2021-04-26 01:24:24,529 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.0 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.12.0+5cd9a19 ------------------------------------------------------------ 2021-04-26 01:24:24,532 - mmaction - INFO - Distributed training: True 2021-04-26 01:24:24,532 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/models/tsm_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/recognition/tsm/tsm_r50_video_1x1x8_50e_diving_rgb.py _base_ = [ '../../_base_/models/tsm_r50.py', '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict(cls_head=dict(num_classes=48)) # dataset settings dataset_type = 'VideoDataset' data_root = 'data/diving/videos' data_root_val = 'data/diving/videos' ann_file_train = 'data/diving/diving_train_video_anno.txt' ann_file_val = 'data/diving/diving_val_video_anno.txt' ann_file_test = 'data/diving/diving_val_video_anno.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], ) # optimizer optimizer = dict( lr=0.01, # this lr is used for 8 gpus ) # runtime settings checkpoint_config = dict(interval=1) work_dir = './work_dirs/tsm_r50_video_2d_1x1x8_50e_diving_rgb/' 2021-04-26 01:24:29,312 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-04-26 01:24:31,065 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-218, work_dir: /mnt/lustre/linjintao/try/mmaction2_trt/work_dirs/tsm_r50_video_2d_1x1x8_50e_diving_rgb 2021-04-26 01:24:31,065 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-04-26 01:27:18,300 - mmaction - INFO - Epoch [1][20/235] lr: 1.000e-02, eta: 1 day, 3:09:48, time: 8.337, data_time: 7.507, memory: 7064, top1_acc: 0.0539, top5_acc: 0.2383, loss_cls: 4.2566, loss: 4.2566, grad_norm: 5.8540 2021-04-26 01:27:29,187 - mmaction - INFO - Epoch [1][40/235] lr: 1.000e-02, eta: 14:26:53, time: 0.547, data_time: 0.003, memory: 7064, top1_acc: 0.0844, top5_acc: 0.2883, loss_cls: 4.0611, loss: 4.0611, grad_norm: 5.5758 2021-04-26 01:27:40,151 - mmaction - INFO - Epoch [1][60/235] lr: 1.000e-02, eta: 10:12:29, time: 0.548, data_time: 0.003, memory: 7064, top1_acc: 0.1336, top5_acc: 0.4078, loss_cls: 3.3554, loss: 3.3554, grad_norm: 4.6821 2021-04-26 01:27:51,106 - mmaction - INFO - Epoch [1][80/235] lr: 1.000e-02, eta: 8:05:15, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.1477, top5_acc: 0.4461, loss_cls: 3.2003, loss: 3.2003, grad_norm: 4.5547 2021-04-26 01:28:02,127 - mmaction - INFO - Epoch [1][100/235] lr: 1.000e-02, eta: 6:48:52, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.1719, top5_acc: 0.5320, loss_cls: 3.0392, loss: 3.0392, grad_norm: 4.6923 2021-04-26 01:28:13,125 - mmaction - INFO - Epoch [1][120/235] lr: 1.000e-02, eta: 5:57:57, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.2180, top5_acc: 0.5797, loss_cls: 2.8596, loss: 2.8596, grad_norm: 4.9867 2021-04-26 01:28:24,171 - mmaction - INFO - Epoch [1][140/235] lr: 1.000e-02, eta: 5:21:32, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.2195, top5_acc: 0.6016, loss_cls: 2.7638, loss: 2.7638, grad_norm: 4.9258 2021-04-26 01:28:35,187 - mmaction - INFO - Epoch [1][160/235] lr: 1.000e-02, eta: 4:54:10, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.2367, top5_acc: 0.5961, loss_cls: 2.7610, loss: 2.7610, grad_norm: 5.2757 2021-04-26 01:28:46,230 - mmaction - INFO - Epoch [1][180/235] lr: 1.000e-02, eta: 