss: 1.4898, grad_norm: 10.5160 2021-03-26 20:18:42,599 - mmaction - INFO - Epoch [31][900/1320] lr: 2.000e-04, eta: 5:30:13, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.6070, top5_acc: 0.8344, loss_cls: 1.4992, loss: 1.4992, grad_norm: 10.5157 2021-03-26 20:18:57,814 - mmaction - INFO - Epoch [31][920/1320] lr: 2.000e-04, eta: 5:29:57, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6125, top5_acc: 0.8352, loss_cls: 1.5187, loss: 1.5187, grad_norm: 10.2593 2021-03-26 20:19:12,949 - mmaction - INFO - Epoch [31][940/1320] lr: 2.000e-04, eta: 5:29:41, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6113, top5_acc: 0.8313, loss_cls: 1.5452, loss: 1.5452, grad_norm: 10.0993 2021-03-26 20:19:28,203 - mmaction - INFO - Epoch [31][960/1320] lr: 2.000e-04, eta: 5:29:26, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8449, loss_cls: 1.4658, loss: 1.4658, grad_norm: 10.3459 2021-03-26 20:19:43,539 - mmaction - INFO - Epoch [31][980/1320] lr: 2.000e-04, eta: 5:29:10, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6090, top5_acc: 0.8266, loss_cls: 1.5096, loss: 1.5096, grad_norm: 10.2384 2021-03-26 20:19:58,795 - mmaction - INFO - Epoch [31][1000/1320] lr: 2.000e-04, eta: 5:28:54, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6160, top5_acc: 0.8355, loss_cls: 1.4954, loss: 1.4954, grad_norm: 10.2410 2021-03-26 20:20:14,084 - mmaction - INFO - Epoch [31][1020/1320] lr: 2.000e-04, eta: 5:28:38, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6074, top5_acc: 0.8258, loss_cls: 1.5373, loss: 1.5373, grad_norm: 10.4747 2021-03-26 20:20:29,303 - mmaction - INFO - Epoch [31][1040/1320] lr: 2.000e-04, eta: 5:28:23, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6246, top5_acc: 0.8313, loss_cls: 1.4765, loss: 1.4765, grad_norm: 9.9813 2021-03-26 20:20:44,612 - mmaction - INFO - Epoch [31][1060/1320] lr: 2.000e-04, eta: 5:28:07, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8453, loss_cls: 1.4445, loss: 1.4445, grad_norm: 10.1496 2021-03-26 20:20:59,828 - mmaction - INFO - Epoch [31][1080/1320] lr: 2.000e-04, eta: 5:27:51, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6082, top5_acc: 0.8285, loss_cls: 1.5288, loss: 1.5288, grad_norm: 10.2862 2021-03-26 20:21:15,073 - mmaction - INFO - Epoch [31][1100/1320] lr: 2.000e-04, eta: 5:27:36, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8414, loss_cls: 1.4340, loss: 1.4340, grad_norm: 10.2206 2021-03-26 20:21:30,389 - mmaction - INFO - Epoch [31][1120/1320] lr: 2.000e-04, eta: 5:27:20, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6219, top5_acc: 0.8527, loss_cls: 1.4645, loss: 1.4645, grad_norm: 10.3883 2021-03-26 20:21:45,604 - mmaction - INFO - Epoch [31][1140/1320] lr: 2.000e-04, eta: 5:27:04, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8520, loss_cls: 1.4190, loss: 1.4190, grad_norm: 10.2536 2021-03-26 20:22:00,853 - mmaction - INFO - Epoch [31][1160/1320] lr: 2.000e-04, eta: 5:26:48, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6145, top5_acc: 0.8313, loss_cls: 1.5124, loss: 1.5124, grad_norm: 10.3637 2021-03-26 20:22:16,111 - mmaction - INFO - Epoch [31][1180/1320] lr: 2.000e-04, eta: 5:26:33, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6086, top5_acc: 0.8328, loss_cls: 1.5239, loss: 1.5239, grad_norm: 10.4002 2021-03-26 20:22:31,314 - mmaction - INFO - Epoch [31][1200/1320] lr: 2.000e-04, eta: 5:26:17, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6188, top5_acc: 0.8406, loss_cls: 1.5038, loss: 1.5038, grad_norm: 10.2970 2021-03-26 20:22:46,585 - mmaction - INFO - Epoch [31][1220/1320] lr: 2.000e-04, eta: 5:26:01, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8477, loss_cls: 1.4141, loss: 1.4141, grad_norm: 10.1863 2021-03-26 20:23:01,846 - mmaction - INFO - Epoch [31][1240/1320] lr: 2.000e-04, eta: 5:25:46, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6156, top5_acc: 0.8273, loss_cls: 1.5193, loss: 1.5193, grad_norm: 10.3917 2021-03-26 20:23:17,105 - mmaction - INFO - Epoch [31][1260/1320] lr: 2.000e-04, eta: 5:25:30, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6207, top5_acc: 0.8297, loss_cls: 1.4969, loss: 1.4969, grad_norm: 10.2447 2021-03-26 20:23:32,302 - mmaction - INFO - Epoch [31][1280/1320] lr: 2.000e-04, eta: 5:25:14, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6117, top5_acc: 0.8352, loss_cls: 1.5159, loss: 1.5159, grad_norm: 10.5099 2021-03-26 20:23:47,514 - mmaction - INFO - Epoch [31][1300/1320] lr: 2.000e-04, eta: 5:24:58, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6168, top5_acc: 0.8434, loss_cls: 1.5058, loss: 1.5058, grad_norm: 10.4164 2021-03-26 20:24:02,389 - mmaction - INFO - Epoch [31][1320/1320] lr: 2.000e-04, eta: 5:24:42, time: 0.744, data_time: 0.001, memory: 11010, top1_acc: 0.6171, top5_acc: 0.8425, loss_cls: 1.4875, loss: 1.4875, grad_norm: 10.4029 2021-03-26 20:24:03,520 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-26 20:25:42,768 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 20:25:43,121 - mmaction - INFO - top1_acc 0.4449 top5_acc 0.7286 2021-03-26 20:25:43,121 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 20:25:43,143 - mmaction - INFO - mean_acc 0.3682 2021-03-26 20:25:44,082 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2021-03-26 20:25:44,083 - mmaction - INFO - Best top1_acc is 0.4449 at 31 epoch. 2021-03-26 20:25:44,091 - mmaction - INFO - Epoch(val) [31][1320] top1_acc: 0.4449, top5_acc: 0.7286, mean_class_accuracy: 0.3682 2021-03-26 20:25:44,093 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 20:26:22,923 - mmaction - INFO - Epoch [32][20/1320] lr: 2.000e-04, eta: 5:24:41, time: 1.941, data_time: 1.152, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8387, loss_cls: 1.4555, loss: 1.4555, grad_norm: 10.3937 2021-03-26 20:26:37,963 - mmaction - INFO - Epoch [32][40/1320] lr: 2.000e-04, eta: 5:24:25, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6172, top5_acc: 0.8398, loss_cls: 1.4818, loss: 1.4818, grad_norm: 10.3963 2021-03-26 20:26:52,998 - mmaction - INFO - Epoch [32][60/1320] lr: 2.000e-04, eta: 5:24:09, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8617, loss_cls: 1.4155, loss: 1.4155, grad_norm: 10.4162 2021-03-26 20:27:08,064 - mmaction - INFO - Epoch [32][80/1320] lr: 2.000e-04, eta: 5:23:54, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.6246, top5_acc: 0.8496, loss_cls: 1.4578, loss: 1.4578, grad_norm: 10.7248 2021-03-26 20:27:23,174 - mmaction - INFO - Epoch [32][100/1320] lr: 2.000e-04, eta: 5:23:38, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6109, top5_acc: 0.8305, loss_cls: 1.5014, loss: 1.5014, grad_norm: 10.5236 2021-03-26 20:27:38,214 - mmaction - INFO - Epoch [32][120/1320] lr: 2.000e-04, eta: 5:23:22, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8512, loss_cls: 1.4274, loss: 1.4274, grad_norm: 10.2179 2021-03-26 20:27:53,263 - mmaction - INFO - Epoch [32][140/1320] lr: 2.000e-04, eta: 5:23:06, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6207, top5_acc: 0.8352, loss_cls: 1.4526, loss: 1.4526, grad_norm: 10.4045 2021-03-26 20:28:08,277 - mmaction - INFO - Epoch [32][160/1320] lr: 2.000e-04, eta: 5:22:50, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6391, top5_acc: 0.8527, loss_cls: 1.3993, loss: 1.3993, grad_norm: 10.2573 2021-03-26 20:28:23,259 - mmaction - INFO - Epoch [32][180/1320] lr: 2.000e-04, eta: 5:22:34, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6230, top5_acc: 0.8492, loss_cls: 1.4397, loss: 1.4397, grad_norm: 10.6861 2021-03-26 20:28:38,445 - mmaction - INFO - Epoch [32][200/1320] lr: 2.000e-04, eta: 5:22:19, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6141, top5_acc: 0.8383, loss_cls: 1.4923, loss: 1.4923, grad_norm: 10.7940 2021-03-26 20:28:53,683 - mmaction - INFO - Epoch [32][220/1320] lr: 2.000e-04, eta: 5:22:03, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8492, loss_cls: 1.4268, loss: 1.4268, grad_norm: 10.1387 2021-03-26 20:29:08,887 - mmaction - INFO - Epoch [32][240/1320] lr: 2.000e-04, eta: 5:21:47, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6188, top5_acc: 0.8441, loss_cls: 1.4785, loss: 1.4785, grad_norm: 10.7172 2021-03-26 20:29:24,074 - mmaction - INFO - Epoch [32][260/1320] lr: 2.000e-04, eta: 5:21:31, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8430, loss_cls: 1.4614, loss: 1.4614, grad_norm: 10.5508 2021-03-26 20:29:39,200 - mmaction - INFO - Epoch [32][280/1320] lr: 2.000e-04, eta: 5:21:16, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6121, top5_acc: 0.8352, loss_cls: 1.5024, loss: 1.5024, grad_norm: 10.7252 2021-03-26 20:29:54,452 - mmaction - INFO - Epoch [32][300/1320] lr: 2.000e-04, eta: 5:21:00, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6207, top5_acc: 0.8426, loss_cls: 1.4555, loss: 1.4555, grad_norm: 10.5180 2021-03-26 20:30:09,641 - mmaction - INFO - Epoch [32][320/1320] lr: 2.000e-04, eta: 5:20:44, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6102, top5_acc: 0.8281, loss_cls: 1.5156, loss: 1.5156, grad_norm: 10.3701 2021-03-26 20:30:25,006 - mmaction - INFO - Epoch [32][340/1320] lr: 2.000e-04, eta: 5:20:28, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6168, top5_acc: 0.8535, loss_cls: 1.4513, loss: 1.4513, grad_norm: 10.6451 2021-03-26 20:30:40,250 - mmaction - INFO - Epoch [32][360/1320] lr: 2.000e-04, eta: 5:20:13, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6211, top5_acc: 0.8371, loss_cls: 1.5007, loss: 1.5007, grad_norm: 10.5645 2021-03-26 20:30:55,346 - mmaction - INFO - Epoch [32][380/1320] lr: 2.000e-04, eta: 5:19:57, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6109, top5_acc: 0.8418, loss_cls: 1.4656, loss: 1.4656, grad_norm: 10.4510 2021-03-26 20:31:10,483 - mmaction - INFO - Epoch [32][400/1320] lr: 2.000e-04, eta: 5:19:41, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8488, loss_cls: 1.4195, loss: 1.4195, grad_norm: 9.9360 2021-03-26 20:31:25,773 - mmaction - INFO - Epoch [32][420/1320] lr: 2.000e-04, eta: 5:19:25, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8520, loss_cls: 1.4128, loss: 1.4128, grad_norm: 10.4776 2021-03-26 20:31:40,977 - mmaction - INFO - Epoch [32][440/1320] lr: 2.000e-04, eta: 5:19:10, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6184, top5_acc: 0.8371, loss_cls: 1.4702, loss: 1.4702, grad_norm: 10.6305 2021-03-26 20:31:56,255 - mmaction - INFO - Epoch [32][460/1320] lr: 2.000e-04, eta: 5:18:54, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6145, top5_acc: 0.8285, loss_cls: 1.5021, loss: 1.5021, grad_norm: 10.7001 2021-03-26 20:32:11,598 - mmaction - INFO - Epoch [32][480/1320] lr: 2.000e-04, eta: 5:18:38, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8434, loss_cls: 1.4534, loss: 1.4534, grad_norm: 10.2675 2021-03-26 20:32:26,871 - mmaction - INFO - Epoch [32][500/1320] lr: 2.000e-04, eta: 5:18:23, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6250, top5_acc: 0.8461, loss_cls: 1.4399, loss: 1.4399, grad_norm: 10.3578 2021-03-26 20:32:42,124 - mmaction - INFO - Epoch [32][520/1320] lr: 2.000e-04, eta: 5:18:07, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6312, top5_acc: 0.8402, loss_cls: 1.4434, loss: 1.4434, grad_norm: 10.5819 2021-03-26 20:32:57,411 - mmaction - INFO - Epoch [32][540/1320] lr: 2.000e-04, eta: 5:17:51, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6090, top5_acc: 0.8371, loss_cls: 1.5036, loss: 1.5036, grad_norm: 10.6372 2021-03-26 20:33:12,594 - mmaction - INFO - Epoch [32][560/1320] lr: 2.000e-04, eta: 5:17:35, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8434, loss_cls: 1.4427, loss: 1.4427, grad_norm: 10.3969 2021-03-26 20:33:27,891 - mmaction - INFO - Epoch [32][580/1320] lr: 2.000e-04, eta: 5:17:20, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6363, top5_acc: 0.8441, loss_cls: 1.4695, loss: 1.4695, grad_norm: 10.1532 2021-03-26 20:33:43,198 - mmaction - INFO - Epoch [32][600/1320] lr: 2.000e-04, eta: 5:17:04, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6125, top5_acc: 0.8270, loss_cls: 1.5030, loss: 1.5030, grad_norm: 10.2422 2021-03-26 20:33:58,259 - mmaction - INFO - Epoch [32][620/1320] lr: 2.000e-04, eta: 5:16:48, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8445, loss_cls: 1.4402, loss: 1.4402, grad_norm: 10.3113 2021-03-26 20:34:13,559 - mmaction - INFO - Epoch [32][640/1320] lr: 2.000e-04, eta: 5:16:32, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.6145, top5_acc: 0.8438, loss_cls: 1.4749, loss: 1.4749, grad_norm: 10.5181 2021-03-26 20:34:28,833 - mmaction - INFO - Epoch [32][660/1320] lr: 2.000e-04, eta: 5:16:17, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8414, loss_cls: 1.4461, loss: 1.4461, grad_norm: 10.5906 2021-03-26 20:34:44,096 - mmaction - INFO - Epoch [32][680/1320] lr: 2.000e-04, eta: 5:16:01, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8418, loss_cls: 1.4650, loss: 1.4650, grad_norm: 10.3756 2021-03-26 20:34:59,339 - mmaction - INFO - Epoch [32][700/1320] lr: 2.000e-04, eta: 5:15:45, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6078, top5_acc: 0.8414, loss_cls: 1.5108, loss: 1.5108, grad_norm: 10.5505 2021-03-26 20:35:14,588 - mmaction - INFO - Epoch [32][720/1320] lr: 2.000e-04, eta: 5:15:30, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6152, top5_acc: 0.8379, loss_cls: 1.4572, loss: 1.4572, grad_norm: 10.4200 2021-03-26 20:35:29,842 - mmaction - INFO - Epoch [32][740/1320] lr: 2.000e-04, eta: 5:15:14, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6180, top5_acc: 0.8367, loss_cls: 1.4857, loss: 1.4857, grad_norm: 10.5220 2021-03-26 20:35:45,110 - mmaction - INFO - Epoch [32][760/1320] lr: 2.000e-04, eta: 5:14:58, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6219, top5_acc: 0.8367, loss_cls: 1.4695, loss: 1.4695, grad_norm: 10.4800 2021-03-26 20:36:00,383 - mmaction - INFO - Epoch [32][780/1320] lr: 2.000e-04, eta: 5:14:43, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8578, loss_cls: 1.4148, loss: 1.4148, grad_norm: 10.4679 2021-03-26 20:36:15,638 - mmaction - INFO - Epoch [32][800/1320] lr: 2.000e-04, eta: 5:14:27, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6168, top5_acc: 0.8422, loss_cls: 1.4729, loss: 1.4729, grad_norm: 10.4290 2021-03-26 20:36:30,865 - mmaction - INFO - Epoch [32][820/1320] lr: 2.000e-04, eta: 5:14:11, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6324, top5_acc: 0.8438, loss_cls: 1.4444, loss: 1.4444, grad_norm: 10.5158 2021-03-26 20:36:46,026 - mmaction - INFO - Epoch [32][840/1320] lr: 2.000e-04, eta: 5:13:55, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6223, top5_acc: 0.8434, loss_cls: 1.4367, loss: 1.4367, grad_norm: 10.5499 2021-03-26 20:37:01,245 - mmaction - INFO - Epoch [32][860/1320] lr: 2.000e-04, eta: 5:13:40, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6176, top5_acc: 0.8410, loss_cls: 1.4646, loss: 1.4646, grad_norm: 10.5036 2021-03-26 20:37:16,584 - mmaction - INFO - Epoch [32][880/1320] lr: 2.000e-04, eta: 5:13:24, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6027, top5_acc: 0.8434, loss_cls: 1.4922, loss: 1.4922, grad_norm: 10.7020 2021-03-26 20:37:31,697 - mmaction - INFO - Epoch [32][900/1320] lr: 2.000e-04, eta: 5:13:08, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8402, loss_cls: 1.4666, loss: 1.4666, grad_norm: 10.5338 2021-03-26 20:37:46,897 - mmaction - INFO - Epoch [32][920/1320] lr: 2.000e-04, eta: 5:12:52, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6230, top5_acc: 0.8297, loss_cls: 1.4974, loss: 1.4974, grad_norm: 10.5721 2021-03-26 20:38:02,187 - mmaction - INFO - Epoch [32][940/1320] lr: 2.000e-04, eta: 5:12:37, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8383, loss_cls: 1.4618, loss: 1.4618, grad_norm: 10.6521 2021-03-26 20:38:17,403 - mmaction - INFO - Epoch [32][960/1320] lr: 2.000e-04, eta: 5:12:21, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8418, loss_cls: 1.4491, loss: 1.4491, grad_norm: 10.2308 2021-03-26 20:38:32,674 - mmaction - INFO - Epoch [32][980/1320] lr: 2.000e-04, eta: 5:12:05, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6219, top5_acc: 0.8500, loss_cls: 1.4741, loss: 1.4741, grad_norm: 10.6999 2021-03-26 20:38:47,963 - mmaction - INFO - Epoch [32][1000/1320] lr: 2.000e-04, eta: 5:11:50, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.6242, top5_acc: 0.8551, loss_cls: 1.4470, loss: 1.4470, grad_norm: 10.4292 2021-03-26 20:39:03,264 - mmaction - INFO - Epoch [32][1020/1320] lr: 2.000e-04, eta: 5:11:34, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6105, top5_acc: 0.8301, loss_cls: 1.5115, loss: 1.5115, grad_norm: 10.8955 2021-03-26 20:39:18,492 - mmaction - INFO - Epoch [32][1040/1320] lr: 2.000e-04, eta: 5:11:18, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6297, top5_acc: 0.8414, loss_cls: 1.4495, loss: 1.4495, grad_norm: 10.4858 2021-03-26 20:39:33,640 - mmaction - INFO - Epoch [32][1060/1320] lr: 2.000e-04, eta: 5:11:02, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6152, top5_acc: 0.8387, loss_cls: 1.4944, loss: 1.4944, grad_norm: 10.4612 2021-03-26 20:39:48,898 - mmaction - INFO - Epoch [32][1080/1320] lr: 2.000e-04, eta: 5:10:47, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6133, top5_acc: 0.8352, loss_cls: 1.5211, loss: 1.5211, grad_norm: 10.7509 2021-03-26 20:40:04,206 - mmaction - INFO - Epoch [32][1100/1320] lr: 2.000e-04, eta: 5:10:31, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6152, top5_acc: 0.8336, loss_cls: 1.4525, loss: 1.4525, grad_norm: 10.4412 2021-03-26 20:40:19,428 - mmaction - INFO - Epoch [32][1120/1320] lr: 2.000e-04, eta: 5:10:15, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6086, top5_acc: 0.8340, loss_cls: 1.5213, loss: 1.5213, grad_norm: 10.4233 2021-03-26 20:40:34,638 - mmaction - INFO - Epoch [32][1140/1320] lr: 2.000e-04, eta: 5:10:00, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6203, top5_acc: 0.8453, loss_cls: 1.4543, loss: 1.4543, grad_norm: 10.5828 2021-03-26 20:40:49,853 - mmaction - INFO - Epoch [32][1160/1320] lr: 2.000e-04, eta: 5:09:44, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6234, top5_acc: 0.8531, loss_cls: 1.4192, loss: 1.4192, grad_norm: 10.6298 2021-03-26 20:41:05,147 - mmaction - INFO - Epoch [32][1180/1320] lr: 2.000e-04, eta: 5:09:28, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6102, top5_acc: 0.8359, loss_cls: 1.5329, loss: 1.5329, grad_norm: 11.1160 2021-03-26 20:41:20,407 - mmaction - INFO - Epoch [32][1200/1320] lr: 2.000e-04, eta: 5:09:13, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8359, loss_cls: 1.4753, loss: 1.4753, grad_norm: 10.5111 2021-03-26 20:41:35,586 - mmaction - INFO - Epoch [32][1220/1320] lr: 2.000e-04, eta: 5:08:57, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6156, top5_acc: 0.8293, loss_cls: 1.5034, loss: 1.5034, grad_norm: 10.6597 2021-03-26 20:41:50,717 - mmaction - INFO - Epoch [32][1240/1320] lr: 2.000e-04, eta: 5:08:41, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.6148, top5_acc: 0.8441, loss_cls: 1.4648, loss: 1.4648, grad_norm: 10.7173 2021-03-26 20:42:06,043 - mmaction - INFO - Epoch [32][1260/1320] lr: 2.000e-04, eta: 5:08:25, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6125, top5_acc: 0.8434, loss_cls: 1.4572, loss: 1.4572, grad_norm: 10.6785 2021-03-26 20:42:21,415 - mmaction - INFO - Epoch [32][1280/1320] lr: 2.000e-04, eta: 5:08:10, time: 0.769, data_time: 0.003, memory: 11010, top1_acc: 0.6070, top5_acc: 0.8359, loss_cls: 1.5014, loss: 1.5014, grad_norm: 10.8748 2021-03-26 20:42:36,632 - mmaction - INFO - Epoch [32][1300/1320] lr: 2.000e-04, eta: 5:07:54, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6062, top5_acc: 0.8328, loss_cls: 1.5130, loss: 1.5130, grad_norm: 10.5761 2021-03-26 20:42:51,612 - mmaction - INFO - Epoch [32][1320/1320] lr: 2.000e-04, eta: 5:07:38, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8302, loss_cls: 1.4933, loss: 1.4933, grad_norm: 10.6750 2021-03-26 20:42:52,548 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-26 20:44:31,265 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 20:44:31,636 - mmaction - INFO - top1_acc 0.4425 top5_acc 0.7276 2021-03-26 20:44:31,637 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 20:44:31,662 - mmaction - INFO - mean_acc 0.3654 2021-03-26 20:44:31,672 - mmaction - INFO - Epoch(val) [32][1320] top1_acc: 0.4425, top5_acc: 0.7276, mean_class_accuracy: 0.3654 2021-03-26 20:44:31,676 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 20:45:18,352 - mmaction - INFO - Epoch [33][20/1320] lr: 2.000e-04, eta: 5:07:40, time: 2.333, data_time: 1.578, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8426, loss_cls: 1.4281, loss: 1.4281, grad_norm: 10.4343 2021-03-26 20:45:33,346 - mmaction - INFO - Epoch [33][40/1320] lr: 2.000e-04, eta: 5:07:24, time: 0.749, data_time: 0.003, memory: 11010, top1_acc: 0.6277, top5_acc: 0.8348, loss_cls: 1.4546, loss: 1.4546, grad_norm: 10.4535 2021-03-26 20:45:48,422 - mmaction - INFO - Epoch [33][60/1320] lr: 2.000e-04, eta: 5:07:08, time: 0.755, data_time: 0.004, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8555, loss_cls: 1.3813, loss: 1.3813, grad_norm: 10.6272 2021-03-26 20:46:03,504 - mmaction - INFO - Epoch [33][80/1320] lr: 2.000e-04, eta: 5:06:53, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8500, loss_cls: 1.4365, loss: 1.4365, grad_norm: 10.9071 2021-03-26 20:46:18,504 - mmaction - INFO - Epoch [33][100/1320] lr: 2.000e-04, eta: 5:06:37, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6238, top5_acc: 0.8438, loss_cls: 1.4501, loss: 1.4501, grad_norm: 10.8428 2021-03-26 20:46:33,597 - mmaction - INFO - Epoch [33][120/1320] lr: 2.000e-04, eta: 5:06:21, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.6133, top5_acc: 0.8363, loss_cls: 1.4632, loss: 1.4632, grad_norm: 10.7510 2021-03-26 20:46:48,692 - mmaction - INFO - Epoch [33][140/1320] lr: 2.000e-04, eta: 5:06:05, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6297, top5_acc: 0.8422, loss_cls: 1.4392, loss: 1.4392, grad_norm: 10.4191 2021-03-26 20:47:03,684 - mmaction - INFO - Epoch [33][160/1320] lr: 2.000e-04, eta: 5:05:49, time: 0.749, data_time: 0.003, memory: 11010, top1_acc: 0.6297, top5_acc: 0.8504, loss_cls: 1.4211, loss: 1.4211, grad_norm: 10.3432 2021-03-26 20:47:18,818 - mmaction - INFO - Epoch [33][180/1320] lr: 2.000e-04, eta: 5:05:34, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6113, top5_acc: 0.8496, loss_cls: 1.4393, loss: 1.4393, grad_norm: 10.6234 2021-03-26 20:47:33,865 - mmaction - INFO - Epoch [33][200/1320] lr: 2.000e-04, eta: 5:05:18, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8461, loss_cls: 1.4487, loss: 1.4487, grad_norm: 10.5967 2021-03-26 20:47:49,018 - mmaction - INFO - Epoch [33][220/1320] lr: 2.000e-04, eta: 5:05:02, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6219, top5_acc: 0.8379, loss_cls: 1.4737, loss: 1.4737, grad_norm: 10.7651 2021-03-26 20:48:04,209 - mmaction - INFO - Epoch [33][240/1320] lr: 2.000e-04, eta: 5:04:46, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6219, top5_acc: 0.8418, loss_cls: 1.4758, loss: 1.4758, grad_norm: 10.6917 2021-03-26 20:48:19,346 - mmaction - INFO - Epoch [33][260/1320] lr: 2.000e-04, eta: 5:04:30, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8434, loss_cls: 1.4089, loss: 1.4089, grad_norm: 10.0145 2021-03-26 20:48:34,533 - mmaction - INFO - Epoch [33][280/1320] lr: 2.000e-04, eta: 5:04:15, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8531, loss_cls: 1.3893, loss: 1.3893, grad_norm: 10.4796 2021-03-26 20:48:49,730 - mmaction - INFO - Epoch [33][300/1320] lr: 2.000e-04, eta: 5:03:59, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6238, top5_acc: 0.8438, loss_cls: 1.4357, loss: 1.4357, grad_norm: 11.0051 2021-03-26 20:49:04,884 - mmaction - INFO - Epoch [33][320/1320] lr: 2.000e-04, eta: 5:03:43, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6176, top5_acc: 0.8465, loss_cls: 1.4529, loss: 1.4529, grad_norm: 10.7601 2021-03-26 20:49:20,181 - mmaction - INFO - Epoch [33][340/1320] lr: 2.000e-04, eta: 5:03:27, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8426, loss_cls: 1.4624, loss: 1.4624, grad_norm: 10.7673 2021-03-26 20:49:35,384 - mmaction - INFO - Epoch [33][360/1320] lr: 2.000e-04, eta: 5:03:12, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6211, top5_acc: 0.8512, loss_cls: 1.4304, loss: 1.4304, grad_norm: 10.6256 2021-03-26 20:49:50,710 - mmaction - INFO - Epoch [33][380/1320] lr: 2.000e-04, eta: 5:02:56, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8391, loss_cls: 1.4654, loss: 1.4654, grad_norm: 10.8448 2021-03-26 20:50:05,905 - mmaction - INFO - Epoch [33][400/1320] lr: 2.000e-04, eta: 5:02:40, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6309, top5_acc: 0.8441, loss_cls: 1.4344, loss: 1.4344, grad_norm: 10.5660 2021-03-26 20:50:21,084 - mmaction - INFO - Epoch [33][420/1320] lr: 2.000e-04, eta: 5:02:25, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8488, loss_cls: 1.4279, loss: 1.4279, grad_norm: 10.5447 2021-03-26 20:50:36,263 - mmaction - INFO - Epoch [33][440/1320] lr: 2.000e-04, eta: 5:02:09, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8430, loss_cls: 1.4620, loss: 1.4620, grad_norm: 10.8615 2021-03-26 20:50:51,480 - mmaction - INFO - Epoch [33][460/1320] lr: 2.000e-04, eta: 5:01:53, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6391, top5_acc: 0.8441, loss_cls: 1.4117, loss: 1.4117, grad_norm: 10.6957 2021-03-26 20:51:06,775 - mmaction - INFO - Epoch [33][480/1320] lr: 2.000e-04, eta: 5:01:37, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8410, loss_cls: 1.4570, loss: 1.4570, grad_norm: 10.7419 2021-03-26 20:51:22,113 - mmaction - INFO - Epoch [33][500/1320] lr: 2.000e-04, eta: 5:01:22, time: 0.768, data_time: 0.004, memory: 11010, top1_acc: 0.6094, top5_acc: 0.8367, loss_cls: 1.4817, loss: 1.4817, grad_norm: 10.8230 2021-03-26 20:51:37,367 - mmaction - INFO - Epoch [33][520/1320] lr: 2.000e-04, eta: 5:01:06, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6324, top5_acc: 0.8488, loss_cls: 1.4052, loss: 1.4052, grad_norm: 10.5367 2021-03-26 20:51:52,714 - mmaction - INFO - Epoch [33][540/1320] lr: 2.000e-04, eta: 5:00:50, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8426, loss_cls: 1.4733, loss: 1.4733, grad_norm: 10.8010 2021-03-26 20:52:07,919 - mmaction - INFO - Epoch [33][560/1320] lr: 2.000e-04, eta: 5:00:35, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8500, loss_cls: 1.4019, loss: 1.4019, grad_norm: 10.6519 2021-03-26 20:52:23,304 - mmaction - INFO - Epoch [33][580/1320] lr: 2.000e-04, eta: 5:00:19, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8398, loss_cls: 1.4433, loss: 1.4433, grad_norm: 10.7351 2021-03-26 20:52:38,526 - mmaction - INFO - Epoch [33][600/1320] lr: 2.000e-04, eta: 5:00:03, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8477, loss_cls: 1.4287, loss: 1.4287, grad_norm: 10.8687 2021-03-26 20:52:53,732 - mmaction - INFO - Epoch [33][620/1320] lr: 2.000e-04, eta: 4:59:48, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6324, top5_acc: 0.8480, loss_cls: 1.4161, loss: 1.4161, grad_norm: 10.5887 2021-03-26 20:53:09,100 - mmaction - INFO - Epoch [33][640/1320] lr: 2.000e-04, eta: 4:59:32, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8441, loss_cls: 1.4279, loss: 1.4279, grad_norm: 10.6572 2021-03-26 20:53:24,333 - mmaction - INFO - Epoch [33][660/1320] lr: 2.000e-04, eta: 4:59:16, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6039, top5_acc: 0.8402, loss_cls: 1.5001, loss: 1.5001, grad_norm: 10.8751 2021-03-26 20:53:39,711 - mmaction - INFO - Epoch [33][680/1320] lr: 2.000e-04, eta: 4:59:01, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8395, loss_cls: 1.4298, loss: 1.4298, grad_norm: 10.6680 2021-03-26 20:53:54,816 - mmaction - INFO - Epoch [33][700/1320] lr: 2.000e-04, eta: 4:58:45, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6113, top5_acc: 0.8371, loss_cls: 1.4840, loss: 1.4840, grad_norm: 10.8381 2021-03-26 20:54:10,075 - mmaction - INFO - Epoch [33][720/1320] lr: 2.000e-04, eta: 4:58:29, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6207, top5_acc: 0.8406, loss_cls: 1.4689, loss: 1.4689, grad_norm: 10.5638 2021-03-26 20:54:25,220 - mmaction - INFO - Epoch [33][740/1320] lr: 2.000e-04, eta: 4:58:13, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8453, loss_cls: 1.4534, loss: 1.4534, grad_norm: 10.7196 2021-03-26 20:54:40,401 - mmaction - INFO - Epoch [33][760/1320] lr: 2.000e-04, eta: 4:57:58, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8492, loss_cls: 1.4473, loss: 1.4473, grad_norm: 10.5067 2021-03-26 20:54:55,598 - mmaction - INFO - Epoch [33][780/1320] lr: 2.000e-04, eta: 4:57:42, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8559, loss_cls: 1.4228, loss: 1.4228, grad_norm: 10.6666 2021-03-26 20:55:10,845 - mmaction - INFO - Epoch [33][800/1320] lr: 2.000e-04, eta: 4:57:26, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8496, loss_cls: 1.4487, loss: 1.4487, grad_norm: 10.8442 2021-03-26 20:55:26,202 - mmaction - INFO - Epoch [33][820/1320] lr: 2.000e-04, eta: 4:57:10, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4397, loss: 1.4397, grad_norm: 10.8817 2021-03-26 20:55:41,368 - mmaction - INFO - Epoch [33][840/1320] lr: 2.000e-04, eta: 4:56:55, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8438, loss_cls: 1.4068, loss: 1.4068, grad_norm: 10.4735 2021-03-26 20:55:56,645 - mmaction - INFO - Epoch [33][860/1320] lr: 2.000e-04, eta: 4:56:39, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8500, loss_cls: 1.4229, loss: 1.4229, grad_norm: 10.7913 2021-03-26 20:56:11,665 - mmaction - INFO - Epoch [33][880/1320] lr: 2.000e-04, eta: 4:56:23, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8410, loss_cls: 1.4464, loss: 1.4464, grad_norm: 10.5263 2021-03-26 20:56:26,929 - mmaction - INFO - Epoch [33][900/1320] lr: 2.000e-04, eta: 4:56:07, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6184, top5_acc: 0.8402, loss_cls: 1.4780, loss: 1.4780, grad_norm: 10.7850 2021-03-26 20:56:42,272 - mmaction - INFO - Epoch [33][920/1320] lr: 2.000e-04, eta: 4:55:52, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8500, loss_cls: 1.3985, loss: 1.3985, grad_norm: 10.5562 2021-03-26 20:56:57,607 - mmaction - INFO - Epoch [33][940/1320] lr: 2.000e-04, eta: 4:55:36, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8531, loss_cls: 1.3992, loss: 1.3992, grad_norm: 10.8522 2021-03-26 20:57:12,730 - mmaction - INFO - Epoch [33][960/1320] lr: 2.000e-04, eta: 4:55:20, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8387, loss_cls: 1.4285, loss: 1.4285, grad_norm: 10.9331 2021-03-26 20:57:27,854 - mmaction - INFO - Epoch [33][980/1320] lr: 2.000e-04, eta: 4:55:05, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6039, top5_acc: 0.8418, loss_cls: 1.5047, loss: 1.5047, grad_norm: 11.0164 2021-03-26 20:57:43,055 - mmaction - INFO - Epoch [33][1000/1320] lr: 2.000e-04, eta: 4:54:49, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8418, loss_cls: 1.4649, loss: 1.4649, grad_norm: 10.8536 2021-03-26 20:57:58,339 - mmaction - INFO - Epoch [33][1020/1320] lr: 2.000e-04, eta: 4:54:33, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6156, top5_acc: 0.8309, loss_cls: 1.5218, loss: 1.5218, grad_norm: 10.8356 2021-03-26 20:58:13,551 - mmaction - INFO - Epoch [33][1040/1320] lr: 2.000e-04, eta: 4:54:18, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6191, top5_acc: 0.8410, loss_cls: 1.4709, loss: 1.4709, grad_norm: 10.6519 2021-03-26 20:58:28,864 - mmaction - INFO - Epoch [33][1060/1320] lr: 2.000e-04, eta: 4:54:02, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6242, top5_acc: 0.8406, loss_cls: 1.4631, loss: 1.4631, grad_norm: 10.8524 2021-03-26 20:58:44,101 - mmaction - INFO - Epoch [33][1080/1320] lr: 2.000e-04, eta: 4:53:46, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6316, top5_acc: 0.8391, loss_cls: 1.4587, loss: 1.4587, grad_norm: 10.8118 2021-03-26 20:58:59,334 - mmaction - INFO - Epoch [33][1100/1320] lr: 2.000e-04, eta: 4:53:30, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8469, loss_cls: 1.4253, loss: 1.4253, grad_norm: 10.5215 2021-03-26 20:59:14,682 - mmaction - INFO - Epoch [33][1120/1320] lr: 2.000e-04, eta: 4:53:15, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6062, top5_acc: 0.8344, loss_cls: 1.4970, loss: 1.4970, grad_norm: 10.8254 2021-03-26 20:59:29,782 - mmaction - INFO - Epoch [33][1140/1320] lr: 2.000e-04, eta: 4:52:59, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8637, loss_cls: 1.3705, loss: 1.3705, grad_norm: 10.7435 2021-03-26 20:59:45,073 - mmaction - INFO - Epoch [33][1160/1320] lr: 2.000e-04, eta: 4:52:43, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6305, top5_acc: 0.8480, loss_cls: 1.4283, loss: 1.4283, grad_norm: 10.9244 2021-03-26 21:00:00,235 - mmaction - INFO - Epoch [33][1180/1320] lr: 2.000e-04, eta: 4:52:28, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6176, top5_acc: 0.8406, loss_cls: 1.4781, loss: 1.4781, grad_norm: 10.8042 2021-03-26 21:00:15,544 - mmaction - INFO - Epoch [33][1200/1320] lr: 2.000e-04, eta: 4:52:12, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8621, loss_cls: 1.4088, loss: 1.4088, grad_norm: 10.7001 2021-03-26 21:00:30,740 - mmaction - INFO - Epoch [33][1220/1320] lr: 2.000e-04, eta: 4:51:56, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8477, loss_cls: 1.4462, loss: 1.4462, grad_norm: 10.5838 2021-03-26 21:00:46,052 - mmaction - INFO - Epoch [33][1240/1320] lr: 2.000e-04, eta: 4:51:41, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6312, top5_acc: 0.8527, loss_cls: 1.4215, loss: 1.4215, grad_norm: 10.7820 2021-03-26 21:01:01,338 - mmaction - INFO - Epoch [33][1260/1320] lr: 2.000e-04, eta: 4:51:25, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.6191, top5_acc: 0.8320, loss_cls: 1.5198, loss: 1.5198, grad_norm: 10.9571 2021-03-26 21:01:16,583 - mmaction - INFO - Epoch [33][1280/1320] lr: 2.000e-04, eta: 4:51:09, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8418, loss_cls: 1.4635, loss: 1.4635, grad_norm: 10.4387 2021-03-26 21:01:31,785 - mmaction - INFO - Epoch [33][1300/1320] lr: 2.000e-04, eta: 4:50:53, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6234, top5_acc: 0.8387, loss_cls: 1.4438, loss: 1.4438, grad_norm: 10.7053 2021-03-26 21:01:46,761 - mmaction - INFO - Epoch [33][1320/1320] lr: 2.000e-04, eta: 4:50:38, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.6214, top5_acc: 0.8365, loss_cls: 1.4700, loss: 1.4700, grad_norm: 10.9414 2021-03-26 21:01:47,871 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-26 21:03:25,722 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 21:03:26,080 - mmaction - INFO - top1_acc 0.4494 top5_acc 0.7304 2021-03-26 21:03:26,080 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 21:03:26,103 - mmaction - INFO - mean_acc 0.3754 2021-03-26 21:03:27,737 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. 2021-03-26 21:03:27,738 - mmaction - INFO - Best top1_acc is 0.4494 at 33 epoch. 