4:32:51, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.2492, top5_acc: 0.6383, loss_cls: 2.6242, loss: 2.6242, grad_norm: 5.1816 2021-04-26 01:28:57,278 - mmaction - INFO - Epoch [1][200/235] lr: 1.000e-02, eta: 4:15:47, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.2820, top5_acc: 0.6867, loss_cls: 2.4694, loss: 2.4694, grad_norm: 5.3810 2021-04-26 01:29:08,385 - mmaction - INFO - Epoch [1][220/235] lr: 1.000e-02, eta: 4:01:49, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.2789, top5_acc: 0.6906, loss_cls: 2.5031, loss: 2.5031, grad_norm: 5.7525 2021-04-26 01:29:22,826 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-26 01:31:23,800 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:31:23,809 - mmaction - INFO - top1_acc 0.2772 top5_acc 0.6670 2021-04-26 01:31:23,809 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:31:23,841 - mmaction - INFO - mean_acc 0.1449 2021-04-26 01:31:24,274 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-04-26 01:31:24,275 - mmaction - INFO - Best top1_acc is 0.2772 at 1 epoch. 2021-04-26 01:31:24,276 - mmaction - INFO - Epoch(val) [1][235] top1_acc: 0.2772, top5_acc: 0.6670, mean_class_accuracy: 0.1449 2021-04-26 01:32:59,822 - mmaction - INFO - Epoch [2][20/235] lr: 1.000e-02, eta: 4:39:43, time: 4.774, data_time: 4.083, memory: 7064, top1_acc: 0.3359, top5_acc: 0.7156, loss_cls: 2.3069, loss: 2.3069, grad_norm: 5.2984 2021-04-26 01:33:10,823 - mmaction - INFO - Epoch [2][40/235] lr: 1.000e-02, eta: 4:26:37, time: 0.553, data_time: 0.008, memory: 7064, top1_acc: 0.3297, top5_acc: 0.7445, loss_cls: 2.2627, loss: 2.2627, grad_norm: 5.4446 2021-04-26 01:33:21,822 - mmaction - INFO - Epoch [2][60/235] lr: 1.000e-02, eta: 4:15:13, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.3594, top5_acc: 0.7562, loss_cls: 2.1483, loss: 2.1483, grad_norm: 5.5307 2021-04-26 01:33:32,809 - mmaction - INFO - Epoch [2][80/235] lr: 1.000e-02, eta: 4:05:15, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.3352, top5_acc: 0.7516, loss_cls: 2.2539, loss: 2.2539, grad_norm: 6.4263 2021-04-26 01:33:43,847 - mmaction - INFO - Epoch [2][100/235] lr: 1.000e-02, eta: 3:56:28, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.3805, top5_acc: 0.7648, loss_cls: 2.0869, loss: 2.0869, grad_norm: 5.7722 2021-04-26 01:33:54,852 - mmaction - INFO - Epoch [2][120/235] lr: 1.000e-02, eta: 3:48:39, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.3812, top5_acc: 0.7531, loss_cls: 2.1761, loss: 2.1761, grad_norm: 5.8892 2021-04-26 01:34:05,922 - mmaction - INFO - Epoch [2][140/235] lr: 1.000e-02, eta: 3:41:39, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.4062, top5_acc: 0.7750, loss_cls: 2.0238, loss: 2.0238, grad_norm: 5.7599 2021-04-26 01:34:16,947 - mmaction - INFO - Epoch [2][160/235] lr: 1.000e-02, eta: 3:35:21, time: 0.553, data_time: 0.003, memory: 7064, top1_acc: 0.4000, top5_acc: 0.7945, loss_cls: 2.0273, loss: 2.0273, grad_norm: 5.7561 2021-04-26 01:34:28,060 - mmaction - INFO - Epoch [2][180/235] lr: 1.000e-02, eta: 3:29:40, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.4281, top5_acc: 0.8086, loss_cls: 1.9232, loss: 1.9232, grad_norm: 5.7756 2021-04-26 01:34:39,215 - mmaction - INFO - Epoch [2][200/235] lr: 1.000e-02, eta: 3:24:31, time: 0.559, data_time: 0.003, memory: 7064, top1_acc: 0.4195, top5_acc: 0.7859, loss_cls: 1.9818, loss: 1.9818, grad_norm: 5.8820 2021-04-26 01:34:50,473 - mmaction - INFO - Epoch [2][220/235] lr: 1.000e-02, eta: 3:19:50, time: 0.562, data_time: 0.003, memory: 7064, top1_acc: 0.4328, top5_acc: 0.8023, loss_cls: 1.9337, loss: 1.9337, grad_norm: 6.2439 2021-04-26 01:35:00,325 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-26 01:36:31,233 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:36:31,241 - mmaction - INFO - top1_acc 0.3690 top5_acc 0.7386 2021-04-26 01:36:31,242 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:36:31,244 - mmaction - INFO - mean_acc 0.2310 2021-04-26 01:36:33,435 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-04-26 01:36:33,435 - mmaction - INFO - Best top1_acc is 0.3690 at 2 epoch. 2021-04-26 01:36:33,436 - mmaction - INFO - Epoch(val) [2][235] top1_acc: 0.3690, top5_acc: 0.7386, mean_class_accuracy: 0.2310 2021-04-26 01:38:10,382 - mmaction - INFO - Epoch [3][20/235] lr: 1.000e-02, eta: 3:42:06, time: 4.846, data_time: 4.229, memory: 7064, top1_acc: 0.4422, top5_acc: 0.8266, loss_cls: 1.8411, loss: 1.8411, grad_norm: 5.8481 2021-04-26 01:38:21,365 - mmaction - INFO - Epoch [3][40/235] lr: 1.000e-02, eta: 3:37:03, time: 0.550, data_time: 0.005, memory: 7064, top1_acc: 0.4578, top5_acc: 0.8336, loss_cls: 1.8237, loss: 1.8237, grad_norm: 5.8108 2021-04-26 01:38:32,391 - mmaction - INFO - Epoch [3][60/235] lr: 1.000e-02, eta: 3:32:22, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.4891, top5_acc: 0.8313, loss_cls: 1.7719, loss: 1.7719, grad_norm: 5.9841 2021-04-26 01:38:43,378 - mmaction - INFO - Epoch [3][80/235] lr: 1.000e-02, eta: 3:28:01, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.5156, top5_acc: 0.8562, loss_cls: 1.6356, loss: 1.6356, grad_norm: 5.6664 2021-04-26 01:38:54,401 - mmaction - INFO - Epoch [3][100/235] lr: 1.000e-02, eta: 3:23:58, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.4656, top5_acc: 0.8148, loss_cls: 1.8022, loss: 1.8022, grad_norm: 6.2742 2021-04-26 01:39:05,420 - mmaction - INFO - Epoch [3][120/235] lr: 1.000e-02, eta: 3:20:11, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.4945, top5_acc: 0.8484, loss_cls: 1.6722, loss: 1.6722, grad_norm: 5.5571 2021-04-26 01:39:16,464 - mmaction - INFO - Epoch [3][140/235] lr: 1.000e-02, eta: 3:16:37, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.4883, top5_acc: 0.8500, loss_cls: 1.6796, loss: 1.6796, grad_norm: 6.0344 2021-04-26 01:39:27,502 - mmaction - INFO - Epoch [3][160/235] lr: 1.000e-02, eta: 3:13:17, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.5164, top5_acc: 0.8602, loss_cls: 1.6138, loss: 1.6138, grad_norm: 6.1585 2021-04-26 01:39:38,589 - mmaction - INFO - Epoch [3][180/235] lr: 1.000e-02, eta: 3:10:10, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.5062, top5_acc: 0.8477, loss_cls: 1.6766, loss: 1.6766, grad_norm: 5.9026 2021-04-26 01:39:49,751 - mmaction - INFO - Epoch [3][200/235] lr: 1.000e-02, eta: 3:07:13, time: 0.557, data_time: 0.003, memory: 7064, top1_acc: 0.5125, top5_acc: 0.8633, loss_cls: 1.6032, loss: 1.6032, grad_norm: 5.7083 2021-04-26 01:40:00,969 - mmaction - INFO - Epoch [3][220/235] lr: 1.000e-02, eta: 3:04:28, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.5437, top5_acc: 0.8648, loss_cls: 1.5476, loss: 1.5476, grad_norm: 5.7777 2021-04-26 01:40:14,476 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-26 01:42:26,092 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:42:26,132 - mmaction - INFO - top1_acc 0.4269 top5_acc 0.8157 2021-04-26 01:42:26,132 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:42:26,158 - mmaction - INFO - mean_acc 0.2707 2021-04-26 01:42:26,750 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-04-26 01:42:26,750 - mmaction - INFO - Best top1_acc is 0.4269 at 3 epoch. 