2021-03-26 21:03:27,761 - mmaction - INFO - Epoch(val) [33][1320] top1_acc: 0.4494, top5_acc: 0.7304, mean_class_accuracy: 0.3754 2021-03-26 21:03:27,764 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 21:04:10,850 - mmaction - INFO - Epoch [34][20/1320] lr: 2.000e-04, eta: 4:50:36, time: 2.153, data_time: 1.388, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8457, loss_cls: 1.4399, loss: 1.4399, grad_norm: 10.7299 2021-03-26 21:04:25,837 - mmaction - INFO - Epoch [34][40/1320] lr: 2.000e-04, eta: 4:50:20, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.6234, top5_acc: 0.8453, loss_cls: 1.4261, loss: 1.4261, grad_norm: 10.8114 2021-03-26 21:04:40,883 - mmaction - INFO - Epoch [34][60/1320] lr: 2.000e-04, eta: 4:50:05, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8422, loss_cls: 1.4326, loss: 1.4326, grad_norm: 10.8309 2021-03-26 21:04:55,986 - mmaction - INFO - Epoch [34][80/1320] lr: 2.000e-04, eta: 4:49:49, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8434, loss_cls: 1.4181, loss: 1.4181, grad_norm: 10.5620 2021-03-26 21:05:10,944 - mmaction - INFO - Epoch [34][100/1320] lr: 2.000e-04, eta: 4:49:33, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8402, loss_cls: 1.4631, loss: 1.4631, grad_norm: 11.0537 2021-03-26 21:05:26,101 - mmaction - INFO - Epoch [34][120/1320] lr: 2.000e-04, eta: 4:49:17, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8484, loss_cls: 1.3991, loss: 1.3991, grad_norm: 10.7353 2021-03-26 21:05:41,176 - mmaction - INFO - Epoch [34][140/1320] lr: 2.000e-04, eta: 4:49:01, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8477, loss_cls: 1.4030, loss: 1.4030, grad_norm: 10.8506 2021-03-26 21:05:56,211 - mmaction - INFO - Epoch [34][160/1320] lr: 2.000e-04, eta: 4:48:46, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8473, loss_cls: 1.3839, loss: 1.3839, grad_norm: 10.8076 2021-03-26 21:06:11,248 - mmaction - INFO - Epoch [34][180/1320] lr: 2.000e-04, eta: 4:48:30, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8410, loss_cls: 1.4275, loss: 1.4275, grad_norm: 10.6022 2021-03-26 21:06:26,304 - mmaction - INFO - Epoch [34][200/1320] lr: 2.000e-04, eta: 4:48:14, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8527, loss_cls: 1.4303, loss: 1.4303, grad_norm: 11.1158 2021-03-26 21:06:41,389 - mmaction - INFO - Epoch [34][220/1320] lr: 2.000e-04, eta: 4:47:58, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8391, loss_cls: 1.4225, loss: 1.4225, grad_norm: 10.4637 2021-03-26 21:06:56,612 - mmaction - INFO - Epoch [34][240/1320] lr: 2.000e-04, eta: 4:47:42, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8516, loss_cls: 1.3871, loss: 1.3871, grad_norm: 10.5830 2021-03-26 21:07:11,846 - mmaction - INFO - Epoch [34][260/1320] lr: 2.000e-04, eta: 4:47:27, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8395, loss_cls: 1.4402, loss: 1.4402, grad_norm: 10.9245 2021-03-26 21:07:27,022 - mmaction - INFO - Epoch [34][280/1320] lr: 2.000e-04, eta: 4:47:11, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8461, loss_cls: 1.4125, loss: 1.4125, grad_norm: 10.7455 2021-03-26 21:07:42,196 - mmaction - INFO - Epoch [34][300/1320] lr: 2.000e-04, eta: 4:46:55, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8340, loss_cls: 1.4766, loss: 1.4766, grad_norm: 10.9700 2021-03-26 21:07:57,371 - mmaction - INFO - Epoch [34][320/1320] lr: 2.000e-04, eta: 4:46:40, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6207, top5_acc: 0.8406, loss_cls: 1.4602, loss: 1.4602, grad_norm: 10.7907 2021-03-26 21:08:12,647 - mmaction - INFO - Epoch [34][340/1320] lr: 2.000e-04, eta: 4:46:24, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8488, loss_cls: 1.4296, loss: 1.4296, grad_norm: 10.8138 2021-03-26 21:08:27,834 - mmaction - INFO - Epoch [34][360/1320] lr: 2.000e-04, eta: 4:46:08, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6250, top5_acc: 0.8395, loss_cls: 1.4502, loss: 1.4502, grad_norm: 11.1305 2021-03-26 21:08:43,004 - mmaction - INFO - Epoch [34][380/1320] lr: 2.000e-04, eta: 4:45:52, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6277, top5_acc: 0.8434, loss_cls: 1.4408, loss: 1.4408, grad_norm: 11.0692 2021-03-26 21:08:58,261 - mmaction - INFO - Epoch [34][400/1320] lr: 2.000e-04, eta: 4:45:37, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6379, top5_acc: 0.8566, loss_cls: 1.3844, loss: 1.3844, grad_norm: 10.4821 2021-03-26 21:09:13,607 - mmaction - INFO - Epoch [34][420/1320] lr: 2.000e-04, eta: 4:45:21, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8461, loss_cls: 1.4699, loss: 1.4699, grad_norm: 10.7994 2021-03-26 21:09:28,920 - mmaction - INFO - Epoch [34][440/1320] lr: 2.000e-04, eta: 4:45:05, time: 0.767, data_time: 0.004, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8469, loss_cls: 1.4203, loss: 1.4203, grad_norm: 10.6073 2021-03-26 21:09:44,169 - mmaction - INFO - Epoch [34][460/1320] lr: 2.000e-04, eta: 4:44:50, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8570, loss_cls: 1.3711, loss: 1.3711, grad_norm: 10.6712 2021-03-26 21:09:59,408 - mmaction - INFO - Epoch [34][480/1320] lr: 2.000e-04, eta: 4:44:34, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6160, top5_acc: 0.8422, loss_cls: 1.4786, loss: 1.4786, grad_norm: 11.1326 2021-03-26 21:10:14,692 - mmaction - INFO - Epoch [34][500/1320] lr: 2.000e-04, eta: 4:44:18, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6188, top5_acc: 0.8469, loss_cls: 1.4455, loss: 1.4455, grad_norm: 10.7385 2021-03-26 21:10:29,989 - mmaction - INFO - Epoch [34][520/1320] lr: 2.000e-04, eta: 4:44:03, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6246, top5_acc: 0.8395, loss_cls: 1.4747, loss: 1.4747, grad_norm: 10.9895 2021-03-26 21:10:45,229 - mmaction - INFO - Epoch [34][540/1320] lr: 2.000e-04, eta: 4:43:47, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8359, loss_cls: 1.4603, loss: 1.4603, grad_norm: 10.8559 2021-03-26 21:11:00,479 - mmaction - INFO - Epoch [34][560/1320] lr: 2.000e-04, eta: 4:43:31, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.4712, loss: 1.4712, grad_norm: 10.9595 2021-03-26 21:11:15,602 - mmaction - INFO - Epoch [34][580/1320] lr: 2.000e-04, eta: 4:43:15, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6305, top5_acc: 0.8504, loss_cls: 1.4015, loss: 1.4015, grad_norm: 10.6947 2021-03-26 21:11:30,768 - mmaction - INFO - Epoch [34][600/1320] lr: 2.000e-04, eta: 4:43:00, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8566, loss_cls: 1.3843, loss: 1.3843, grad_norm: 10.9155 2021-03-26 21:11:46,022 - mmaction - INFO - Epoch [34][620/1320] lr: 2.000e-04, eta: 4:42:44, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8340, loss_cls: 1.4869, loss: 1.4869, grad_norm: 11.5057 2021-03-26 21:12:01,225 - mmaction - INFO - Epoch [34][640/1320] lr: 2.000e-04, eta: 4:42:28, time: 0.760, data_time: 0.004, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8391, loss_cls: 1.4704, loss: 1.4704, grad_norm: 11.1736 2021-03-26 21:12:16,589 - mmaction - INFO - Epoch [34][660/1320] lr: 2.000e-04, eta: 4:42:13, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8453, loss_cls: 1.3796, loss: 1.3796, grad_norm: 10.5220 2021-03-26 21:12:31,595 - mmaction - INFO - Epoch [34][680/1320] lr: 2.000e-04, eta: 4:41:57, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8492, loss_cls: 1.4437, loss: 1.4437, grad_norm: 11.0639 2021-03-26 21:12:46,914 - mmaction - INFO - Epoch [34][700/1320] lr: 2.000e-04, eta: 4:41:41, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6102, top5_acc: 0.8332, loss_cls: 1.5221, loss: 1.5221, grad_norm: 10.8339 2021-03-26 21:13:02,069 - mmaction - INFO - Epoch [34][720/1320] lr: 2.000e-04, eta: 4:41:25, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8391, loss_cls: 1.4626, loss: 1.4626, grad_norm: 10.8936 2021-03-26 21:13:17,479 - mmaction - INFO - Epoch [34][740/1320] lr: 2.000e-04, eta: 4:41:10, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8473, loss_cls: 1.4024, loss: 1.4024, grad_norm: 10.5549 2021-03-26 21:13:32,812 - mmaction - INFO - Epoch [34][760/1320] lr: 2.000e-04, eta: 4:40:54, time: 0.766, data_time: 0.009, memory: 11010, top1_acc: 0.6379, top5_acc: 0.8523, loss_cls: 1.3856, loss: 1.3856, grad_norm: 10.7638 2021-03-26 21:13:47,949 - mmaction - INFO - Epoch [34][780/1320] lr: 2.000e-04, eta: 4:40:38, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8562, loss_cls: 1.3849, loss: 1.3849, grad_norm: 10.7383 2021-03-26 21:14:03,229 - mmaction - INFO - Epoch [34][800/1320] lr: 2.000e-04, eta: 4:40:23, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8527, loss_cls: 1.3855, loss: 1.3855, grad_norm: 10.8985 2021-03-26 21:14:18,434 - mmaction - INFO - Epoch [34][820/1320] lr: 2.000e-04, eta: 4:40:07, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8539, loss_cls: 1.3923, loss: 1.3923, grad_norm: 11.0866 2021-03-26 21:14:33,693 - mmaction - INFO - Epoch [34][840/1320] lr: 2.000e-04, eta: 4:39:51, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8512, loss_cls: 1.4177, loss: 1.4177, grad_norm: 11.2164 2021-03-26 21:14:48,771 - mmaction - INFO - Epoch [34][860/1320] lr: 2.000e-04, eta: 4:39:35, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8461, loss_cls: 1.4189, loss: 1.4189, grad_norm: 10.9917 2021-03-26 21:15:03,979 - mmaction - INFO - Epoch [34][880/1320] lr: 2.000e-04, eta: 4:39:20, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8539, loss_cls: 1.4157, loss: 1.4157, grad_norm: 10.9294 2021-03-26 21:15:19,229 - mmaction - INFO - Epoch [34][900/1320] lr: 2.000e-04, eta: 4:39:04, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8492, loss_cls: 1.4217, loss: 1.4217, grad_norm: 10.9698 2021-03-26 21:15:34,487 - mmaction - INFO - Epoch [34][920/1320] lr: 2.000e-04, eta: 4:38:48, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6312, top5_acc: 0.8512, loss_cls: 1.4049, loss: 1.4049, grad_norm: 10.9254 2021-03-26 21:15:49,759 - mmaction - INFO - Epoch [34][940/1320] lr: 2.000e-04, eta: 4:38:33, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8582, loss_cls: 1.3986, loss: 1.3986, grad_norm: 11.1018 2021-03-26 21:16:04,947 - mmaction - INFO - Epoch [34][960/1320] lr: 2.000e-04, eta: 4:38:17, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6203, top5_acc: 0.8410, loss_cls: 1.4637, loss: 1.4637, grad_norm: 11.3043 2021-03-26 21:16:20,284 - mmaction - INFO - Epoch [34][980/1320] lr: 2.000e-04, eta: 4:38:01, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8422, loss_cls: 1.4398, loss: 1.4398, grad_norm: 11.2213 2021-03-26 21:16:35,501 - mmaction - INFO - Epoch [34][1000/1320] lr: 2.000e-04, eta: 4:37:46, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8402, loss_cls: 1.4805, loss: 1.4805, grad_norm: 10.9731 2021-03-26 21:16:50,771 - mmaction - INFO - Epoch [34][1020/1320] lr: 2.000e-04, eta: 4:37:30, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6211, top5_acc: 0.8430, loss_cls: 1.4917, loss: 1.4917, grad_norm: 10.8027 2021-03-26 21:17:06,015 - mmaction - INFO - Epoch [34][1040/1320] lr: 2.000e-04, eta: 4:37:14, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8484, loss_cls: 1.3889, loss: 1.3889, grad_norm: 10.8377 2021-03-26 21:17:21,351 - mmaction - INFO - Epoch [34][1060/1320] lr: 2.000e-04, eta: 4:36:59, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6203, top5_acc: 0.8477, loss_cls: 1.4560, loss: 1.4560, grad_norm: 11.0118 2021-03-26 21:17:36,494 - mmaction - INFO - Epoch [34][1080/1320] lr: 2.000e-04, eta: 4:36:43, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6105, top5_acc: 0.8383, loss_cls: 1.4662, loss: 1.4662, grad_norm: 10.9167 2021-03-26 21:17:51,826 - mmaction - INFO - Epoch [34][1100/1320] lr: 2.000e-04, eta: 4:36:27, time: 0.765, data_time: 0.005, memory: 11010, top1_acc: 0.6172, top5_acc: 0.8445, loss_cls: 1.4422, loss: 1.4422, grad_norm: 11.0903 2021-03-26 21:18:07,034 - mmaction - INFO - Epoch [34][1120/1320] lr: 2.000e-04, eta: 4:36:12, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8559, loss_cls: 1.3955, loss: 1.3955, grad_norm: 11.0063 2021-03-26 21:18:22,280 - mmaction - INFO - Epoch [34][1140/1320] lr: 2.000e-04, eta: 4:35:56, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8547, loss_cls: 1.3861, loss: 1.3861, grad_norm: 10.8561 2021-03-26 21:18:37,412 - mmaction - INFO - Epoch [34][1160/1320] lr: 2.000e-04, eta: 4:35:40, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8484, loss_cls: 1.4048, loss: 1.4048, grad_norm: 11.0083 2021-03-26 21:18:52,704 - mmaction - INFO - Epoch [34][1180/1320] lr: 2.000e-04, eta: 4:35:24, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.6203, top5_acc: 0.8441, loss_cls: 1.4436, loss: 1.4436, grad_norm: 11.3155 2021-03-26 21:19:07,881 - mmaction - INFO - Epoch [34][1200/1320] lr: 2.000e-04, eta: 4:35:09, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8477, loss_cls: 1.4099, loss: 1.4099, grad_norm: 10.7356 2021-03-26 21:19:23,176 - mmaction - INFO - Epoch [34][1220/1320] lr: 2.000e-04, eta: 4:34:53, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8480, loss_cls: 1.4198, loss: 1.4198, grad_norm: 10.9544 2021-03-26 21:19:38,387 - mmaction - INFO - Epoch [34][1240/1320] lr: 2.000e-04, eta: 4:34:37, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8484, loss_cls: 1.4020, loss: 1.4020, grad_norm: 10.8146 2021-03-26 21:19:53,468 - mmaction - INFO - Epoch [34][1260/1320] lr: 2.000e-04, eta: 4:34:22, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8453, loss_cls: 1.3911, loss: 1.3911, grad_norm: 10.5221 2021-03-26 21:20:08,627 - mmaction - INFO - Epoch [34][1280/1320] lr: 2.000e-04, eta: 4:34:06, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8430, loss_cls: 1.4397, loss: 1.4397, grad_norm: 11.1284 2021-03-26 21:20:23,890 - mmaction - INFO - Epoch [34][1300/1320] lr: 2.000e-04, eta: 4:33:50, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6180, top5_acc: 0.8387, loss_cls: 1.4577, loss: 1.4577, grad_norm: 10.8840 2021-03-26 21:20:38,762 - mmaction - INFO - Epoch [34][1320/1320] lr: 2.000e-04, eta: 4:33:34, time: 0.744, data_time: 0.001, memory: 11010, top1_acc: 0.6286, top5_acc: 0.8476, loss_cls: 1.4187, loss: 1.4187, grad_norm: 11.3410 2021-03-26 21:20:39,639 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-26 21:22:16,746 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 21:22:17,411 - mmaction - INFO - top1_acc 0.4469 top5_acc 0.7304 2021-03-26 21:22:17,411 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 21:22:17,487 - mmaction - INFO - mean_acc 0.3732 2021-03-26 21:22:17,515 - mmaction - INFO - Epoch(val) [34][1320] top1_acc: 0.4469, top5_acc: 0.7304, mean_class_accuracy: 0.3732 2021-03-26 21:22:17,520 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 21:22:59,340 - mmaction - INFO - Epoch [35][20/1320] lr: 2.000e-04, eta: 4:33:31, time: 2.091, data_time: 1.258, memory: 11010, top1_acc: 0.6391, top5_acc: 0.8492, loss_cls: 1.3957, loss: 1.3957, grad_norm: 11.0455 2021-03-26 21:23:14,292 - mmaction - INFO - Epoch [35][40/1320] lr: 2.000e-04, eta: 4:33:15, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8402, loss_cls: 1.4195, loss: 1.4195, grad_norm: 11.0026 2021-03-26 21:23:29,354 - mmaction - INFO - Epoch [35][60/1320] lr: 2.000e-04, eta: 4:32:59, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8496, loss_cls: 1.3500, loss: 1.3500, grad_norm: 10.8444 2021-03-26 21:23:44,357 - mmaction - INFO - Epoch [35][80/1320] lr: 2.000e-04, eta: 4:32:44, time: 0.750, data_time: 0.003, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8508, loss_cls: 1.4129, loss: 1.4129, grad_norm: 10.9483 2021-03-26 21:23:59,390 - mmaction - INFO - Epoch [35][100/1320] lr: 2.000e-04, eta: 4:32:28, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8477, loss_cls: 1.3835, loss: 1.3835, grad_norm: 10.9405 2021-03-26 21:24:14,417 - mmaction - INFO - Epoch [35][120/1320] lr: 2.000e-04, eta: 4:32:12, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8445, loss_cls: 1.4155, loss: 1.4155, grad_norm: 10.9886 2021-03-26 21:24:29,402 - mmaction - INFO - Epoch [35][140/1320] lr: 2.000e-04, eta: 4:31:56, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8531, loss_cls: 1.3759, loss: 1.3759, grad_norm: 10.7862 2021-03-26 21:24:44,461 - mmaction - INFO - Epoch [35][160/1320] lr: 2.000e-04, eta: 4:31:40, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8531, loss_cls: 1.4103, loss: 1.4103, grad_norm: 10.9440 2021-03-26 21:24:59,619 - mmaction - INFO - Epoch [35][180/1320] lr: 2.000e-04, eta: 4:31:25, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8355, loss_cls: 1.4528, loss: 1.4528, grad_norm: 10.9947 2021-03-26 21:25:14,738 - mmaction - INFO - Epoch [35][200/1320] lr: 2.000e-04, eta: 4:31:09, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8398, loss_cls: 1.4400, loss: 1.4400, grad_norm: 10.9373 2021-03-26 21:25:29,865 - mmaction - INFO - Epoch [35][220/1320] lr: 2.000e-04, eta: 4:30:53, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8535, loss_cls: 1.4071, loss: 1.4071, grad_norm: 11.0401 2021-03-26 21:25:45,054 - mmaction - INFO - Epoch [35][240/1320] lr: 2.000e-04, eta: 4:30:37, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6277, top5_acc: 0.8422, loss_cls: 1.4488, loss: 1.4488, grad_norm: 11.3852 2021-03-26 21:26:00,263 - mmaction - INFO - Epoch [35][260/1320] lr: 2.000e-04, eta: 4:30:22, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8477, loss_cls: 1.3890, loss: 1.3890, grad_norm: 10.7892 2021-03-26 21:26:15,427 - mmaction - INFO - Epoch [35][280/1320] lr: 2.000e-04, eta: 4:30:06, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8551, loss_cls: 1.3526, loss: 1.3526, grad_norm: 10.6864 2021-03-26 21:26:30,620 - mmaction - INFO - Epoch [35][300/1320] lr: 2.000e-04, eta: 4:29:50, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8508, loss_cls: 1.3892, loss: 1.3892, grad_norm: 10.9642 2021-03-26 21:26:45,853 - mmaction - INFO - Epoch [35][320/1320] lr: 2.000e-04, eta: 4:29:35, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8469, loss_cls: 1.4426, loss: 1.4426, grad_norm: 10.9463 2021-03-26 21:27:00,969 - mmaction - INFO - Epoch [35][340/1320] lr: 2.000e-04, eta: 4:29:19, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6215, top5_acc: 0.8543, loss_cls: 1.4258, loss: 1.4258, grad_norm: 11.0247 2021-03-26 21:27:16,195 - mmaction - INFO - Epoch [35][360/1320] lr: 2.000e-04, eta: 4:29:03, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6320, top5_acc: 0.8465, loss_cls: 1.4208, loss: 1.4208, grad_norm: 11.3591 2021-03-26 21:27:31,280 - mmaction - INFO - Epoch [35][380/1320] lr: 2.000e-04, eta: 4:28:47, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8473, loss_cls: 1.4107, loss: 1.4107, grad_norm: 11.2054 2021-03-26 21:27:46,580 - mmaction - INFO - Epoch [35][400/1320] lr: 2.000e-04, eta: 4:28:32, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6242, top5_acc: 0.8523, loss_cls: 1.4092, loss: 1.4092, grad_norm: 11.3591 2021-03-26 21:28:01,757 - mmaction - INFO - Epoch [35][420/1320] lr: 2.000e-04, eta: 4:28:16, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8402, loss_cls: 1.4399, loss: 1.4399, grad_norm: 11.2308 2021-03-26 21:28:16,951 - mmaction - INFO - Epoch [35][440/1320] lr: 2.000e-04, eta: 4:28:00, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8383, loss_cls: 1.4208, loss: 1.4208, grad_norm: 11.1102 2021-03-26 21:28:32,040 - mmaction - INFO - Epoch [35][460/1320] lr: 2.000e-04, eta: 4:27:45, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8496, loss_cls: 1.3774, loss: 1.3774, grad_norm: 11.0452 2021-03-26 21:28:47,191 - mmaction - INFO - Epoch [35][480/1320] lr: 2.000e-04, eta: 4:27:29, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6316, top5_acc: 0.8441, loss_cls: 1.4306, loss: 1.4306, grad_norm: 11.2306 2021-03-26 21:29:02,373 - mmaction - INFO - Epoch [35][500/1320] lr: 2.000e-04, eta: 4:27:13, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8566, loss_cls: 1.3570, loss: 1.3570, grad_norm: 10.9055 2021-03-26 21:29:17,787 - mmaction - INFO - Epoch [35][520/1320] lr: 2.000e-04, eta: 4:26:57, time: 0.771, data_time: 0.007, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8453, loss_cls: 1.4035, loss: 1.4035, grad_norm: 11.4417 2021-03-26 21:29:32,944 - mmaction - INFO - Epoch [35][540/1320] lr: 2.000e-04, eta: 4:26:42, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8477, loss_cls: 1.4331, loss: 1.4331, grad_norm: 11.2213 2021-03-26 21:29:48,259 - mmaction - INFO - Epoch [35][560/1320] lr: 2.000e-04, eta: 4:26:26, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8496, loss_cls: 1.4489, loss: 1.4489, grad_norm: 10.9818 2021-03-26 21:30:03,352 - mmaction - INFO - Epoch [35][580/1320] lr: 2.000e-04, eta: 4:26:10, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8484, loss_cls: 1.3981, loss: 1.3981, grad_norm: 10.9426 2021-03-26 21:30:19,579 - mmaction - INFO - Epoch [35][600/1320] lr: 2.000e-04, eta: 4:25:55, time: 0.811, data_time: 0.002, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8504, loss_cls: 1.4018, loss: 1.4018, grad_norm: 10.9175 2021-03-26 21:30:34,833 - mmaction - INFO - Epoch [35][620/1320] lr: 2.000e-04, eta: 4:25:39, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6309, top5_acc: 0.8492, loss_cls: 1.4571, loss: 1.4571, grad_norm: 11.1076 2021-03-26 21:30:49,963 - mmaction - INFO - Epoch [35][640/1320] lr: 2.000e-04, eta: 4:25:24, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6184, top5_acc: 0.8422, loss_cls: 1.4471, loss: 1.4471, grad_norm: 11.1644 2021-03-26 21:31:05,076 - mmaction - INFO - Epoch [35][660/1320] lr: 2.000e-04, eta: 4:25:08, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8492, loss_cls: 1.3979, loss: 1.3979, grad_norm: 11.2198 2021-03-26 21:31:20,336 - mmaction - INFO - Epoch [35][680/1320] lr: 2.000e-04, eta: 4:24:52, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6363, top5_acc: 0.8539, loss_cls: 1.3863, loss: 1.3863, grad_norm: 10.8671 2021-03-26 21:31:35,569 - mmaction - INFO - Epoch [35][700/1320] lr: 2.000e-04, eta: 4:24:37, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8484, loss_cls: 1.4126, loss: 1.4126, grad_norm: 11.1244 2021-03-26 21:31:50,728 - mmaction - INFO - Epoch [35][720/1320] lr: 2.000e-04, eta: 4:24:21, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8504, loss_cls: 1.3700, loss: 1.3700, grad_norm: 11.0290 2021-03-26 21:32:06,033 - mmaction - INFO - Epoch [35][740/1320] lr: 2.000e-04, eta: 4:24:05, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6199, top5_acc: 0.8465, loss_cls: 1.4407, loss: 1.4407, grad_norm: 11.2103 2021-03-26 21:32:21,258 - mmaction - INFO - Epoch [35][760/1320] lr: 2.000e-04, eta: 4:23:49, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8473, loss_cls: 1.4557, loss: 1.4557, grad_norm: 11.2245 2021-03-26 21:32:36,507 - mmaction - INFO - Epoch [35][780/1320] lr: 2.000e-04, eta: 4:23:34, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6250, top5_acc: 0.8445, loss_cls: 1.4342, loss: 1.4342, grad_norm: 10.9714 2021-03-26 21:32:51,705 - mmaction - INFO - Epoch [35][800/1320] lr: 2.000e-04, eta: 4:23:18, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8531, loss_cls: 1.4043, loss: 1.4043, grad_norm: 11.3042 2021-03-26 21:33:06,927 - mmaction - INFO - Epoch [35][820/1320] lr: 2.000e-04, eta: 4:23:02, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6098, top5_acc: 0.8391, loss_cls: 1.4537, loss: 1.4537, grad_norm: 11.1268 2021-03-26 21:33:22,236 - mmaction - INFO - Epoch [35][840/1320] lr: 2.000e-04, eta: 4:22:47, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8523, loss_cls: 1.4193, loss: 1.4193, grad_norm: 11.2116 2021-03-26 21:33:37,495 - mmaction - INFO - Epoch [35][860/1320] lr: 2.000e-04, eta: 4:22:31, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8551, loss_cls: 1.3898, loss: 1.3898, grad_norm: 10.8845 2021-03-26 21:33:52,727 - mmaction - INFO - Epoch [35][880/1320] lr: 2.000e-04, eta: 4:22:15, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6316, top5_acc: 0.8559, loss_cls: 1.3845, loss: 1.3845, grad_norm: 10.9852 2021-03-26 21:34:07,973 - mmaction - INFO - Epoch [35][900/1320] lr: 2.000e-04, eta: 4:22:00, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8367, loss_cls: 1.4202, loss: 1.4202, grad_norm: 11.2621 2021-03-26 21:34:23,219 - mmaction - INFO - Epoch [35][920/1320] lr: 2.000e-04, eta: 4:21:44, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8547, loss_cls: 1.3585, loss: 1.3585, grad_norm: 11.0569 2021-03-26 21:34:38,283 - mmaction - INFO - Epoch [35][940/1320] lr: 2.000e-04, eta: 4:21:28, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.6324, top5_acc: 0.8336, loss_cls: 1.4676, loss: 1.4676, grad_norm: 11.2888 2021-03-26 21:34:53,530 - mmaction - INFO - Epoch [35][960/1320] lr: 2.000e-04, eta: 4:21:13, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6258, top5_acc: 0.8449, loss_cls: 1.4253, loss: 1.4253, grad_norm: 11.0408 2021-03-26 21:35:08,724 - mmaction - INFO - Epoch [35][980/1320] lr: 2.000e-04, eta: 4:20:57, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6234, top5_acc: 0.8359, loss_cls: 1.4540, loss: 1.4540, grad_norm: 11.2962 2021-03-26 21:35:23,793 - mmaction - INFO - Epoch [35][1000/1320] lr: 2.000e-04, eta: 4:20:41, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6238, top5_acc: 0.8469, loss_cls: 1.4524, loss: 1.4524, grad_norm: 10.7638 2021-03-26 21:35:39,092 - mmaction - INFO - Epoch [35][1020/1320] lr: 2.000e-04, eta: 4:20:25, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6242, top5_acc: 0.8457, loss_cls: 1.4173, loss: 1.4173, grad_norm: 11.0221 2021-03-26 21:35:54,194 - mmaction - INFO - Epoch [35][1040/1320] lr: 2.000e-04, eta: 4:20:10, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6191, top5_acc: 0.8457, loss_cls: 1.4834, loss: 1.4834, grad_norm: 11.3613 2021-03-26 21:36:09,324 - mmaction - INFO - Epoch [35][1060/1320] lr: 2.000e-04, eta: 4:19:54, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8520, loss_cls: 1.4006, loss: 1.4006, grad_norm: 10.9970 2021-03-26 21:36:24,553 - mmaction - INFO - Epoch [35][1080/1320] lr: 2.000e-04, eta: 4:19:38, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8613, loss_cls: 1.3920, loss: 1.3920, grad_norm: 11.1054 2021-03-26 21:36:39,782 - mmaction - INFO - Epoch [35][1100/1320] lr: 2.000e-04, eta: 4:19:23, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6441, top5_acc: 0.8527, loss_cls: 1.3989, loss: 1.3989, grad_norm: 11.0833 2021-03-26 21:36:54,994 - mmaction - INFO - Epoch [35][1120/1320] lr: 2.000e-04, eta: 4:19:07, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6078, top5_acc: 0.8480, loss_cls: 1.4605, loss: 1.4605, grad_norm: 11.1825 2021-03-26 21:37:10,158 - mmaction - INFO - Epoch [35][1140/1320] lr: 2.000e-04, eta: 4:18:51, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8555, loss_cls: 1.3792, loss: 1.3792, grad_norm: 10.8429 2021-03-26 21:37:25,325 - mmaction - INFO - Epoch [35][1160/1320] lr: 2.000e-04, eta: 4:18:35, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8609, loss_cls: 1.3894, loss: 1.3894, grad_norm: 11.0900 2021-03-26 21:37:40,540 - mmaction - INFO - Epoch [35][1180/1320] lr: 2.000e-04, eta: 4:18:20, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6391, top5_acc: 0.8430, loss_cls: 1.4145, loss: 1.4145, grad_norm: 10.9220 2021-03-26 21:37:55,907 - mmaction - INFO - Epoch [35][1200/1320] lr: 2.000e-04, eta: 4:18:04, time: 0.768, data_time: 0.018, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8496, loss_cls: 1.3850, loss: 1.3850, grad_norm: 11.1185 2021-03-26 21:38:11,225 - mmaction - INFO - Epoch [35][1220/1320] lr: 2.000e-04, eta: 4:17:48, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6316, top5_acc: 0.8543, loss_cls: 1.4150, loss: 1.4150, grad_norm: 11.3354 2021-03-26 21:38:26,516 - mmaction - INFO - Epoch [35][1240/1320] lr: 2.000e-04, eta: 4:17:33, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8414, loss_cls: 1.4154, loss: 1.4154, grad_norm: 11.0262 2021-03-26 21:38:41,804 - mmaction - INFO - Epoch [35][1260/1320] lr: 2.000e-04, eta: 4:17:17, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6238, top5_acc: 0.8445, loss_cls: 1.4429, loss: 1.4429, grad_norm: 11.3243 2021-03-26 21:38:56,915 - mmaction - INFO - Epoch [35][1280/1320] lr: 2.000e-04, eta: 4:17:01, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8469, loss_cls: 1.4264, loss: 1.4264, grad_norm: 11.1008 2021-03-26 21:39:12,131 - mmaction - INFO - Epoch [35][1300/1320] lr: 2.000e-04, eta: 4:16:46, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8664, loss_cls: 1.3243, loss: 1.3243, grad_norm: 11.0349 2021-03-26 21:39:26,894 - mmaction - INFO - Epoch [35][1320/1320] lr: 2.000e-04, eta: 4:16:30, time: 0.739, data_time: 0.001, memory: 11010, top1_acc: 0.6357, top5_acc: 0.8448, loss_cls: 1.4109, loss: 1.4109, grad_norm: 11.5941 2021-03-26 21:39:27,763 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-26 21:41:06,037 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 21:41:06,409 - mmaction - INFO - top1_acc 0.4501 top5_acc 0.7326 2021-03-26 21:41:06,409 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 21:41:06,432 - mmaction - INFO - mean_acc 0.3736 2021-03-26 21:41:09,161 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2021-03-26 21:41:09,162 - mmaction - INFO - Best top1_acc is 0.4501 at 35 epoch. 2021-03-26 21:41:09,170 - mmaction - INFO - Epoch(val) [35][1320] top1_acc: 0.4501, top5_acc: 0.7326, mean_class_accuracy: 0.3736 2021-03-26 21:41:09,173 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 21:41:58,890 - mmaction - INFO - Epoch [36][20/1320] lr: 2.000e-04, eta: 4:16:29, time: 2.483, data_time: 1.737, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8520, loss_cls: 1.3757, loss: 1.3757, grad_norm: 11.2783 2021-03-26 21:42:13,772 - mmaction - INFO - Epoch [36][40/1320] lr: 2.000e-04, eta: 4:16:13, time: 0.744, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8590, loss_cls: 1.3487, loss: 1.3487, grad_norm: 10.6381 2021-03-26 21:42:28,801 - mmaction - INFO - Epoch [36][60/1320] lr: 2.000e-04, eta: 4:15:57, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8605, loss_cls: 1.3520, loss: 1.3520, grad_norm: 11.1150 2021-03-26 21:42:43,841 - mmaction - INFO - Epoch [36][80/1320] lr: 2.000e-04, eta: 4:15:41, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.6207, top5_acc: 0.8375, loss_cls: 1.4373, loss: 1.4373, grad_norm: 11.1352 2021-03-26 21:42:58,919 - mmaction - INFO - Epoch [36][100/1320] lr: 2.000e-04, eta: 4:15:26, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8543, loss_cls: 1.3822, loss: 1.3822, grad_norm: 10.9023 2021-03-26 21:43:13,870 - mmaction - INFO - Epoch [36][120/1320] lr: 2.000e-04, eta: 4:15:10, time: 0.749, data_time: 0.004, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8574, loss_cls: 1.3537, loss: 1.3537, grad_norm: 11.0301 2021-03-26 21:43:28,920 - mmaction - INFO - Epoch [36][140/1320] lr: 2.000e-04, eta: 4:14:54, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8766, loss_cls: 1.2943, loss: 1.2943, grad_norm: 11.3268 2021-03-26 21:43:43,949 - mmaction - INFO - Epoch [36][160/1320] lr: 2.000e-04, eta: 4:14:38, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.3734, loss: 1.3734, grad_norm: 11.1567 2021-03-26 21:43:59,076 - mmaction - INFO - Epoch [36][180/1320] lr: 2.000e-04, eta: 4:14:23, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8395, loss_cls: 1.4137, loss: 1.4137, grad_norm: 11.2189 2021-03-26 21:44:14,162 - mmaction - INFO - Epoch [36][200/1320] lr: 2.000e-04, eta: 4:14:07, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8527, loss_cls: 1.4068, loss: 1.4068, grad_norm: 10.9713 2021-03-26 21:44:29,239 - mmaction - INFO - Epoch [36][220/1320] lr: 2.000e-04, eta: 4:13:51, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6250, top5_acc: 0.8434, loss_cls: 1.4491, loss: 1.4491, grad_norm: 11.0506 2021-03-26 21:44:44,488 - mmaction - INFO - Epoch [36][240/1320] lr: 2.000e-04, eta: 4:13:35, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8527, loss_cls: 1.3840, loss: 1.3840, grad_norm: 11.1892 2021-03-26 21:44:59,606 - mmaction - INFO - Epoch [36][260/1320] lr: 2.000e-04, eta: 4:13:20, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8559, loss_cls: 1.3831, loss: 1.3831, grad_norm: 11.3911 2021-03-26 21:45:14,926 - mmaction - INFO - Epoch [36][280/1320] lr: 2.000e-04, eta: 4:13:04, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8516, loss_cls: 1.3837, loss: 1.3837, grad_norm: 10.8950 2021-03-26 21:45:29,970 - mmaction - INFO - Epoch [36][300/1320] lr: 2.000e-04, eta: 4:12:48, time: 0.751, data_time: 0.000, memory: 11010, top1_acc: 0.6316, top5_acc: 0.8488, loss_cls: 1.3990, loss: 1.3990, grad_norm: 11.3431 2021-03-26 21:45:45,182 - mmaction - INFO - Epoch [36][320/1320] lr: 2.000e-04, eta: 4:12:33, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8461, loss_cls: 1.4110, loss: 1.4110, grad_norm: 11.0954 2021-03-26 21:46:00,397 - mmaction - INFO - Epoch [36][340/1320] lr: 2.000e-04, eta: 4:12:17, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6160, top5_acc: 0.8488, loss_cls: 1.4564, loss: 1.4564, grad_norm: 11.2114 2021-03-26 21:46:15,659 - mmaction - INFO - Epoch [36][360/1320] lr: 2.000e-04, eta: 4:12:01, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6289, top5_acc: 0.8395, loss_cls: 1.4597, loss: 1.4597, grad_norm: 11.1758 2021-03-26 21:46:30,810 - mmaction - INFO - Epoch [36][380/1320] lr: 2.000e-04, eta: 4:11:45, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6188, top5_acc: 0.8566, loss_cls: 1.4313, loss: 1.4313, grad_norm: 11.0565 2021-03-26 21:46:45,980 - mmaction - INFO - Epoch [36][400/1320] lr: 2.000e-04, eta: 4:11:30, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8539, loss_cls: 1.3941, loss: 1.3941, grad_norm: 11.1372 2021-03-26 21:47:01,246 - mmaction - INFO - Epoch [36][420/1320] lr: 2.000e-04, eta: 4:11:14, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6320, top5_acc: 0.8488, loss_cls: 1.4029, loss: 1.4029, grad_norm: 11.0975 2021-03-26 21:47:16,463 - mmaction - INFO - Epoch [36][440/1320] lr: 2.000e-04, eta: 4:10:58, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8559, loss_cls: 1.3756, loss: 1.3756, grad_norm: 11.2968 2021-03-26 21:47:31,634 - mmaction - INFO - Epoch [36][460/1320] lr: 2.000e-04, eta: 4:10:43, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8457, loss_cls: 1.3928, loss: 1.3928, grad_norm: 11.4080 2021-03-26 21:47:46,909 - mmaction - INFO - Epoch [36][480/1320] lr: 2.000e-04, eta: 4:10:27, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8512, loss_cls: 1.3938, loss: 1.3938, grad_norm: 11.0146 2021-03-26 21:48:02,111 - mmaction - INFO - Epoch [36][500/1320] lr: 2.000e-04, eta: 4:10:11, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8551, loss_cls: 1.3701, loss: 1.3701, grad_norm: 10.9286 2021-03-26 21:48:17,410 - mmaction - INFO - Epoch [36][520/1320] lr: 2.000e-04, eta: 4:09:56, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8449, loss_cls: 1.4400, loss: 1.4400, grad_norm: 11.2784 2021-03-26 21:48:32,568 - mmaction - INFO - Epoch [36][540/1320] lr: 2.000e-04, eta: 4:09:40, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6180, top5_acc: 0.8379, loss_cls: 1.4641, loss: 1.4641, grad_norm: 11.4545 2021-03-26 21:48:48,071 - mmaction - INFO - Epoch [36][560/1320] lr: 2.000e-04, eta: 4:09:24, time: 0.774, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3510, loss: 