2021-04-26 01:42:26,751 - mmaction - INFO - Epoch(val) [3][235] top1_acc: 0.4269, top5_acc: 0.8157, mean_class_accuracy: 0.2707 2021-04-26 01:44:03,536 - mmaction - INFO - Epoch [4][20/235] lr: 1.000e-02, eta: 3:19:31, time: 4.836, data_time: 4.216, memory: 7064, top1_acc: 0.5570, top5_acc: 0.8867, loss_cls: 1.4899, loss: 1.4899, grad_norm: 5.9619 2021-04-26 01:44:14,512 - mmaction - INFO - Epoch [4][40/235] lr: 1.000e-02, eta: 3:16:32, time: 0.552, data_time: 0.006, memory: 7064, top1_acc: 0.5445, top5_acc: 0.8836, loss_cls: 1.5177, loss: 1.5177, grad_norm: 5.9245 2021-04-26 01:44:25,527 - mmaction - INFO - Epoch [4][60/235] lr: 1.000e-02, eta: 3:13:40, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.5594, top5_acc: 0.8656, loss_cls: 1.4981, loss: 1.4981, grad_norm: 5.9012 2021-04-26 01:44:36,507 - mmaction - INFO - Epoch [4][80/235] lr: 1.000e-02, eta: 3:10:57, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.5711, top5_acc: 0.8734, loss_cls: 1.4493, loss: 1.4493, grad_norm: 5.9162 2021-04-26 01:44:47,566 - mmaction - INFO - Epoch [4][100/235] lr: 1.000e-02, eta: 3:08:23, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.6023, top5_acc: 0.9023, loss_cls: 1.3018, loss: 1.3018, grad_norm: 5.5358 2021-04-26 01:44:58,500 - mmaction - INFO - Epoch [4][120/235] lr: 1.000e-02, eta: 3:05:53, time: 0.547, data_time: 0.000, memory: 7064, top1_acc: 0.5961, top5_acc: 0.8984, loss_cls: 1.3489, loss: 1.3489, grad_norm: 5.4804 2021-04-26 01:45:09,584 - mmaction - INFO - Epoch [4][140/235] lr: 1.000e-02, eta: 3:03:32, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.5586, top5_acc: 0.8922, loss_cls: 1.4295, loss: 1.4295, grad_norm: 6.0396 2021-04-26 01:45:20,930 - mmaction - INFO - Epoch [4][160/235] lr: 1.000e-02, eta: 3:01:21, time: 0.570, data_time: 0.004, memory: 7064, top1_acc: 0.5727, top5_acc: 0.8828, loss_cls: 1.4540, loss: 1.4540, grad_norm: 6.2293 2021-04-26 01:45:32,026 - mmaction - INFO - Epoch [4][180/235] lr: 1.000e-02, eta: 2:59:11, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.5742, top5_acc: 0.8742, loss_cls: 1.4188, loss: 1.4188, grad_norm: 5.7203 2021-04-26 01:45:43,179 - mmaction - INFO - Epoch [4][200/235] lr: 1.000e-02, eta: 2:57:08, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.5844, top5_acc: 0.8992, loss_cls: 1.3569, loss: 1.3569, grad_norm: 5.5002 2021-04-26 01:45:54,301 - mmaction - INFO - Epoch [4][220/235] lr: 1.000e-02, eta: 2:55:09, time: 0.555, data_time: 0.003, memory: 7064, top1_acc: 0.5891, top5_acc: 0.9156, loss_cls: 1.3320, loss: 1.3320, grad_norm: 5.6447 2021-04-26 01:46:06,037 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-26 01:47:48,834 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:47:48,843 - mmaction - INFO - top1_acc 0.4396 top5_acc 0.8137 2021-04-26 01:47:48,843 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:47:48,845 - mmaction - INFO - mean_acc 0.2863 2021-04-26 01:47:49,296 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-04-26 01:47:49,296 - mmaction - INFO - Best top1_acc is 0.4396 at 4 epoch. 2021-04-26 01:47:49,297 - mmaction - INFO - Epoch(val) [4][235] top1_acc: 0.4396, top5_acc: 0.8137, mean_class_accuracy: 0.2863 2021-04-26 01:49:20,584 - mmaction - INFO - Epoch [5][20/235] lr: 1.000e-02, eta: 3:05:19, time: 4.563, data_time: 3.996, memory: 7064, top1_acc: 0.5922, top5_acc: 0.8977, loss_cls: 1.3458, loss: 1.3458, grad_norm: 5.7597 2021-04-26 01:49:31,573 - mmaction - INFO - Epoch [5][40/235] lr: 1.000e-02, eta: 3:03:13, time: 0.549, data_time: 0.005, memory: 7064, top1_acc: 0.6062, top5_acc: 0.9031, loss_cls: 1.2778, loss: 1.2778, grad_norm: 5.5776 2021-04-26 01:49:42,557 - mmaction - INFO - Epoch [5][60/235] lr: 1.000e-02, eta: 3:01:11, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.6039, top5_acc: 0.9086, loss_cls: 1.2984, loss: 1.2984, grad_norm: 5.7825 2021-04-26 01:49:53,567 - mmaction - INFO - Epoch [5][80/235] lr: 1.000e-02, eta: 2:59:14, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.6094, top5_acc: 0.8969, loss_cls: 1.2971, loss: 1.2971, grad_norm: 5.6088 2021-04-26 01:50:04,566 - mmaction - INFO - Epoch [5][100/235] lr: 1.000e-02, eta: 2:57:21, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.6086, top5_acc: 0.9016, loss_cls: 1.3125, loss: 1.3125, grad_norm: 5.8130 2021-04-26 01:50:15,612 - mmaction - INFO - Epoch [5][120/235] lr: 1.000e-02, eta: 2:55:32, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.6039, top5_acc: 0.9062, loss_cls: 1.3065, loss: 1.3065, grad_norm: 6.0156 2021-04-26 01:50:26,637 - mmaction - INFO - Epoch [5][140/235] lr: 1.000e-02, eta: 2:53:46, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.5891, top5_acc: 0.9125, loss_cls: 1.3194, loss: 1.3194, grad_norm: 5.8546 2021-04-26 01:50:37,712 - mmaction - INFO - Epoch [5][160/235] lr: 1.000e-02, eta: 2:52:05, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.6086, top5_acc: 0.9172, loss_cls: 1.3194, loss: 1.3194, grad_norm: 5.4816 2021-04-26 01:50:48,845 - mmaction - INFO - Epoch [5][180/235] lr: 1.000e-02, eta: 2:50:27, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6211, top5_acc: 0.9117, loss_cls: 1.2557, loss: 1.2557, grad_norm: 5.5216 2021-04-26 01:51:00,036 - mmaction - INFO - Epoch [5][200/235] lr: 1.000e-02, eta: 2:48:53, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6547, top5_acc: 0.9234, loss_cls: 1.1555, loss: 1.1555, grad_norm: 5.3137 2021-04-26 01:51:11,159 - mmaction - INFO - Epoch [5][220/235] lr: 1.000e-02, eta: 2:47:21, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.6516, top5_acc: 0.9203, loss_cls: 1.1506, loss: 1.1506, grad_norm: 5.6348 2021-04-26 01:51:20,608 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-26 01:52:43,302 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:52:43,310 - mmaction - INFO - top1_acc 0.5117 top5_acc 0.8822 2021-04-26 01:52:43,310 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:52:43,312 - mmaction - INFO - mean_acc 0.4343 2021-04-26 01:52:44,183 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-04-26 01:52:44,184 - mmaction - INFO - Best top1_acc is 0.5117 at 5 epoch. 