1.3510, grad_norm: 10.7510 2021-03-26 21:49:03,167 - mmaction - INFO - Epoch [36][580/1320] lr: 2.000e-04, eta: 4:09:09, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3489, loss: 1.3489, grad_norm: 11.0538 2021-03-26 21:49:18,461 - mmaction - INFO - Epoch [36][600/1320] lr: 2.000e-04, eta: 4:08:53, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6250, top5_acc: 0.8469, loss_cls: 1.4385, loss: 1.4385, grad_norm: 11.5546 2021-03-26 21:49:33,732 - mmaction - INFO - Epoch [36][620/1320] lr: 2.000e-04, eta: 4:08:37, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8414, loss_cls: 1.4532, loss: 1.4532, grad_norm: 11.0229 2021-03-26 21:49:48,970 - mmaction - INFO - Epoch [36][640/1320] lr: 2.000e-04, eta: 4:08:22, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6203, top5_acc: 0.8426, loss_cls: 1.4296, loss: 1.4296, grad_norm: 11.2957 2021-03-26 21:50:04,150 - mmaction - INFO - Epoch [36][660/1320] lr: 2.000e-04, eta: 4:08:06, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8539, loss_cls: 1.4023, loss: 1.4023, grad_norm: 11.1374 2021-03-26 21:50:19,258 - mmaction - INFO - Epoch [36][680/1320] lr: 2.000e-04, eta: 4:07:50, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6242, top5_acc: 0.8508, loss_cls: 1.4446, loss: 1.4446, grad_norm: 11.2690 2021-03-26 21:50:34,469 - mmaction - INFO - Epoch [36][700/1320] lr: 2.000e-04, eta: 4:07:34, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8539, loss_cls: 1.3743, loss: 1.3743, grad_norm: 11.2228 2021-03-26 21:50:49,692 - mmaction - INFO - Epoch [36][720/1320] lr: 2.000e-04, eta: 4:07:19, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6391, top5_acc: 0.8664, loss_cls: 1.3433, loss: 1.3433, grad_norm: 11.5862 2021-03-26 21:51:04,888 - mmaction - INFO - Epoch [36][740/1320] lr: 2.000e-04, eta: 4:07:03, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8602, loss_cls: 1.3915, loss: 1.3915, grad_norm: 11.5352 2021-03-26 21:51:20,041 - mmaction - INFO - Epoch [36][760/1320] lr: 2.000e-04, eta: 4:06:47, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8523, loss_cls: 1.3884, loss: 1.3884, grad_norm: 11.0024 2021-03-26 21:51:35,397 - mmaction - INFO - Epoch [36][780/1320] lr: 2.000e-04, eta: 4:06:32, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8559, loss_cls: 1.4123, loss: 1.4123, grad_norm: 11.3848 2021-03-26 21:51:50,465 - mmaction - INFO - Epoch [36][800/1320] lr: 2.000e-04, eta: 4:06:16, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8656, loss_cls: 1.3379, loss: 1.3379, grad_norm: 11.1035 2021-03-26 21:52:05,762 - mmaction - INFO - Epoch [36][820/1320] lr: 2.000e-04, eta: 4:06:00, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.6242, top5_acc: 0.8496, loss_cls: 1.4400, loss: 1.4400, grad_norm: 11.6071 2021-03-26 21:52:20,966 - mmaction - INFO - Epoch [36][840/1320] lr: 2.000e-04, eta: 4:05:45, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8410, loss_cls: 1.4704, loss: 1.4704, grad_norm: 11.2898 2021-03-26 21:52:36,180 - mmaction - INFO - Epoch [36][860/1320] lr: 2.000e-04, eta: 4:05:29, time: 0.761, data_time: 0.006, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8590, loss_cls: 1.3869, loss: 1.3869, grad_norm: 10.9005 2021-03-26 21:52:51,479 - mmaction - INFO - Epoch [36][880/1320] lr: 2.000e-04, eta: 4:05:13, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6246, top5_acc: 0.8398, loss_cls: 1.4582, loss: 1.4582, grad_norm: 11.3437 2021-03-26 21:53:06,668 - mmaction - INFO - Epoch [36][900/1320] lr: 2.000e-04, eta: 4:04:57, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8547, loss_cls: 1.3669, loss: 1.3669, grad_norm: 10.9918 2021-03-26 21:53:21,958 - mmaction - INFO - Epoch [36][920/1320] lr: 2.000e-04, eta: 4:04:42, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8426, loss_cls: 1.4515, loss: 1.4515, grad_norm: 11.4767 2021-03-26 21:53:37,218 - mmaction - INFO - Epoch [36][940/1320] lr: 2.000e-04, eta: 4:04:26, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.3777, loss: 1.3777, grad_norm: 11.1317 2021-03-26 21:53:52,402 - mmaction - INFO - Epoch [36][960/1320] lr: 2.000e-04, eta: 4:04:10, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6312, top5_acc: 0.8457, loss_cls: 1.4155, loss: 1.4155, grad_norm: 11.0347 2021-03-26 21:54:07,586 - mmaction - INFO - Epoch [36][980/1320] lr: 2.000e-04, eta: 4:03:55, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8418, loss_cls: 1.4206, loss: 1.4206, grad_norm: 11.2990 2021-03-26 21:54:22,908 - mmaction - INFO - Epoch [36][1000/1320] lr: 2.000e-04, eta: 4:03:39, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6141, top5_acc: 0.8371, loss_cls: 1.4922, loss: 1.4922, grad_norm: 11.0998 2021-03-26 21:54:38,174 - mmaction - INFO - Epoch [36][1020/1320] lr: 2.000e-04, eta: 4:03:23, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8562, loss_cls: 1.3697, loss: 1.3697, grad_norm: 11.2378 2021-03-26 21:54:53,314 - mmaction - INFO - Epoch [36][1040/1320] lr: 2.000e-04, eta: 4:03:08, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8422, loss_cls: 1.4209, loss: 1.4209, grad_norm: 11.4149 2021-03-26 21:55:08,670 - mmaction - INFO - Epoch [36][1060/1320] lr: 2.000e-04, eta: 4:02:52, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8637, loss_cls: 1.3140, loss: 1.3140, grad_norm: 11.0738 2021-03-26 21:55:23,964 - mmaction - INFO - Epoch [36][1080/1320] lr: 2.000e-04, eta: 4:02:36, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8543, loss_cls: 1.3869, loss: 1.3869, grad_norm: 11.3362 2021-03-26 21:55:39,211 - mmaction - INFO - Epoch [36][1100/1320] lr: 2.000e-04, eta: 4:02:21, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8555, loss_cls: 1.3759, loss: 1.3759, grad_norm: 11.4445 2021-03-26 21:55:54,591 - mmaction - INFO - Epoch [36][1120/1320] lr: 2.000e-04, eta: 4:02:05, time: 0.769, data_time: 0.007, memory: 11010, top1_acc: 0.6320, top5_acc: 0.8547, loss_cls: 1.4006, loss: 1.4006, grad_norm: 11.2963 2021-03-26 21:56:09,755 - mmaction - INFO - Epoch [36][1140/1320] lr: 2.000e-04, eta: 4:01:49, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8566, loss_cls: 1.3873, loss: 1.3873, grad_norm: 11.0905 2021-03-26 21:56:25,064 - mmaction - INFO - Epoch [36][1160/1320] lr: 2.000e-04, eta: 4:01:34, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8457, loss_cls: 1.4397, loss: 1.4397, grad_norm: 11.3933 2021-03-26 21:56:40,351 - mmaction - INFO - Epoch [36][1180/1320] lr: 2.000e-04, eta: 4:01:18, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8543, loss_cls: 1.3626, loss: 1.3626, grad_norm: 10.9697 2021-03-26 21:56:55,546 - mmaction - INFO - Epoch [36][1200/1320] lr: 2.000e-04, eta: 4:01:02, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8617, loss_cls: 1.3473, loss: 1.3473, grad_norm: 10.9640 2021-03-26 21:57:10,857 - mmaction - INFO - Epoch [36][1220/1320] lr: 2.000e-04, eta: 4:00:47, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6238, top5_acc: 0.8379, loss_cls: 1.4480, loss: 1.4480, grad_norm: 11.5101 2021-03-26 21:57:26,036 - mmaction - INFO - Epoch [36][1240/1320] lr: 2.000e-04, eta: 4:00:31, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8527, loss_cls: 1.3556, loss: 1.3556, grad_norm: 11.3553 2021-03-26 21:57:41,255 - mmaction - INFO - Epoch [36][1260/1320] lr: 2.000e-04, eta: 4:00:15, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8539, loss_cls: 1.3827, loss: 1.3827, grad_norm: 11.3485 2021-03-26 21:57:56,487 - mmaction - INFO - Epoch [36][1280/1320] lr: 2.000e-04, eta: 4:00:00, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8406, loss_cls: 1.4107, loss: 1.4107, grad_norm: 11.3509 2021-03-26 21:58:11,661 - mmaction - INFO - Epoch [36][1300/1320] lr: 2.000e-04, eta: 3:59:44, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8523, loss_cls: 1.3901, loss: 1.3901, grad_norm: 11.3298 2021-03-26 21:58:26,702 - mmaction - INFO - Epoch [36][1320/1320] lr: 2.000e-04, eta: 3:59:28, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6365, top5_acc: 0.8556, loss_cls: 1.3802, loss: 1.3802, grad_norm: 11.4594 2021-03-26 21:58:28,044 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-26 22:00:06,232 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 22:00:06,609 - mmaction - INFO - top1_acc 0.4506 top5_acc 0.7325 2021-03-26 22:00:06,610 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 22:00:06,633 - mmaction - INFO - mean_acc 0.3763 2021-03-26 22:00:07,989 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-03-26 22:00:07,990 - mmaction - INFO - Best top1_acc is 0.4506 at 36 epoch. 2021-03-26 22:00:08,003 - mmaction - INFO - Epoch(val) [36][1320] top1_acc: 0.4506, top5_acc: 0.7325, mean_class_accuracy: 0.3763 2021-03-26 22:00:08,006 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 22:01:00,002 - mmaction - INFO - Epoch [37][20/1320] lr: 2.000e-04, eta: 3:59:27, time: 2.599, data_time: 1.844, memory: 11010, top1_acc: 0.6277, top5_acc: 0.8469, loss_cls: 1.4262, loss: 1.4262, grad_norm: 11.3256 2021-03-26 22:01:15,084 - mmaction - INFO - Epoch [37][40/1320] lr: 2.000e-04, eta: 3:59:11, time: 0.754, data_time: 0.011, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8508, loss_cls: 1.4362, loss: 1.4362, grad_norm: 11.3266 2021-03-26 22:01:30,150 - mmaction - INFO - Epoch [37][60/1320] lr: 2.000e-04, eta: 3:58:55, time: 0.754, data_time: 0.004, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8445, loss_cls: 1.4177, loss: 1.4177, grad_norm: 11.1065 2021-03-26 22:01:45,160 - mmaction - INFO - Epoch [37][80/1320] lr: 2.000e-04, eta: 3:58:40, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8352, loss_cls: 1.4392, loss: 1.4392, grad_norm: 11.1114 2021-03-26 22:02:00,227 - mmaction - INFO - Epoch [37][100/1320] lr: 2.000e-04, eta: 3:58:24, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8387, loss_cls: 1.4264, loss: 1.4264, grad_norm: 11.2238 2021-03-26 22:02:15,385 - mmaction - INFO - Epoch [37][120/1320] lr: 2.000e-04, eta: 3:58:08, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8477, loss_cls: 1.3845, loss: 1.3845, grad_norm: 11.2767 2021-03-26 22:02:30,452 - mmaction - INFO - Epoch [37][140/1320] lr: 2.000e-04, eta: 3:57:52, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8520, loss_cls: 1.3944, loss: 1.3944, grad_norm: 11.4297 2021-03-26 22:02:45,514 - mmaction - INFO - Epoch [37][160/1320] lr: 2.000e-04, eta: 3:57:37, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8547, loss_cls: 1.3534, loss: 1.3534, grad_norm: 11.5546 2021-03-26 22:03:00,553 - mmaction - INFO - Epoch [37][180/1320] lr: 2.000e-04, eta: 3:57:21, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8590, loss_cls: 1.3535, loss: 1.3535, grad_norm: 11.5298 2021-03-26 22:03:15,677 - mmaction - INFO - Epoch [37][200/1320] lr: 2.000e-04, eta: 3:57:05, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6223, top5_acc: 0.8504, loss_cls: 1.3989, loss: 1.3989, grad_norm: 11.2725 2021-03-26 22:03:30,755 - mmaction - INFO - Epoch [37][220/1320] lr: 2.000e-04, eta: 3:56:49, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8547, loss_cls: 1.3889, loss: 1.3889, grad_norm: 10.9890 2021-03-26 22:03:45,995 - mmaction - INFO - Epoch [37][240/1320] lr: 2.000e-04, eta: 3:56:34, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8641, loss_cls: 1.3564, loss: 1.3564, grad_norm: 11.2821 2021-03-26 22:04:01,264 - mmaction - INFO - Epoch [37][260/1320] lr: 2.000e-04, eta: 3:56:18, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8527, loss_cls: 1.3884, loss: 1.3884, grad_norm: 11.0753 2021-03-26 22:04:16,436 - mmaction - INFO - Epoch [37][280/1320] lr: 2.000e-04, eta: 3:56:02, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8547, loss_cls: 1.4023, loss: 1.4023, grad_norm: 11.4205 2021-03-26 22:04:31,651 - mmaction - INFO - Epoch [37][300/1320] lr: 2.000e-04, eta: 3:55:47, time: 0.761, data_time: 0.004, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8465, loss_cls: 1.3870, loss: 1.3870, grad_norm: 11.3114 2021-03-26 22:04:46,780 - mmaction - INFO - Epoch [37][320/1320] lr: 2.000e-04, eta: 3:55:31, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8434, loss_cls: 1.4120, loss: 1.4120, grad_norm: 11.1546 2021-03-26 22:05:02,129 - mmaction - INFO - Epoch [37][340/1320] lr: 2.000e-04, eta: 3:55:15, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6312, top5_acc: 0.8465, loss_cls: 1.4142, loss: 1.4142, grad_norm: 11.2752 2021-03-26 22:05:17,320 - mmaction - INFO - Epoch [37][360/1320] lr: 2.000e-04, eta: 3:55:00, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8555, loss_cls: 1.3754, loss: 1.3754, grad_norm: 11.2440 2021-03-26 22:05:32,538 - mmaction - INFO - Epoch [37][380/1320] lr: 2.000e-04, eta: 3:54:44, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8688, loss_cls: 1.3314, loss: 1.3314, grad_norm: 11.1902 2021-03-26 22:05:47,764 - mmaction - INFO - Epoch [37][400/1320] lr: 2.000e-04, eta: 3:54:28, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8516, loss_cls: 1.4084, loss: 1.4084, grad_norm: 11.5564 2021-03-26 22:06:03,077 - mmaction - INFO - Epoch [37][420/1320] lr: 2.000e-04, eta: 3:54:12, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8664, loss_cls: 1.3088, loss: 1.3088, grad_norm: 11.2218 2021-03-26 22:06:18,210 - mmaction - INFO - Epoch [37][440/1320] lr: 2.000e-04, eta: 3:53:57, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8617, loss_cls: 1.3690, loss: 1.3690, grad_norm: 11.2637 2021-03-26 22:06:33,419 - mmaction - INFO - Epoch [37][460/1320] lr: 2.000e-04, eta: 3:53:41, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8582, loss_cls: 1.3758, loss: 1.3758, grad_norm: 11.5619 2021-03-26 22:06:48,576 - mmaction - INFO - Epoch [37][480/1320] lr: 2.000e-04, eta: 3:53:25, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8590, loss_cls: 1.3510, loss: 1.3510, grad_norm: 11.3072 2021-03-26 22:07:03,723 - mmaction - INFO - Epoch [37][500/1320] lr: 2.000e-04, eta: 3:53:10, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8473, loss_cls: 1.3819, loss: 1.3819, grad_norm: 11.5997 2021-03-26 22:07:18,971 - mmaction - INFO - Epoch [37][520/1320] lr: 2.000e-04, eta: 3:52:54, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6316, top5_acc: 0.8477, loss_cls: 1.4391, loss: 1.4391, grad_norm: 11.3434 2021-03-26 22:07:34,197 - mmaction - INFO - Epoch [37][540/1320] lr: 2.000e-04, eta: 3:52:38, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8504, loss_cls: 1.4319, loss: 1.4319, grad_norm: 11.5208 2021-03-26 22:07:49,385 - mmaction - INFO - Epoch [37][560/1320] lr: 2.000e-04, eta: 3:52:23, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8551, loss_cls: 1.3756, loss: 1.3756, grad_norm: 11.2881 2021-03-26 22:08:04,566 - mmaction - INFO - Epoch [37][580/1320] lr: 2.000e-04, eta: 3:52:07, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6363, top5_acc: 0.8523, loss_cls: 1.4095, loss: 1.4095, grad_norm: 11.0823 2021-03-26 22:08:19,725 - mmaction - INFO - Epoch [37][600/1320] lr: 2.000e-04, eta: 3:51:51, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8496, loss_cls: 1.4074, loss: 1.4074, grad_norm: 11.0362 2021-03-26 22:08:35,038 - mmaction - INFO - Epoch [37][620/1320] lr: 2.000e-04, eta: 3:51:35, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8516, loss_cls: 1.3835, loss: 1.3835, grad_norm: 11.3172 2021-03-26 22:08:50,103 - mmaction - INFO - Epoch [37][640/1320] lr: 2.000e-04, eta: 3:51:20, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8480, loss_cls: 1.4317, loss: 1.4317, grad_norm: 11.3174 2021-03-26 22:09:05,438 - mmaction - INFO - Epoch [37][660/1320] lr: 2.000e-04, eta: 3:51:04, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8496, loss_cls: 1.3737, loss: 1.3737, grad_norm: 11.3870 2021-03-26 22:09:20,618 - mmaction - INFO - Epoch [37][680/1320] lr: 2.000e-04, eta: 3:50:48, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8512, loss_cls: 1.3661, loss: 1.3661, grad_norm: 11.6202 2021-03-26 22:09:35,871 - mmaction - INFO - Epoch [37][700/1320] lr: 2.000e-04, eta: 3:50:33, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8539, loss_cls: 1.3861, loss: 1.3861, grad_norm: 11.3368 2021-03-26 22:09:51,113 - mmaction - INFO - Epoch [37][720/1320] lr: 2.000e-04, eta: 3:50:17, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8551, loss_cls: 1.3929, loss: 1.3929, grad_norm: 11.6362 2021-03-26 22:10:06,350 - mmaction - INFO - Epoch [37][740/1320] lr: 2.000e-04, eta: 3:50:01, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8590, loss_cls: 1.3482, loss: 1.3482, grad_norm: 11.4085 2021-03-26 22:10:21,615 - mmaction - INFO - Epoch [37][760/1320] lr: 2.000e-04, eta: 3:49:46, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8570, loss_cls: 1.3590, loss: 1.3590, grad_norm: 11.2810 2021-03-26 22:10:36,810 - mmaction - INFO - Epoch [37][780/1320] lr: 2.000e-04, eta: 3:49:30, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6246, top5_acc: 0.8406, loss_cls: 1.4378, loss: 1.4378, grad_norm: 11.3713 2021-03-26 22:10:52,149 - mmaction - INFO - Epoch [37][800/1320] lr: 2.000e-04, eta: 3:49:14, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.6258, top5_acc: 0.8551, loss_cls: 1.3931, loss: 1.3931, grad_norm: 11.2999 2021-03-26 22:11:07,255 - mmaction - INFO - Epoch [37][820/1320] lr: 2.000e-04, eta: 3:48:59, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8512, loss_cls: 1.4534, loss: 1.4534, grad_norm: 11.5118 2021-03-26 22:11:22,428 - mmaction - INFO - Epoch [37][840/1320] lr: 2.000e-04, eta: 3:48:43, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.3903, loss: 1.3903, grad_norm: 11.1990 2021-03-26 22:11:37,656 - mmaction - INFO - Epoch [37][860/1320] lr: 2.000e-04, eta: 3:48:27, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6191, top5_acc: 0.8469, loss_cls: 1.4415, loss: 1.4415, grad_norm: 11.4442 2021-03-26 22:11:52,925 - mmaction - INFO - Epoch [37][880/1320] lr: 2.000e-04, eta: 3:48:12, time: 0.763, data_time: 0.000, memory: 11010, top1_acc: 0.6297, top5_acc: 0.8504, loss_cls: 1.4068, loss: 1.4068, grad_norm: 11.2022 2021-03-26 22:12:08,185 - mmaction - INFO - Epoch [37][900/1320] lr: 2.000e-04, eta: 3:47:56, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8531, loss_cls: 1.4088, loss: 1.4088, grad_norm: 11.1396 2021-03-26 22:12:23,456 - mmaction - INFO - Epoch [37][920/1320] lr: 2.000e-04, eta: 3:47:40, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8484, loss_cls: 1.3836, loss: 1.3836, grad_norm: 11.2189 2021-03-26 22:12:38,739 - mmaction - INFO - Epoch [37][940/1320] lr: 2.000e-04, eta: 3:47:25, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6184, top5_acc: 0.8332, loss_cls: 1.4522, loss: 1.4522, grad_norm: 11.6349 2021-03-26 22:12:53,876 - mmaction - INFO - Epoch [37][960/1320] lr: 2.000e-04, eta: 3:47:09, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8574, loss_cls: 1.3553, loss: 1.3553, grad_norm: 11.2491 2021-03-26 22:13:09,036 - mmaction - INFO - Epoch [37][980/1320] lr: 2.000e-04, eta: 3:46:53, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8621, loss_cls: 1.3141, loss: 1.3141, grad_norm: 11.4538 2021-03-26 22:13:24,300 - mmaction - INFO - Epoch [37][1000/1320] lr: 2.000e-04, eta: 3:46:38, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8453, loss_cls: 1.4109, loss: 1.4109, grad_norm: 11.3118 2021-03-26 22:13:39,464 - mmaction - INFO - Epoch [37][1020/1320] lr: 2.000e-04, eta: 3:46:22, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8539, loss_cls: 1.3742, loss: 1.3742, grad_norm: 11.0817 2021-03-26 22:13:54,742 - mmaction - INFO - Epoch [37][1040/1320] lr: 2.000e-04, eta: 3:46:06, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8551, loss_cls: 1.3852, loss: 1.3852, grad_norm: 11.2779 2021-03-26 22:14:09,843 - mmaction - INFO - Epoch [37][1060/1320] lr: 2.000e-04, eta: 3:45:50, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8578, loss_cls: 1.3820, loss: 1.3820, grad_norm: 11.6512 2021-03-26 22:14:25,154 - mmaction - INFO - Epoch [37][1080/1320] lr: 2.000e-04, eta: 3:45:35, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8559, loss_cls: 1.3791, loss: 1.3791, grad_norm: 11.2799 2021-03-26 22:14:40,167 - mmaction - INFO - Epoch [37][1100/1320] lr: 2.000e-04, eta: 3:45:19, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8676, loss_cls: 1.3319, loss: 1.3319, grad_norm: 11.2679 2021-03-26 22:14:55,366 - mmaction - INFO - Epoch [37][1120/1320] lr: 2.000e-04, eta: 3:45:03, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8469, loss_cls: 1.4326, loss: 1.4326, grad_norm: 11.4848 2021-03-26 22:15:10,504 - mmaction - INFO - Epoch [37][1140/1320] lr: 2.000e-04, eta: 3:44:48, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8602, loss_cls: 1.3739, loss: 1.3739, grad_norm: 10.9824 2021-03-26 22:15:25,783 - mmaction - INFO - Epoch [37][1160/1320] lr: 2.000e-04, eta: 3:44:32, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6324, top5_acc: 0.8512, loss_cls: 1.4160, loss: 1.4160, grad_norm: 11.4632 2021-03-26 22:15:40,966 - mmaction - INFO - Epoch [37][1180/1320] lr: 2.000e-04, eta: 3:44:16, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8613, loss_cls: 1.3357, loss: 1.3357, grad_norm: 11.3525 2021-03-26 22:15:56,109 - mmaction - INFO - Epoch [37][1200/1320] lr: 2.000e-04, eta: 3:44:01, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8617, loss_cls: 1.3513, loss: 1.3513, grad_norm: 11.6782 2021-03-26 22:16:11,288 - mmaction - INFO - Epoch [37][1220/1320] lr: 2.000e-04, eta: 3:43:45, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6305, top5_acc: 0.8391, loss_cls: 1.4223, loss: 1.4223, grad_norm: 11.1461 2021-03-26 22:16:26,514 - mmaction - INFO - Epoch [37][1240/1320] lr: 2.000e-04, eta: 3:43:29, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8516, loss_cls: 1.3605, loss: 1.3605, grad_norm: 11.1265 2021-03-26 22:16:41,700 - mmaction - INFO - Epoch [37][1260/1320] lr: 2.000e-04, eta: 3:43:14, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8559, loss_cls: 1.3689, loss: 1.3689, grad_norm: 11.6008 2021-03-26 22:16:56,959 - mmaction - INFO - Epoch [37][1280/1320] lr: 2.000e-04, eta: 3:42:58, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8543, loss_cls: 1.3857, loss: 1.3857, grad_norm: 11.3077 2021-03-26 22:17:12,179 - mmaction - INFO - Epoch [37][1300/1320] lr: 2.000e-04, eta: 3:42:42, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8582, loss_cls: 1.3430, loss: 1.3430, grad_norm: 11.1429 2021-03-26 22:17:26,984 - mmaction - INFO - Epoch [37][1320/1320] lr: 2.000e-04, eta: 3:42:26, time: 0.741, data_time: 0.003, memory: 11010, top1_acc: 0.6381, top5_acc: 0.8413, loss_cls: 1.4320, loss: 1.4320, grad_norm: 11.3862 2021-03-26 22:17:27,913 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-26 22:19:09,790 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 22:19:10,202 - mmaction - INFO - top1_acc 0.4486 top5_acc 0.7319 2021-03-26 22:19:10,202 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 22:19:10,239 - mmaction - INFO - mean_acc 0.3766 2021-03-26 22:19:10,254 - mmaction - INFO - Epoch(val) [37][1320] top1_acc: 0.4486, top5_acc: 0.7319, mean_class_accuracy: 0.3766 2021-03-26 22:19:10,257 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 22:20:03,728 - mmaction - INFO - Epoch [38][20/1320] lr: 2.000e-04, eta: 3:42:24, time: 2.673, data_time: 1.895, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8602, loss_cls: 1.3885, loss: 1.3885, grad_norm: 11.4329 2021-03-26 22:20:18,616 - mmaction - INFO - Epoch [38][40/1320] lr: 2.000e-04, eta: 3:42:08, time: 0.744, data_time: 0.002, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8461, loss_cls: 1.4198, loss: 1.4198, grad_norm: 11.3931 2021-03-26 22:20:33,623 - mmaction - INFO - Epoch [38][60/1320] lr: 2.000e-04, eta: 3:41:53, time: 0.751, data_time: 0.003, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8637, loss_cls: 1.3239, loss: 1.3239, grad_norm: 11.3116 2021-03-26 22:20:48,655 - mmaction - INFO - Epoch [38][80/1320] lr: 2.000e-04, eta: 3:41:37, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.2896, loss: 1.2896, grad_norm: 11.5511 2021-03-26 22:21:03,748 - mmaction - INFO - Epoch [38][100/1320] lr: 2.000e-04, eta: 3:41:21, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8664, loss_cls: 1.3086, loss: 1.3086, grad_norm: 11.4784 2021-03-26 22:21:18,814 - mmaction - INFO - Epoch [38][120/1320] lr: 2.000e-04, eta: 3:41:05, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8430, loss_cls: 1.4279, loss: 1.4279, grad_norm: 11.6639 2021-03-26 22:21:33,851 - mmaction - INFO - Epoch [38][140/1320] lr: 2.000e-04, eta: 3:40:50, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8582, loss_cls: 1.3799, loss: 1.3799, grad_norm: 11.0856 2021-03-26 22:21:48,911 - mmaction - INFO - Epoch [38][160/1320] lr: 2.000e-04, eta: 3:40:34, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8527, loss_cls: 1.3751, loss: 1.3751, grad_norm: 11.3823 2021-03-26 22:22:03,940 - mmaction - INFO - Epoch [38][180/1320] lr: 2.000e-04, eta: 3:40:18, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8520, loss_cls: 1.3564, loss: 1.3564, grad_norm: 11.3975 2021-03-26 22:22:19,067 - mmaction - INFO - Epoch [38][200/1320] lr: 2.000e-04, eta: 3:40:02, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8461, loss_cls: 1.3884, loss: 1.3884, grad_norm: 11.5665 2021-03-26 22:22:34,099 - mmaction - INFO - Epoch [38][220/1320] lr: 2.000e-04, eta: 3:39:47, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6305, top5_acc: 0.8531, loss_cls: 1.4075, loss: 1.4075, grad_norm: 11.4900 2021-03-26 22:22:49,116 - mmaction - INFO - Epoch [38][240/1320] lr: 2.000e-04, eta: 3:39:31, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8656, loss_cls: 1.3387, loss: 1.3387, grad_norm: 11.1699 2021-03-26 22:23:04,263 - mmaction - INFO - Epoch [38][260/1320] lr: 2.000e-04, eta: 3:39:15, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8621, loss_cls: 1.3239, loss: 1.3239, grad_norm: 11.3721 2021-03-26 22:23:19,470 - mmaction - INFO - Epoch [38][280/1320] lr: 2.000e-04, eta: 3:38:59, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8512, loss_cls: 1.3870, loss: 1.3870, grad_norm: 11.3470 2021-03-26 22:23:34,521 - mmaction - INFO - Epoch [38][300/1320] lr: 2.000e-04, eta: 3:38:44, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8461, loss_cls: 1.3894, loss: 1.3894, grad_norm: 11.5583 2021-03-26 22:23:49,876 - mmaction - INFO - Epoch [38][320/1320] lr: 2.000e-04, eta: 3:38:28, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8465, loss_cls: 1.4204, loss: 1.4204, grad_norm: 11.4654 2021-03-26 22:24:05,026 - mmaction - INFO - Epoch [38][340/1320] lr: 2.000e-04, eta: 3:38:12, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8383, loss_cls: 1.4562, loss: 1.4562, grad_norm: 11.4813 2021-03-26 22:24:20,225 - mmaction - INFO - Epoch [38][360/1320] lr: 2.000e-04, eta: 3:37:57, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8484, loss_cls: 1.4120, loss: 1.4120, grad_norm: 11.1242 2021-03-26 22:24:35,508 - mmaction - INFO - Epoch [38][380/1320] lr: 2.000e-04, eta: 3:37:41, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8520, loss_cls: 1.3933, loss: 1.3933, grad_norm: 11.4699 2021-03-26 22:24:50,669 - mmaction - INFO - Epoch [38][400/1320] lr: 2.000e-04, eta: 3:37:25, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8605, loss_cls: 1.3592, loss: 1.3592, grad_norm: 11.4665 2021-03-26 22:25:05,890 - mmaction - INFO - Epoch [38][420/1320] lr: 2.000e-04, eta: 3:37:10, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8613, loss_cls: 1.3667, loss: 1.3667, grad_norm: 11.6446 2021-03-26 22:25:21,097 - mmaction - INFO - Epoch [38][440/1320] lr: 2.000e-04, eta: 3:36:54, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8488, loss_cls: 1.4504, loss: 1.4504, grad_norm: 11.5545 2021-03-26 22:25:36,203 - mmaction - INFO - Epoch [38][460/1320] lr: 2.000e-04, eta: 3:36:38, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8535, loss_cls: 1.3738, loss: 1.3738, grad_norm: 11.6033 2021-03-26 22:25:51,473 - mmaction - INFO - Epoch [38][480/1320] lr: 2.000e-04, eta: 3:36:22, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8637, loss_cls: 1.3291, loss: 1.3291, grad_norm: 11.8301 2021-03-26 22:26:06,740 - mmaction - INFO - Epoch [38][500/1320] lr: 2.000e-04, eta: 3:36:07, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8531, loss_cls: 1.3718, loss: 1.3718, grad_norm: 11.6219 2021-03-26 22:26:21,974 - mmaction - INFO - Epoch [38][520/1320] lr: 2.000e-04, eta: 3:35:51, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8402, loss_cls: 1.4446, loss: 1.4446, grad_norm: 11.6007 2021-03-26 22:26:37,217 - mmaction - INFO - Epoch [38][540/1320] lr: 2.000e-04, eta: 3:35:35, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8602, loss_cls: 1.3543, loss: 1.3543, grad_norm: 11.1287 2021-03-26 22:26:52,436 - mmaction - INFO - Epoch [38][560/1320] lr: 2.000e-04, eta: 3:35:20, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8496, loss_cls: 1.4241, loss: 1.4241, grad_norm: 11.2998 2021-03-26 22:27:07,760 - mmaction - INFO - Epoch [38][580/1320] lr: 2.000e-04, eta: 3:35:04, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8664, loss_cls: 1.3371, loss: 1.3371, grad_norm: 11.3158 2021-03-26 22:27:22,992 - mmaction - INFO - Epoch [38][600/1320] lr: 2.000e-04, eta: 3:34:48, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8488, loss_cls: 1.3845, loss: 1.3845, grad_norm: 11.3476 2021-03-26 22:27:38,235 - mmaction - INFO - Epoch [38][620/1320] lr: 2.000e-04, eta: 3:34:33, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8570, loss_cls: 1.3590, loss: 1.3590, grad_norm: 11.5839 2021-03-26 22:27:53,452 - mmaction - INFO - Epoch [38][640/1320] lr: 2.000e-04, eta: 3:34:17, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8551, loss_cls: 1.3740, loss: 1.3740, grad_norm: 11.5202 2021-03-26 22:28:08,781 - mmaction - INFO - Epoch [38][660/1320] lr: 2.000e-04, eta: 3:34:01, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8508, loss_cls: 1.3997, loss: 1.3997, grad_norm: 11.5138 2021-03-26 22:28:23,975 - mmaction - INFO - Epoch [38][680/1320] lr: 2.000e-04, eta: 3:33:46, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8504, loss_cls: 1.4039, loss: 1.4039, grad_norm: 11.7238 2021-03-26 22:28:39,158 - mmaction - INFO - Epoch [38][700/1320] lr: 2.000e-04, eta: 3:33:30, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8613, loss_cls: 1.3689, loss: 1.3689, grad_norm: 11.0368 2021-03-26 22:28:54,483 - mmaction - INFO - Epoch [38][720/1320] lr: 2.000e-04, eta: 3:33:14, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8500, loss_cls: 1.3929, loss: 1.3929, grad_norm: 11.4639 2021-03-26 22:29:09,760 - mmaction - INFO - Epoch [38][740/1320] lr: 2.000e-04, eta: 3:32:59, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8477, loss_cls: 1.4334, loss: 1.4334, grad_norm: 11.6441 2021-03-26 22:29:24,992 - mmaction - INFO - Epoch [38][760/1320] lr: 2.000e-04, eta: 3:32:43, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8566, loss_cls: 1.3662, loss: 1.3662, grad_norm: 11.1369 2021-03-26 22:29:40,131 - mmaction - INFO - Epoch [38][780/1320] lr: 2.000e-04, eta: 3:32:27, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6137, top5_acc: 0.8438, loss_cls: 1.4682, loss: 1.4682, grad_norm: 11.7683 2021-03-26 22:29:55,219 - mmaction - INFO - Epoch [38][800/1320] lr: 2.000e-04, eta: 3:32:12, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8410, loss_cls: 1.4395, loss: 1.4395, grad_norm: 11.6883 2021-03-26 22:30:10,326 - mmaction - INFO - Epoch [38][820/1320] lr: 2.000e-04, eta: 3:31:56, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8555, loss_cls: 1.3675, loss: 1.3675, grad_norm: 11.3696 2021-03-26 22:30:25,539 - mmaction - INFO - Epoch [38][840/1320] lr: 2.000e-04, eta: 3:31:40, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8492, loss_cls: 1.3705, loss: 1.3705, grad_norm: 11.8449 2021-03-26 22:30:40,871 - mmaction - INFO - Epoch [38][860/1320] lr: 2.000e-04, eta: 3:31:25, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.3807, loss: 1.3807, grad_norm: 11.7358 2021-03-26 22:30:56,060 - mmaction - INFO - Epoch [38][880/1320] lr: 2.000e-04, eta: 3:31:09, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8633, loss_cls: 1.3047, loss: 1.3047, grad_norm: 11.1685 2021-03-26 22:31:11,186 - mmaction - INFO - Epoch [38][900/1320] lr: 2.000e-04, eta: 3:30:53, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8570, loss_cls: 1.3975, loss: 1.3975, grad_norm: 11.6359 2021-03-26 22:31:26,548 - mmaction - INFO - Epoch [38][920/1320] lr: 2.000e-04, eta: 3:30:38, time: 0.768, data_time: 0.000, memory: 11010, top1_acc: 0.6230, top5_acc: 0.8395, loss_cls: 1.4482, loss: 1.4482, grad_norm: 11.4689 2021-03-26 22:31:41,701 - mmaction - INFO - Epoch [38][940/1320] lr: 2.000e-04, eta: 3:30:22, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8672, loss_cls: 1.3009, loss: 1.3009, grad_norm: 11.1163 2021-03-26 22:31:57,011 - mmaction - INFO - Epoch [38][960/1320] lr: 2.000e-04, eta: 3:30:06, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8480, loss_cls: 1.3593, loss: 1.3593, grad_norm: 11.7266 2021-03-26 22:32:12,106 - mmaction - INFO - Epoch [38][980/1320] lr: 2.000e-04, eta: 3:29:51, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8488, loss_cls: 1.4251, loss: 1.4251, grad_norm: 11.7081 2021-03-26 22:32:27,217 - mmaction - INFO - Epoch [38][1000/1320] lr: 2.000e-04, eta: 3:29:35, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8598, loss_cls: 1.3731, loss: 1.3731, grad_norm: 11.4182 2021-03-26 22:32:42,468 - mmaction - INFO - Epoch [38][1020/1320] lr: 2.000e-04, eta: 3:29:19, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8469, loss_cls: 1.3767, loss: 1.3767, grad_norm: 11.4974 2021-03-26 22:32:57,644 - mmaction - INFO - Epoch [38][1040/1320] lr: 2.000e-04, eta: 3:29:03, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8508, loss_cls: 1.3888, loss: 1.3888, grad_norm: 11.5062 2021-03-26 22:33:12,881 - mmaction - INFO - Epoch [38][1060/1320] lr: 2.000e-04, eta: 3:28:48, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8461, loss_cls: 1.3949, loss: 1.3949, grad_norm: 11.3340 2021-03-26 22:33:28,013 - mmaction - INFO - Epoch [38][1080/1320] lr: 2.000e-04, eta: 3:28:32, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8551, loss_cls: 1.3935, loss: 1.3935, grad_norm: 11.8882 2021-03-26 22:33:43,215 - mmaction - INFO - Epoch [38][1100/1320] lr: 2.000e-04, eta: 3:28:16, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8566, loss_cls: 1.3668, loss: 1.3668, grad_norm: 11.3592 2021-03-26 22:33:58,357 - mmaction - INFO - Epoch [38][1120/1320] lr: 2.000e-04, eta: 3:28:01, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8648, loss_cls: 1.2968, loss: 1.2968, grad_norm: 11.4257 2021-03-26 22:34:13,679 - mmaction - INFO - Epoch [38][1140/1320] lr: 2.000e-04, eta: 3:27:45, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8492, loss_cls: 1.3836, loss: 1.3836, grad_norm: 11.6875 2021-03-26 22:34:28,938 - mmaction - INFO - Epoch [38][1160/1320] lr: 2.000e-04, eta: 3:27:29, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8645, loss_cls: 1.3113, loss: 1.3113, grad_norm: 11.2639 2021-03-26 22:34:44,121 - mmaction - INFO - Epoch [38][1180/1320] lr: 2.000e-04, eta: 3:27:14, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8551, loss_cls: 1.3521, loss: 1.3521, grad_norm: 11.2876 2021-03-26 22:34:59,388 - mmaction - INFO - Epoch [38][1200/1320] lr: 2.000e-04, eta: 3:26:58, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8574, loss_cls: 1.3693, loss: 1.3693, grad_norm: 11.4470 2021-03-26 22:35:14,588 - mmaction - INFO - Epoch [38][1220/1320] lr: 2.000e-04, eta: 3:26:42, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6309, top5_acc: 0.8547, loss_cls: 1.3958, loss: 1.3958, grad_norm: 11.6101 2021-03-26 22:35:29,722 - mmaction - INFO - Epoch [38][1240/1320] lr: 2.000e-04, eta: 3:26:27, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8668, loss_cls: 1.3123, loss: 1.3123, grad_norm: 11.2559 2021-03-26 22:35:45,077 - mmaction - INFO - Epoch [38][1260/1320] lr: 2.000e-04, eta: 3:26:11, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8496, loss_cls: 1.4039, loss: 1.4039, grad_norm: 11.6392 2021-03-26 22:36:00,169 - mmaction - INFO - Epoch [38][1280/1320] lr: 2.000e-04, eta: 3:25:55, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8543, loss_cls: 1.3839, loss: 1.3839, grad_norm: 11.2928 2021-03-26 22:36:15,374 - mmaction - INFO - Epoch [38][1300/1320] lr: 2.000e-04, eta: 3:25:40, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6227, top5_acc: 0.8449, loss_cls: 1.4405, loss: 1.4405, grad_norm: 11.5514 2021-03-26 22:36:30,322 - mmaction - INFO - Epoch [38][1320/1320] lr: 2.000e-04, eta: 3:25:24, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.6226, top5_acc: 0.8448, loss_cls: 1.4262, loss: 1.4262, grad_norm: 11.6020 2021-03-26 22:36:31,501 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-26 22:38:08,975 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 22:38:09,330 - mmaction - INFO - top1_acc 0.4514 top5_acc 0.7321 2021-03-26 22:38:09,330 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 22:38:09,353 - mmaction - INFO - mean_acc 0.3760 2021-03-26 22:38:10,578 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. 2021-03-26 22:38:10,578 - mmaction - INFO - Best top1_acc is 0.4514 at 38 epoch. 2021-03-26 22:38:10,587 - mmaction - INFO - Epoch(val) [38][1320] top1_acc: 0.4514, top5_acc: 0.7321, mean_class_accuracy: 0.3760 2021-03-26 22:38:10,589 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 22:38:59,151 - mmaction - INFO - Epoch [39][20/1320] lr: 2.000e-04, eta: 3:25:19, time: 2.428, data_time: 1.664, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8520, loss_cls: 1.3863, loss: 1.3863, grad_norm: 11.6060 2021-03-26 22:39:14,088 - mmaction - INFO - Epoch [39][40/1320] lr: 2.000e-04, eta: 3:25:03, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8527, loss_cls: 1.3522, loss: 1.3522, grad_norm: 11.5765 2021-03-26 22:39:29,232 - mmaction - INFO - Epoch [39][60/1320] lr: 2.000e-04, eta: 3:24:47, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6441, top5_acc: 0.8602, loss_cls: 1.3486, loss: 1.3486, grad_norm: 11.3895 2021-03-26 22:39:44,225 - mmaction - INFO - Epoch [39][80/1320] lr: 2.000e-04, eta: 3:24:32, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6441, top5_acc: 0.8633, loss_cls: 1.3534, loss: 1.3534, grad_norm: 11.4402 2021-03-26 22:39:59,225 - mmaction - INFO - Epoch [39][100/1320] lr: 2.000e-04, eta: 3:24:16, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8559, loss_cls: 1.3657, loss: 1.3657, grad_norm: 11.3316 2021-03-26 22:40:14,277 - mmaction - INFO - Epoch [39][120/1320] lr: 2.000e-04, eta: 3:24:00, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.3087, loss: 1.3087, grad_norm: 11.3779 2021-03-26 22:40:29,281 - mmaction - INFO - Epoch [39][140/1320] lr: 2.000e-04, eta: 3:23:44, time: 0.749, data_time: 0.000, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8676, loss_cls: 1.3429, loss: 1.3429, grad_norm: 11.7369 2021-03-26 22:40:44,311 - mmaction - INFO - Epoch [39][160/1320] lr: 2.000e-04, eta: 3:23:29, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8559, loss_cls: 1.3260, loss: 1.3260, grad_norm: 11.4103 2021-03-26 22:40:59,380 - mmaction - INFO - Epoch [39][180/1320] lr: 2.000e-04, eta: 3:23:13, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8590, loss_cls: 1.3801, loss: 1.3801, grad_norm: 11.4188 2021-03-26 22:41:14,458 - mmaction - INFO - Epoch [39][200/1320] lr: 2.000e-04, eta: 3:22:57, time: 0.755, data_time: 0.004, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8492, loss_cls: 1.3892, loss: 1.3892, grad_norm: 11.7008 2021-03-26 22:41:29,576 - mmaction - INFO - Epoch [39][220/1320] lr: 2.000e-04, eta: 3:22:41, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8609, loss_cls: 1.3598, loss: 1.3598, grad_norm: 11.2219 2021-03-26 22:41:44,749 - mmaction - INFO - Epoch [39][240/1320] lr: 2.000e-04, eta: 3:22:26, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8574, loss_cls: 1.3548, loss: 1.3548, grad_norm: 11.2827 2021-03-26 22:41:59,850 - mmaction - INFO - Epoch [39][260/1320] lr: 2.000e-04, eta: 3:22:10, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.6363, top5_acc: 0.8566, loss_cls: 1.3715, loss: 1.3715, grad_norm: 11.6253 2021-03-26 22:42:15,046 - mmaction - INFO - Epoch [39][280/1320] lr: 2.000e-04, eta: 3:21:54, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8477, loss_cls: 1.3704, loss: 1.3704, grad_norm: 11.3578 2021-03-26 22:42:30,136 - mmaction - INFO - Epoch [39][300/1320] lr: 2.000e-04, eta: 3:21:39, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8617, loss_cls: 1.3377, loss: 1.3377, grad_norm: 11.4128 2021-03-26 22:42:45,223 - mmaction - INFO - Epoch [39][320/1320] lr: 2.000e-04, eta: 3:21:23, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8535, loss_cls: 1.4114, loss: 1.4114, grad_norm: 11.7554 2021-03-26 22:43:00,408 - mmaction - INFO - Epoch [39][340/1320] lr: 2.000e-04, eta: 3:21:07, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8461, loss_cls: 1.3784, loss: 1.3784, grad_norm: 11.6721 2021-03-26 22:43:15,648 - mmaction - INFO - Epoch [39][360/1320] lr: 2.000e-04, eta: 3:20:51, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8484, loss_cls: 1.3710, loss: 1.3710, grad_norm: 11.4818 2021-03-26 22:43:30,799 - mmaction - INFO - Epoch [39][380/1320] lr: 2.000e-04, eta: 3:20:36, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8449, loss_cls: 1.4152, loss: 1.4152, grad_norm: 11.7584 2021-03-26 22:43:45,818 - mmaction - INFO - Epoch [39][400/1320] lr: 2.000e-04, eta: 3:20:20, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8535, loss_cls: 1.3646, loss: 1.3646, grad_norm: 11.8148 2021-03-26 22:44:01,103 - mmaction - INFO - Epoch [39][420/1320] lr: 2.000e-04, eta: 3:20:04, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8645, loss_cls: 1.2961, loss: 1.2961, grad_norm: 11.4723 2021-03-26 22:44:16,284 - mmaction - INFO - Epoch [39][440/1320] lr: 2.000e-04, eta: 3:19:49, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8574, loss_cls: 1.3398, loss: 1.3398, grad_norm: 11.4304 2021-03-26 22:44:31,406 - mmaction - INFO - Epoch [39][460/1320] lr: 2.000e-04, eta: 3:19:33, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6277, top5_acc: 0.8488, loss_cls: 1.4044, loss: 1.4044, grad_norm: 11.6626 2021-03-26 22:44:46,698 - mmaction - INFO - Epoch [39][480/1320] lr: 2.000e-04, eta: 3:19:17, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8477, loss_cls: 1.3713, loss: 1.3713, grad_norm: 11.2928 2021-03-26 22:45:01,823 - mmaction - INFO - Epoch [39][500/1320] lr: 2.000e-04, eta: 3:19:02, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8578, loss_cls: 1.3695, loss: 1.3695, grad_norm: 11.3421 2021-03-26 22:45:17,208 - mmaction - INFO - Epoch [39][520/1320] lr: 2.000e-04, eta: 3:18:46, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8586, loss_cls: 1.3474, loss: 1.3474, grad_norm: 11.3362 2021-03-26 22:45:32,351 - mmaction - INFO - Epoch [39][540/1320] lr: 2.000e-04, eta: 3:18:30, time: 0.758, data_time: 0.004, memory: 11010, top1_acc: 0.6164, top5_acc: 0.8398, loss_cls: 1.4737, loss: 1.4737, grad_norm: 11.7067 2021-03-26 22:45:47,406 - mmaction - INFO - Epoch [39][560/1320] lr: 2.000e-04, eta: 3:18:15, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8477, loss_cls: 1.4584, loss: 1.4584, grad_norm: 11.9366 2021-03-26 22:46:02,511 - mmaction - INFO - Epoch [39][580/1320] lr: 2.000e-04, eta: 3:17:59, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8520, loss_cls: 1.3552, loss: 1.3552, grad_norm: 11.0766 2021-03-26 22:46:17,767 - mmaction - INFO - Epoch [39][600/1320] lr: 2.000e-04, eta: 3:17:43, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8660, loss_cls: 1.3234, loss: 1.3234, grad_norm: 11.4107 2021-03-26 22:46:32,989 - mmaction - INFO - Epoch [39][620/1320] lr: 2.000e-04, eta: 3:17:28, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8723, loss_cls: 1.2911, loss: 1.2911, grad_norm: 11.3662 2021-03-26 22:46:48,195 - mmaction - INFO - Epoch [39][640/1320] lr: 2.000e-04, eta: 3:17:12, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8648, loss_cls: 1.2969, loss: 1.2969, grad_norm: 11.4163 2021-03-26 22:47:03,317 - mmaction - INFO - Epoch [39][660/1320] lr: 2.000e-04, eta: 3:16:56, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8633, loss_cls: 1.3363, loss: 1.3363, grad_norm: 11.2045 2021-03-26 22:47:18,472 - mmaction - INFO - Epoch [39][680/1320] lr: 2.000e-04, eta: 3:16:40, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8477, loss_cls: 1.3963, loss: 1.3963, grad_norm: 11.4255 2021-03-26 22:47:33,669 - mmaction - INFO - Epoch [39][700/1320] lr: 2.000e-04, eta: 3:16:25, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8625, loss_cls: 1.3434, loss: 1.3434, grad_norm: 11.6877 2021-03-26 22:47:48,772 - mmaction - INFO - Epoch [39][720/1320] lr: 2.000e-04, eta: 3:16:09, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8543, loss_cls: 1.3403, loss: 1.3403, grad_norm: 11.5774 2021-03-26 22:48:03,909 - mmaction - INFO - Epoch [39][740/1320] lr: 2.000e-04, eta: 3:15:53, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8465, loss_cls: 1.4106, loss: 1.4106, grad_norm: 11.9652 2021-03-26 22:48:19,154 - mmaction - INFO - Epoch [39][760/1320] lr: 2.000e-04, eta: 3:15:38, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8531, loss_cls: 1.3655, loss: 1.3655, grad_norm: 11.3184 2021-03-26 22:48:34,352 - mmaction - INFO - Epoch [39][780/1320] lr: 2.000e-04, eta: 3:15:22, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6578, top5_acc: 0.8574, loss_cls: 1.3314, loss: 1.3314, grad_norm: 11.4412 2021-03-26 22:48:49,527 - mmaction - INFO - Epoch [39][800/1320] lr: 2.000e-04, eta: 3:15:06, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8617, loss_cls: 1.3721, loss: 1.3721, grad_norm: 11.9053 2021-03-26 22:49:04,574 - mmaction - INFO - Epoch [39][820/1320] lr: 2.000e-04, eta: 3:14:51, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8566, loss_cls: 1.3444, loss: 1.3444, grad_norm: 11.7164 2021-03-26 22:49:19,777 - mmaction - INFO - Epoch [39][840/1320] lr: 2.000e-04, eta: 3:14:35, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8477, loss_cls: 1.4030, loss: 1.4030, grad_norm: 11.8590 2021-03-26 22:49:34,977 - mmaction - INFO - Epoch [39][860/1320] lr: 2.000e-04, eta: 3:14:19, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8578, loss_cls: 1.3451, loss: 1.3451, grad_norm: 11.1882 2021-03-26 22:49:50,129 - mmaction - INFO - Epoch [39][880/1320] lr: 2.000e-04, eta: 3:14:04, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.3507, loss: 1.3507, grad_norm: 11.7541 2021-03-26 22:50:05,351 - mmaction - INFO - Epoch [39][900/1320] lr: 2.000e-04, eta: 3:13:48, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8617, loss_cls: 1.3401, loss: 1.3401, grad_norm: 11.6205 2021-03-26 22:50:20,567 - mmaction - INFO - Epoch [39][920/1320] lr: 2.000e-04, eta: 3:13:32, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8555, loss_cls: 1.3490, loss: 1.3490, grad_norm: 11.7498 2021-03-26 22:50:35,709 - mmaction - INFO - Epoch [39][940/1320] lr: 2.000e-04, eta: 3:13:17, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8543, loss_cls: 1.3568, loss: 1.3568, grad_norm: 11.5255 2021-03-26 22:50:50,902 - mmaction - INFO - Epoch [39][960/1320] lr: 2.000e-04, eta: 3:13:01, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8641, loss_cls: 1.3152, loss: 1.3152, grad_norm: 11.7978 2021-03-26 22:51:06,234 - mmaction - INFO - Epoch [39][980/1320] lr: 2.000e-04, eta: 3:12:45, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6285, top5_acc: 0.8488, loss_cls: 1.4192, loss: 1.4192, grad_norm: 11.8448 2021-03-26 22:51:21,409 - mmaction - INFO - Epoch [39][1000/1320] lr: 2.000e-04, eta: 3:12:30, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8445, loss_cls: 1.3849, loss: 1.3849, grad_norm: 11.5676 2021-03-26 22:51:36,592 - mmaction - INFO - Epoch [39][1020/1320] lr: 2.000e-04, eta: 3:12:14, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6383, top5_acc: 0.8348, loss_cls: 1.4515, loss: 1.4515, grad_norm: 11.5538 2021-03-26 22:51:51,848 - mmaction - INFO - Epoch [39][1040/1320] lr: 2.000e-04, eta: 3:11:58, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8504, loss_cls: 1.4135, loss: 1.4135, grad_norm: 11.4653 2021-03-26 22:52:07,077 - mmaction - INFO - Epoch [39][1060/1320] lr: 2.000e-04, eta: 3:11:43, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6270, top5_acc: 0.8578, loss_cls: 1.4160, loss: 1.4160, grad_norm: 11.5460 2021-03-26 22:52:22,246 - mmaction - INFO - Epoch [39][1080/1320] lr: 2.000e-04, eta: 3:11:27, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8539, loss_cls: 1.3525, loss: 1.3525, grad_norm: 11.8846 2021-03-26 22:52:37,414 - mmaction - INFO - Epoch [39][1100/1320] lr: 2.000e-04, eta: 3:11:11, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8539, loss_cls: 1.3840, loss: 1.3840, grad_norm: 11.5884 2021-03-26 22:52:52,740 - mmaction - INFO - Epoch [39][1120/1320] lr: 2.000e-04, eta: 3:10:56, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8602, loss_cls: 1.3527, loss: 1.3527, grad_norm: 11.5065 2021-03-26 22:53:07,760 - mmaction - INFO - Epoch [39][1140/1320] lr: 2.000e-04, eta: 3:10:40, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6379, top5_acc: 0.8652, loss_cls: 1.3504, loss: 1.3504, grad_norm: 11.7048 2021-03-26 22:53:22,988 - mmaction - INFO - Epoch [39][1160/1320] lr: 2.000e-04, eta: 3:10:24, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8551, loss_cls: 1.3665, loss: 1.3665, grad_norm: 11.8368 2021-03-26 22:53:38,077 - mmaction - INFO - Epoch [39][1180/1320] lr: 2.000e-04, eta: 3:10:08, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8355, loss_cls: 1.4633, loss: 1.4633, grad_norm: 11.8873 2021-03-26 22:53:53,291 - mmaction - INFO - Epoch [39][1200/1320] lr: 2.000e-04, eta: 3:09:53, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8578, loss_cls: 1.3569, loss: 1.3569, grad_norm: 11.2969 2021-03-26 22:54:08,454 - mmaction - INFO - Epoch [39][1220/1320] lr: 2.000e-04, eta: 3:09:37, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8570, loss_cls: 1.3592, loss: 1.3592, grad_norm: 11.4899 2021-03-26 22:54:23,512 - mmaction - INFO - Epoch [39][1240/1320] lr: 2.000e-04, eta: 3:09:21, time: 0.754, data_time: 0.004, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8535, loss_cls: 1.3617, loss: 1.3617, grad_norm: 11.5198 2021-03-26 22:54:38,816 - mmaction - INFO - Epoch [39][1260/1320] lr: 2.000e-04, eta: 3:09:06, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8457, loss_cls: 1.4191, loss: 1.4191, grad_norm: 11.7745 2021-03-26 22:54:53,874 - mmaction - INFO - Epoch [39][1280/1320] lr: 2.000e-04, eta: 3:08:50, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8469, loss_cls: 1.4528, loss: 1.4528, grad_norm: 11.6913 2021-03-26 22:55:09,302 - mmaction - INFO - Epoch [39][1300/1320] lr: 2.000e-04, eta: 3:08:34, time: 0.772, data_time: 0.002, memory: 11010, top1_acc: 0.6160, top5_acc: 0.8453, loss_cls: 1.4427, loss: 1.4427, grad_norm: 11.7417 2021-03-26 22:55:24,010 - mmaction - INFO - Epoch [39][1320/1320] lr: 2.000e-04, eta: 3:08:19, time: 0.735, data_time: 0.000, memory: 11010, top1_acc: 0.6417, top5_acc: 0.8444, loss_cls: 1.4033, loss: 1.4033, grad_norm: 11.7071 2021-03-26 22:55:24,899 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-26 22:57:02,486 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 22:57:02,840 - mmaction - INFO - top1_acc 0.4463 top5_acc 0.7307 2021-03-26 22:57:02,840 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 22:57:02,862 - mmaction - INFO - mean_acc 0.3709 2021-03-26 22:57:02,870 - mmaction - INFO - Epoch(val) [39][1320] top1_acc: 0.4463, top5_acc: 0.7307, mean_class_accuracy: 0.3709 2021-03-26 22:57:02,872 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 22:57:45,466 - mmaction - INFO - Epoch [40][20/1320] lr: 2.000e-04, eta: 3:08:11, time: 2.129, data_time: 1.314, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8645, loss_cls: 1.3205, loss: 1.3205, grad_norm: 11.2313 2021-03-26 22:58:00,418 - mmaction - INFO - Epoch [40][40/1320] lr: 2.000e-04, eta: 3:07:55, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8457, loss_cls: 1.4289, loss: 1.4289, grad_norm: 11.7165 2021-03-26 22:58:15,490 - mmaction - INFO - Epoch [40][60/1320] lr: 2.000e-04, eta: 3:07:39, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8562, loss_cls: 1.3736, loss: 1.3736, grad_norm: 11.7972 2021-03-26 22:58:30,535 - mmaction - INFO - Epoch [40][80/1320] lr: 2.000e-04, eta: 3:07:24, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8633, loss_cls: 1.3019, loss: 1.3019, grad_norm: 11.4391 2021-03-26 22:58:45,510 - mmaction - INFO - Epoch [40][100/1320] lr: 2.000e-04, eta: 3:07:08, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8566, loss_cls: 1.3391, loss: 1.3391, grad_norm: 11.4705 2021-03-26 22:59:00,545 - mmaction - INFO - Epoch [40][120/1320] lr: 2.000e-04, eta: 3:06:52, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8566, loss_cls: 1.3451, loss: 1.3451, grad_norm: 11.6184 2021-03-26 22:59:15,590 - mmaction - INFO - Epoch [40][140/1320] lr: 2.000e-04, eta: 3:06:36, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8637, loss_cls: 1.3549, loss: 1.3549, grad_norm: 11.4870 2021-03-26 22:59:30,740 - mmaction - INFO - Epoch [40][160/1320] lr: 2.000e-04, eta: 3:06:21, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8672, loss_cls: 1.3067, loss: 1.3067, grad_norm: 11.2482 2021-03-26 22:59:45,819 - mmaction - INFO - Epoch [40][180/1320] lr: 2.000e-04, eta: 3:06:05, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8715, loss_cls: 1.3329, loss: 1.3329, grad_norm: 11.5345 2021-03-26 23:00:00,997 - mmaction - INFO - Epoch [40][200/1320] lr: 2.000e-04, eta: 3:05:49, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8652, loss_cls: 1.3007, loss: 1.3007, grad_norm: 11.5853 2021-03-26 23:00:16,029 - mmaction - INFO - Epoch [40][220/1320] lr: 2.000e-04, eta: 3:05:34, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6281, top5_acc: 0.8449, loss_cls: 1.3782, loss: 1.3782, grad_norm: 11.5504 2021-03-26 23:00:31,154 - mmaction - INFO - Epoch [40][240/1320] lr: 2.000e-04, eta: 3:05:18, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8508, loss_cls: 1.3626, loss: 1.3626, grad_norm: 11.8240 2021-03-26 23:00:46,310 - mmaction - INFO - Epoch [40][260/1320] lr: 2.000e-04, eta: 3:05:02, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8645, loss_cls: 1.3415, loss: 1.3415, grad_norm: 11.7627 2021-03-26 23:01:01,623 - mmaction - INFO - Epoch [40][280/1320] lr: 2.000e-04, eta: 3:04:47, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8602, loss_cls: 1.3490, loss: 1.3490, grad_norm: 11.5276 2021-03-26 23:01:16,762 - mmaction - INFO - Epoch [40][300/1320] lr: 2.000e-04, eta: 3:04:31, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8543, loss_cls: 1.3569, loss: 1.3569, grad_norm: 11.8398 2021-03-26 23:01:31,847 - mmaction - INFO - Epoch [40][320/1320] lr: 2.000e-04, eta: 3:04:15, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8504, loss_cls: 1.3857, loss: 1.3857, grad_norm: 11.3263 2021-03-26 23:01:46,995 - mmaction - INFO - Epoch [40][340/1320] lr: 2.000e-04, eta: 3:03:59, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8516, loss_cls: 1.3370, loss: 1.3370, grad_norm: 11.5845 2021-03-26 23:02:02,269 - mmaction - INFO - Epoch [40][360/1320] lr: 2.000e-04, eta: 3:03:44, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8520, loss_cls: 1.3607, loss: 1.3607, grad_norm: 11.1243 2021-03-26 23:02:17,565 - mmaction - INFO - Epoch [40][380/1320] lr: 2.000e-04, eta: 3:03:28, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8617, loss_cls: 1.3080, loss: 1.3080, grad_norm: 11.1359 2021-03-26 23:02:32,717 - mmaction - INFO - Epoch [40][400/1320] lr: 2.000e-04, eta: 3:03:12, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8621, loss_cls: 1.3132, loss: 1.3132, grad_norm: 11.6334 2021-03-26 23:02:47,934 - mmaction - INFO - Epoch [40][420/1320] lr: 2.000e-04, eta: 3:02:57, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8582, loss_cls: 1.3031, loss: 1.3031, grad_norm: 11.7936 2021-03-26 23:03:03,082 - mmaction - INFO - Epoch [40][440/1320] lr: 2.000e-04, eta: 3:02:41, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8551, loss_cls: 1.3405, loss: 1.3405, grad_norm: 11.9474 2021-03-26 23:03:18,462 - mmaction - INFO - Epoch [40][460/1320] lr: 2.000e-04, eta: 3:02:25, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8676, loss_cls: 1.3117, loss: 1.3117, grad_norm: 11.7650 2021-03-26 23:03:33,626 - mmaction - INFO - Epoch [40][480/1320] lr: 2.000e-04, eta: 3:02:10, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6391, top5_acc: 0.8531, loss_cls: 1.3938, loss: 1.3938, grad_norm: 11.7283 2021-03-26 23:03:48,776 - mmaction - INFO - Epoch [40][500/1320] lr: 2.000e-04, eta: 3:01:54, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8551, loss_cls: 1.3555, loss: 1.3555, grad_norm: 11.7078 2021-03-26 23:04:03,911 - mmaction - INFO - Epoch [40][520/1320] lr: 2.000e-04, eta: 3:01:38, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8559, loss_cls: 1.3563, loss: 1.3563, grad_norm: 11.5626 2021-03-26 23:04:19,224 - mmaction - INFO - Epoch [40][540/1320] lr: 2.000e-04, eta: 3:01:23, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8504, loss_cls: 1.3859, loss: 1.3859, grad_norm: 11.8421 2021-03-26 23:04:34,350 - mmaction - INFO - Epoch [40][560/1320] lr: 2.000e-04, eta: 3:01:07, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8598, loss_cls: 1.3540, loss: 1.3540, grad_norm: 11.4333 2021-03-26 23:04:49,613 - mmaction - INFO - Epoch [40][580/1320] lr: 2.000e-04, eta: 3:00:51, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8590, loss_cls: 1.3691, loss: 1.3691, grad_norm: 11.8168 2021-03-26 23:05:04,800 - mmaction - INFO - Epoch [40][600/1320] lr: 2.000e-04, eta: 3:00:36, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8621, loss_cls: 1.3408, loss: 1.3408, grad_norm: 11.6275 2021-03-26 23:05:19,967 - mmaction - INFO - Epoch [40][620/1320] lr: 2.000e-04, eta: 3:00:20, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8609, loss_cls: 1.3743, loss: 1.3743, grad_norm: 11.7849 2021-03-26 23:05:35,247 - mmaction - INFO - Epoch [40][640/1320] lr: 2.000e-04, eta: 3:00:04, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8551, loss_cls: 1.3588, loss: 1.3588, grad_norm: 11.6858 2021-03-26 23:05:50,573 - mmaction - INFO - Epoch [40][660/1320] lr: 2.000e-04, eta: 2:59:49, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8652, loss_cls: 1.3148, loss: 1.3148, grad_norm: 11.7089 2021-03-26 23:06:05,823 - mmaction - INFO - Epoch [40][680/1320] lr: 2.000e-04, eta: 2:59:33, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8527, loss_cls: 1.3455, loss: 1.3455, grad_norm: 11.6885 2021-03-26 23:06:21,055 - mmaction - INFO - Epoch [40][700/1320] lr: 2.000e-04, eta: 2:59:18, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8559, loss_cls: 1.3982, loss: 1.3982, grad_norm: 12.0706 2021-03-26 23:06:36,268 - mmaction - INFO - Epoch [40][720/1320] lr: 2.000e-04, eta: 2:59:02, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8535, loss_cls: 1.3903, loss: 1.3903, grad_norm: 11.6835 2021-03-26 23:06:51,552 - mmaction - INFO - Epoch [40][740/1320] lr: 2.000e-04, eta: 2:58:46, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6391, top5_acc: 0.8480, loss_cls: 1.3838, loss: 1.3838, grad_norm: 11.5524 2021-03-26 23:07:06,787 - mmaction - INFO - Epoch [40][760/1320] lr: 2.000e-04, eta: 2:58:31, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8539, loss_cls: 1.3618, loss: 1.3618, grad_norm: 11.5596 2021-03-26 23:07:21,966 - mmaction - INFO - Epoch [40][780/1320] lr: 2.000e-04, eta: 2:58:15, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8637, loss_cls: 1.3433, loss: 1.3433, grad_norm: 11.7039 2021-03-26 23:07:37,219 - mmaction - INFO - Epoch [40][800/1320] lr: 2.000e-04, eta: 2:57:59, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8496, loss_cls: 1.4061, loss: 1.4061, grad_norm: 11.7893 2021-03-26 23:07:52,515 - mmaction - INFO - Epoch [40][820/1320] lr: 2.000e-04, eta: 2:57:44, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8609, loss_cls: 1.3472, loss: 1.3472, grad_norm: 11.6503 2021-03-26 23:08:07,796 - mmaction - INFO - Epoch [40][840/1320] lr: 2.000e-04, eta: 2:57:28, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8570, loss_cls: 1.3546, loss: 1.3546, grad_norm: 11.8306 2021-03-26 23:08:23,061 - mmaction - INFO - Epoch [40][860/1320] lr: 2.000e-04, eta: 2:57:12, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8566, loss_cls: 1.3769, loss: 1.3769, grad_norm: 11.6381 2021-03-26 23:08:38,518 - mmaction - INFO - Epoch [40][880/1320] lr: 2.000e-04, eta: 2:56:57, time: 0.773, data_time: 0.003, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8465, loss_cls: 1.4114, loss: 1.4114, grad_norm: 11.6577 2021-03-26 23:08:53,965 - mmaction - INFO - Epoch [40][900/1320] lr: 2.000e-04, eta: 2:56:41, time: 0.773, data_time: 0.003, memory: 11010, top1_acc: 0.6312, top5_acc: 0.8516, loss_cls: 1.4231, loss: 1.4231, grad_norm: 11.8641 2021-03-26 23:09:09,311 - mmaction - INFO - Epoch [40][920/1320] lr: 2.000e-04, eta: 2:56:25, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8504, loss_cls: 1.3640, loss: 1.3640, grad_norm: 11.6703 2021-03-26 23:09:24,469 - mmaction - INFO - Epoch [40][940/1320] lr: 2.000e-04, eta: 2:56:10, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6641, top5_acc: 0.8637, loss_cls: 1.3094, loss: 1.3094, grad_norm: 11.2494 2021-03-26 23:09:39,643 - mmaction - INFO - Epoch [40][960/1320] lr: 2.000e-04, eta: 2:55:54, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8648, loss_cls: 1.3428, loss: 1.3428, grad_norm: 11.7472 2021-03-26 23:09:54,897 - mmaction - INFO - Epoch [40][980/1320] lr: 2.000e-04, eta: 2:55:38, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8508, loss_cls: 1.3669, loss: 1.3669, grad_norm: 11.6779 2021-03-26 23:10:10,037 - mmaction - INFO - Epoch [40][1000/1320] lr: 2.000e-04, eta: 2:55:23, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8547, loss_cls: 1.3740, loss: 1.3740, grad_norm: 11.8981 2021-03-26 23:10:25,283 - mmaction - INFO - Epoch [40][1020/1320] lr: 2.000e-04, eta: 2:55:07, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8562, loss_cls: 1.3529, loss: 1.3529, grad_norm: 11.6504 2021-03-26 23:10:40,518 - mmaction - INFO - Epoch [40][1040/1320] lr: 2.000e-04, eta: 2:54:52, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8629, loss_cls: 1.3466, loss: 1.3466, grad_norm: 11.8990 2021-03-26 23:10:55,757 - mmaction - INFO - Epoch [40][1060/1320] lr: 2.000e-04, eta: 2:54:36, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3294, loss: 1.3294, grad_norm: 11.5101 2021-03-26 23:11:10,989 - mmaction - INFO - Epoch [40][1080/1320] lr: 2.000e-04, eta: 2:54:20, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8375, loss_cls: 1.4256, loss: 1.4256, grad_norm: 11.7232 2021-03-26 23:11:26,161 - mmaction - INFO - Epoch [40][1100/1320] lr: 2.000e-04, eta: 2:54:05, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6223, top5_acc: 0.8496, loss_cls: 1.4514, loss: 1.4514, grad_norm: 11.8556 2021-03-26 23:11:41,262 - mmaction - INFO - Epoch [40][1120/1320] lr: 2.000e-04, eta: 2:53:49, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8551, loss_cls: 1.3700, loss: 1.3700, grad_norm: 11.4675 2021-03-26 23:11:56,514 - mmaction - INFO - Epoch [40][1140/1320] lr: 2.000e-04, eta: 2:53:33, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6305, top5_acc: 0.8543, loss_cls: 1.3908, loss: 1.3908, grad_norm: 11.8096 2021-03-26 23:12:11,780 - mmaction - INFO - Epoch [40][1160/1320] lr: 2.000e-04, eta: 2:53:18, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8680, loss_cls: 1.3134, loss: 1.3134, grad_norm: 11.5255 2021-03-26 23:12:26,958 - mmaction - INFO - Epoch [40][1180/1320] lr: 2.000e-04, eta: 2:53:02, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8492, loss_cls: 1.3976, loss: 1.3976, grad_norm: 11.5855 2021-03-26 23:12:42,145 - mmaction - INFO - Epoch [40][1200/1320] lr: 2.000e-04, eta: 2:52:46, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6363, top5_acc: 0.8586, loss_cls: 1.3704, loss: 1.3704, grad_norm: 11.7967 2021-03-26 23:12:57,489 - mmaction - INFO - Epoch [40][1220/1320] lr: 2.000e-04, eta: 2:52:31, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.6305, top5_acc: 0.8527, loss_cls: 1.3813, loss: 1.3813, grad_norm: 11.8706 2021-03-26 23:13:12,547 - mmaction - INFO - Epoch [40][1240/1320] lr: 2.000e-04, eta: 2:52:15, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6273, top5_acc: 0.8531, loss_cls: 1.3811, loss: 1.3811, grad_norm: 12.0196 2021-03-26 23:13:27,815 - mmaction - INFO - Epoch [40][1260/1320] lr: 2.000e-04, eta: 2:51:59, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8516, loss_cls: 1.3784, loss: 1.3784, grad_norm: 11.7832 2021-03-26 23:13:43,236 - mmaction - INFO - Epoch [40][1280/1320] lr: 2.000e-04, eta: 2:51:44, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8555, loss_cls: 1.3652, loss: 1.3652, grad_norm: 11.7948 2021-03-26 23:13:58,529 - mmaction - INFO - Epoch [40][1300/1320] lr: 2.000e-04, eta: 2:51:28, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8609, loss_cls: 1.3484, loss: 1.3484, grad_norm: 11.3769 2021-03-26 23:14:13,203 - mmaction - INFO - Epoch [40][1320/1320] lr: 2.000e-04, eta: 2:51:12, time: 0.733, data_time: 0.001, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8679, loss_cls: 1.3110, loss: 1.3110, grad_norm: 12.0053 2021-03-26 23:14:14,106 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-26 23:15:53,559 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 23:15:53,917 - mmaction - INFO - top1_acc 0.4478 top5_acc 0.7314 2021-03-26 23:15:53,917 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 23:15:53,940 - mmaction - INFO - mean_acc 0.3773 2021-03-26 23:15:53,947 - mmaction - INFO - Epoch(val) [40][1320] top1_acc: 0.4478, top5_acc: 0.7314, mean_class_accuracy: 0.3773 2021-03-26 23:15:53,963 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 23:16:43,767 - mmaction - INFO - Epoch [41][20/1320] lr: 2.000e-04, eta: 2:51:05, time: 2.490, data_time: 1.679, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8496, loss_cls: 1.3539, loss: 1.3539, grad_norm: 11.6198 2021-03-26 23:16:58,764 - mmaction - INFO - Epoch [41][40/1320] lr: 2.000e-04, eta: 2:50:50, time: 0.749, data_time: 0.000, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8555, loss_cls: 1.3502, loss: 1.3502, grad_norm: 11.5100 2021-03-26 23:17:13,788 - mmaction - INFO - Epoch [41][60/1320] lr: 2.000e-04, eta: 2:50:34, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6598, top5_acc: 0.8621, loss_cls: 1.2980, loss: 1.2980, grad_norm: 11.4360 2021-03-26 23:17:28,855 - mmaction - INFO - Epoch [41][80/1320] lr: 2.000e-04, eta: 2:50:18, time: 0.753, data_time: 0.004, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8648, loss_cls: 1.3284, loss: 1.3284, grad_norm: 11.8405 2021-03-26 23:17:43,945 - mmaction - INFO - Epoch [41][100/1320] lr: 2.000e-04, eta: 2:50:02, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8633, loss_cls: 1.3251, loss: 1.3251, grad_norm: 11.8389 2021-03-26 23:17:59,033 - mmaction - INFO - Epoch [41][120/1320] lr: 2.000e-04, eta: 2:49:47, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6262, top5_acc: 0.8605, loss_cls: 1.3894, loss: 1.3894, grad_norm: 11.9782 2021-03-26 23:18:14,104 - mmaction - INFO - Epoch [41][140/1320] lr: 2.000e-04, eta: 2:49:31, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8660, loss_cls: 1.3322, loss: 1.3322, grad_norm: 11.8023 2021-03-26 23:18:29,063 - mmaction - INFO - Epoch [41][160/1320] lr: 2.000e-04, eta: 2:49:15, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8641, loss_cls: 1.3108, loss: 1.3108, grad_norm: 11.9910 2021-03-26 23:18:44,041 - mmaction - INFO - Epoch [41][180/1320] lr: 2.000e-04, eta: 2:49:00, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8570, loss_cls: 1.3434, loss: 1.3434, grad_norm: 11.6335 2021-03-26 23:18:59,165 - mmaction - INFO - Epoch [41][200/1320] lr: 2.000e-04, eta: 2:48:44, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8473, loss_cls: 1.3486, loss: 1.3486, grad_norm: 11.8565 2021-03-26 23:19:14,327 - mmaction - INFO - Epoch [41][220/1320] lr: 2.000e-04, eta: 2:48:28, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8445, loss_cls: 1.3691, loss: 1.3691, grad_norm: 11.6449 2021-03-26 23:19:29,512 - mmaction - INFO - Epoch [41][240/1320] lr: 2.000e-04, eta: 2:48:13, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6266, top5_acc: 0.8656, loss_cls: 1.3454, loss: 1.3454, grad_norm: 11.9301 2021-03-26 23:19:44,601 - mmaction - INFO - Epoch [41][260/1320] lr: 2.000e-04, eta: 2:47:57, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8562, loss_cls: 1.3482, loss: 1.3482, grad_norm: 11.6459 2021-03-26 23:19:59,659 - mmaction - INFO - Epoch [41][280/1320] lr: 2.000e-04, eta: 2:47:41, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8434, loss_cls: 1.3708, loss: 1.3708, grad_norm: 11.6998 2021-03-26 23:20:14,743 - mmaction - INFO - Epoch [41][300/1320] lr: 2.000e-04, eta: 2:47:25, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8676, loss_cls: 1.2804, loss: 1.2804, grad_norm: 11.3146 2021-03-26 23:20:30,093 - mmaction - INFO - Epoch [41][320/1320] lr: 2.000e-04, eta: 2:47:10, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8508, loss_cls: 1.3380, loss: 1.3380, grad_norm: 11.5444 2021-03-26 23:20:45,239 - mmaction - INFO - Epoch [41][340/1320] lr: 2.000e-04, eta: 2:46:54, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8559, loss_cls: 1.3544, loss: 1.3544, grad_norm: 12.0641 2021-03-26 23:21:00,471 - mmaction - INFO - Epoch [41][360/1320] lr: 2.000e-04, eta: 2:46:38, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8523, loss_cls: 1.3661, loss: 1.3661, grad_norm: 11.9074 2021-03-26 23:21:15,624 - mmaction - INFO - Epoch [41][380/1320] lr: 2.000e-04, eta: 2:46:23, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8531, loss_cls: 1.3686, loss: 1.3686, grad_norm: 11.8363 2021-03-26 23:21:30,770 - mmaction - INFO - Epoch [41][400/1320] lr: 2.000e-04, eta: 2:46:07, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6535, top5_acc: 0.8707, loss_cls: 1.3089, loss: 1.3089, grad_norm: 11.9608 2021-03-26 23:21:45,965 - mmaction - INFO - Epoch [41][420/1320] lr: 2.000e-04, eta: 2:45:51, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8496, loss_cls: 