2021-04-26 01:52:44,185 - mmaction - INFO - Epoch(val) [5][235] top1_acc: 0.5117, top5_acc: 0.8822, mean_class_accuracy: 0.4343 2021-04-26 01:54:08,374 - mmaction - INFO - Epoch [6][20/235] lr: 1.000e-02, eta: 2:54:14, time: 4.186, data_time: 3.595, memory: 7064, top1_acc: 0.6609, top5_acc: 0.9219, loss_cls: 1.1447, loss: 1.1447, grad_norm: 5.5036 2021-04-26 01:54:19,341 - mmaction - INFO - Epoch [6][40/235] lr: 1.000e-02, eta: 2:52:38, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.6273, top5_acc: 0.9078, loss_cls: 1.2076, loss: 1.2076, grad_norm: 5.5878 2021-04-26 01:54:30,283 - mmaction - INFO - Epoch [6][60/235] lr: 1.000e-02, eta: 2:51:03, time: 0.546, data_time: 0.001, memory: 7064, top1_acc: 0.6164, top5_acc: 0.9102, loss_cls: 1.2438, loss: 1.2438, grad_norm: 5.7467 2021-04-26 01:54:41,251 - mmaction - INFO - Epoch [6][80/235] lr: 1.000e-02, eta: 2:49:33, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.6461, top5_acc: 0.9328, loss_cls: 1.1255, loss: 1.1255, grad_norm: 5.5620 2021-04-26 01:54:52,276 - mmaction - INFO - Epoch [6][100/235] lr: 1.000e-02, eta: 2:48:04, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.6695, top5_acc: 0.9359, loss_cls: 1.0849, loss: 1.0849, grad_norm: 5.3255 2021-04-26 01:55:03,292 - mmaction - INFO - Epoch [6][120/235] lr: 1.000e-02, eta: 2:46:39, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.6383, top5_acc: 0.9187, loss_cls: 1.1789, loss: 1.1789, grad_norm: 5.7027 2021-04-26 01:55:14,350 - mmaction - INFO - Epoch [6][140/235] lr: 1.000e-02, eta: 2:45:15, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.6672, top5_acc: 0.9266, loss_cls: 1.1211, loss: 1.1211, grad_norm: 5.1644 2021-04-26 01:55:25,435 - mmaction - INFO - Epoch [6][160/235] lr: 1.000e-02, eta: 2:43:55, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.6570, top5_acc: 0.9211, loss_cls: 1.1397, loss: 1.1397, grad_norm: 5.2474 2021-04-26 01:55:36,616 - mmaction - INFO - Epoch [6][180/235] lr: 1.000e-02, eta: 2:42:37, time: 0.558, data_time: 0.003, memory: 7064, top1_acc: 0.6516, top5_acc: 0.9234, loss_cls: 1.1389, loss: 1.1389, grad_norm: 5.4010 2021-04-26 01:55:47,714 - mmaction - INFO - Epoch [6][200/235] lr: 1.000e-02, eta: 2:41:20, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.6953, top5_acc: 0.9383, loss_cls: 1.0309, loss: 1.0309, grad_norm: 5.0687 2021-04-26 01:55:58,872 - mmaction - INFO - Epoch [6][220/235] lr: 1.000e-02, eta: 2:40:06, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.6617, top5_acc: 0.9187, loss_cls: 1.1175, loss: 1.1175, grad_norm: 5.5310 2021-04-26 01:56:10,641 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-26 01:57:32,699 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:57:32,708 - mmaction - INFO - top1_acc 0.4848 top5_acc 0.8893 2021-04-26 01:57:32,708 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:57:32,710 - mmaction - INFO - mean_acc 0.3489 2021-04-26 01:57:32,711 - mmaction - INFO - Epoch(val) [6][235] top1_acc: 0.4848, top5_acc: 0.8893, mean_class_accuracy: 0.3489 2021-04-26 01:59:06,239 - mmaction - INFO - Epoch [7][20/235] lr: 1.000e-02, eta: 2:46:54, time: 4.675, data_time: 4.103, memory: 7064, top1_acc: 0.6875, top5_acc: 0.9313, loss_cls: 1.0195, loss: 1.0195, grad_norm: 5.2906 2021-04-26 01:59:17,229 - mmaction - INFO - Epoch [7][40/235] lr: 1.000e-02, eta: 2:45:34, time: 0.550, data_time: 0.006, memory: 7064, top1_acc: 0.6633, top5_acc: 0.9383, loss_cls: 