1.3564, loss: 1.3564, grad_norm: 11.9004 2021-03-26 23:22:01,216 - mmaction - INFO - Epoch [41][440/1320] lr: 2.000e-04, eta: 2:45:36, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8602, loss_cls: 1.3510, loss: 1.3510, grad_norm: 11.6375 2021-03-26 23:22:16,462 - mmaction - INFO - Epoch [41][460/1320] lr: 2.000e-04, eta: 2:45:20, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8605, loss_cls: 1.3573, loss: 1.3573, grad_norm: 11.7859 2021-03-26 23:22:31,573 - mmaction - INFO - Epoch [41][480/1320] lr: 2.000e-04, eta: 2:45:04, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6441, top5_acc: 0.8531, loss_cls: 1.3801, loss: 1.3801, grad_norm: 11.9507 2021-03-26 23:22:46,735 - mmaction - INFO - Epoch [41][500/1320] lr: 2.000e-04, eta: 2:44:49, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.3766, loss: 1.3766, grad_norm: 11.8686 2021-03-26 23:23:02,056 - mmaction - INFO - Epoch [41][520/1320] lr: 2.000e-04, eta: 2:44:33, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6367, top5_acc: 0.8590, loss_cls: 1.3378, loss: 1.3378, grad_norm: 11.7525 2021-03-26 23:23:17,260 - mmaction - INFO - Epoch [41][540/1320] lr: 2.000e-04, eta: 2:44:17, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.3176, loss: 1.3176, grad_norm: 11.9483 2021-03-26 23:23:32,477 - mmaction - INFO - Epoch [41][560/1320] lr: 2.000e-04, eta: 2:44:02, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8461, loss_cls: 1.3702, loss: 1.3702, grad_norm: 11.6492 2021-03-26 23:23:47,831 - mmaction - INFO - Epoch [41][580/1320] lr: 2.000e-04, eta: 2:43:46, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8516, loss_cls: 1.3738, loss: 1.3738, grad_norm: 11.8609 2021-03-26 23:24:03,058 - mmaction - INFO - Epoch [41][600/1320] lr: 2.000e-04, eta: 2:43:31, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8602, loss_cls: 1.3206, loss: 1.3206, grad_norm: 11.8941 2021-03-26 23:24:18,124 - mmaction - INFO - Epoch [41][620/1320] lr: 2.000e-04, eta: 2:43:15, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6254, top5_acc: 0.8543, loss_cls: 1.4221, loss: 1.4221, grad_norm: 11.9650 2021-03-26 23:24:33,367 - mmaction - INFO - Epoch [41][640/1320] lr: 2.000e-04, eta: 2:42:59, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8676, loss_cls: 1.3100, loss: 1.3100, grad_norm: 11.5931 2021-03-26 23:24:48,659 - mmaction - INFO - Epoch [41][660/1320] lr: 2.000e-04, eta: 2:42:44, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8531, loss_cls: 1.3668, loss: 1.3668, grad_norm: 11.9235 2021-03-26 23:25:03,833 - mmaction - INFO - Epoch [41][680/1320] lr: 2.000e-04, eta: 2:42:28, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8559, loss_cls: 1.3162, loss: 1.3162, grad_norm: 11.7307 2021-03-26 23:25:19,017 - mmaction - INFO - Epoch [41][700/1320] lr: 2.000e-04, eta: 2:42:12, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8543, loss_cls: 1.3802, loss: 1.3802, grad_norm: 12.1078 2021-03-26 23:25:34,362 - mmaction - INFO - Epoch [41][720/1320] lr: 2.000e-04, eta: 2:41:57, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8680, loss_cls: 1.3201, loss: 1.3201, grad_norm: 11.7617 2021-03-26 23:25:49,432 - mmaction - INFO - Epoch [41][740/1320] lr: 2.000e-04, eta: 2:41:41, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8535, loss_cls: 1.3598, loss: 1.3598, grad_norm: 11.9567 2021-03-26 23:26:04,624 - mmaction - INFO - Epoch [41][760/1320] lr: 2.000e-04, eta: 2:41:25, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8508, loss_cls: 1.3526, loss: 1.3526, grad_norm: 11.8306 2021-03-26 23:26:19,784 - mmaction - INFO - Epoch [41][780/1320] lr: 2.000e-04, eta: 2:41:10, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8508, loss_cls: 1.3563, loss: 1.3563, grad_norm: 11.8422 2021-03-26 23:26:35,085 - mmaction - INFO - Epoch [41][800/1320] lr: 2.000e-04, eta: 2:40:54, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6379, top5_acc: 0.8617, loss_cls: 1.3331, loss: 1.3331, grad_norm: 12.0487 2021-03-26 23:26:50,217 - mmaction - INFO - Epoch [41][820/1320] lr: 2.000e-04, eta: 2:40:38, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8582, loss_cls: 1.3621, loss: 1.3621, grad_norm: 12.0639 2021-03-26 23:27:05,459 - mmaction - INFO - Epoch [41][840/1320] lr: 2.000e-04, eta: 2:40:23, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8562, loss_cls: 1.3446, loss: 1.3446, grad_norm: 12.0805 2021-03-26 23:27:20,612 - mmaction - INFO - Epoch [41][860/1320] lr: 2.000e-04, eta: 2:40:07, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8625, loss_cls: 1.3131, loss: 1.3131, grad_norm: 11.6711 2021-03-26 23:27:35,792 - mmaction - INFO - Epoch [41][880/1320] lr: 2.000e-04, eta: 2:39:51, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8621, loss_cls: 1.3530, loss: 1.3530, grad_norm: 12.0618 2021-03-26 23:27:50,966 - mmaction - INFO - Epoch [41][900/1320] lr: 2.000e-04, eta: 2:39:36, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8621, loss_cls: 1.3428, loss: 1.3428, grad_norm: 11.8606 2021-03-26 23:28:06,108 - mmaction - INFO - Epoch [41][920/1320] lr: 2.000e-04, eta: 2:39:20, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8566, loss_cls: 1.3923, loss: 1.3923, grad_norm: 11.9953 2021-03-26 23:28:21,226 - mmaction - INFO - Epoch [41][940/1320] lr: 2.000e-04, eta: 2:39:04, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8566, loss_cls: 1.3139, loss: 1.3139, grad_norm: 11.4200 2021-03-26 23:28:36,460 - mmaction - INFO - Epoch [41][960/1320] lr: 2.000e-04, eta: 2:38:49, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8500, loss_cls: 1.3707, loss: 1.3707, grad_norm: 11.7889 2021-03-26 23:28:51,738 - mmaction - INFO - Epoch [41][980/1320] lr: 2.000e-04, eta: 2:38:33, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8621, loss_cls: 1.3208, loss: 1.3208, grad_norm: 11.6846 2021-03-26 23:29:07,095 - mmaction - INFO - Epoch [41][1000/1320] lr: 2.000e-04, eta: 2:38:17, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3220, loss: 1.3220, grad_norm: 11.7994 2021-03-26 23:29:22,423 - mmaction - INFO - Epoch [41][1020/1320] lr: 2.000e-04, eta: 2:38:02, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8590, loss_cls: 1.3424, loss: 1.3424, grad_norm: 11.7431 2021-03-26 23:29:37,589 - mmaction - INFO - Epoch [41][1040/1320] lr: 2.000e-04, eta: 2:37:46, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8609, loss_cls: 1.3274, loss: 1.3274, grad_norm: 11.9988 2021-03-26 23:29:52,829 - mmaction - INFO - Epoch [41][1060/1320] lr: 2.000e-04, eta: 2:37:30, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6195, top5_acc: 0.8422, loss_cls: 1.4953, loss: 1.4953, grad_norm: 12.2127 2021-03-26 23:30:08,076 - mmaction - INFO - Epoch [41][1080/1320] lr: 2.000e-04, eta: 2:37:15, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8617, loss_cls: 1.3755, loss: 1.3755, grad_norm: 11.8282 2021-03-26 23:30:23,433 - mmaction - INFO - Epoch [41][1100/1320] lr: 2.000e-04, eta: 2:36:59, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8520, loss_cls: 1.3573, loss: 1.3573, grad_norm: 11.3763 2021-03-26 23:30:38,685 - mmaction - INFO - Epoch [41][1120/1320] lr: 2.000e-04, eta: 2:36:44, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8551, loss_cls: 1.3357, loss: 1.3357, grad_norm: 11.7117 2021-03-26 23:30:53,824 - mmaction - INFO - Epoch [41][1140/1320] lr: 2.000e-04, eta: 2:36:28, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6320, top5_acc: 0.8582, loss_cls: 1.3765, loss: 1.3765, grad_norm: 11.5975 2021-03-26 23:31:09,103 - mmaction - INFO - Epoch [41][1160/1320] lr: 2.000e-04, eta: 2:36:12, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8699, loss_cls: 1.2939, loss: 1.2939, grad_norm: 11.7692 2021-03-26 23:31:24,334 - mmaction - INFO - Epoch [41][1180/1320] lr: 2.000e-04, eta: 2:35:57, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8520, loss_cls: 1.4067, loss: 1.4067, grad_norm: 11.8099 2021-03-26 23:31:39,530 - mmaction - INFO - Epoch [41][1200/1320] lr: 2.000e-04, eta: 2:35:41, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6352, top5_acc: 0.8453, loss_cls: 1.4319, loss: 1.4319, grad_norm: 11.8130 2021-03-26 23:31:54,904 - mmaction - INFO - Epoch [41][1220/1320] lr: 2.000e-04, eta: 2:35:25, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8586, loss_cls: 1.3198, loss: 1.3198, grad_norm: 11.4562 2021-03-26 23:32:10,113 - mmaction - INFO - Epoch [41][1240/1320] lr: 2.000e-04, eta: 2:35:10, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8539, loss_cls: 1.3665, loss: 1.3665, grad_norm: 11.6537 2021-03-26 23:32:25,351 - mmaction - INFO - Epoch [41][1260/1320] lr: 2.000e-04, eta: 2:34:54, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8613, loss_cls: 1.3665, loss: 1.3665, grad_norm: 11.7647 2021-03-26 23:32:40,422 - mmaction - INFO - Epoch [41][1280/1320] lr: 2.000e-04, eta: 2:34:38, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8492, loss_cls: 1.3888, loss: 1.3888, grad_norm: 11.9555 2021-03-26 23:32:55,643 - mmaction - INFO - Epoch [41][1300/1320] lr: 2.000e-04, eta: 2:34:23, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6234, top5_acc: 0.8480, loss_cls: 1.4142, loss: 1.4142, grad_norm: 12.0507 2021-03-26 23:33:10,494 - mmaction - INFO - Epoch [41][1320/1320] lr: 2.000e-04, eta: 2:34:07, time: 0.743, data_time: 0.003, memory: 11010, top1_acc: 0.6440, top5_acc: 0.8579, loss_cls: 1.3959, loss: 1.3959, grad_norm: 11.6591 2021-03-26 23:33:11,452 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-26 23:34:48,625 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 23:34:48,979 - mmaction - INFO - top1_acc 0.4468 top5_acc 0.7317 2021-03-26 23:34:48,980 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 23:34:49,002 - mmaction - INFO - mean_acc 0.3714 2021-03-26 23:34:49,009 - mmaction - INFO - Epoch(val) [41][1320] top1_acc: 0.4468, top5_acc: 0.7317, mean_class_accuracy: 0.3714 2021-03-26 23:34:49,012 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 23:35:31,818 - mmaction - INFO - Epoch [42][20/1320] lr: 2.000e-04, eta: 2:33:57, time: 2.140, data_time: 1.365, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2610, loss: 1.2610, grad_norm: 11.3672 2021-03-26 23:35:46,855 - mmaction - INFO - Epoch [42][40/1320] lr: 2.000e-04, eta: 2:33:42, time: 0.752, data_time: 0.005, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8551, loss_cls: 1.3302, loss: 1.3302, grad_norm: 11.7042 2021-03-26 23:36:01,921 - mmaction - INFO - Epoch [42][60/1320] lr: 2.000e-04, eta: 2:33:26, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8621, loss_cls: 1.2866, loss: 1.2866, grad_norm: 11.8018 2021-03-26 23:36:16,928 - mmaction - INFO - Epoch [42][80/1320] lr: 2.000e-04, eta: 2:33:10, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8602, loss_cls: 1.3486, loss: 1.3486, grad_norm: 11.9112 2021-03-26 23:36:32,056 - mmaction - INFO - Epoch [42][100/1320] lr: 2.000e-04, eta: 2:32:55, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8574, loss_cls: 1.3581, loss: 1.3581, grad_norm: 11.7815 2021-03-26 23:36:47,108 - mmaction - INFO - Epoch [42][120/1320] lr: 2.000e-04, eta: 2:32:39, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8523, loss_cls: 1.3744, loss: 1.3744, grad_norm: 11.9003 2021-03-26 23:37:02,124 - mmaction - INFO - Epoch [42][140/1320] lr: 2.000e-04, eta: 2:32:23, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8613, loss_cls: 1.3320, loss: 1.3320, grad_norm: 11.5729 2021-03-26 23:37:17,146 - mmaction - INFO - Epoch [42][160/1320] lr: 2.000e-04, eta: 2:32:08, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8594, loss_cls: 1.3348, loss: 1.3348, grad_norm: 11.7796 2021-03-26 23:37:32,322 - mmaction - INFO - Epoch [42][180/1320] lr: 2.000e-04, eta: 2:31:52, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8543, loss_cls: 1.3554, loss: 1.3554, grad_norm: 11.6921 2021-03-26 23:37:47,449 - mmaction - INFO - Epoch [42][200/1320] lr: 2.000e-04, eta: 2:31:36, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8613, loss_cls: 1.3371, loss: 1.3371, grad_norm: 12.4141 2021-03-26 23:38:02,532 - mmaction - INFO - Epoch [42][220/1320] lr: 2.000e-04, eta: 2:31:21, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8656, loss_cls: 1.3167, loss: 1.3167, grad_norm: 11.4792 2021-03-26 23:38:17,740 - mmaction - INFO - Epoch [42][240/1320] lr: 2.000e-04, eta: 2:31:05, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8730, loss_cls: 1.3004, loss: 1.3004, grad_norm: 11.6568 2021-03-26 23:38:32,877 - mmaction - INFO - Epoch [42][260/1320] lr: 2.000e-04, eta: 2:30:49, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8496, loss_cls: 1.3692, loss: 1.3692, grad_norm: 11.8637 2021-03-26 23:38:48,205 - mmaction - INFO - Epoch [42][280/1320] lr: 2.000e-04, eta: 2:30:34, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8703, loss_cls: 1.2759, loss: 1.2759, grad_norm: 11.6515 2021-03-26 23:39:03,322 - mmaction - INFO - Epoch [42][300/1320] lr: 2.000e-04, eta: 2:30:18, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8488, loss_cls: 1.3494, loss: 1.3494, grad_norm: 12.0146 2021-03-26 23:39:18,447 - mmaction - INFO - Epoch [42][320/1320] lr: 2.000e-04, eta: 2:30:02, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8715, loss_cls: 1.2993, loss: 1.2993, grad_norm: 12.0690 2021-03-26 23:39:33,637 - mmaction - INFO - Epoch [42][340/1320] lr: 2.000e-04, eta: 2:29:47, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8602, loss_cls: 1.3666, loss: 1.3666, grad_norm: 12.0008 2021-03-26 23:39:48,852 - mmaction - INFO - Epoch [42][360/1320] lr: 2.000e-04, eta: 2:29:31, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8586, loss_cls: 1.3922, loss: 1.3922, grad_norm: 12.2048 2021-03-26 23:40:04,101 - mmaction - INFO - Epoch [42][380/1320] lr: 2.000e-04, eta: 2:29:15, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8590, loss_cls: 1.3488, loss: 1.3488, grad_norm: 11.9188 2021-03-26 23:40:19,259 - mmaction - INFO - Epoch [42][400/1320] lr: 2.000e-04, eta: 2:29:00, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8586, loss_cls: 1.3386, loss: 1.3386, grad_norm: 11.7034 2021-03-26 23:40:34,678 - mmaction - INFO - Epoch [42][420/1320] lr: 2.000e-04, eta: 2:28:44, time: 0.770, data_time: 0.003, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8508, loss_cls: 1.3729, loss: 1.3729, grad_norm: 11.7928 2021-03-26 23:40:49,819 - mmaction - INFO - Epoch [42][440/1320] lr: 2.000e-04, eta: 2:28:28, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6375, top5_acc: 0.8559, loss_cls: 1.3628, loss: 1.3628, grad_norm: 11.9711 2021-03-26 23:41:05,097 - mmaction - INFO - Epoch [42][460/1320] lr: 2.000e-04, eta: 2:28:13, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8652, loss_cls: 1.3322, loss: 1.3322, grad_norm: 11.7425 2021-03-26 23:41:20,341 - mmaction - INFO - Epoch [42][480/1320] lr: 2.000e-04, eta: 2:27:57, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8609, loss_cls: 1.3401, loss: 1.3401, grad_norm: 12.0464 2021-03-26 23:41:35,549 - mmaction - INFO - Epoch [42][500/1320] lr: 2.000e-04, eta: 2:27:41, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8672, loss_cls: 1.2997, loss: 1.2997, grad_norm: 11.8789 2021-03-26 23:41:50,860 - mmaction - INFO - Epoch [42][520/1320] lr: 2.000e-04, eta: 2:27:26, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8664, loss_cls: 1.3186, loss: 1.3186, grad_norm: 11.7900 2021-03-26 23:42:06,002 - mmaction - INFO - Epoch [42][540/1320] lr: 2.000e-04, eta: 2:27:10, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8586, loss_cls: 1.3853, loss: 1.3853, grad_norm: 12.3254 2021-03-26 23:42:21,251 - mmaction - INFO - Epoch [42][560/1320] lr: 2.000e-04, eta: 2:26:54, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8672, loss_cls: 1.3073, loss: 1.3073, grad_norm: 11.7553 2021-03-26 23:42:36,434 - mmaction - INFO - Epoch [42][580/1320] lr: 2.000e-04, eta: 2:26:39, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8535, loss_cls: 1.3376, loss: 1.3376, grad_norm: 11.9594 2021-03-26 23:42:51,756 - mmaction - INFO - Epoch [42][600/1320] lr: 2.000e-04, eta: 2:26:23, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6379, top5_acc: 0.8555, loss_cls: 1.3690, loss: 1.3690, grad_norm: 12.1343 2021-03-26 23:43:06,900 - mmaction - INFO - Epoch [42][620/1320] lr: 2.000e-04, eta: 2:26:08, time: 0.758, data_time: 0.004, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8574, loss_cls: 1.3637, loss: 1.3637, grad_norm: 11.6225 2021-03-26 23:43:22,047 - mmaction - INFO - Epoch [42][640/1320] lr: 2.000e-04, eta: 2:25:52, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8582, loss_cls: 1.3422, loss: 1.3422, grad_norm: 11.9885 2021-03-26 23:43:37,233 - mmaction - INFO - Epoch [42][660/1320] lr: 2.000e-04, eta: 2:25:36, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8578, loss_cls: 1.3425, loss: 1.3425, grad_norm: 11.9310 2021-03-26 23:43:52,568 - mmaction - INFO - Epoch [42][680/1320] lr: 2.000e-04, eta: 2:25:21, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8602, loss_cls: 1.3533, loss: 1.3533, grad_norm: 11.7273 2021-03-26 23:44:07,942 - mmaction - INFO - Epoch [42][700/1320] lr: 2.000e-04, eta: 2:25:05, time: 0.770, data_time: 0.003, memory: 11010, top1_acc: 0.6328, top5_acc: 0.8578, loss_cls: 1.3927, loss: 1.3927, grad_norm: 11.9788 2021-03-26 23:44:23,157 - mmaction - INFO - Epoch [42][720/1320] lr: 2.000e-04, eta: 2:24:49, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8582, loss_cls: 1.3513, loss: 1.3513, grad_norm: 12.1521 2021-03-26 23:44:38,414 - mmaction - INFO - Epoch [42][740/1320] lr: 2.000e-04, eta: 2:24:34, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8547, loss_cls: 1.3560, loss: 1.3560, grad_norm: 11.8022 2021-03-26 23:44:53,661 - mmaction - INFO - Epoch [42][760/1320] lr: 2.000e-04, eta: 2:24:18, time: 0.763, data_time: 0.004, memory: 11010, top1_acc: 0.6238, top5_acc: 0.8508, loss_cls: 1.4140, loss: 1.4140, grad_norm: 12.0569 2021-03-26 23:45:08,869 - mmaction - INFO - Epoch [42][780/1320] lr: 2.000e-04, eta: 2:24:02, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.2964, loss: 1.2964, grad_norm: 12.0037 2021-03-26 23:45:24,222 - mmaction - INFO - Epoch [42][800/1320] lr: 2.000e-04, eta: 2:23:47, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8609, loss_cls: 1.3277, loss: 1.3277, grad_norm: 11.7722 2021-03-26 23:45:39,421 - mmaction - INFO - Epoch [42][820/1320] lr: 2.000e-04, eta: 2:23:31, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6414, top5_acc: 0.8496, loss_cls: 1.3580, loss: 1.3580, grad_norm: 11.8516 2021-03-26 23:45:54,631 - mmaction - INFO - Epoch [42][840/1320] lr: 2.000e-04, eta: 2:23:16, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8582, loss_cls: 1.3821, loss: 1.3821, grad_norm: 11.8610 2021-03-26 23:46:09,981 - mmaction - INFO - Epoch [42][860/1320] lr: 2.000e-04, eta: 2:23:00, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8602, loss_cls: 1.3639, loss: 1.3639, grad_norm: 11.9791 2021-03-26 23:46:25,153 - mmaction - INFO - Epoch [42][880/1320] lr: 2.000e-04, eta: 2:22:44, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8578, loss_cls: 1.3373, loss: 1.3373, grad_norm: 11.9969 2021-03-26 23:46:40,343 - mmaction - INFO - Epoch [42][900/1320] lr: 2.000e-04, eta: 2:22:29, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8445, loss_cls: 1.4157, loss: 1.4157, grad_norm: 12.1015 2021-03-26 23:46:55,544 - mmaction - INFO - Epoch [42][920/1320] lr: 2.000e-04, eta: 2:22:13, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6418, top5_acc: 0.8520, loss_cls: 1.3835, loss: 1.3835, grad_norm: 11.8411 2021-03-26 23:47:10,771 - mmaction - INFO - Epoch [42][940/1320] lr: 2.000e-04, eta: 2:21:57, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8488, loss_cls: 1.3681, loss: 1.3681, grad_norm: 11.4536 2021-03-26 23:47:26,083 - mmaction - INFO - Epoch [42][960/1320] lr: 2.000e-04, eta: 2:21:42, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8594, loss_cls: 1.3472, loss: 1.3472, grad_norm: 11.6094 2021-03-26 23:47:41,335 - mmaction - INFO - Epoch [42][980/1320] lr: 2.000e-04, eta: 2:21:26, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6312, top5_acc: 0.8516, loss_cls: 1.3825, loss: 1.3825, grad_norm: 12.1740 2021-03-26 23:47:56,596 - mmaction - INFO - Epoch [42][1000/1320] lr: 2.000e-04, eta: 2:21:10, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8453, loss_cls: 1.3800, loss: 1.3800, grad_norm: 11.9737 2021-03-26 23:48:11,820 - mmaction - INFO - Epoch [42][1020/1320] lr: 2.000e-04, eta: 2:20:55, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8598, loss_cls: 1.3525, loss: 1.3525, grad_norm: 11.2764 2021-03-26 23:48:27,030 - mmaction - INFO - Epoch [42][1040/1320] lr: 2.000e-04, eta: 2:20:39, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6441, top5_acc: 0.8535, loss_cls: 1.3721, loss: 1.3721, grad_norm: 11.8804 2021-03-26 23:48:42,460 - mmaction - INFO - Epoch [42][1060/1320] lr: 2.000e-04, eta: 2:20:24, time: 0.771, data_time: 0.001, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8633, loss_cls: 1.3189, loss: 1.3189, grad_norm: 11.8013 2021-03-26 23:48:57,600 - mmaction - INFO - Epoch [42][1080/1320] lr: 2.000e-04, eta: 2:20:08, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8570, loss_cls: 1.3361, loss: 1.3361, grad_norm: 11.9840 2021-03-26 23:49:12,921 - mmaction - INFO - Epoch [42][1100/1320] lr: 2.000e-04, eta: 2:19:52, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8617, loss_cls: 1.3436, loss: 1.3436, grad_norm: 11.8963 2021-03-26 23:49:28,268 - mmaction - INFO - Epoch [42][1120/1320] lr: 2.000e-04, eta: 2:19:37, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8531, loss_cls: 1.3571, loss: 1.3571, grad_norm: 12.1645 2021-03-26 23:49:43,356 - mmaction - INFO - Epoch [42][1140/1320] lr: 2.000e-04, eta: 2:19:21, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8648, loss_cls: 1.3403, loss: 1.3403, grad_norm: 12.1243 2021-03-26 23:49:58,581 - mmaction - INFO - Epoch [42][1160/1320] lr: 2.000e-04, eta: 2:19:05, time: 0.762, data_time: 0.004, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8523, loss_cls: 1.3501, loss: 1.3501, grad_norm: 11.8413 2021-03-26 23:50:13,710 - mmaction - INFO - Epoch [42][1180/1320] lr: 2.000e-04, eta: 2:18:50, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8633, loss_cls: 1.3492, loss: 1.3492, grad_norm: 12.0080 2021-03-26 23:50:28,950 - mmaction - INFO - Epoch [42][1200/1320] lr: 2.000e-04, eta: 2:18:34, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8625, loss_cls: 1.3019, loss: 1.3019, grad_norm: 11.6119 2021-03-26 23:50:44,203 - mmaction - INFO - Epoch [42][1220/1320] lr: 2.000e-04, eta: 2:18:18, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8660, loss_cls: 1.3065, loss: 1.3065, grad_norm: 12.1331 2021-03-26 23:50:59,377 - mmaction - INFO - Epoch [42][1240/1320] lr: 2.000e-04, eta: 2:18:03, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8645, loss_cls: 1.2893, loss: 1.2893, grad_norm: 11.4843 2021-03-26 23:51:14,670 - mmaction - INFO - Epoch [42][1260/1320] lr: 2.000e-04, eta: 2:17:47, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8609, loss_cls: 1.3490, loss: 1.3490, grad_norm: 12.2843 2021-03-26 23:51:29,780 - mmaction - INFO - Epoch [42][1280/1320] lr: 2.000e-04, eta: 2:17:31, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8551, loss_cls: 1.3453, loss: 1.3453, grad_norm: 12.0231 2021-03-26 23:51:45,048 - mmaction - INFO - Epoch [42][1300/1320] lr: 2.000e-04, eta: 2:17:16, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8504, loss_cls: 1.3652, loss: 1.3652, grad_norm: 12.3965 2021-03-26 23:51:59,961 - mmaction - INFO - Epoch [42][1320/1320] lr: 2.000e-04, eta: 2:17:00, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8619, loss_cls: 1.3426, loss: 1.3426, grad_norm: 12.1307 2021-03-26 23:52:00,924 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-26 23:53:42,858 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-26 23:53:43,210 - mmaction - INFO - top1_acc 0.4434 top5_acc 0.7295 2021-03-26 23:53:43,210 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-26 23:53:43,232 - mmaction - INFO - mean_acc 0.3717 2021-03-26 23:53:43,240 - mmaction - INFO - Epoch(val) [42][1320] top1_acc: 0.4434, top5_acc: 0.7295, mean_class_accuracy: 0.3717 2021-03-26 23:53:43,242 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-26 23:54:30,906 - mmaction - INFO - Epoch [43][20/1320] lr: 2.000e-04, eta: 2:16:51, time: 2.381, data_time: 1.631, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8562, loss_cls: 1.3511, loss: 1.3511, grad_norm: 11.6309 2021-03-26 23:54:45,847 - mmaction - INFO - Epoch [43][40/1320] lr: 2.000e-04, eta: 2:16:35, time: 0.748, data_time: 0.003, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8523, loss_cls: 1.3459, loss: 1.3459, grad_norm: 12.2887 2021-03-26 23:55:00,859 - mmaction - INFO - Epoch [43][60/1320] lr: 2.000e-04, eta: 2:16:19, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8699, loss_cls: 1.2564, loss: 1.2564, grad_norm: 12.0794 2021-03-26 23:55:15,825 - mmaction - INFO - Epoch [43][80/1320] lr: 2.000e-04, eta: 2:16:04, time: 0.747, data_time: 0.001, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8629, loss_cls: 1.3125, loss: 1.3125, grad_norm: 12.0820 2021-03-26 23:55:30,916 - mmaction - INFO - Epoch [43][100/1320] lr: 2.000e-04, eta: 2:15:48, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8598, loss_cls: 1.3227, loss: 1.3227, grad_norm: 11.5790 2021-03-26 23:55:45,946 - mmaction - INFO - Epoch [43][120/1320] lr: 2.000e-04, eta: 2:15:32, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3367, loss: 1.3367, grad_norm: 12.0287 2021-03-26 23:56:01,022 - mmaction - INFO - Epoch [43][140/1320] lr: 2.000e-04, eta: 2:15:17, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8672, loss_cls: 1.2871, loss: 1.2871, grad_norm: 11.9210 2021-03-26 23:56:16,064 - mmaction - INFO - Epoch [43][160/1320] lr: 2.000e-04, eta: 2:15:01, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8660, loss_cls: 1.2927, loss: 1.2927, grad_norm: 11.8957 2021-03-26 23:56:31,190 - mmaction - INFO - Epoch [43][180/1320] lr: 2.000e-04, eta: 2:14:45, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8555, loss_cls: 1.3357, loss: 1.3357, grad_norm: 12.0640 2021-03-26 23:56:46,276 - mmaction - INFO - Epoch [43][200/1320] lr: 2.000e-04, eta: 2:14:30, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6539, top5_acc: 0.8645, loss_cls: 1.2994, loss: 1.2994, grad_norm: 12.0624 2021-03-26 23:57:01,277 - mmaction - INFO - Epoch [43][220/1320] lr: 2.000e-04, eta: 2:14:14, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8570, loss_cls: 1.3736, loss: 1.3736, grad_norm: 12.3656 2021-03-26 23:57:16,510 - mmaction - INFO - Epoch [43][240/1320] lr: 2.000e-04, eta: 2:13:58, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8617, loss_cls: 1.3048, loss: 1.3048, grad_norm: 11.7283 2021-03-26 23:57:31,554 - mmaction - INFO - Epoch [43][260/1320] lr: 2.000e-04, eta: 2:13:43, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8586, loss_cls: 1.3742, loss: 1.3742, grad_norm: 12.3302 2021-03-26 23:57:46,679 - mmaction - INFO - Epoch [43][280/1320] lr: 2.000e-04, eta: 2:13:27, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8602, loss_cls: 1.3659, loss: 1.3659, grad_norm: 11.8587 2021-03-26 23:58:01,853 - mmaction - INFO - Epoch [43][300/1320] lr: 2.000e-04, eta: 2:13:11, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8562, loss_cls: 1.3519, loss: 1.3519, grad_norm: 11.9653 2021-03-26 23:58:16,987 - mmaction - INFO - Epoch [43][320/1320] lr: 2.000e-04, eta: 2:12:56, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6348, top5_acc: 0.8445, loss_cls: 1.3968, loss: 1.3968, grad_norm: 12.0029 2021-03-26 23:58:32,200 - mmaction - INFO - Epoch [43][340/1320] lr: 2.000e-04, eta: 2:12:40, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8566, loss_cls: 1.3501, loss: 1.3501, grad_norm: 11.5237 2021-03-26 23:58:47,327 - mmaction - INFO - Epoch [43][360/1320] lr: 2.000e-04, eta: 2:12:24, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8570, loss_cls: 1.2927, loss: 1.2927, grad_norm: 11.9485 2021-03-26 23:59:02,426 - mmaction - INFO - Epoch [43][380/1320] lr: 2.000e-04, eta: 2:12:09, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8625, loss_cls: 1.3001, loss: 1.3001, grad_norm: 12.3353 2021-03-26 23:59:17,600 - mmaction - INFO - Epoch [43][400/1320] lr: 2.000e-04, eta: 2:11:53, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8523, loss_cls: 1.3653, loss: 1.3653, grad_norm: 12.4262 2021-03-26 23:59:32,778 - mmaction - INFO - Epoch [43][420/1320] lr: 2.000e-04, eta: 2:11:37, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8555, loss_cls: 1.3480, loss: 1.3480, grad_norm: 12.0517 2021-03-26 23:59:47,963 - mmaction - INFO - Epoch [43][440/1320] lr: 2.000e-04, eta: 2:11:22, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8715, loss_cls: 1.2966, loss: 1.2966, grad_norm: 12.1146 2021-03-27 00:00:03,473 - mmaction - INFO - Epoch [43][460/1320] lr: 2.000e-04, eta: 2:11:06, time: 0.771, data_time: 0.002, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8594, loss_cls: 1.2959, loss: 1.2959, grad_norm: 11.8362 2021-03-27 00:00:20,936 - mmaction - INFO - Epoch [43][480/1320] lr: 2.000e-04, eta: 2:10:51, time: 0.874, data_time: 0.009, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8586, loss_cls: 1.3536, loss: 1.3536, grad_norm: 12.0194 2021-03-27 00:00:36,066 - mmaction - INFO - Epoch [43][500/1320] lr: 2.000e-04, eta: 2:10:35, time: 0.761, data_time: 0.008, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8594, loss_cls: 1.3110, loss: 1.3110, grad_norm: 11.9495 2021-03-27 00:00:51,293 - mmaction - INFO - Epoch [43][520/1320] lr: 2.000e-04, eta: 2:10:20, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8574, loss_cls: 1.3087, loss: 1.3087, grad_norm: 11.5677 2021-03-27 00:01:06,572 - mmaction - INFO - Epoch [43][540/1320] lr: 2.000e-04, eta: 2:10:04, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8707, loss_cls: 1.2840, loss: 1.2840, grad_norm: 12.1029 2021-03-27 00:01:21,642 - mmaction - INFO - Epoch [43][560/1320] lr: 2.000e-04, eta: 2:09:48, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8738, loss_cls: 1.2899, loss: 1.2899, grad_norm: 12.3020 2021-03-27 00:01:36,953 - mmaction - INFO - Epoch [43][580/1320] lr: 2.000e-04, eta: 2:09:33, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8695, loss_cls: 1.2926, loss: 1.2926, grad_norm: 12.0094 2021-03-27 00:01:52,125 - mmaction - INFO - Epoch [43][600/1320] lr: 2.000e-04, eta: 2:09:17, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8625, loss_cls: 1.3456, loss: 1.3456, grad_norm: 11.8340 2021-03-27 00:02:07,405 - mmaction - INFO - Epoch [43][620/1320] lr: 2.000e-04, eta: 2:09:01, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8582, loss_cls: 1.3252, loss: 1.3252, grad_norm: 11.6854 2021-03-27 00:02:22,650 - mmaction - INFO - Epoch [43][640/1320] lr: 2.000e-04, eta: 2:08:46, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8688, loss_cls: 1.3177, loss: 1.3177, grad_norm: 12.1242 2021-03-27 00:02:37,835 - mmaction - INFO - Epoch [43][660/1320] lr: 2.000e-04, eta: 2:08:30, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8578, loss_cls: 1.3589, loss: 1.3589, grad_norm: 11.9769 2021-03-27 00:02:53,078 - mmaction - INFO - Epoch [43][680/1320] lr: 2.000e-04, eta: 2:08:14, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6332, top5_acc: 0.8637, loss_cls: 1.3423, loss: 1.3423, grad_norm: 12.0279 2021-03-27 00:03:08,227 - mmaction - INFO - Epoch [43][700/1320] lr: 2.000e-04, eta: 2:07:59, time: 0.758, data_time: 0.004, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.2739, loss: 1.2739, grad_norm: 11.9831 2021-03-27 00:03:23,397 - mmaction - INFO - Epoch [43][720/1320] lr: 2.000e-04, eta: 2:07:43, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8621, loss_cls: 1.3365, loss: 1.3365, grad_norm: 12.1746 2021-03-27 00:03:38,649 - mmaction - INFO - Epoch [43][740/1320] lr: 2.000e-04, eta: 2:07:27, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8625, loss_cls: 1.3275, loss: 1.3275, grad_norm: 12.2152 2021-03-27 00:03:53,795 - mmaction - INFO - Epoch [43][760/1320] lr: 2.000e-04, eta: 2:07:12, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8648, loss_cls: 1.3332, loss: 1.3332, grad_norm: 12.0697 2021-03-27 00:04:08,974 - mmaction - INFO - Epoch [43][780/1320] lr: 2.000e-04, eta: 2:06:56, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8574, loss_cls: 1.3649, loss: 1.3649, grad_norm: 12.1259 2021-03-27 00:04:24,224 - mmaction - INFO - Epoch [43][800/1320] lr: 2.000e-04, eta: 2:06:41, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8625, loss_cls: 1.2754, loss: 1.2754, grad_norm: 12.0273 2021-03-27 00:04:39,372 - mmaction - INFO - Epoch [43][820/1320] lr: 2.000e-04, eta: 2:06:25, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.2813, loss: 1.2813, grad_norm: 12.1625 2021-03-27 00:04:54,466 - mmaction - INFO - Epoch [43][840/1320] lr: 2.000e-04, eta: 2:06:09, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8543, loss_cls: 1.3456, loss: 1.3456, grad_norm: 12.0883 2021-03-27 00:05:09,576 - mmaction - INFO - Epoch [43][860/1320] lr: 2.000e-04, eta: 2:05:54, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8590, loss_cls: 1.3194, loss: 1.3194, grad_norm: 11.6679 2021-03-27 00:05:24,855 - mmaction - INFO - Epoch [43][880/1320] lr: 2.000e-04, eta: 2:05:38, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6289, top5_acc: 0.8480, loss_cls: 1.4044, loss: 1.4044, grad_norm: 12.5361 2021-03-27 00:05:40,001 - mmaction - INFO - Epoch [43][900/1320] lr: 2.000e-04, eta: 2:05:22, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8684, loss_cls: 1.2764, loss: 1.2764, grad_norm: 11.6989 2021-03-27 00:05:55,172 - mmaction - INFO - Epoch [43][920/1320] lr: 2.000e-04, eta: 2:05:07, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6406, top5_acc: 0.8539, loss_cls: 1.3577, loss: 1.3577, grad_norm: 12.0565 2021-03-27 00:06:10,411 - mmaction - INFO - Epoch [43][940/1320] lr: 2.000e-04, eta: 2:04:51, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8648, loss_cls: 1.3259, loss: 1.3259, grad_norm: 12.0891 2021-03-27 00:06:25,561 - mmaction - INFO - Epoch [43][960/1320] lr: 2.000e-04, eta: 2:04:35, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8672, loss_cls: 1.2900, loss: 1.2900, grad_norm: 11.9109 2021-03-27 00:06:40,754 - mmaction - INFO - Epoch [43][980/1320] lr: 2.000e-04, eta: 2:04:20, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8488, loss_cls: 1.3812, loss: 1.3812, grad_norm: 12.0322 2021-03-27 00:06:56,072 - mmaction - INFO - Epoch [43][1000/1320] lr: 2.000e-04, eta: 2:04:04, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6340, top5_acc: 0.8637, loss_cls: 1.3215, loss: 1.3215, grad_norm: 12.0389 2021-03-27 00:07:11,273 - mmaction - INFO - Epoch [43][1020/1320] lr: 2.000e-04, eta: 2:03:48, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8543, loss_cls: 1.3976, loss: 1.3976, grad_norm: 12.4895 2021-03-27 00:07:26,528 - mmaction - INFO - Epoch [43][1040/1320] lr: 2.000e-04, eta: 2:03:33, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8680, loss_cls: 1.3172, loss: 1.3172, grad_norm: 11.9007 2021-03-27 00:07:41,649 - mmaction - INFO - Epoch [43][1060/1320] lr: 2.000e-04, eta: 