1.0454, loss: 1.0454, grad_norm: 5.5800 2021-04-26 01:59:28,239 - mmaction - INFO - Epoch [7][60/235] lr: 1.000e-02, eta: 2:44:17, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.6719, top5_acc: 0.9391, loss_cls: 1.0462, loss: 1.0462, grad_norm: 5.5601 2021-04-26 01:59:39,225 - mmaction - INFO - Epoch [7][80/235] lr: 1.000e-02, eta: 2:43:02, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.6875, top5_acc: 0.9281, loss_cls: 1.0248, loss: 1.0248, grad_norm: 5.2039 2021-04-26 01:59:50,248 - mmaction - INFO - Epoch [7][100/235] lr: 1.000e-02, eta: 2:41:48, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.6773, top5_acc: 0.9367, loss_cls: 1.0596, loss: 1.0596, grad_norm: 5.3283 2021-04-26 02:00:01,260 - mmaction - INFO - Epoch [7][120/235] lr: 1.000e-02, eta: 2:40:36, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.6898, top5_acc: 0.9383, loss_cls: 0.9815, loss: 0.9815, grad_norm: 4.9428 2021-04-26 02:00:12,337 - mmaction - INFO - Epoch [7][140/235] lr: 1.000e-02, eta: 2:39:26, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.6914, top5_acc: 0.9313, loss_cls: 0.9989, loss: 0.9989, grad_norm: 5.8145 2021-04-26 02:00:23,396 - mmaction - INFO - Epoch [7][160/235] lr: 1.000e-02, eta: 2:38:17, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.6891, top5_acc: 0.9320, loss_cls: 1.0435, loss: 1.0435, grad_norm: 5.3124 2021-04-26 02:00:34,520 - mmaction - INFO - Epoch [7][180/235] lr: 1.000e-02, eta: 2:37:10, time: 0.555, data_time: 0.003, memory: 7064, top1_acc: 0.6914, top5_acc: 0.9453, loss_cls: 1.0015, loss: 1.0015, grad_norm: 5.5408 2021-04-26 02:00:45,656 - mmaction - INFO - Epoch [7][200/235] lr: 1.000e-02, eta: 2:36:05, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6805, top5_acc: 0.9391, loss_cls: 1.0321, loss: 1.0321, grad_norm: 5.4992 2021-04-26 02:00:56,849 - mmaction - INFO - Epoch [7][220/235] lr: 1.000e-02, eta: 2:35:01, time: 0.558, data_time: 0.003, memory: 7064, top1_acc: 0.6609, top5_acc: 0.9375, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.7181 2021-04-26 02:01:07,486 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-26 02:02:41,789 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:02:41,797 - mmaction - INFO - top1_acc 0.5005 top5_acc 0.8563 2021-04-26 02:02:41,797 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:02:41,799 - mmaction - INFO - mean_acc 0.3563 2021-04-26 02:02:41,800 - mmaction - INFO - Epoch(val) [7][235] top1_acc: 0.5005, top5_acc: 0.8563, mean_class_accuracy: 0.3563 2021-04-26 02:04:21,673 - mmaction - INFO - Epoch [8][20/235] lr: 1.000e-02, eta: 2:41:19, time: 4.991, data_time: 4.343, memory: 7064, top1_acc: 0.7086, top5_acc: 0.9422, loss_cls: 0.9421, loss: 0.9421, grad_norm: 5.2533 2021-04-26 02:04:32,571 - mmaction - INFO - Epoch [8][40/235] lr: 1.000e-02, eta: 2:40:10, time: 0.547, data_time: 0.003, memory: 7064, top1_acc: 0.6789, top5_acc: 0.9219, loss_cls: 1.0841, loss: 1.0841, grad_norm: 5.6145 2021-04-26 02:04:43,566 - mmaction - INFO - Epoch [8][60/235] lr: 1.000e-02, eta: 2:39:03, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7008, top5_acc: 0.9367, loss_cls: 0.9775, loss: 0.9775, grad_norm: 5.1838 2021-04-26 02:04:54,546 - mmaction - INFO - Epoch [8][80/235] lr: 1.000e-02, eta: 2:37:58, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.7086, top5_acc: 0.9484, loss_cls: 