2:03:17, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8684, loss_cls: 1.3062, loss: 1.3062, grad_norm: 12.0693 2021-03-27 00:07:56,940 - mmaction - INFO - Epoch [43][1080/1320] lr: 2.000e-04, eta: 2:03:02, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8629, loss_cls: 1.3154, loss: 1.3154, grad_norm: 12.1658 2021-03-27 00:08:12,167 - mmaction - INFO - Epoch [43][1100/1320] lr: 2.000e-04, eta: 2:02:46, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.2959, loss: 1.2959, grad_norm: 12.1163 2021-03-27 00:08:27,353 - mmaction - INFO - Epoch [43][1120/1320] lr: 2.000e-04, eta: 2:02:30, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6488, top5_acc: 0.8527, loss_cls: 1.3516, loss: 1.3516, grad_norm: 12.2001 2021-03-27 00:08:42,629 - mmaction - INFO - Epoch [43][1140/1320] lr: 2.000e-04, eta: 2:02:15, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8664, loss_cls: 1.3181, loss: 1.3181, grad_norm: 12.1386 2021-03-27 00:08:57,837 - mmaction - INFO - Epoch [43][1160/1320] lr: 2.000e-04, eta: 2:01:59, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8445, loss_cls: 1.3896, loss: 1.3896, grad_norm: 12.3846 2021-03-27 00:09:13,031 - mmaction - INFO - Epoch [43][1180/1320] lr: 2.000e-04, eta: 2:01:43, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6359, top5_acc: 0.8551, loss_cls: 1.3829, loss: 1.3829, grad_norm: 12.0704 2021-03-27 00:09:28,279 - mmaction - INFO - Epoch [43][1200/1320] lr: 2.000e-04, eta: 2:01:28, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8551, loss_cls: 1.3511, loss: 1.3511, grad_norm: 12.1376 2021-03-27 00:09:43,405 - mmaction - INFO - Epoch [43][1220/1320] lr: 2.000e-04, eta: 2:01:12, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8625, loss_cls: 1.3230, loss: 1.3230, grad_norm: 11.9222 2021-03-27 00:09:58,690 - mmaction - INFO - Epoch [43][1240/1320] lr: 2.000e-04, eta: 2:00:57, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8566, loss_cls: 1.3093, loss: 1.3093, grad_norm: 11.9815 2021-03-27 00:10:13,804 - mmaction - INFO - Epoch [43][1260/1320] lr: 2.000e-04, eta: 2:00:41, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8508, loss_cls: 1.3694, loss: 1.3694, grad_norm: 12.2380 2021-03-27 00:10:29,040 - mmaction - INFO - Epoch [43][1280/1320] lr: 2.000e-04, eta: 2:00:25, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8691, loss_cls: 1.2732, loss: 1.2732, grad_norm: 12.0170 2021-03-27 00:10:44,291 - mmaction - INFO - Epoch [43][1300/1320] lr: 2.000e-04, eta: 2:00:10, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8527, loss_cls: 1.3839, loss: 1.3839, grad_norm: 12.2904 2021-03-27 00:10:59,158 - mmaction - INFO - Epoch [43][1320/1320] lr: 2.000e-04, eta: 1:59:54, time: 0.744, data_time: 0.002, memory: 11010, top1_acc: 0.6381, top5_acc: 0.8552, loss_cls: 1.3677, loss: 1.3677, grad_norm: 12.0395 2021-03-27 00:11:17,620 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-27 00:14:07,482 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 00:14:07,840 - mmaction - INFO - top1_acc 0.4460 top5_acc 0.7318 2021-03-27 00:14:07,841 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 00:14:07,910 - mmaction - INFO - mean_acc 0.3754 2021-03-27 00:14:07,918 - mmaction - INFO - Epoch(val) [43][1320] top1_acc: 0.4460, top5_acc: 0.7318, mean_class_accuracy: 0.3754 2021-03-27 00:14:07,920 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-27 00:14:45,620 - mmaction - INFO - Epoch [44][20/1320] lr: 2.000e-04, eta: 1:59:42, time: 1.885, data_time: 1.126, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8633, loss_cls: 1.3162, loss: 1.3162, grad_norm: 11.6080 2021-03-27 00:15:00,627 - mmaction - INFO - Epoch [44][40/1320] lr: 2.000e-04, eta: 1:59:26, time: 0.751, data_time: 0.005, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8602, loss_cls: 1.3146, loss: 1.3146, grad_norm: 11.7659 2021-03-27 00:15:15,620 - mmaction - INFO - Epoch [44][60/1320] lr: 2.000e-04, eta: 1:59:11, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8609, loss_cls: 1.3312, loss: 1.3312, grad_norm: 12.0754 2021-03-27 00:15:30,621 - mmaction - INFO - Epoch [44][80/1320] lr: 2.000e-04, eta: 1:58:55, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8602, loss_cls: 1.3268, loss: 1.3268, grad_norm: 12.0086 2021-03-27 00:15:45,604 - mmaction - INFO - Epoch [44][100/1320] lr: 2.000e-04, eta: 1:58:39, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8609, loss_cls: 1.3349, loss: 1.3349, grad_norm: 12.4315 2021-03-27 00:16:00,659 - mmaction - INFO - Epoch [44][120/1320] lr: 2.000e-04, eta: 1:58:24, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8543, loss_cls: 1.3626, loss: 1.3626, grad_norm: 11.9481 2021-03-27 00:16:15,764 - mmaction - INFO - Epoch [44][140/1320] lr: 2.000e-04, eta: 1:58:08, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8574, loss_cls: 1.3015, loss: 1.3015, grad_norm: 11.8589 2021-03-27 00:16:30,759 - mmaction - INFO - Epoch [44][160/1320] lr: 2.000e-04, eta: 1:57:52, time: 0.749, data_time: 0.000, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8660, loss_cls: 1.2810, loss: 1.2810, grad_norm: 11.7854 2021-03-27 00:16:45,759 - mmaction - INFO - Epoch [44][180/1320] lr: 2.000e-04, eta: 1:57:37, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8648, loss_cls: 1.3380, loss: 1.3380, grad_norm: 12.0532 2021-03-27 00:17:00,871 - mmaction - INFO - Epoch [44][200/1320] lr: 2.000e-04, eta: 1:57:21, time: 0.756, data_time: 0.002, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8621, loss_cls: 1.2903, loss: 1.2903, grad_norm: 11.8979 2021-03-27 00:17:16,031 - mmaction - INFO - Epoch [44][220/1320] lr: 2.000e-04, eta: 1:57:05, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8699, loss_cls: 1.3077, loss: 1.3077, grad_norm: 12.2583 2021-03-27 00:17:31,211 - mmaction - INFO - Epoch [44][240/1320] lr: 2.000e-04, eta: 1:56:50, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8672, loss_cls: 1.3276, loss: 1.3276, grad_norm: 12.4031 2021-03-27 00:17:46,429 - mmaction - INFO - Epoch [44][260/1320] lr: 2.000e-04, eta: 1:56:34, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8617, loss_cls: 1.2856, loss: 1.2856, grad_norm: 12.1579 2021-03-27 00:18:01,664 - mmaction - INFO - Epoch [44][280/1320] lr: 2.000e-04, eta: 1:56:18, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8645, loss_cls: 1.3302, loss: 1.3302, grad_norm: 12.0519 2021-03-27 00:18:16,948 - mmaction - INFO - Epoch [44][300/1320] lr: 2.000e-04, eta: 1:56:03, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8488, loss_cls: 1.3575, loss: 1.3575, grad_norm: 11.5893 2021-03-27 00:18:32,208 - mmaction - INFO - Epoch [44][320/1320] lr: 2.000e-04, eta: 1:55:47, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8527, loss_cls: 1.3522, loss: 1.3522, grad_norm: 11.8343 2021-03-27 00:18:47,464 - mmaction - INFO - Epoch [44][340/1320] lr: 2.000e-04, eta: 1:55:32, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8684, loss_cls: 1.3041, loss: 1.3041, grad_norm: 12.2844 2021-03-27 00:19:02,740 - mmaction - INFO - Epoch [44][360/1320] lr: 2.000e-04, eta: 1:55:16, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6293, top5_acc: 0.8602, loss_cls: 1.3806, loss: 1.3806, grad_norm: 12.6662 2021-03-27 00:19:17,986 - mmaction - INFO - Epoch [44][380/1320] lr: 2.000e-04, eta: 1:55:00, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8773, loss_cls: 1.3126, loss: 1.3126, grad_norm: 12.1138 2021-03-27 00:19:33,290 - mmaction - INFO - Epoch [44][400/1320] lr: 2.000e-04, eta: 1:54:45, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8547, loss_cls: 1.3453, loss: 1.3453, grad_norm: 12.0643 2021-03-27 00:19:48,611 - mmaction - INFO - Epoch [44][420/1320] lr: 2.000e-04, eta: 1:54:29, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8711, loss_cls: 1.2495, loss: 1.2495, grad_norm: 12.0100 2021-03-27 00:20:03,869 - mmaction - INFO - Epoch [44][440/1320] lr: 2.000e-04, eta: 1:54:13, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8625, loss_cls: 1.3112, loss: 1.3112, grad_norm: 12.2844 2021-03-27 00:20:19,091 - mmaction - INFO - Epoch [44][460/1320] lr: 2.000e-04, eta: 1:53:58, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8520, loss_cls: 1.3375, loss: 1.3375, grad_norm: 11.7935 2021-03-27 00:20:34,266 - mmaction - INFO - Epoch [44][480/1320] lr: 2.000e-04, eta: 1:53:42, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8539, loss_cls: 1.3889, loss: 1.3889, grad_norm: 12.0086 2021-03-27 00:20:49,577 - mmaction - INFO - Epoch [44][500/1320] lr: 2.000e-04, eta: 1:53:27, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8668, loss_cls: 1.3276, loss: 1.3276, grad_norm: 12.7026 2021-03-27 00:21:04,765 - mmaction - INFO - Epoch [44][520/1320] lr: 2.000e-04, eta: 1:53:11, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3259, loss: 1.3259, grad_norm: 11.9371 2021-03-27 00:21:20,037 - mmaction - INFO - Epoch [44][540/1320] lr: 2.000e-04, eta: 1:52:55, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8648, loss_cls: 1.3166, loss: 1.3166, grad_norm: 11.5938 2021-03-27 00:21:35,346 - mmaction - INFO - Epoch [44][560/1320] lr: 2.000e-04, eta: 1:52:40, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8539, loss_cls: 1.3560, loss: 1.3560, grad_norm: 12.4537 2021-03-27 00:21:50,658 - mmaction - INFO - Epoch [44][580/1320] lr: 2.000e-04, eta: 1:52:24, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6297, top5_acc: 0.8598, loss_cls: 1.3783, loss: 1.3783, grad_norm: 12.1054 2021-03-27 00:22:05,813 - mmaction - INFO - Epoch [44][600/1320] lr: 2.000e-04, eta: 1:52:08, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8574, loss_cls: 1.3770, loss: 1.3770, grad_norm: 11.8826 2021-03-27 00:22:20,988 - mmaction - INFO - Epoch [44][620/1320] lr: 2.000e-04, eta: 1:51:53, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8594, loss_cls: 1.3319, loss: 1.3319, grad_norm: 11.8328 2021-03-27 00:22:36,346 - mmaction - INFO - Epoch [44][640/1320] lr: 2.000e-04, eta: 1:51:37, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3392, loss: 1.3392, grad_norm: 12.1947 2021-03-27 00:22:51,580 - mmaction - INFO - Epoch [44][660/1320] lr: 2.000e-04, eta: 1:51:21, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6613, top5_acc: 0.8730, loss_cls: 1.2970, loss: 1.2970, grad_norm: 12.0052 2021-03-27 00:23:06,730 - mmaction - INFO - Epoch [44][680/1320] lr: 2.000e-04, eta: 1:51:06, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8637, loss_cls: 1.3095, loss: 1.3095, grad_norm: 12.1273 2021-03-27 00:23:22,130 - mmaction - INFO - Epoch [44][700/1320] lr: 2.000e-04, eta: 1:50:50, time: 0.771, data_time: 0.002, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8527, loss_cls: 1.3396, loss: 1.3396, grad_norm: 11.9196 2021-03-27 00:23:37,263 - mmaction - INFO - Epoch [44][720/1320] lr: 2.000e-04, eta: 1:50:35, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6535, top5_acc: 0.8605, loss_cls: 1.3149, loss: 1.3149, grad_norm: 11.8442 2021-03-27 00:23:52,510 - mmaction - INFO - Epoch [44][740/1320] lr: 2.000e-04, eta: 1:50:19, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8691, loss_cls: 1.2932, loss: 1.2932, grad_norm: 12.2594 2021-03-27 00:24:07,866 - mmaction - INFO - Epoch [44][760/1320] lr: 2.000e-04, eta: 1:50:03, time: 0.769, data_time: 0.003, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8664, loss_cls: 1.2940, loss: 1.2940, grad_norm: 12.0046 2021-03-27 00:24:23,153 - mmaction - INFO - Epoch [44][780/1320] lr: 2.000e-04, eta: 1:49:48, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.6578, top5_acc: 0.8578, loss_cls: 1.3463, loss: 1.3463, grad_norm: 12.7192 2021-03-27 00:24:38,289 - mmaction - INFO - Epoch [44][800/1320] lr: 2.000e-04, eta: 1:49:32, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8609, loss_cls: 1.2937, loss: 1.2937, grad_norm: 12.1220 2021-03-27 00:24:53,575 - mmaction - INFO - Epoch [44][820/1320] lr: 2.000e-04, eta: 1:49:17, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8645, loss_cls: 1.3087, loss: 1.3087, grad_norm: 12.3736 2021-03-27 00:25:08,974 - mmaction - INFO - Epoch [44][840/1320] lr: 2.000e-04, eta: 1:49:01, time: 0.771, data_time: 0.004, memory: 11010, top1_acc: 0.6355, top5_acc: 0.8480, loss_cls: 1.4008, loss: 1.4008, grad_norm: 12.3173 2021-03-27 00:25:24,176 - mmaction - INFO - Epoch [44][860/1320] lr: 2.000e-04, eta: 1:48:45, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8621, loss_cls: 1.2996, loss: 1.2996, grad_norm: 12.0732 2021-03-27 00:25:39,453 - mmaction - INFO - Epoch [44][880/1320] lr: 2.000e-04, eta: 1:48:30, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8598, loss_cls: 1.3231, loss: 1.3231, grad_norm: 12.3683 2021-03-27 00:25:54,795 - mmaction - INFO - Epoch [44][900/1320] lr: 2.000e-04, eta: 1:48:14, time: 0.767, data_time: 0.003, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3225, loss: 1.3225, grad_norm: 12.3150 2021-03-27 00:26:10,015 - mmaction - INFO - Epoch [44][920/1320] lr: 2.000e-04, eta: 1:47:58, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8473, loss_cls: 1.3910, loss: 1.3910, grad_norm: 12.5269 2021-03-27 00:26:25,253 - mmaction - INFO - Epoch [44][940/1320] lr: 2.000e-04, eta: 1:47:43, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6438, top5_acc: 0.8629, loss_cls: 1.3504, loss: 1.3504, grad_norm: 12.2778 2021-03-27 00:26:40,492 - mmaction - INFO - Epoch [44][960/1320] lr: 2.000e-04, eta: 1:47:27, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8652, loss_cls: 1.3206, loss: 1.3206, grad_norm: 11.9233 2021-03-27 00:26:55,868 - mmaction - INFO - Epoch [44][980/1320] lr: 2.000e-04, eta: 1:47:12, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6242, top5_acc: 0.8586, loss_cls: 1.3697, loss: 1.3697, grad_norm: 12.4936 2021-03-27 00:27:11,057 - mmaction - INFO - Epoch [44][1000/1320] lr: 2.000e-04, eta: 1:46:56, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8570, loss_cls: 1.3294, loss: 1.3294, grad_norm: 12.1160 2021-03-27 00:27:26,312 - mmaction - INFO - Epoch [44][1020/1320] lr: 2.000e-04, eta: 1:46:40, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6395, top5_acc: 0.8406, loss_cls: 1.4281, loss: 1.4281, grad_norm: 12.0891 2021-03-27 00:27:41,581 - mmaction - INFO - Epoch [44][1040/1320] lr: 2.000e-04, eta: 1:46:25, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8641, loss_cls: 1.2864, loss: 1.2864, grad_norm: 11.6498 2021-03-27 00:27:56,834 - mmaction - INFO - Epoch [44][1060/1320] lr: 2.000e-04, eta: 1:46:09, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8656, loss_cls: 1.2946, loss: 1.2946, grad_norm: 12.2781 2021-03-27 00:28:12,191 - mmaction - INFO - Epoch [44][1080/1320] lr: 2.000e-04, eta: 1:45:53, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8688, loss_cls: 1.3040, loss: 1.3040, grad_norm: 12.1380 2021-03-27 00:28:27,375 - mmaction - INFO - Epoch [44][1100/1320] lr: 2.000e-04, eta: 1:45:38, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8699, loss_cls: 1.2941, loss: 1.2941, grad_norm: 12.2132 2021-03-27 00:28:42,686 - mmaction - INFO - Epoch [44][1120/1320] lr: 2.000e-04, eta: 1:45:22, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8629, loss_cls: 1.3032, loss: 1.3032, grad_norm: 12.1506 2021-03-27 00:28:57,911 - mmaction - INFO - Epoch [44][1140/1320] lr: 2.000e-04, eta: 1:45:07, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6387, top5_acc: 0.8531, loss_cls: 1.3750, loss: 1.3750, grad_norm: 12.5162 2021-03-27 00:29:13,182 - mmaction - INFO - Epoch [44][1160/1320] lr: 2.000e-04, eta: 1:44:51, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.3153, loss: 1.3153, grad_norm: 11.8054 2021-03-27 00:29:28,406 - mmaction - INFO - Epoch [44][1180/1320] lr: 2.000e-04, eta: 1:44:35, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8586, loss_cls: 1.3330, loss: 1.3330, grad_norm: 12.2204 2021-03-27 00:29:43,568 - mmaction - INFO - Epoch [44][1200/1320] lr: 2.000e-04, eta: 1:44:20, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8586, loss_cls: 1.3338, loss: 1.3338, grad_norm: 12.1456 2021-03-27 00:29:58,857 - mmaction - INFO - Epoch [44][1220/1320] lr: 2.000e-04, eta: 1:44:04, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6484, top5_acc: 0.8578, loss_cls: 1.3381, loss: 1.3381, grad_norm: 12.0546 2021-03-27 00:30:13,966 - mmaction - INFO - Epoch [44][1240/1320] lr: 2.000e-04, eta: 1:43:49, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.2953, loss: 1.2953, grad_norm: 12.1368 2021-03-27 00:30:29,247 - mmaction - INFO - Epoch [44][1260/1320] lr: 2.000e-04, eta: 1:43:33, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8660, loss_cls: 1.3325, loss: 1.3325, grad_norm: 12.4304 2021-03-27 00:30:44,453 - mmaction - INFO - Epoch [44][1280/1320] lr: 2.000e-04, eta: 1:43:17, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6539, top5_acc: 0.8523, loss_cls: 1.3371, loss: 1.3371, grad_norm: 12.1983 2021-03-27 00:30:59,821 - mmaction - INFO - Epoch [44][1300/1320] lr: 2.000e-04, eta: 1:43:02, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6535, top5_acc: 0.8691, loss_cls: 1.3013, loss: 1.3013, grad_norm: 11.7844 2021-03-27 00:31:14,624 - mmaction - INFO - Epoch [44][1320/1320] lr: 2.000e-04, eta: 1:42:46, time: 0.741, data_time: 0.001, memory: 11010, top1_acc: 0.6556, top5_acc: 0.8595, loss_cls: 1.3166, loss: 1.3166, grad_norm: 12.0934 2021-03-27 00:31:15,581 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-27 00:32:51,846 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 00:32:52,198 - mmaction - INFO - top1_acc 0.4465 top5_acc 0.7302 2021-03-27 00:32:52,198 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 00:32:52,220 - mmaction - INFO - mean_acc 0.3762 2021-03-27 00:32:52,227 - mmaction - INFO - Epoch(val) [44][1320] top1_acc: 0.4465, top5_acc: 0.7302, mean_class_accuracy: 0.3762 2021-03-27 00:32:52,230 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-27 00:33:31,657 - mmaction - INFO - Epoch [45][20/1320] lr: 2.000e-04, eta: 1:42:34, time: 1.971, data_time: 1.223, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8598, loss_cls: 1.3047, loss: 1.3047, grad_norm: 11.9529 2021-03-27 00:33:46,739 - mmaction - INFO - Epoch [45][40/1320] lr: 2.000e-04, eta: 1:42:18, time: 0.753, data_time: 0.004, memory: 11010, top1_acc: 0.6363, top5_acc: 0.8609, loss_cls: 1.3518, loss: 1.3518, grad_norm: 12.3580 2021-03-27 00:34:01,761 - mmaction - INFO - Epoch [45][60/1320] lr: 2.000e-04, eta: 1:42:02, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8602, loss_cls: 1.3280, loss: 1.3280, grad_norm: 12.1070 2021-03-27 00:34:16,784 - mmaction - INFO - Epoch [45][80/1320] lr: 2.000e-04, eta: 1:41:47, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8848, loss_cls: 1.1909, loss: 1.1909, grad_norm: 11.7851 2021-03-27 00:34:31,844 - mmaction - INFO - Epoch [45][100/1320] lr: 2.000e-04, eta: 1:41:31, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8617, loss_cls: 1.3325, loss: 1.3325, grad_norm: 12.7549 2021-03-27 00:34:46,912 - mmaction - INFO - Epoch [45][120/1320] lr: 2.000e-04, eta: 1:41:15, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8699, loss_cls: 1.3553, loss: 1.3553, grad_norm: 12.3725 2021-03-27 00:35:02,059 - mmaction - INFO - Epoch [45][140/1320] lr: 2.000e-04, eta: 1:41:00, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8809, loss_cls: 1.2521, loss: 1.2521, grad_norm: 11.8989 2021-03-27 00:35:17,275 - mmaction - INFO - Epoch [45][160/1320] lr: 2.000e-04, eta: 1:40:44, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8621, loss_cls: 1.2982, loss: 1.2982, grad_norm: 12.2479 2021-03-27 00:35:32,442 - mmaction - INFO - Epoch [45][180/1320] lr: 2.000e-04, eta: 1:40:29, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8699, loss_cls: 1.2997, loss: 1.2997, grad_norm: 12.3769 2021-03-27 00:35:47,681 - mmaction - INFO - Epoch [45][200/1320] lr: 2.000e-04, eta: 1:40:13, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8723, loss_cls: 1.2409, loss: 1.2409, grad_norm: 11.9140 2021-03-27 00:36:02,791 - mmaction - INFO - Epoch [45][220/1320] lr: 2.000e-04, eta: 1:39:57, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8645, loss_cls: 1.3397, loss: 1.3397, grad_norm: 12.2938 2021-03-27 00:36:18,078 - mmaction - INFO - Epoch [45][240/1320] lr: 2.000e-04, eta: 1:39:42, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8762, loss_cls: 1.2509, loss: 1.2509, grad_norm: 11.9465 2021-03-27 00:36:33,296 - mmaction - INFO - Epoch [45][260/1320] lr: 2.000e-04, eta: 1:39:26, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8574, loss_cls: 1.3542, loss: 1.3542, grad_norm: 12.8117 2021-03-27 00:36:48,548 - mmaction - INFO - Epoch [45][280/1320] lr: 2.000e-04, eta: 1:39:10, time: 0.763, data_time: 0.005, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8637, loss_cls: 1.3214, loss: 1.3214, grad_norm: 11.9245 2021-03-27 00:37:03,764 - mmaction - INFO - Epoch [45][300/1320] lr: 2.000e-04, eta: 1:38:55, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8684, loss_cls: 1.2926, loss: 1.2926, grad_norm: 12.0368 2021-03-27 00:37:19,000 - mmaction - INFO - Epoch [45][320/1320] lr: 2.000e-04, eta: 1:38:39, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6398, top5_acc: 0.8574, loss_cls: 1.3694, loss: 1.3694, grad_norm: 12.5968 2021-03-27 00:37:34,293 - mmaction - INFO - Epoch [45][340/1320] lr: 2.000e-04, eta: 1:38:24, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8535, loss_cls: 1.3474, loss: 1.3474, grad_norm: 12.4349 2021-03-27 00:37:49,591 - mmaction - INFO - Epoch [45][360/1320] lr: 2.000e-04, eta: 1:38:08, time: 0.765, data_time: 0.000, memory: 11010, top1_acc: 0.6301, top5_acc: 0.8555, loss_cls: 1.4021, loss: 1.4021, grad_norm: 12.5204 2021-03-27 00:38:04,908 - mmaction - INFO - Epoch [45][380/1320] lr: 2.000e-04, eta: 1:37:52, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8652, loss_cls: 1.2902, loss: 1.2902, grad_norm: 12.0063 2021-03-27 00:38:20,116 - mmaction - INFO - Epoch [45][400/1320] lr: 2.000e-04, eta: 1:37:37, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6371, top5_acc: 0.8547, loss_cls: 1.3528, loss: 1.3528, grad_norm: 12.6011 2021-03-27 00:38:35,379 - mmaction - INFO - Epoch [45][420/1320] lr: 2.000e-04, eta: 1:37:21, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8664, loss_cls: 1.2790, loss: 1.2790, grad_norm: 12.1597 2021-03-27 00:38:50,607 - mmaction - INFO - Epoch [45][440/1320] lr: 2.000e-04, eta: 1:37:05, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8590, loss_cls: 1.3405, loss: 1.3405, grad_norm: 12.0004 2021-03-27 00:39:05,848 - mmaction - INFO - Epoch [45][460/1320] lr: 2.000e-04, eta: 1:36:50, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8605, loss_cls: 1.3329, loss: 1.3329, grad_norm: 12.6559 2021-03-27 00:39:21,176 - mmaction - INFO - Epoch [45][480/1320] lr: 2.000e-04, eta: 1:36:34, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8617, loss_cls: 1.3365, loss: 1.3365, grad_norm: 12.1375 2021-03-27 00:39:36,250 - mmaction - INFO - Epoch [45][500/1320] lr: 2.000e-04, eta: 1:36:19, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8625, loss_cls: 1.3248, loss: 1.3248, grad_norm: 12.2589 2021-03-27 00:39:51,529 - mmaction - INFO - Epoch [45][520/1320] lr: 2.000e-04, eta: 1:36:03, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8617, loss_cls: 1.3229, loss: 1.3229, grad_norm: 12.1524 2021-03-27 00:40:06,970 - mmaction - INFO - Epoch [45][540/1320] lr: 2.000e-04, eta: 1:35:47, time: 0.772, data_time: 0.000, memory: 11010, top1_acc: 0.6465, top5_acc: 0.8656, loss_cls: 1.3335, loss: 1.3335, grad_norm: 12.2862 2021-03-27 00:40:22,166 - mmaction - INFO - Epoch [45][560/1320] lr: 2.000e-04, eta: 1:35:32, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8629, loss_cls: 1.3188, loss: 1.3188, grad_norm: 12.3002 2021-03-27 00:40:37,463 - mmaction - INFO - Epoch [45][580/1320] lr: 2.000e-04, eta: 1:35:16, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8578, loss_cls: 1.3438, loss: 1.3438, grad_norm: 12.3325 2021-03-27 00:40:52,889 - mmaction - INFO - Epoch [45][600/1320] lr: 2.000e-04, eta: 1:35:01, time: 0.770, data_time: 0.004, memory: 11010, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.2844, loss: 1.2844, grad_norm: 12.0317 2021-03-27 00:41:08,258 - mmaction - INFO - Epoch [45][620/1320] lr: 2.000e-04, eta: 1:34:45, time: 0.769, data_time: 0.002, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8668, loss_cls: 1.3269, loss: 1.3269, grad_norm: 12.1656 2021-03-27 00:41:23,556 - mmaction - INFO - Epoch [45][640/1320] lr: 2.000e-04, eta: 1:34:29, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8555, loss_cls: 1.3320, loss: 1.3320, grad_norm: 12.7045 2021-03-27 00:41:38,878 - mmaction - INFO - Epoch [45][660/1320] lr: 2.000e-04, eta: 1:34:14, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6441, top5_acc: 0.8613, loss_cls: 1.3422, loss: 1.3422, grad_norm: 12.5259 2021-03-27 00:41:54,265 - mmaction - INFO - Epoch [45][680/1320] lr: 2.000e-04, eta: 1:33:58, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8496, loss_cls: 1.3913, loss: 1.3913, grad_norm: 12.2252 2021-03-27 00:42:09,502 - mmaction - INFO - Epoch [45][700/1320] lr: 2.000e-04, eta: 1:33:42, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8605, loss_cls: 1.3263, loss: 1.3263, grad_norm: 12.1568 2021-03-27 00:42:24,771 - mmaction - INFO - Epoch [45][720/1320] lr: 2.000e-04, eta: 1:33:27, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8637, loss_cls: 1.2964, loss: 1.2964, grad_norm: 12.0826 2021-03-27 00:42:40,105 - mmaction - INFO - Epoch [45][740/1320] lr: 2.000e-04, eta: 1:33:11, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8652, loss_cls: 1.3053, loss: 1.3053, grad_norm: 12.2803 2021-03-27 00:42:55,321 - mmaction - INFO - Epoch [45][760/1320] lr: 2.000e-04, eta: 1:32:56, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8613, loss_cls: 1.3491, loss: 1.3491, grad_norm: 12.2721 2021-03-27 00:43:10,670 - mmaction - INFO - Epoch [45][780/1320] lr: 2.000e-04, eta: 1:32:40, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8609, loss_cls: 1.3299, loss: 1.3299, grad_norm: 12.1714 2021-03-27 00:43:25,892 - mmaction - INFO - Epoch [45][800/1320] lr: 2.000e-04, eta: 1:32:24, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8598, loss_cls: 1.3002, loss: 1.3002, grad_norm: 12.0413 2021-03-27 00:43:41,077 - mmaction - INFO - Epoch [45][820/1320] lr: 2.000e-04, eta: 1:32:09, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8570, loss_cls: 1.3456, loss: 1.3456, grad_norm: 12.3878 2021-03-27 00:43:56,294 - mmaction - INFO - Epoch [45][840/1320] lr: 2.000e-04, eta: 1:31:53, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8750, loss_cls: 1.2834, loss: 1.2834, grad_norm: 12.2047 2021-03-27 00:44:11,302 - mmaction - INFO - Epoch [45][860/1320] lr: 2.000e-04, eta: 1:31:38, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8668, loss_cls: 1.3321, loss: 1.3321, grad_norm: 12.1714 2021-03-27 00:44:26,685 - mmaction - INFO - Epoch [45][880/1320] lr: 2.000e-04, eta: 1:31:22, time: 0.769, data_time: 0.001, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8676, loss_cls: 1.2956, loss: 1.2956, grad_norm: 12.1261 2021-03-27 00:44:41,892 - mmaction - INFO - Epoch [45][900/1320] lr: 2.000e-04, eta: 1:31:06, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6430, top5_acc: 0.8543, loss_cls: 1.3503, loss: 1.3503, grad_norm: 12.2154 2021-03-27 00:44:57,182 - mmaction - INFO - Epoch [45][920/1320] lr: 2.000e-04, eta: 1:30:51, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8660, loss_cls: 1.3227, loss: 1.3227, grad_norm: 12.2858 2021-03-27 00:45:12,407 - mmaction - INFO - Epoch [45][940/1320] lr: 2.000e-04, eta: 1:30:35, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8602, loss_cls: 1.3314, loss: 1.3314, grad_norm: 12.0907 2021-03-27 00:45:27,566 - mmaction - INFO - Epoch [45][960/1320] lr: 2.000e-04, eta: 1:30:19, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8590, loss_cls: 1.3270, loss: 1.3270, grad_norm: 12.2302 2021-03-27 00:45:42,810 - mmaction - INFO - Epoch [45][980/1320] lr: 2.000e-04, eta: 1:30:04, time: 0.762, data_time: 0.008, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8598, loss_cls: 1.3166, loss: 1.3166, grad_norm: 12.4991 2021-03-27 00:45:58,081 - mmaction - INFO - Epoch [45][1000/1320] lr: 2.000e-04, eta: 1:29:48, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6320, top5_acc: 0.8422, loss_cls: 1.4242, loss: 1.4242, grad_norm: 12.5286 2021-03-27 00:46:13,346 - mmaction - INFO - Epoch [45][1020/1320] lr: 2.000e-04, eta: 1:29:33, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6426, top5_acc: 0.8570, loss_cls: 1.3475, loss: 1.3475, grad_norm: 12.1747 2021-03-27 00:46:28,607 - mmaction - INFO - Epoch [45][1040/1320] lr: 2.000e-04, eta: 1:29:17, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8625, loss_cls: 1.3024, loss: 1.3024, grad_norm: 12.0198 2021-03-27 00:46:43,902 - mmaction - INFO - Epoch [45][1060/1320] lr: 2.000e-04, eta: 1:29:01, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8672, loss_cls: 1.3178, loss: 1.3178, grad_norm: 12.1786 2021-03-27 00:46:59,096 - mmaction - INFO - Epoch [45][1080/1320] lr: 2.000e-04, eta: 1:28:46, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.3482, loss: 1.3482, grad_norm: 12.3682 2021-03-27 00:47:14,383 - mmaction - INFO - Epoch [45][1100/1320] lr: 2.000e-04, eta: 1:28:30, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6480, top5_acc: 0.8660, loss_cls: 1.3230, loss: 1.3230, grad_norm: 12.0500 2021-03-27 00:47:29,547 - mmaction - INFO - Epoch [45][1120/1320] lr: 2.000e-04, eta: 1:28:15, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8664, loss_cls: 1.2799, loss: 1.2799, grad_norm: 12.2113 2021-03-27 00:47:44,783 - mmaction - INFO - Epoch [45][1140/1320] lr: 2.000e-04, eta: 1:27:59, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8602, loss_cls: 1.3272, loss: 1.3272, grad_norm: 12.4247 2021-03-27 00:47:59,944 - mmaction - INFO - Epoch [45][1160/1320] lr: 2.000e-04, eta: 1:27:43, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8684, loss_cls: 1.2896, loss: 1.2896, grad_norm: 11.9173 2021-03-27 00:48:15,190 - mmaction - INFO - Epoch [45][1180/1320] lr: 2.000e-04, eta: 1:27:28, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3141, loss: 1.3141, grad_norm: 12.0619 2021-03-27 00:48:30,620 - mmaction - INFO - Epoch [45][1200/1320] lr: 2.000e-04, eta: 1:27:12, time: 0.772, data_time: 0.003, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8707, loss_cls: 1.3013, loss: 1.3013, grad_norm: 12.7193 2021-03-27 00:48:45,721 - mmaction - INFO - Epoch [45][1220/1320] lr: 2.000e-04, eta: 1:26:57, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6461, top5_acc: 0.8602, loss_cls: 1.3093, loss: 1.3093, grad_norm: 11.9470 2021-03-27 00:49:01,053 - mmaction - INFO - Epoch [45][1240/1320] lr: 2.000e-04, eta: 1:26:41, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.3752, loss: 1.3752, grad_norm: 12.5907 2021-03-27 00:49:16,325 - mmaction - INFO - Epoch [45][1260/1320] lr: 2.000e-04, eta: 1:26:25, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8520, loss_cls: 1.3537, loss: 1.3537, grad_norm: 12.2710 2021-03-27 00:49:31,665 - mmaction - INFO - Epoch [45][1280/1320] lr: 2.000e-04, eta: 1:26:10, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8504, loss_cls: 1.3690, loss: 1.3690, grad_norm: 12.5800 2021-03-27 00:49:47,057 - mmaction - INFO - Epoch [45][1300/1320] lr: 2.000e-04, eta: 1:25:54, time: 0.770, data_time: 0.002, memory: 11010, top1_acc: 0.6422, top5_acc: 0.8613, loss_cls: 1.3389, loss: 1.3389, grad_norm: 12.0688 2021-03-27 00:50:02,023 - mmaction - INFO - Epoch [45][1320/1320] lr: 2.000e-04, eta: 1:25:38, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6567, top5_acc: 0.8615, loss_cls: 1.3109, loss: 1.3109, grad_norm: 12.0782 2021-03-27 00:50:02,886 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-27 00:51:39,063 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 00:51:39,447 - mmaction - INFO - top1_acc 0.4490 top5_acc 0.7307 2021-03-27 00:51:39,447 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 00:51:39,471 - mmaction - INFO - mean_acc 0.3725 2021-03-27 00:51:39,480 - mmaction - INFO - Epoch(val) [45][1320] top1_acc: 0.4490, top5_acc: 0.7307, mean_class_accuracy: 0.3725 2021-03-27 00:51:39,483 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-27 00:52:30,725 - mmaction - INFO - Epoch [46][20/1320] lr: 2.000e-05, eta: 1:25:27, time: 2.562, data_time: 1.665, memory: 11010, top1_acc: 0.6578, top5_acc: 0.8551, loss_cls: 1.3290, loss: 1.3290, grad_norm: 12.1823 2021-03-27 00:52:45,720 - mmaction - INFO - Epoch [46][40/1320] lr: 2.000e-05, eta: 1:25:11, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8777, loss_cls: 1.2648, loss: 1.2648, grad_norm: 11.8259 2021-03-27 00:53:00,702 - mmaction - INFO - Epoch [46][60/1320] lr: 2.000e-05, eta: 1:24:56, time: 0.749, data_time: 0.002, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8570, loss_cls: 1.3171, loss: 1.3171, grad_norm: 12.0277 2021-03-27 00:53:15,628 - mmaction - INFO - Epoch [46][80/1320] lr: 2.000e-05, eta: 1:24:40, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8691, loss_cls: 1.2696, loss: 1.2696, grad_norm: 12.0600 2021-03-27 00:53:30,604 - mmaction - INFO - Epoch [46][100/1320] lr: 2.000e-05, eta: 1:24:24, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8590, loss_cls: 1.3311, loss: 1.3311, grad_norm: 12.3877 2021-03-27 00:53:45,625 - mmaction - INFO - Epoch [46][120/1320] lr: 2.000e-05, eta: 1:24:09, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8582, loss_cls: 1.3450, loss: 1.3450, grad_norm: 12.1083 2021-03-27 00:54:00,648 - mmaction - INFO - Epoch [46][140/1320] lr: 2.000e-05, eta: 1:23:53, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8641, loss_cls: 1.2905, loss: 1.2905, grad_norm: 12.1762 2021-03-27 00:54:15,734 - mmaction - INFO - Epoch [46][160/1320] lr: 2.000e-05, eta: 1:23:37, time: 0.755, data_time: 0.003, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.2258, loss: 1.2258, grad_norm: 11.7660 2021-03-27 00:54:30,888 - mmaction - INFO - Epoch [46][180/1320] lr: 2.000e-05, eta: 1:23:22, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6641, top5_acc: 0.8715, loss_cls: 1.2751, loss: 1.2751, grad_norm: 11.9761 2021-03-27 00:54:46,045 - mmaction - INFO - Epoch [46][200/1320] lr: 2.000e-05, eta: 1:23:06, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8754, loss_cls: 1.2587, loss: 1.2587, grad_norm: 12.1131 2021-03-27 00:55:01,216 - mmaction - INFO - Epoch [46][220/1320] lr: 2.000e-05, eta: 1:22:50, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8746, loss_cls: 1.2525, loss: 1.2525, grad_norm: 11.9340 2021-03-27 00:55:16,344 - mmaction - INFO - Epoch [46][240/1320] lr: 2.000e-05, eta: 1:22:35, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8750, loss_cls: 1.2391, loss: 1.2391, grad_norm: 12.0602 2021-03-27 00:55:31,501 - mmaction - INFO - Epoch [46][260/1320] lr: 2.000e-05, eta: 1:22:19, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6852, top5_acc: 0.8738, loss_cls: 1.2141, loss: 1.2141, grad_norm: 11.8975 2021-03-27 00:55:46,765 - mmaction - INFO - Epoch [46][280/1320] lr: 2.000e-05, eta: 1:22:04, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8648, loss_cls: 1.2752, loss: 1.2752, grad_norm: 12.1833 2021-03-27 00:56:02,055 - mmaction - INFO - Epoch [46][300/1320] lr: 2.000e-05, eta: 1:21:48, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8613, loss_cls: 1.3196, loss: 1.3196, grad_norm: 12.3639 2021-03-27 00:56:17,181 - mmaction - INFO - Epoch [46][320/1320] lr: 2.000e-05, eta: 1:21:32, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6344, top5_acc: 0.8633, loss_cls: 1.3435, loss: 1.3435, grad_norm: 12.4374 2021-03-27 00:56:32,390 - mmaction - INFO - Epoch [46][340/1320] lr: 2.000e-05, eta: 1:21:17, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8707, loss_cls: 1.2664, loss: 1.2664, grad_norm: 12.0721 2021-03-27 00:56:47,646 - mmaction - INFO - Epoch [46][360/1320] lr: 2.000e-05, eta: 1:21:01, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6500, top5_acc: 0.8664, loss_cls: 1.3236, loss: 1.3236, grad_norm: 12.3629 2021-03-27 00:57:02,927 - mmaction - INFO - Epoch [46][380/1320] lr: 2.000e-05, eta: 1:20:45, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8641, loss_cls: 1.2876, loss: 1.2876, grad_norm: 12.0772 2021-03-27 00:57:18,209 - mmaction - INFO - Epoch [46][400/1320] lr: 2.000e-05, eta: 1:20:30, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8629, loss_cls: 1.3258, loss: 1.3258, grad_norm: 12.0815 2021-03-27 00:57:33,475 - mmaction - INFO - Epoch [46][420/1320] lr: 2.000e-05, eta: 1:20:14, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8621, loss_cls: 1.2674, loss: 1.2674, grad_norm: 11.9256 2021-03-27 00:57:48,661 - mmaction - INFO - Epoch [46][440/1320] lr: 2.000e-05, eta: 1:19:59, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8680, loss_cls: 1.2811, loss: 1.2811, grad_norm: 12.1622 2021-03-27 00:58:03,908 - mmaction - INFO - Epoch [46][460/1320] lr: 2.000e-05, eta: 1:19:43, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8582, loss_cls: 1.3297, loss: 1.3297, grad_norm: 12.1005 2021-03-27 00:58:19,158 - mmaction - INFO - Epoch [46][480/1320] lr: 2.000e-05, eta: 1:19:27, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8711, loss_cls: 1.2566, loss: 1.2566, grad_norm: 11.8605 2021-03-27 00:58:34,345 - mmaction - INFO - Epoch [46][500/1320] lr: 2.000e-05, eta: 1:19:12, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8613, loss_cls: 1.2797, loss: 1.2797, grad_norm: 11.8995 2021-03-27 00:58:49,676 - mmaction - INFO - Epoch [46][520/1320] lr: 2.000e-05, eta: 1:18:56, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8695, loss_cls: 1.2986, loss: 1.2986, grad_norm: 12.0505 2021-03-27 00:59:04,893 - mmaction - INFO - Epoch [46][540/1320] lr: 2.000e-05, eta: 1:18:41, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8723, loss_cls: 1.2985, loss: 1.2985, grad_norm: 12.3886 2021-03-27 00:59:20,116 - mmaction - INFO - Epoch [46][560/1320] lr: 2.000e-05, eta: 1:18:25, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8738, loss_cls: 1.2687, loss: 1.2687, grad_norm: 12.2078 2021-03-27 00:59:35,239 - mmaction - INFO - Epoch [46][580/1320] lr: 2.000e-05, eta: 1:18:09, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6816, top5_acc: 0.8844, loss_cls: 1.1839, loss: 1.1839, grad_norm: 11.8770 2021-03-27 00:59:50,518 - mmaction - INFO - Epoch [46][600/1320] lr: 2.000e-05, eta: 1:17:54, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8633, loss_cls: 1.2989, loss: 1.2989, grad_norm: 12.3234 2021-03-27 01:00:05,882 - mmaction - INFO - Epoch [46][620/1320] lr: 2.000e-05, eta: 1:17:38, time: 0.767, data_time: 0.001, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8656, loss_cls: 1.3021, loss: 1.3021, grad_norm: 12.2667 2021-03-27 01:00:21,036 - mmaction - INFO - Epoch [46][640/1320] lr: 2.000e-05, eta: 1:17:22, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8719, loss_cls: 1.2894, loss: 1.2894, grad_norm: 12.4364 2021-03-27 01:00:36,243 - mmaction - INFO - Epoch [46][660/1320] lr: 2.000e-05, eta: 1:17:07, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8789, loss_cls: 1.2316, loss: 1.2316, grad_norm: 12.0872 2021-03-27 01:00:51,514 - mmaction - INFO - Epoch [46][680/1320] lr: 2.000e-05, eta: 1:16:51, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6805, top5_acc: 0.8672, loss_cls: 1.2527, loss: 1.2527, grad_norm: 12.0925 2021-03-27 01:01:06,683 - mmaction - INFO - Epoch [46][700/1320] lr: 2.000e-05, eta: 1:16:36, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8625, loss_cls: 1.2790, loss: 1.2790, grad_norm: 12.4655 2021-03-27 01:01:21,921 - mmaction - INFO - Epoch [46][720/1320] lr: 2.000e-05, eta: 1:16:20, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6664, top5_acc: 0.8652, loss_cls: 1.2830, loss: 1.2830, grad_norm: 12.2861 2021-03-27 01:01:37,252 - mmaction - INFO - Epoch [46][740/1320] lr: 2.000e-05, eta: 1:16:04, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8590, loss_cls: 1.3244, loss: 1.3244, grad_norm: 12.4797 2021-03-27 01:01:52,426 - mmaction - INFO - Epoch [46][760/1320] lr: 2.000e-05, eta: 1:15:49, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8641, loss_cls: 1.2868, loss: 1.2868, grad_norm: 12.2014 2021-03-27 01:02:07,646 - mmaction - INFO - Epoch [46][780/1320] lr: 2.000e-05, eta: 1:15:33, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8570, loss_cls: 1.3210, loss: 1.3210, grad_norm: 12.3719 2021-03-27 01:02:22,825 - mmaction - INFO - Epoch [46][800/1320] lr: 2.000e-05, eta: 1:15:18, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8746, loss_cls: 1.2455, loss: 1.2455, grad_norm: 12.0069 2021-03-27 01:02:38,072 - mmaction - INFO - Epoch [46][820/1320] lr: 2.000e-05, eta: 1:15:02, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6434, top5_acc: 0.8605, loss_cls: 1.3428, loss: 1.3428, grad_norm: 12.2965 2021-03-27 01:02:53,439 - mmaction - INFO - Epoch [46][840/1320] lr: 2.000e-05, eta: 1:14:46, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8648, loss_cls: 1.2458, loss: 1.2458, grad_norm: 11.8419 2021-03-27 01:03:08,694 - mmaction - INFO - Epoch [46][860/1320] lr: 2.000e-05, eta: 1:14:31, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8703, loss_cls: 1.2745, loss: 1.2745, grad_norm: 12.1148 2021-03-27 01:03:23,830 - mmaction - INFO - Epoch [46][880/1320] lr: 2.000e-05, eta: 1:14:15, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6742, top5_acc: 0.8715, loss_cls: 1.2609, loss: 1.2609, grad_norm: 11.8774 2021-03-27 01:03:39,086 - mmaction - INFO - Epoch [46][900/1320] lr: 2.000e-05, eta: 1:13:59, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8582, loss_cls: 1.3238, loss: 1.3238, grad_norm: 12.3792 2021-03-27 01:03:54,390 - mmaction - INFO - Epoch [46][920/1320] lr: 2.000e-05, eta: 1:13:44, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8746, loss_cls: 1.2356, loss: 1.2356, grad_norm: 12.1368 2021-03-27 01:04:09,603 - mmaction - INFO - Epoch [46][940/1320] lr: 2.000e-05, eta: 1:13:28, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3183, loss: 1.3183, grad_norm: 12.4084 2021-03-27 01:04:24,771 - mmaction - INFO - Epoch [46][960/1320] lr: 2.000e-05, eta: 1:13:13, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8520, loss_cls: 1.3324, loss: 1.3324, grad_norm: 12.4800 2021-03-27 01:04:40,097 - mmaction - INFO - Epoch [46][980/1320] lr: 2.000e-05, eta: 1:12:57, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8625, loss_cls: 1.2842, loss: 1.2842, grad_norm: 11.9631 2021-03-27 01:04:55,382 - mmaction - INFO - Epoch [46][1000/1320] lr: 2.000e-05, eta: 1:12:41, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8652, loss_cls: 1.3182, loss: 1.3182, grad_norm: 12.3483 2021-03-27 01:05:10,563 - mmaction - INFO - Epoch [46][1020/1320] lr: 2.000e-05, eta: 1:12:26, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8633, loss_cls: 1.3110, loss: 1.3110, grad_norm: 12.4094 2021-03-27 01:05:25,741 - mmaction - INFO - Epoch [46][1040/1320] lr: 2.000e-05, eta: 1:12:10, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8629, loss_cls: 1.3305, loss: 1.3305, grad_norm: 12.2075 2021-03-27 01:05:41,076 - mmaction - INFO - Epoch [46][1060/1320] lr: 2.000e-05, eta: 1:11:55, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6445, top5_acc: 0.8562, loss_cls: 1.3202, loss: 1.3202, grad_norm: 12.2972 2021-03-27 01:05:56,243 - mmaction - INFO - Epoch [46][1080/1320] lr: 2.000e-05, eta: 1:11:39, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8703, loss_cls: 1.2845, loss: 1.2845, grad_norm: 11.9877 2021-03-27 01:06:11,457 - mmaction - INFO - Epoch [46][1100/1320] lr: 2.000e-05, eta: 1:11:23, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8738, loss_cls: 1.2247, loss: 1.2247, grad_norm: 11.7550 2021-03-27 01:06:26,799 - mmaction - INFO - Epoch [46][1120/1320] lr: 2.000e-05, eta: 1:11:08, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.3323, loss: 1.3323, grad_norm: 12.4149 2021-03-27 01:06:41,949 - mmaction - INFO - Epoch [46][1140/1320] lr: 2.000e-05, eta: 1:10:52, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6613, top5_acc: 0.8621, loss_cls: 1.2980, loss: 1.2980, grad_norm: 12.2447 2021-03-27 01:06:57,351 - mmaction - INFO - Epoch [46][1160/1320] lr: 2.000e-05, eta: 1:10:37, time: 0.769, data_time: 0.000, memory: 11010, top1_acc: 0.6754, top5_acc: 0.8750, loss_cls: 1.2263, loss: 1.2263, grad_norm: 11.7796 2021-03-27 01:07:12,483 - mmaction - INFO - Epoch [46][1180/1320] lr: 2.000e-05, eta: 1:10:21, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8566, loss_cls: 1.3098, loss: 1.3098, grad_norm: 12.2805 2021-03-27 01:07:27,694 - mmaction - INFO - Epoch [46][1200/1320] lr: 2.000e-05, eta: 1:10:05, time: 0.760, data_time: 0.003, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8727, loss_cls: 1.2615, loss: 1.2615, grad_norm: 12.1491 2021-03-27 01:07:42,950 - mmaction - INFO - Epoch [46][1220/1320] lr: 2.000e-05, eta: 1:09:50, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.2784, loss: 1.2784, grad_norm: 12.0705 2021-03-27 01:07:58,174 - mmaction - INFO - Epoch [46][1240/1320] lr: 2.000e-05, eta: 1:09:34, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8730, loss_cls: 1.2231, loss: 1.2231, grad_norm: 11.8982 2021-03-27 01:08:13,328 - mmaction - INFO - Epoch [46][1260/1320] lr: 2.000e-05, eta: 1:09:19, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8691, loss_cls: 1.2978, loss: 1.2978, grad_norm: 12.2507 2021-03-27 01:08:28,614 - mmaction - INFO - Epoch [46][1280/1320] lr: 2.000e-05, eta: 1:09:03, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8551, loss_cls: 1.3219, loss: 1.3219, grad_norm: 12.2223 2021-03-27 01:08:43,799 - mmaction - INFO - Epoch [46][1300/1320] lr: 2.000e-05, eta: 1:08:47, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8656, loss_cls: 1.2902, loss: 1.2902, grad_norm: 11.9144 2021-03-27 01:08:58,688 - mmaction - INFO - Epoch [46][1320/1320] lr: 2.000e-05, eta: 1:08:32, time: 0.744, data_time: 0.001, memory: 11010, top1_acc: 0.6504, top5_acc: 0.8647, loss_cls: 1.3137, loss: 1.3137, grad_norm: 12.5465 2021-03-27 01:09:00,126 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-27 01:10:36,484 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 01:10:36,839 - mmaction - INFO - top1_acc 0.4511 top5_acc 0.7333 2021-03-27 01:10:36,839 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 01:10:36,861 - mmaction - INFO - mean_acc 0.3776 2021-03-27 01:10:36,869 - mmaction - INFO - Epoch(val) [46][1320] top1_acc: 0.4511, top5_acc: 0.7333, mean_class_accuracy: 0.3776 2021-03-27 01:10:36,871 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-27 01:11:18,826 - mmaction - INFO - Epoch [47][20/1320] lr: 2.000e-05, eta: 1:08:18, time: 2.098, data_time: 1.350, memory: 11010, top1_acc: 0.6707, top5_acc: 0.8738, loss_cls: 1.2583, loss: 1.2583, grad_norm: 11.8510 2021-03-27 01:11:33,870 - mmaction - INFO - Epoch [47][40/1320] lr: 2.000e-05, eta: 1:08:03, time: 0.751, data_time: 0.004, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8730, loss_cls: 1.2871, loss: 1.2871, grad_norm: 12.3531 2021-03-27 01:11:49,004 - mmaction - INFO - Epoch [47][60/1320] lr: 2.000e-05, eta: 1:07:47, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8730, loss_cls: 1.2223, loss: 1.2223, grad_norm: 11.8902 2021-03-27 01:12:04,048 - mmaction - INFO - Epoch [47][80/1320] lr: 2.000e-05, eta: 1:07:31, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8750, loss_cls: 1.2470, loss: 1.2470, grad_norm: 12.1218 2021-03-27 01:12:19,136 - mmaction - INFO - Epoch [47][100/1320] lr: 2.000e-05, eta: 1:07:16, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6641, top5_acc: 0.8699, loss_cls: 1.2907, loss: 1.2907, grad_norm: 12.3353 2021-03-27 01:12:34,155 - mmaction - INFO - Epoch [47][120/1320] lr: 2.000e-05, eta: 1:07:00, time: 0.752, data_time: 0.003, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8703, loss_cls: 1.2711, loss: 1.2711, grad_norm: 12.1792 2021-03-27 01:12:49,183 - mmaction - INFO - Epoch [47][140/1320] lr: 2.000e-05, eta: 1:06:45, time: 0.750, data_time: 0.000, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8711, loss_cls: 1.2912, loss: 1.2912, grad_norm: 12.4761 2021-03-27 01:13:04,320 - mmaction - INFO - Epoch [47][160/1320] lr: 2.000e-05, eta: 1:06:29, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8723, loss_cls: 1.2618, loss: 1.2618, grad_norm: 12.2235 2021-03-27 01:13:19,402 - mmaction - INFO - Epoch [47][180/1320] lr: 2.000e-05, eta: 1:06:13, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6816, top5_acc: 0.8750, loss_cls: 1.2071, loss: 1.2071, grad_norm: 11.8894 2021-03-27 01:13:34,548 - mmaction - INFO - Epoch [47][200/1320] lr: 2.000e-05, eta: 1:05:58, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8707, loss_cls: 1.2412, loss: 1.2412, grad_norm: 12.1287 2021-03-27 01:13:49,740 - mmaction - INFO - Epoch [47][220/1320] lr: 2.000e-05, eta: 1:05:42, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8727, loss_cls: 1.2827, loss: 1.2827, grad_norm: 12.1228 2021-03-27 01:14:04,960 - mmaction - INFO - Epoch [47][240/1320] lr: 2.000e-05, eta: 1:05:27, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6758, top5_acc: 0.8828, loss_cls: 1.2229, loss: 1.2229, grad_norm: 12.1086 2021-03-27 01:14:20,204 - mmaction - INFO - Epoch [47][260/1320] lr: 2.000e-05, eta: 1:05:11, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6641, top5_acc: 0.8703, loss_cls: 1.2539, loss: 1.2539, grad_norm: 12.1708 2021-03-27 01:14:35,365 - mmaction - INFO - Epoch [47][280/1320] lr: 2.000e-05, eta: 1:04:55, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6547, top5_acc: 0.8711, loss_cls: 1.2796, loss: 1.2796, grad_norm: 12.0887 2021-03-27 01:14:50,579 - mmaction - INFO - Epoch [47][300/1320] lr: 2.000e-05, eta: 1:04:40, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8586, loss_cls: 1.2896, loss: 1.2896, grad_norm: 12.0575 2021-03-27 01:15:05,777 - mmaction - INFO - Epoch [47][320/1320] lr: 2.000e-05, eta: 1:04:24, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8734, loss_cls: 1.2555, loss: 1.2555, grad_norm: 12.2530 2021-03-27 01:15:20,942 - mmaction - INFO - Epoch [47][340/1320] lr: 2.000e-05, eta: 1:04:08, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8664, loss_cls: 1.2797, loss: 1.2797, grad_norm: 12.6166 2021-03-27 01:15:36,194 - mmaction - INFO - Epoch [47][360/1320] lr: 2.000e-05, eta: 1:03:53, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6508, top5_acc: 0.8574, loss_cls: 1.3110, loss: 1.3110, grad_norm: 12.4549 2021-03-27 01:15:51,370 - mmaction - INFO - Epoch [47][380/1320] lr: 2.000e-05, eta: 1:03:37, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8738, loss_cls: 1.2741, loss: 1.2741, grad_norm: 12.1727 2021-03-27 01:16:06,703 - mmaction - INFO - Epoch [47][400/1320] lr: 2.000e-05, eta: 1:03:22, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8594, loss_cls: 1.3000, loss: 1.3000, grad_norm: 12.2236 2021-03-27 01:16:21,938 - mmaction - INFO - Epoch [47][420/1320] lr: 2.000e-05, eta: 1:03:06, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8645, loss_cls: 1.2897, loss: 1.2897, grad_norm: 12.0050 2021-03-27 01:16:37,273 - mmaction - INFO - Epoch [47][440/1320] lr: 2.000e-05, eta: 1:02:50, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6816, top5_acc: 0.8691, loss_cls: 1.2314, loss: 1.2314, grad_norm: 11.8172 2021-03-27 01:16:52,430 - mmaction - INFO - Epoch [47][460/1320] lr: 2.000e-05, eta: 1:02:35, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8641, loss_cls: 1.3041, loss: 1.3041, grad_norm: 12.2495 2021-03-27 01:17:07,613 - mmaction - INFO - Epoch [47][480/1320] lr: 2.000e-05, eta: 1:02:19, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8684, loss_cls: 1.2579, loss: 1.2579, grad_norm: 12.2194 2021-03-27 01:17:22,730 - mmaction - INFO - Epoch [47][500/1320] lr: 2.000e-05, eta: 1:02:04, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8809, loss_cls: 1.2105, loss: 1.2105, grad_norm: 11.8604 2021-03-27 01:17:38,074 - mmaction - INFO - Epoch [47][520/1320] lr: 2.000e-05, eta: 1:01:48, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8758, loss_cls: 1.2348, loss: 1.2348, grad_norm: 11.9412 2021-03-27 01:17:53,243 - mmaction - INFO - Epoch [47][540/1320] lr: 2.000e-05, eta: 1:01:32, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6590, top5_acc: 0.8770, loss_cls: 1.2649, loss: 1.2649, grad_norm: 12.0075 2021-03-27 01:18:08,404 - mmaction - INFO - Epoch [47][560/1320] lr: 2.000e-05, eta: 1:01:17, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8688, loss_cls: 1.2600, loss: 1.2600, grad_norm: 12.1953 2021-03-27 01:18:23,749 - mmaction - INFO - Epoch [47][580/1320] lr: 2.000e-05, eta: 1:01:01, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8727, loss_cls: 1.2696, loss: 1.2696, grad_norm: 12.4970 2021-03-27 01:18:38,919 - mmaction - INFO - Epoch [47][600/1320] lr: 2.000e-05, eta: 1:00:46, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8695, loss_cls: 1.2733, loss: 1.2733, grad_norm: 12.4661 2021-03-27 01:18:54,097 - mmaction - INFO - Epoch [47][620/1320] lr: 2.000e-05, eta: 1:00:30, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8621, loss_cls: 1.3101, loss: 1.3101, grad_norm: 12.1885 2021-03-27 01:19:09,376 - mmaction - INFO - Epoch [47][640/1320] lr: 2.000e-05, eta: 1:00:14, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8699, loss_cls: 1.2694, loss: 1.2694, grad_norm: 12.1347 2021-03-27 01:19:24,609 - mmaction - INFO - Epoch [47][660/1320] lr: 2.000e-05, eta: 0:59:59, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8633, loss_cls: 1.3126, loss: 1.3126, grad_norm: 12.5569 2021-03-27 01:19:39,752 - mmaction - INFO - Epoch [47][680/1320] lr: 2.000e-05, eta: 0:59:43, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8543, loss_cls: 1.3145, loss: 1.3145, grad_norm: 12.4714 2021-03-27 01:19:55,112 - mmaction - INFO - Epoch [47][700/1320] lr: 2.000e-05, eta: 0:59:27, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8738, loss_cls: 1.2387, loss: 1.2387, grad_norm: 11.9593 2021-03-27 01:20:10,276 - mmaction - INFO - Epoch [47][720/1320] lr: 2.000e-05, eta: 0:59:12, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6676, top5_acc: 0.8676, loss_cls: 1.2909, loss: 1.2909, grad_norm: 12.0857 2021-03-27 01:20:25,521 - mmaction - INFO - Epoch [47][740/1320] lr: 2.000e-05, eta: 0:58:56, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8598, loss_cls: 1.3030, loss: 1.3030, grad_norm: 12.1850 2021-03-27 01:20:40,768 - mmaction - INFO - Epoch [47][760/1320] lr: 2.000e-05, eta: 0:58:41, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8699, loss_cls: 1.2719, loss: 1.2719, grad_norm: 12.1279 2021-03-27 01:20:55,938 - mmaction - INFO - Epoch [47][780/1320] lr: 2.000e-05, eta: 0:58:25, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8730, loss_cls: 1.2872, loss: 1.2872, grad_norm: 12.1000 2021-03-27 01:21:11,215 - mmaction - INFO - Epoch [47][800/1320] lr: 2.000e-05, eta: 0:58:09, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6648, top5_acc: 0.8629, loss_cls: 1.3258, loss: 1.3258, grad_norm: 12.3379 2021-03-27 01:21:26,445 - mmaction - INFO - Epoch [47][820/1320] lr: 2.000e-05, eta: 0:57:54, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3307, loss: 1.3307, grad_norm: 12.2616 2021-03-27 01:21:41,706 - mmaction - INFO - Epoch [47][840/1320] lr: 2.000e-05, eta: 0:57:38, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8656, loss_cls: 1.2975, loss: 1.2975, grad_norm: 12.1382 2021-03-27 01:21:56,927 - mmaction - INFO - Epoch [47][860/1320] lr: 2.000e-05, eta: 0:57:23, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8680, loss_cls: 1.2808, loss: 1.2808, grad_norm: 11.8901 2021-03-27 01:22:12,351 - mmaction - INFO - Epoch [47][880/1320] lr: 2.000e-05, eta: 0:57:07, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8715, loss_cls: 1.2608, loss: 1.2608, grad_norm: 12.1198 2021-03-27 01:22:27,548 - mmaction - INFO - Epoch [47][900/1320] lr: 2.000e-05, eta: 0:56:51, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2190, loss: 1.2190, grad_norm: 11.9953 2021-03-27 01:22:42,840 - mmaction - INFO - Epoch [47][920/1320] lr: 2.000e-05, eta: 0:56:36, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8668, loss_cls: 1.3209, loss: 1.3209, grad_norm: 12.4290 2021-03-27 01:22:58,134 - mmaction - INFO - Epoch [47][940/1320] lr: 2.000e-05, eta: 0:56:20, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8664, loss_cls: 1.3171, loss: 1.3171, grad_norm: 12.3947 2021-03-27 01:23:13,328 - mmaction - INFO - Epoch [47][960/1320] lr: 2.000e-05, eta: 0:56:05, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8652, loss_cls: 1.2912, loss: 1.2912, grad_norm: 12.2089 2021-03-27 01:23:28,558 - mmaction - INFO - Epoch [47][980/1320] lr: 2.000e-05, eta: 0:55:49, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8707, loss_cls: 1.2545, loss: 1.2545, grad_norm: 12.2105 2021-03-27 01:23:43,741 - mmaction - INFO - Epoch [47][1000/1320] lr: 2.000e-05, eta: 0:55:33, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8625, loss_cls: 1.3115, loss: 1.3115, grad_norm: 12.1145 2021-03-27 01:23:58,935 - mmaction - INFO - Epoch [47][1020/1320] lr: 2.000e-05, eta: 0:55:18, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8723, loss_cls: 1.2972, loss: 1.2972, grad_norm: 12.3038 2021-03-27 01:24:14,057 - mmaction - INFO - Epoch [47][1040/1320] lr: 2.000e-05, eta: 0:55:02, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8680, loss_cls: 1.2835, loss: 1.2835, grad_norm: 11.9613 2021-03-27 01:24:29,417 - mmaction - INFO - Epoch [47][1060/1320] lr: 2.000e-05, eta: 0:54:47, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6754, top5_acc: 0.8609, loss_cls: 1.2503, loss: 1.2503, grad_norm: 11.9641 2021-03-27 01:24:44,742 - mmaction - INFO - Epoch [47][1080/1320] lr: 2.000e-05, eta: 0:54:31, time: 0.767, data_time: 0.002, memory: 11010, top1_acc: 0.6824, top5_acc: 0.8719, loss_cls: 1.2527, loss: 1.2527, grad_norm: 12.0992 2021-03-27 01:24:59,909 - mmaction - INFO - Epoch [47][1100/1320] lr: 2.000e-05, eta: 0:54:15, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8652, loss_cls: 1.3170, loss: 1.3170, grad_norm: 12.1390 2021-03-27 01:25:15,130 - mmaction - INFO - Epoch [47][1120/1320] lr: 2.000e-05, eta: 0:54:00, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8648, loss_cls: 1.2780, loss: 1.2780, grad_norm: 12.1392 2021-03-27 01:25:30,328 - mmaction - INFO - Epoch [47][1140/1320] lr: 2.000e-05, eta: 0:53:44, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8605, loss_cls: 1.2982, loss: 1.2982, grad_norm: 12.2507 2021-03-27 01:25:45,514 - mmaction - INFO - Epoch [47][1160/1320] lr: 2.000e-05, eta: 0:53:29, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8566, loss_cls: 1.2956, loss: 1.2956, grad_norm: 12.1765 2021-03-27 01:26:00,731 - mmaction - INFO - Epoch [47][1180/1320] lr: 2.000e-05, eta: 0:53:13, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8582, loss_cls: 1.3075, loss: 1.3075, grad_norm: 12.0708 2021-03-27 01:26:15,882 - mmaction - INFO - Epoch [47][1200/1320] lr: 2.000e-05, eta: 0:52:57, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.2349, loss: 1.2349, grad_norm: 11.8162 2021-03-27 01:26:31,055 - mmaction - INFO - Epoch [47][1220/1320] lr: 2.000e-05, eta: 0:52:42, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8754, loss_cls: 1.2629, loss: 1.2629, grad_norm: 12.2439 2021-03-27 01:26:46,230 - mmaction - INFO - Epoch [47][1240/1320] lr: 2.000e-05, eta: 0:52:26, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6668, top5_acc: 0.8738, loss_cls: 1.2454, loss: 1.2454, grad_norm: 12.0125 2021-03-27 01:27:01,505 - mmaction - INFO - Epoch [47][1260/1320] lr: 2.000e-05, eta: 0:52:11, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8586, loss_cls: 1.3174, loss: 1.3174, grad_norm: 12.4292 2021-03-27 01:27:16,621 - mmaction - INFO - Epoch [47][1280/1320] lr: 2.000e-05, eta: 0:51:55, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8617, loss_cls: 1.2933, loss: 1.2933, grad_norm: 12.3421 2021-03-27 01:27:31,874 - mmaction - INFO - Epoch [47][1300/1320] lr: 2.000e-05, eta: 0:51:39, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8664, loss_cls: 1.3027, loss: 1.3027, grad_norm: 12.2797 2021-03-27 01:27:46,546 - mmaction - INFO - Epoch [47][1320/1320] lr: 2.000e-05, eta: 0:51:24, time: 0.734, data_time: 0.001, memory: 11010, top1_acc: 0.6659, top5_acc: 0.8738, loss_cls: 1.2732, loss: 1.2732, grad_norm: 12.2640 2021-03-27 01:27:47,444 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-27 01:29:23,240 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 01:29:24,401 - mmaction - INFO - top1_acc 0.4490 top5_acc 0.7353 2021-03-27 01:29:24,515 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 01:29:24,617 - mmaction - INFO - mean_acc 0.3778 2021-03-27 01:29:24,699 - mmaction - INFO - Epoch(val) [47][1320] top1_acc: 0.4490, top5_acc: 0.7353, mean_class_accuracy: 0.3778 2021-03-27 01:29:24,778 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-27 01:30:14,162 - mmaction - INFO - Epoch [48][20/1320] lr: 2.000e-05, eta: 0:51:10, time: 2.469, data_time: 1.674, memory: 11010, top1_acc: 0.6520, top5_acc: 0.8590, loss_cls: 1.3166, loss: 1.3166, grad_norm: 12.5805 2021-03-27 01:30:29,080 - mmaction - INFO - Epoch [48][40/1320] lr: 2.000e-05, eta: 0:50:55, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8711, loss_cls: 1.2664, loss: 1.2664, grad_norm: 12.5145 2021-03-27 01:30:44,142 - mmaction - INFO - Epoch [48][60/1320] lr: 2.000e-05, eta: 0:50:39, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8750, loss_cls: 1.2520, loss: 1.2520, grad_norm: 11.9360 2021-03-27 01:30:59,164 - mmaction - INFO - Epoch [48][80/1320] lr: 2.000e-05, eta: 0:50:23, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8812, loss_cls: 1.2307, loss: 1.2307, grad_norm: 12.1588 2021-03-27 01:31:14,201 - mmaction - INFO - Epoch [48][100/1320] lr: 2.000e-05, eta: 0:50:08, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6641, top5_acc: 0.8695, loss_cls: 1.2816, loss: 1.2816, grad_norm: 12.1953 2021-03-27 01:31:29,357 - mmaction - INFO - Epoch [48][120/1320] lr: 2.000e-05, eta: 0:49:52, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8719, loss_cls: 1.2517, loss: 1.2517, grad_norm: 12.1019 2021-03-27 01:31:44,359 - mmaction - INFO - Epoch [48][140/1320] lr: 2.000e-05, eta: 0:49:37, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8727, loss_cls: 1.2727, loss: 1.2727, grad_norm: 12.3424 2021-03-27 01:31:59,385 - mmaction - INFO - Epoch [48][160/1320] lr: 2.000e-05, eta: 0:49:21, time: 0.751, data_time: 0.001, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8660, loss_cls: 1.2704, loss: 1.2704, grad_norm: 12.0689 2021-03-27 01:32:14,427 - mmaction - INFO - Epoch [48][180/1320] lr: 2.000e-05, eta: 0:49:05, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8723, loss_cls: 1.2861, loss: 1.2861, grad_norm: 12.2576 2021-03-27 01:32:29,486 - mmaction - INFO - Epoch [48][200/1320] lr: 2.000e-05, eta: 0:48:50, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8633, loss_cls: 1.2896, loss: 1.2896, grad_norm: 12.1899 2021-03-27 01:32:44,744 - mmaction - INFO - Epoch [48][220/1320] lr: 2.000e-05, eta: 0:48:34, time: 0.761, data_time: 0.000, memory: 11010, top1_acc: 0.6723, top5_acc: 0.8750, loss_cls: 1.2590, loss: 1.2590, grad_norm: 12.2161 2021-03-27 01:32:59,988 - mmaction - INFO - Epoch [48][240/1320] lr: 2.000e-05, eta: 0:48:18, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8746, loss_cls: 1.2254, loss: 1.2254, grad_norm: 12.1965 2021-03-27 01:33:15,041 - mmaction - INFO - Epoch [48][260/1320] lr: 2.000e-05, eta: 0:48:03, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6449, top5_acc: 0.8688, loss_cls: 1.3062, loss: 1.3062, grad_norm: 12.5755 2021-03-27 01:33:30,121 - mmaction - INFO - Epoch [48][280/1320] lr: 2.000e-05, eta: 0:47:47, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8691, loss_cls: 1.2858, loss: 1.2858, grad_norm: 12.1386 2021-03-27 01:33:45,361 - mmaction - INFO - Epoch [48][300/1320] lr: 2.000e-05, eta: 0:47:32, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8711, loss_cls: 1.2467, loss: 1.2467, grad_norm: 12.1845 2021-03-27 01:34:00,443 - mmaction - INFO - Epoch [48][320/1320] lr: 2.000e-05, eta: 0:47:16, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8699, loss_cls: 1.2608, loss: 1.2608, grad_norm: 12.5477 2021-03-27 01:34:15,623 - mmaction - INFO - Epoch [48][340/1320] lr: 2.000e-05, eta: 0:47:00, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8672, loss_cls: 1.2845, loss: 1.2845, grad_norm: 12.0089 2021-03-27 01:34:30,720 - mmaction - INFO - Epoch [48][360/1320] lr: 2.000e-05, eta: 0:46:45, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8699, loss_cls: 1.2898, loss: 1.2898, grad_norm: 12.2426 2021-03-27 01:34:45,950 - mmaction - INFO - Epoch [48][380/1320] lr: 2.000e-05, eta: 0:46:29, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8660, loss_cls: 1.2546, loss: 1.2546, grad_norm: 11.9418 2021-03-27 01:35:00,947 - mmaction - INFO - Epoch [48][400/1320] lr: 2.000e-05, eta: 0:46:14, time: 0.749, data_time: 0.000, memory: 11010, top1_acc: 0.6801, top5_acc: 0.8766, loss_cls: 1.2206, loss: 1.2206, grad_norm: 12.0601 2021-03-27 01:35:16,082 - mmaction - INFO - Epoch [48][420/1320] lr: 2.000e-05, eta: 0:45:58, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6496, top5_acc: 0.8559, loss_cls: 1.3345, loss: 1.3345, grad_norm: 12.3932 2021-03-27 01:35:31,362 - mmaction - INFO - Epoch [48][440/1320] lr: 2.000e-05, eta: 0:45:42, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6691, top5_acc: 0.8754, loss_cls: 1.2508, loss: 1.2508, grad_norm: 12.2078 2021-03-27 01:35:46,482 - mmaction - INFO - Epoch [48][460/1320] lr: 2.000e-05, eta: 0:45:27, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.2436, loss: 1.2436, grad_norm: 12.2423 2021-03-27 01:36:01,756 - mmaction - INFO - Epoch [48][480/1320] lr: 2.000e-05, eta: 0:45:11, time: 0.764, data_time: 0.000, memory: 11010, top1_acc: 0.6727, top5_acc: 0.8688, loss_cls: 1.2652, loss: 1.2652, grad_norm: 12.3014 2021-03-27 01:36:16,857 - mmaction - INFO - Epoch [48][500/1320] lr: 2.000e-05, eta: 0:44:56, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8609, loss_cls: 1.3092, loss: 1.3092, grad_norm: 12.3122 2021-03-27 01:36:32,200 - mmaction - INFO - Epoch [48][520/1320] lr: 2.000e-05, eta: 0:44:40, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8727, loss_cls: 1.2630, loss: 1.2630, grad_norm: 12.3237 2021-03-27 01:36:47,445 - mmaction - INFO - Epoch [48][540/1320] lr: 2.000e-05, eta: 0:44:24, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8664, loss_cls: 1.2838, loss: 1.2838, grad_norm: 12.0276 2021-03-27 01:37:02,655 - mmaction - INFO - Epoch [48][560/1320] lr: 2.000e-05, eta: 0:44:09, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8742, loss_cls: 1.2560, loss: 1.2560, grad_norm: 11.9300 2021-03-27 01:37:17,847 - mmaction - INFO - Epoch [48][580/1320] lr: 2.000e-05, eta: 0:43:53, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8699, loss_cls: 1.2509, loss: 1.2509, grad_norm: 12.2638 2021-03-27 01:37:33,091 - mmaction - INFO - Epoch [48][600/1320] lr: 2.000e-05, eta: 0:43:38, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6402, top5_acc: 0.8668, loss_cls: 1.3419, loss: 1.3419, grad_norm: 12.7849 2021-03-27 01:37:48,284 - mmaction - INFO - Epoch [48][620/1320] lr: 2.000e-05, eta: 0:43:22, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6410, top5_acc: 0.8492, loss_cls: 1.3978, loss: 1.3978, grad_norm: 12.9836 2021-03-27 01:38:03,515 - mmaction - INFO - Epoch [48][640/1320] lr: 2.000e-05, eta: 0:43:06, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6781, top5_acc: 0.8680, loss_cls: 1.2652, loss: 1.2652, grad_norm: 11.8804 2021-03-27 01:38:18,710 - mmaction - INFO - Epoch [48][660/1320] lr: 2.000e-05, eta: 0:42:51, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3078, loss: 1.3078, grad_norm: 12.0179 2021-03-27 01:38:33,986 - mmaction - INFO - Epoch [48][680/1320] lr: 2.000e-05, eta: 0:42:35, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8742, loss_cls: 1.2490, loss: 1.2490, grad_norm: 11.8716 2021-03-27 01:38:49,213 - mmaction - INFO - Epoch [48][700/1320] lr: 2.000e-05, eta: 0:42:20, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8637, loss_cls: 1.2817, loss: 1.2817, grad_norm: 12.4093 2021-03-27 01:39:04,449 - mmaction - INFO - Epoch [48][720/1320] lr: 2.000e-05, eta: 0:42:04, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8660, loss_cls: 1.2727, loss: 1.2727, grad_norm: 12.2099 2021-03-27 01:39:19,689 - mmaction - INFO - Epoch [48][740/1320] lr: 2.000e-05, eta: 0:41:48, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6605, top5_acc: 0.8723, loss_cls: 1.2806, loss: 1.2806, grad_norm: 12.1253 2021-03-27 01:39:34,920 - mmaction - INFO - Epoch [48][760/1320] lr: 2.000e-05, eta: 0:41:33, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8691, loss_cls: 1.2563, loss: 1.2563, grad_norm: 12.2168 2021-03-27 01:39:50,211 - mmaction - INFO - Epoch [48][780/1320] lr: 2.000e-05, eta: 0:41:17, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8660, loss_cls: 1.2429, loss: 1.2429, grad_norm: 12.1813 2021-03-27 01:40:05,474 - mmaction - INFO - Epoch [48][800/1320] lr: 2.000e-05, eta: 0:41:02, time: 0.763, data_time: 0.003, memory: 11010, top1_acc: 0.6527, top5_acc: 0.8641, loss_cls: 1.3063, loss: 1.3063, grad_norm: 12.4642 2021-03-27 01:40:20,635 - mmaction - INFO - Epoch [48][820/1320] lr: 2.000e-05, eta: 0:40:46, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8684, loss_cls: 1.2985, loss: 1.2985, grad_norm: 12.3558 2021-03-27 01:40:35,798 - mmaction - INFO - Epoch [48][840/1320] lr: 2.000e-05, eta: 0:40:30, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6844, top5_acc: 0.8746, loss_cls: 1.2079, loss: 1.2079, grad_norm: 11.6371 2021-03-27 01:40:51,195 - mmaction - INFO - Epoch [48][860/1320] lr: 2.000e-05, eta: 0:40:15, time: 0.770, data_time: 0.002, memory: 11010, top1_acc: 0.6766, top5_acc: 0.8832, loss_cls: 1.1893, loss: 1.1893, grad_norm: 12.2240 2021-03-27 01:41:06,393 - mmaction - INFO - Epoch [48][880/1320] lr: 2.000e-05, eta: 0:39:59, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8656, loss_cls: 1.3000, loss: 1.3000, grad_norm: 12.5586 2021-03-27 01:41:21,661 - mmaction - INFO - Epoch [48][900/1320] lr: 2.000e-05, eta: 0:39:44, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6773, top5_acc: 0.8746, loss_cls: 1.2538, loss: 1.2538, grad_norm: 12.3539 2021-03-27 01:41:36,902 - mmaction - INFO - Epoch [48][920/1320] lr: 2.000e-05, eta: 0:39:28, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8801, loss_cls: 1.2452, loss: 1.2452, grad_norm: 12.4783 2021-03-27 01:41:52,150 - mmaction - INFO - Epoch [48][940/1320] lr: 2.000e-05, eta: 0:39:12, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6797, top5_acc: 0.8730, loss_cls: 1.2394, loss: 1.2394, grad_norm: 12.3673 2021-03-27 01:42:07,474 - mmaction - INFO - Epoch [48][960/1320] lr: 2.000e-05, eta: 0:38:57, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6539, top5_acc: 0.8559, loss_cls: 1.3303, loss: 1.3303, grad_norm: 12.6423 2021-03-27 01:42:22,560 - mmaction - INFO - Epoch [48][980/1320] lr: 2.000e-05, eta: 0:38:41, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6770, top5_acc: 0.8820, loss_cls: 1.2141, loss: 1.2141, grad_norm: 11.9979 2021-03-27 01:42:37,839 - mmaction - INFO - Epoch [48][1000/1320] lr: 2.000e-05, eta: 0:38:26, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6523, top5_acc: 0.8680, loss_cls: 1.2865, loss: 1.2865, grad_norm: 12.0680 2021-03-27 01:42:53,054 - mmaction - INFO - Epoch [48][1020/1320] lr: 2.000e-05, eta: 0:38:10, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8750, loss_cls: 1.2657, loss: 1.2657, grad_norm: 12.4263 2021-03-27 01:43:08,331 - mmaction - INFO - Epoch [48][1040/1320] lr: 2.000e-05, eta: 0:37:54, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6746, top5_acc: 0.8750, loss_cls: 1.2361, loss: 1.2361, grad_norm: 12.4624 2021-03-27 01:43:23,553 - mmaction - INFO - Epoch [48][1060/1320] lr: 2.000e-05, eta: 0:37:39, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6707, top5_acc: 0.8723, loss_cls: 1.2466, loss: 1.2466, grad_norm: 12.1911 2021-03-27 01:43:38,729 - mmaction - INFO - Epoch [48][1080/1320] lr: 2.000e-05, eta: 0:37:23, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8602, loss_cls: 1.3033, loss: 1.3033, grad_norm: 12.6979 2021-03-27 01:43:53,851 - mmaction - INFO - Epoch [48][1100/1320] lr: 2.000e-05, eta: 0:37:08, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6719, top5_acc: 0.8770, loss_cls: 1.2731, loss: 1.2731, grad_norm: 12.4888 2021-03-27 01:44:09,064 - mmaction - INFO - Epoch [48][1120/1320] lr: 2.000e-05, eta: 0:36:52, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6590, top5_acc: 0.8652, loss_cls: 1.2935, loss: 1.2935, grad_norm: 12.5181 2021-03-27 01:44:24,469 - mmaction - INFO - Epoch [48][1140/1320] lr: 2.000e-05, eta: 0:36:36, time: 0.771, data_time: 0.003, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8680, loss_cls: 1.2787, loss: 1.2787, grad_norm: 12.4435 2021-03-27 01:44:39,544 - mmaction - INFO - Epoch [48][1160/1320] lr: 2.000e-05, eta: 0:36:21, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8707, loss_cls: 1.2553, loss: 1.2553, grad_norm: 12.2193 2021-03-27 01:44:54,888 - mmaction - INFO - Epoch [48][1180/1320] lr: 2.000e-05, eta: 0:36:05, time: 0.766, data_time: 0.000, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8617, loss_cls: 1.2719, loss: 1.2719, grad_norm: 12.2519 2021-03-27 01:45:10,127 - mmaction - INFO - Epoch [48][1200/1320] lr: 2.000e-05, eta: 0:35:50, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8676, loss_cls: 1.2545, loss: 1.2545, grad_norm: 12.1106 2021-03-27 01:45:25,186 - mmaction - INFO - Epoch [48][1220/1320] lr: 2.000e-05, eta: 0:35:34, time: 0.753, data_time: 0.002, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8578, loss_cls: 1.3536, loss: 1.3536, grad_norm: 12.6255 2021-03-27 01:45:40,433 - mmaction - INFO - Epoch [48][1240/1320] lr: 2.000e-05, eta: 0:35:18, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6691, top5_acc: 0.8660, loss_cls: 1.2771, loss: 1.2771, grad_norm: 12.0298 2021-03-27 01:45:55,733 - mmaction - INFO - Epoch [48][1260/1320] lr: 2.000e-05, eta: 0:35:03, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6457, top5_acc: 0.8512, loss_cls: 1.3600, loss: 1.3600, grad_norm: 12.4287 2021-03-27 01:46:10,772 - mmaction - INFO - Epoch [48][1280/1320] lr: 2.000e-05, eta: 0:34:47, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8645, loss_cls: 1.2902, loss: 1.2902, grad_norm: 12.0517 2021-03-27 01:46:26,017 - mmaction - INFO - Epoch [48][1300/1320] lr: 2.000e-05, eta: 0:34:32, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8656, loss_cls: 1.2934, loss: 1.2934, grad_norm: 12.1290 2021-03-27 01:46:40,978 - mmaction - INFO - Epoch [48][1320/1320] lr: 2.000e-05, eta: 0:34:16, time: 0.748, data_time: 0.001, memory: 11010, top1_acc: 0.6706, top5_acc: 0.8698, loss_cls: 1.2475, loss: 1.2475, grad_norm: 12.1167 2021-03-27 01:46:41,937 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-27 01:48:20,809 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 01:48:21,176 - mmaction - INFO - top1_acc 0.4505 top5_acc 0.7333 2021-03-27 01:48:21,176 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 01:48:21,199 - mmaction - INFO - mean_acc 0.3769 2021-03-27 01:48:21,208 - mmaction - INFO - Epoch(val) [48][1320] top1_acc: 0.4505, top5_acc: 0.7333, mean_class_accuracy: 0.3769 2021-03-27 01:48:21,210 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-27 01:49:05,477 - mmaction - INFO - Epoch [49][20/1320] lr: 2.000e-05, eta: 0:34:02, time: 2.213, data_time: 1.433, memory: 11010, top1_acc: 0.6660, top5_acc: 0.8773, loss_cls: 1.2684, loss: 1.2684, grad_norm: 12.3183 2021-03-27 01:49:20,479 - mmaction - INFO - Epoch [49][40/1320] lr: 2.000e-05, eta: 0:33:46, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8656, loss_cls: 1.2715, loss: 1.2715, grad_norm: 12.2303 2021-03-27 01:49:35,610 - mmaction - INFO - Epoch [49][60/1320] lr: 2.000e-05, eta: 0:33:30, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8754, loss_cls: 1.2459, loss: 1.2459, grad_norm: 12.3638 2021-03-27 01:49:50,625 - mmaction - INFO - Epoch [49][80/1320] lr: 2.000e-05, eta: 0:33:15, time: 0.750, data_time: 0.001, memory: 11010, top1_acc: 0.6859, top5_acc: 0.8762, loss_cls: 1.2275, loss: 1.2275, grad_norm: 12.2370 2021-03-27 01:50:05,705 - mmaction - INFO - Epoch [49][100/1320] lr: 2.000e-05, eta: 0:32:59, time: 0.754, data_time: 0.002, memory: 11010, top1_acc: 0.6648, top5_acc: 0.8660, loss_cls: 1.2813, loss: 1.2813, grad_norm: 12.1810 2021-03-27 01:50:20,725 - mmaction - INFO - Epoch [49][120/1320] lr: 2.000e-05, eta: 0:32:44, time: 0.751, data_time: 0.003, memory: 11010, top1_acc: 0.6707, top5_acc: 0.8684, loss_cls: 1.2429, loss: 1.2429, grad_norm: 12.1075 2021-03-27 01:50:35,809 - mmaction - INFO - Epoch [49][140/1320] lr: 2.000e-05, eta: 0:32:28, time: 0.755, data_time: 0.002, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8656, loss_cls: 1.2872, loss: 1.2872, grad_norm: 12.2548 2021-03-27 01:50:50,883 - mmaction - INFO - Epoch [49][160/1320] lr: 2.000e-05, eta: 0:32:12, time: 0.752, data_time: 0.000, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.2879, loss: 1.2879, grad_norm: 12.1270 2021-03-27 01:51:05,948 - mmaction - INFO - Epoch [49][180/1320] lr: 2.000e-05, eta: 0:31:57, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6727, top5_acc: 0.8586, loss_cls: 1.2920, loss: 1.2920, grad_norm: 12.4006 2021-03-27 01:51:20,995 - mmaction - INFO - Epoch [49][200/1320] lr: 2.000e-05, eta: 0:31:41, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8664, loss_cls: 1.2507, loss: 1.2507, grad_norm: 11.9875 2021-03-27 01:51:36,179 - mmaction - INFO - Epoch [49][220/1320] lr: 2.000e-05, eta: 0:31:26, time: 0.759, data_time: 0.003, memory: 11010, top1_acc: 0.6648, top5_acc: 0.8734, loss_cls: 1.2694, loss: 1.2694, grad_norm: 12.2264 2021-03-27 01:51:51,322 - mmaction - INFO - Epoch [49][240/1320] lr: 2.000e-05, eta: 0:31:10, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8738, loss_cls: 1.2323, loss: 1.2323, grad_norm: 12.2052 2021-03-27 01:52:06,556 - mmaction - INFO - Epoch [49][260/1320] lr: 2.000e-05, eta: 0:30:54, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8609, loss_cls: 1.3148, loss: 1.3148, grad_norm: 12.6716 2021-03-27 01:52:21,600 - mmaction - INFO - Epoch [49][280/1320] lr: 2.000e-05, eta: 0:30:39, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6582, top5_acc: 0.8648, loss_cls: 1.2921, loss: 1.2921, grad_norm: 12.2587 2021-03-27 01:52:36,826 - mmaction - INFO - Epoch [49][300/1320] lr: 2.000e-05, eta: 0:30:23, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6492, top5_acc: 0.8613, loss_cls: 1.3207, loss: 1.3207, grad_norm: 12.1979 2021-03-27 01:52:51,914 - mmaction - INFO - Epoch [49][320/1320] lr: 2.000e-05, eta: 0:30:08, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8719, loss_cls: 1.2544, loss: 1.2544, grad_norm: 11.7071 2021-03-27 01:53:06,982 - mmaction - INFO - Epoch [49][340/1320] lr: 2.000e-05, eta: 0:29:52, time: 0.753, data_time: 0.000, memory: 11010, top1_acc: 0.6613, top5_acc: 0.8660, loss_cls: 1.2995, loss: 1.2995, grad_norm: 12.3963 2021-03-27 01:53:22,223 - mmaction - INFO - Epoch [49][360/1320] lr: 2.000e-05, eta: 0:29:36, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8746, loss_cls: 1.2439, loss: 1.2439, grad_norm: 12.1003 2021-03-27 01:53:37,303 - mmaction - INFO - Epoch [49][380/1320] lr: 2.000e-05, eta: 0:29:21, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.2958, loss: 1.2958, grad_norm: 12.1970 2021-03-27 01:53:52,362 - mmaction - INFO - Epoch [49][400/1320] lr: 2.000e-05, eta: 0:29:05, time: 0.752, data_time: 0.001, memory: 11010, top1_acc: 0.6586, top5_acc: 0.8695, loss_cls: 1.2618, loss: 1.2618, grad_norm: 12.3740 2021-03-27 01:54:07,668 - mmaction - INFO - Epoch [49][420/1320] lr: 2.000e-05, eta: 0:28:49, time: 0.765, data_time: 0.003, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8762, loss_cls: 1.2383, loss: 1.2383, grad_norm: 12.2367 2021-03-27 01:54:23,024 - mmaction - INFO - Epoch [49][440/1320] lr: 2.000e-05, eta: 0:28:34, time: 0.768, data_time: 0.003, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8699, loss_cls: 1.2395, loss: 1.2395, grad_norm: 12.1211 2021-03-27 01:54:38,188 - mmaction - INFO - Epoch [49][460/1320] lr: 2.000e-05, eta: 0:28:18, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6754, top5_acc: 0.8816, loss_cls: 1.2098, loss: 1.2098, grad_norm: 12.2626 2021-03-27 01:54:53,353 - mmaction - INFO - Epoch [49][480/1320] lr: 2.000e-05, eta: 0:28:03, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8664, loss_cls: 1.2969, loss: 1.2969, grad_norm: 12.3560 2021-03-27 01:55:08,698 - mmaction - INFO - Epoch [49][500/1320] lr: 2.000e-05, eta: 0:27:47, time: 0.768, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8703, loss_cls: 1.2885, loss: 1.2885, grad_norm: 12.4406 2021-03-27 01:55:23,917 - mmaction - INFO - Epoch [49][520/1320] lr: 2.000e-05, eta: 0:27:32, time: 0.760, data_time: 0.000, memory: 11010, top1_acc: 0.6656, top5_acc: 0.8629, loss_cls: 1.2919, loss: 1.2919, grad_norm: 12.2558 2021-03-27 01:55:39,072 - mmaction - INFO - Epoch [49][540/1320] lr: 2.000e-05, eta: 0:27:16, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2526, loss: 1.2526, grad_norm: 12.0363 2021-03-27 01:55:54,283 - mmaction - INFO - Epoch [49][560/1320] lr: 2.000e-05, eta: 0:27:00, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.2847, loss: 1.2847, grad_norm: 12.3224 2021-03-27 01:56:09,480 - mmaction - INFO - Epoch [49][580/1320] lr: 2.000e-05, eta: 0:26:45, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8625, loss_cls: 1.2894, loss: 1.2894, grad_norm: 12.5237 2021-03-27 01:56:24,801 - mmaction - INFO - Epoch [49][600/1320] lr: 2.000e-05, eta: 0:26:29, time: 0.766, data_time: 0.001, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8738, loss_cls: 1.2907, loss: 1.2907, grad_norm: 12.3098 2021-03-27 01:56:39,982 - mmaction - INFO - Epoch [49][620/1320] lr: 2.000e-05, eta: 0:26:14, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8691, loss_cls: 1.2866, loss: 1.2866, grad_norm: 12.4290 2021-03-27 01:56:55,178 - mmaction - INFO - Epoch [49][640/1320] lr: 2.000e-05, eta: 0:25:58, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2309, loss: 1.2309, grad_norm: 11.9005 2021-03-27 01:57:10,372 - mmaction - INFO - Epoch [49][660/1320] lr: 2.000e-05, eta: 0:25:42, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8715, loss_cls: 1.2436, loss: 1.2436, grad_norm: 11.8926 2021-03-27 01:57:25,681 - mmaction - INFO - Epoch [49][680/1320] lr: 2.000e-05, eta: 0:25:27, time: 0.766, data_time: 0.002, memory: 11010, top1_acc: 0.6680, top5_acc: 0.8738, loss_cls: 1.2811, loss: 1.2811, grad_norm: 12.4505 2021-03-27 01:57:40,895 - mmaction - INFO - Epoch [49][700/1320] lr: 2.000e-05, eta: 0:25:11, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8727, loss_cls: 1.2807, loss: 1.2807, grad_norm: 12.4003 2021-03-27 01:57:56,117 - mmaction - INFO - Epoch [49][720/1320] lr: 2.000e-05, eta: 0:24:56, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6828, top5_acc: 0.8762, loss_cls: 1.2178, loss: 1.2178, grad_norm: 12.2811 2021-03-27 01:58:11,322 - mmaction - INFO - Epoch [49][740/1320] lr: 2.000e-05, eta: 0:24:40, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8707, loss_cls: 1.2913, loss: 1.2913, grad_norm: 12.3060 2021-03-27 01:58:26,494 - mmaction - INFO - Epoch [49][760/1320] lr: 2.000e-05, eta: 0:24:24, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8734, loss_cls: 1.2384, loss: 1.2384, grad_norm: 12.0986 2021-03-27 01:58:41,743 - mmaction - INFO - Epoch [49][780/1320] lr: 2.000e-05, eta: 0:24:09, time: 0.762, data_time: 0.000, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8629, loss_cls: 1.3001, loss: 1.3001, grad_norm: 12.3736 2021-03-27 01:58:56,917 - mmaction - INFO - Epoch [49][800/1320] lr: 2.000e-05, eta: 0:23:53, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6473, top5_acc: 0.8605, loss_cls: 1.3223, loss: 1.3223, grad_norm: 12.4800 2021-03-27 01:59:12,062 - mmaction - INFO - Epoch [49][820/1320] lr: 2.000e-05, eta: 0:23:38, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8691, loss_cls: 1.2606, loss: 1.2606, grad_norm: 12.3078 2021-03-27 01:59:27,277 - mmaction - INFO - Epoch [49][840/1320] lr: 2.000e-05, eta: 0:23:22, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6711, top5_acc: 0.8629, loss_cls: 1.2613, loss: 1.2613, grad_norm: 12.1655 2021-03-27 01:59:42,476 - mmaction - INFO - Epoch [49][860/1320] lr: 2.000e-05, eta: 0:23:06, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8586, loss_cls: 1.3003, loss: 1.3003, grad_norm: 12.0308 2021-03-27 01:59:57,701 - mmaction - INFO - Epoch [49][880/1320] lr: 2.000e-05, eta: 0:22:51, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6777, top5_acc: 0.8727, loss_cls: 1.2355, loss: 1.2355, grad_norm: 11.9366 2021-03-27 02:00:13,034 - mmaction - INFO - Epoch [49][900/1320] lr: 2.000e-05, eta: 0:22:35, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8770, loss_cls: 1.2388, loss: 1.2388, grad_norm: 12.3231 2021-03-27 02:00:28,150 - mmaction - INFO - Epoch [49][920/1320] lr: 2.000e-05, eta: 0:22:20, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8590, loss_cls: 1.3113, loss: 1.3113, grad_norm: 12.4918 2021-03-27 02:00:43,274 - mmaction - INFO - Epoch [49][940/1320] lr: 2.000e-05, eta: 0:22:04, time: 0.757, data_time: 0.003, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8742, loss_cls: 1.2568, loss: 1.2568, grad_norm: 12.4165 2021-03-27 02:00:58,403 - mmaction - INFO - Epoch [49][960/1320] lr: 2.000e-05, eta: 0:21:48, time: 0.757, data_time: 0.005, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8727, loss_cls: 1.2462, loss: 1.2462, grad_norm: 11.9518 2021-03-27 02:01:13,675 - mmaction - INFO - Epoch [49][980/1320] lr: 2.000e-05, eta: 0:21:33, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8766, loss_cls: 1.2131, loss: 1.2131, grad_norm: 11.9956 2021-03-27 02:01:28,837 - mmaction - INFO - Epoch [49][1000/1320] lr: 2.000e-05, eta: 0:21:17, time: 0.760, data_time: 0.002, memory: 11010, top1_acc: 0.6512, top5_acc: 0.8676, loss_cls: 1.3048, loss: 1.3048, grad_norm: 12.4142 2021-03-27 02:01:44,071 - mmaction - INFO - Epoch [49][1020/1320] lr: 2.000e-05, eta: 0:21:02, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2406, loss: 1.2406, grad_norm: 12.2453 2021-03-27 02:01:59,368 - mmaction - INFO - Epoch [49][1040/1320] lr: 2.000e-05, eta: 0:20:46, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8586, loss_cls: 1.3513, loss: 1.3513, grad_norm: 12.6669 2021-03-27 02:02:14,537 - mmaction - INFO - Epoch [49][1060/1320] lr: 2.000e-05, eta: 0:20:30, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6902, top5_acc: 0.8738, loss_cls: 1.1877, loss: 1.1877, grad_norm: 12.0670 2021-03-27 02:02:29,752 - mmaction - INFO - Epoch [49][1080/1320] lr: 2.000e-05, eta: 0:20:15, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6648, top5_acc: 0.8680, loss_cls: 1.3071, loss: 1.3071, grad_norm: 12.3478 2021-03-27 02:02:45,114 - mmaction - INFO - Epoch [49][1100/1320] lr: 2.000e-05, eta: 0:19:59, time: 0.769, data_time: 0.003, memory: 11010, top1_acc: 0.6730, top5_acc: 0.8641, loss_cls: 1.2991, loss: 1.2991, grad_norm: 12.2904 2021-03-27 02:03:00,292 - mmaction - INFO - Epoch [49][1120/1320] lr: 2.000e-05, eta: 0:19:44, time: 0.758, data_time: 0.000, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8746, loss_cls: 1.2596, loss: 1.2596, grad_norm: 12.3093 2021-03-27 02:03:15,657 - mmaction - INFO - Epoch [49][1140/1320] lr: 2.000e-05, eta: 0:19:28, time: 0.768, data_time: 0.002, memory: 11010, top1_acc: 0.6574, top5_acc: 0.8621, loss_cls: 1.2867, loss: 1.2867, grad_norm: 12.3062 2021-03-27 02:03:30,886 - mmaction - INFO - Epoch [49][1160/1320] lr: 2.000e-05, eta: 0:19:13, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6594, top5_acc: 0.8602, loss_cls: 1.3029, loss: 1.3029, grad_norm: 12.3815 2021-03-27 02:03:46,037 - mmaction - INFO - Epoch [49][1180/1320] lr: 2.000e-05, eta: 0:18:57, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8707, loss_cls: 1.2829, loss: 1.2829, grad_norm: 12.1741 2021-03-27 02:04:01,291 - mmaction - INFO - Epoch [49][1200/1320] lr: 2.000e-05, eta: 0:18:41, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8656, loss_cls: 1.2624, loss: 1.2624, grad_norm: 12.1328 2021-03-27 02:04:16,648 - mmaction - INFO - Epoch [49][1220/1320] lr: 2.000e-05, eta: 0:18:26, time: 0.767, data_time: 0.000, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8703, loss_cls: 1.2477, loss: 1.2477, grad_norm: 12.3811 2021-03-27 02:04:31,838 - mmaction - INFO - Epoch [49][1240/1320] lr: 2.000e-05, eta: 0:18:10, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6555, top5_acc: 0.8559, loss_cls: 1.3046, loss: 1.3046, grad_norm: 12.0619 2021-03-27 02:04:47,089 - mmaction - INFO - Epoch [49][1260/1320] lr: 2.000e-05, eta: 0:17:55, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6664, top5_acc: 0.8527, loss_cls: 1.3094, loss: 1.3094, grad_norm: 12.6056 2021-03-27 02:05:02,342 - mmaction - INFO - Epoch [49][1280/1320] lr: 2.000e-05, eta: 0:17:39, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8730, loss_cls: 1.3009, loss: 1.3009, grad_norm: 12.0948 2021-03-27 02:05:17,571 - mmaction - INFO - Epoch [49][1300/1320] lr: 2.000e-05, eta: 0:17:23, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6789, top5_acc: 0.8699, loss_cls: 1.2269, loss: 1.2269, grad_norm: 12.0129 2021-03-27 02:05:32,331 - mmaction - INFO - Epoch [49][1320/1320] lr: 2.000e-05, eta: 0:17:08, time: 0.738, data_time: 0.001, memory: 11010, top1_acc: 0.6579, top5_acc: 0.8730, loss_cls: 1.2745, loss: 1.2745, grad_norm: 12.4267 2021-03-27 02:05:33,180 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-27 02:07:08,801 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 02:07:09,155 - mmaction - INFO - top1_acc 0.4497 top5_acc 0.7334 2021-03-27 02:07:09,156 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 02:07:09,178 - mmaction - INFO - mean_acc 0.3764 2021-03-27 02:07:09,186 - mmaction - INFO - Epoch(val) [49][1320] top1_acc: 0.4497, top5_acc: 0.7334, mean_class_accuracy: 0.3764 2021-03-27 02:07:09,188 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-03-27 02:07:54,927 - mmaction - INFO - Epoch [50][20/1320] lr: 2.000e-05, eta: 0:16:53, time: 2.286, data_time: 1.534, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8719, loss_cls: 1.2550, loss: 1.2550, grad_norm: 12.2986 2021-03-27 02:08:09,888 - mmaction - INFO - Epoch [50][40/1320] lr: 2.000e-05, eta: 0:16:37, time: 0.748, data_time: 0.003, memory: 11010, top1_acc: 0.6699, top5_acc: 0.8750, loss_cls: 1.2358, loss: 1.2358, grad_norm: 12.3126 2021-03-27 02:08:24,813 - mmaction - INFO - Epoch [50][60/1320] lr: 2.000e-05, eta: 0:16:22, time: 0.747, data_time: 0.002, memory: 11010, top1_acc: 0.6852, top5_acc: 0.8824, loss_cls: 1.2017, loss: 1.2017, grad_norm: 12.4031 2021-03-27 02:08:39,909 - mmaction - INFO - Epoch [50][80/1320] lr: 2.000e-05, eta: 0:16:06, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.2665, loss: 1.2665, grad_norm: 12.3308 2021-03-27 02:08:54,913 - mmaction - INFO - Epoch [50][100/1320] lr: 2.000e-05, eta: 0:15:50, time: 0.750, data_time: 0.002, memory: 11010, top1_acc: 0.6746, top5_acc: 0.8684, loss_cls: 1.2518, loss: 1.2518, grad_norm: 12.0754 2021-03-27 02:09:09,935 - mmaction - INFO - Epoch [50][120/1320] lr: 2.000e-05, eta: 0:15:35, time: 0.751, data_time: 0.002, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.2917, loss: 1.2917, grad_norm: 12.5428 2021-03-27 02:09:24,972 - mmaction - INFO - Epoch [50][140/1320] lr: 2.000e-05, eta: 0:15:19, time: 0.752, data_time: 0.002, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8684, loss_cls: 1.2738, loss: 1.2738, grad_norm: 12.6440 2021-03-27 02:09:39,963 - mmaction - INFO - Epoch [50][160/1320] lr: 2.000e-05, eta: 0:15:04, time: 0.749, data_time: 0.001, memory: 11010, top1_acc: 0.6633, top5_acc: 0.8723, loss_cls: 1.2634, loss: 1.2634, grad_norm: 12.6386 2021-03-27 02:09:55,016 - mmaction - INFO - Epoch [50][180/1320] lr: 2.000e-05, eta: 0:14:48, time: 0.753, data_time: 0.003, memory: 11010, top1_acc: 0.6727, top5_acc: 0.8746, loss_cls: 1.2195, loss: 1.2195, grad_norm: 12.1678 2021-03-27 02:10:10,165 - mmaction - INFO - Epoch [50][200/1320] lr: 2.000e-05, eta: 0:14:32, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8645, loss_cls: 1.2886, loss: 1.2886, grad_norm: 12.2470 2021-03-27 02:10:25,298 - mmaction - INFO - Epoch [50][220/1320] lr: 2.000e-05, eta: 0:14:17, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6848, top5_acc: 0.8719, loss_cls: 1.2138, loss: 1.2138, grad_norm: 12.0540 2021-03-27 02:10:40,385 - mmaction - INFO - Epoch [50][240/1320] lr: 2.000e-05, eta: 0:14:01, time: 0.754, data_time: 0.001, memory: 11010, top1_acc: 0.6516, top5_acc: 0.8805, loss_cls: 1.2505, loss: 1.2505, grad_norm: 12.7368 2021-03-27 02:10:55,529 - mmaction - INFO - Epoch [50][260/1320] lr: 2.000e-05, eta: 0:13:46, time: 0.758, data_time: 0.003, memory: 11010, top1_acc: 0.6738, top5_acc: 0.8730, loss_cls: 1.2308, loss: 1.2308, grad_norm: 12.2319 2021-03-27 02:11:10,675 - mmaction - INFO - Epoch [50][280/1320] lr: 2.000e-05, eta: 0:13:30, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6590, top5_acc: 0.8633, loss_cls: 1.2991, loss: 1.2991, grad_norm: 12.5721 2021-03-27 02:11:25,900 - mmaction - INFO - Epoch [50][300/1320] lr: 2.000e-05, eta: 0:13:14, time: 0.760, data_time: 0.001, memory: 11010, top1_acc: 0.6602, top5_acc: 0.8609, loss_cls: 1.2710, loss: 1.2710, grad_norm: 12.3103 2021-03-27 02:11:40,980 - mmaction - INFO - Epoch [50][320/1320] lr: 2.000e-05, eta: 0:12:59, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3036, loss: 1.3036, grad_norm: 12.5698 2021-03-27 02:11:56,285 - mmaction - INFO - Epoch [50][340/1320] lr: 2.000e-05, eta: 0:12:43, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.2972, loss: 1.2972, grad_norm: 12.4495 2021-03-27 02:12:11,420 - mmaction - INFO - Epoch [50][360/1320] lr: 2.000e-05, eta: 0:12:28, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6715, top5_acc: 0.8688, loss_cls: 1.2724, loss: 1.2724, grad_norm: 12.4582 2021-03-27 02:12:26,696 - mmaction - INFO - Epoch [50][380/1320] lr: 2.000e-05, eta: 0:12:12, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6723, top5_acc: 0.8668, loss_cls: 1.2436, loss: 1.2436, grad_norm: 12.1570 2021-03-27 02:12:41,945 - mmaction - INFO - Epoch [50][400/1320] lr: 2.000e-05, eta: 0:11:56, time: 0.764, data_time: 0.002, memory: 11010, top1_acc: 0.6777, top5_acc: 0.8809, loss_cls: 1.2141, loss: 1.2141, grad_norm: 12.3617 2021-03-27 02:12:57,083 - mmaction - INFO - Epoch [50][420/1320] lr: 2.000e-05, eta: 0:11:41, time: 0.756, data_time: 0.000, memory: 11010, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.2369, loss: 1.2369, grad_norm: 12.4266 2021-03-27 02:13:12,316 - mmaction - INFO - Epoch [50][440/1320] lr: 2.000e-05, eta: 0:11:25, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6727, top5_acc: 0.8699, loss_cls: 1.2676, loss: 1.2676, grad_norm: 12.4577 2021-03-27 02:13:27,584 - mmaction - INFO - Epoch [50][460/1320] lr: 2.000e-05, eta: 0:11:10, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6664, top5_acc: 0.8613, loss_cls: 1.2958, loss: 1.2958, grad_norm: 12.3712 2021-03-27 02:13:42,687 - mmaction - INFO - Epoch [50][480/1320] lr: 2.000e-05, eta: 0:10:54, time: 0.754, data_time: 0.000, memory: 11010, top1_acc: 0.6531, top5_acc: 0.8645, loss_cls: 1.3155, loss: 1.3155, grad_norm: 12.5859 2021-03-27 02:13:57,853 - mmaction - INFO - Epoch [50][500/1320] lr: 2.000e-05, eta: 0:10:39, time: 0.759, data_time: 0.001, memory: 11010, top1_acc: 0.6637, top5_acc: 0.8676, loss_cls: 1.2692, loss: 1.2692, grad_norm: 12.1056 2021-03-27 02:14:12,949 - mmaction - INFO - Epoch [50][520/1320] lr: 2.000e-05, eta: 0:10:23, time: 0.755, data_time: 0.000, memory: 11010, top1_acc: 0.6727, top5_acc: 0.8574, loss_cls: 1.2658, loss: 1.2658, grad_norm: 12.4026 2021-03-27 02:14:28,369 - mmaction - INFO - Epoch [50][540/1320] lr: 2.000e-05, eta: 0:10:07, time: 0.770, data_time: 0.001, memory: 11010, top1_acc: 0.6684, top5_acc: 0.8652, loss_cls: 1.2692, loss: 1.2692, grad_norm: 12.2074 2021-03-27 02:14:43,534 - mmaction - INFO - Epoch [50][560/1320] lr: 2.000e-05, eta: 0:09:52, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6750, top5_acc: 0.8652, loss_cls: 1.2669, loss: 1.2669, grad_norm: 12.0550 2021-03-27 02:14:58,652 - mmaction - INFO - Epoch [50][580/1320] lr: 2.000e-05, eta: 0:09:36, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6621, top5_acc: 0.8645, loss_cls: 1.2877, loss: 1.2877, grad_norm: 12.2994 2021-03-27 02:15:13,923 - mmaction - INFO - Epoch [50][600/1320] lr: 2.000e-05, eta: 0:09:21, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6617, top5_acc: 0.8586, loss_cls: 1.3225, loss: 1.3225, grad_norm: 12.2787 2021-03-27 02:15:29,057 - mmaction - INFO - Epoch [50][620/1320] lr: 2.000e-05, eta: 0:09:05, time: 0.756, data_time: 0.001, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2184, loss: 1.2184, grad_norm: 11.8838 2021-03-27 02:15:44,339 - mmaction - INFO - Epoch [50][640/1320] lr: 2.000e-05, eta: 0:08:49, time: 0.764, data_time: 0.003, memory: 11010, top1_acc: 0.6562, top5_acc: 0.8691, loss_cls: 1.2903, loss: 1.2903, grad_norm: 12.2371 2021-03-27 02:15:59,551 - mmaction - INFO - Epoch [50][660/1320] lr: 2.000e-05, eta: 0:08:34, time: 0.761, data_time: 0.003, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8664, loss_cls: 1.2739, loss: 1.2739, grad_norm: 12.2059 2021-03-27 02:16:14,752 - mmaction - INFO - Epoch [50][680/1320] lr: 2.000e-05, eta: 0:08:18, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6598, top5_acc: 0.8656, loss_cls: 1.2979, loss: 1.2979, grad_norm: 12.1356 2021-03-27 02:16:29,964 - mmaction - INFO - Epoch [50][700/1320] lr: 2.000e-05, eta: 0:08:03, time: 0.760, data_time: 0.006, memory: 11010, top1_acc: 0.6762, top5_acc: 0.8672, loss_cls: 1.2583, loss: 1.2583, grad_norm: 12.0189 2021-03-27 02:16:45,081 - mmaction - INFO - Epoch [50][720/1320] lr: 2.000e-05, eta: 0:07:47, time: 0.756, data_time: 0.003, memory: 11010, top1_acc: 0.6687, top5_acc: 0.8801, loss_cls: 1.2547, loss: 1.2547, grad_norm: 12.2538 2021-03-27 02:17:00,511 - mmaction - INFO - Epoch [50][740/1320] lr: 2.000e-05, eta: 0:07:31, time: 0.772, data_time: 0.002, memory: 11010, top1_acc: 0.6840, top5_acc: 0.8688, loss_cls: 1.2392, loss: 1.2392, grad_norm: 12.1454 2021-03-27 02:17:15,573 - mmaction - INFO - Epoch [50][760/1320] lr: 2.000e-05, eta: 0:07:16, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8688, loss_cls: 1.2524, loss: 1.2524, grad_norm: 12.2846 2021-03-27 02:17:30,740 - mmaction - INFO - Epoch [50][780/1320] lr: 2.000e-05, eta: 0:07:00, time: 0.757, data_time: 0.001, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8672, loss_cls: 1.2882, loss: 1.2882, grad_norm: 12.2424 2021-03-27 02:17:45,951 - mmaction - INFO - Epoch [50][800/1320] lr: 2.000e-05, eta: 0:06:45, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6551, top5_acc: 0.8746, loss_cls: 1.3043, loss: 1.3043, grad_norm: 12.5684 2021-03-27 02:18:01,146 - mmaction - INFO - Epoch [50][820/1320] lr: 2.000e-05, eta: 0:06:29, time: 0.759, data_time: 0.000, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8688, loss_cls: 1.2345, loss: 1.2345, grad_norm: 11.8768 2021-03-27 02:18:16,425 - mmaction - INFO - Epoch [50][840/1320] lr: 2.000e-05, eta: 0:06:14, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8668, loss_cls: 1.2832, loss: 1.2832, grad_norm: 12.1046 2021-03-27 02:18:31,709 - mmaction - INFO - Epoch [50][860/1320] lr: 2.000e-05, eta: 0:05:58, time: 0.765, data_time: 0.002, memory: 11010, top1_acc: 0.6703, top5_acc: 0.8785, loss_cls: 1.2459, loss: 1.2459, grad_norm: 12.2990 2021-03-27 02:18:47,024 - mmaction - INFO - Epoch [50][880/1320] lr: 2.000e-05, eta: 0:05:42, time: 0.765, data_time: 0.001, memory: 11010, top1_acc: 0.6727, top5_acc: 0.8801, loss_cls: 1.2446, loss: 1.2446, grad_norm: 12.3103 2021-03-27 02:19:02,167 - mmaction - INFO - Epoch [50][900/1320] lr: 2.000e-05, eta: 0:05:27, time: 0.758, data_time: 0.002, memory: 11010, top1_acc: 0.6609, top5_acc: 0.8762, loss_cls: 1.2545, loss: 1.2545, grad_norm: 12.1909 2021-03-27 02:19:17,467 - mmaction - INFO - Epoch [50][920/1320] lr: 2.000e-05, eta: 0:05:11, time: 0.764, data_time: 0.001, memory: 11010, top1_acc: 0.6629, top5_acc: 0.8699, loss_cls: 1.2711, loss: 1.2711, grad_norm: 12.2568 2021-03-27 02:19:32,766 - mmaction - INFO - Epoch [50][940/1320] lr: 2.000e-05, eta: 0:04:56, time: 0.766, data_time: 0.003, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8559, loss_cls: 1.3283, loss: 1.3283, grad_norm: 12.2683 2021-03-27 02:19:47,829 - mmaction - INFO - Epoch [50][960/1320] lr: 2.000e-05, eta: 0:04:40, time: 0.753, data_time: 0.001, memory: 11010, top1_acc: 0.6590, top5_acc: 0.8605, loss_cls: 1.3193, loss: 1.3193, grad_norm: 12.4479 2021-03-27 02:20:03,096 - mmaction - INFO - Epoch [50][980/1320] lr: 2.000e-05, eta: 0:04:24, time: 0.762, data_time: 0.001, memory: 11010, top1_acc: 0.6645, top5_acc: 0.8746, loss_cls: 1.2411, loss: 1.2411, grad_norm: 12.3380 2021-03-27 02:20:18,250 - mmaction - INFO - Epoch [50][1000/1320] lr: 2.000e-05, eta: 0:04:09, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6469, top5_acc: 0.8570, loss_cls: 1.3557, loss: 1.3557, grad_norm: 12.6553 2021-03-27 02:20:33,468 - mmaction - INFO - Epoch [50][1020/1320] lr: 2.000e-05, eta: 0:03:53, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6453, top5_acc: 0.8625, loss_cls: 1.3212, loss: 1.3212, grad_norm: 12.4884 2021-03-27 02:20:48,640 - mmaction - INFO - Epoch [50][1040/1320] lr: 2.000e-05, eta: 0:03:38, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8676, loss_cls: 1.2731, loss: 1.2731, grad_norm: 11.8838 2021-03-27 02:21:03,764 - mmaction - INFO - Epoch [50][1060/1320] lr: 2.000e-05, eta: 0:03:22, time: 0.755, data_time: 0.001, memory: 11010, top1_acc: 0.6543, top5_acc: 0.8637, loss_cls: 1.2870, loss: 1.2870, grad_norm: 12.2760 2021-03-27 02:21:18,889 - mmaction - INFO - Epoch [50][1080/1320] lr: 2.000e-05, eta: 0:03:06, time: 0.757, data_time: 0.002, memory: 11010, top1_acc: 0.6648, top5_acc: 0.8637, loss_cls: 1.2839, loss: 1.2839, grad_norm: 12.4042 2021-03-27 02:21:34,165 - mmaction - INFO - Epoch [50][1100/1320] lr: 2.000e-05, eta: 0:02:51, time: 0.763, data_time: 0.001, memory: 11010, top1_acc: 0.6785, top5_acc: 0.8664, loss_cls: 1.1959, loss: 1.1959, grad_norm: 11.9047 2021-03-27 02:21:49,417 - mmaction - INFO - Epoch [50][1120/1320] lr: 2.000e-05, eta: 0:02:35, time: 0.763, data_time: 0.002, memory: 11010, top1_acc: 0.6535, top5_acc: 0.8621, loss_cls: 1.3128, loss: 1.3128, grad_norm: 12.5207 2021-03-27 02:22:04,571 - mmaction - INFO - Epoch [50][1140/1320] lr: 2.000e-05, eta: 0:02:20, time: 0.758, data_time: 0.001, memory: 11010, top1_acc: 0.6566, top5_acc: 0.8715, loss_cls: 1.2951, loss: 1.2951, grad_norm: 12.3514 2021-03-27 02:22:19,803 - mmaction - INFO - Epoch [50][1160/1320] lr: 2.000e-05, eta: 0:02:04, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6758, top5_acc: 0.8785, loss_cls: 1.2125, loss: 1.2125, grad_norm: 12.2381 2021-03-27 02:22:35,062 - mmaction - INFO - Epoch [50][1180/1320] lr: 2.000e-05, eta: 0:01:49, time: 0.762, data_time: 0.002, memory: 11010, top1_acc: 0.6613, top5_acc: 0.8703, loss_cls: 1.2728, loss: 1.2728, grad_norm: 12.4208 2021-03-27 02:22:50,255 - mmaction - INFO - Epoch [50][1200/1320] lr: 2.000e-05, eta: 0:01:33, time: 0.761, data_time: 0.002, memory: 11010, top1_acc: 0.6695, top5_acc: 0.8777, loss_cls: 1.2387, loss: 1.2387, grad_norm: 12.2328 2021-03-27 02:23:05,420 - mmaction - INFO - Epoch [50][1220/1320] lr: 2.000e-05, eta: 0:01:17, time: 0.757, data_time: 0.000, memory: 11010, top1_acc: 0.6559, top5_acc: 0.8672, loss_cls: 1.2938, loss: 1.2938, grad_norm: 12.2907 2021-03-27 02:23:20,500 - mmaction - INFO - Epoch [50][1240/1320] lr: 2.000e-05, eta: 0:01:02, time: 0.754, data_time: 0.003, memory: 11010, top1_acc: 0.6871, top5_acc: 0.8758, loss_cls: 1.2071, loss: 1.2071, grad_norm: 11.9722 2021-03-27 02:23:35,757 - mmaction - INFO - Epoch [50][1260/1320] lr: 2.000e-05, eta: 0:00:46, time: 0.762, data_time: 0.003, memory: 11010, top1_acc: 0.6719, top5_acc: 0.8730, loss_cls: 1.2495, loss: 1.2495, grad_norm: 12.3901 2021-03-27 02:23:50,930 - mmaction - INFO - Epoch [50][1280/1320] lr: 2.000e-05, eta: 0:00:31, time: 0.759, data_time: 0.002, memory: 11010, top1_acc: 0.6652, top5_acc: 0.8707, loss_cls: 1.2688, loss: 1.2688, grad_norm: 12.1817 2021-03-27 02:24:06,157 - mmaction - INFO - Epoch [50][1300/1320] lr: 2.000e-05, eta: 0:00:15, time: 0.761, data_time: 0.001, memory: 11010, top1_acc: 0.6672, top5_acc: 0.8707, loss_cls: 1.2716, loss: 1.2716, grad_norm: 12.6291 2021-03-27 02:24:21,084 - mmaction - INFO - Epoch [50][1320/1320] lr: 2.000e-05, eta: 0:00:00, time: 0.746, data_time: 0.001, memory: 11010, top1_acc: 0.6734, top5_acc: 0.8706, loss_cls: 1.2519, loss: 1.2519, grad_norm: 12.4221 2021-03-27 02:24:22,143 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-27 02:26:00,369 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-27 02:26:00,723 - mmaction - INFO - top1_acc 0.4508 top5_acc 0.7337 2021-03-27 02:26:00,723 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-27 02:26:00,745 - mmaction - INFO - mean_acc 0.3782 2021-03-27 02:26:00,753 - mmaction - INFO - Epoch(val) [50][1320] top1_acc: 0.4508, top5_acc: 0.7337, mean_class_accuracy: 0.3782