0.9420, loss: 0.9420, grad_norm: 5.1227 2021-04-26 02:05:05,571 - mmaction - INFO - Epoch [8][100/235] lr: 1.000e-02, eta: 2:36:54, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9492, loss_cls: 0.8585, loss: 0.8585, grad_norm: 4.8589 2021-04-26 02:05:16,585 - mmaction - INFO - Epoch [8][120/235] lr: 1.000e-02, eta: 2:35:51, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7133, top5_acc: 0.9445, loss_cls: 1.0028, loss: 1.0028, grad_norm: 5.4042 2021-04-26 02:05:27,628 - mmaction - INFO - Epoch [8][140/235] lr: 1.000e-02, eta: 2:34:49, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.7234, top5_acc: 0.9422, loss_cls: 0.9215, loss: 0.9215, grad_norm: 5.2587 2021-04-26 02:05:38,656 - mmaction - INFO - Epoch [8][160/235] lr: 1.000e-02, eta: 2:33:48, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7203, top5_acc: 0.9594, loss_cls: 0.8925, loss: 0.8925, grad_norm: 5.2705 2021-04-26 02:05:49,736 - mmaction - INFO - Epoch [8][180/235] lr: 1.000e-02, eta: 2:32:49, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7125, top5_acc: 0.9398, loss_cls: 0.9554, loss: 0.9554, grad_norm: 5.3431 2021-04-26 02:06:00,913 - mmaction - INFO - Epoch [8][200/235] lr: 1.000e-02, eta: 2:31:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7125, top5_acc: 0.9500, loss_cls: 0.9349, loss: 0.9349, grad_norm: 5.2681 2021-04-26 02:06:12,118 - mmaction - INFO - Epoch [8][220/235] lr: 1.000e-02, eta: 2:30:55, time: 0.559, data_time: 0.003, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9578, loss_cls: 0.8533, loss: 0.8533, grad_norm: 4.9601 2021-04-26 02:06:22,905 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-26 02:08:08,565 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:08:08,574 - mmaction - INFO - top1_acc 0.4883 top5_acc 0.8599 2021-04-26 02:08:08,574 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:08:08,576 - mmaction - INFO - mean_acc 0.4179 2021-04-26 02:08:08,576 - mmaction - INFO - Epoch(val) [8][235] top1_acc: 0.4883, top5_acc: 0.8599, mean_class_accuracy: 0.4179 2021-04-26 02:09:55,592 - mmaction - INFO - Epoch [9][20/235] lr: 1.000e-02, eta: 2:36:51, time: 5.344, data_time: 4.686, memory: 7064, top1_acc: 0.7188, top5_acc: 0.9516, loss_cls: 0.9312, loss: 0.9312, grad_norm: 5.2072 2021-04-26 02:10:06,611 - mmaction - INFO - Epoch [9][40/235] lr: 1.000e-02, eta: 2:35:51, time: 0.556, data_time: 0.012, memory: 7064, top1_acc: 0.7258, top5_acc: 0.9594, loss_cls: 0.8905, loss: 0.8905, grad_norm: 5.2636 2021-04-26 02:10:17,579 - mmaction - INFO - Epoch [9][60/235] lr: 1.000e-02, eta: 2:34:51, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9594, loss_cls: 0.8846, loss: 0.8846, grad_norm: 5.1059 2021-04-26 02:10:28,583 - mmaction - INFO - Epoch [9][80/235] lr: 1.000e-02, eta: 2:33:52, time: 0.549, data_time: 0.004, memory: 7064, top1_acc: 0.6937, top5_acc: 0.9508, loss_cls: 0.9537, loss: 0.9537, grad_norm: 5.3709 2021-04-26 02:10:39,569 - mmaction - INFO - Epoch [9][100/235] lr: 1.000e-02, eta: 2:32:55, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7133, top5_acc: 0.9516, loss_cls: 0.9415, loss: 0.9415, grad_norm: 5.3481 2021-04-26 02:10:50,580 - mmaction - INFO - Epoch [9][120/235] lr: 1.000e-02, eta: 2:31:58, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.7250, top5_acc: 0.9430, loss_cls: 0.9188, loss: 0.9188, grad_norm: 5.4474 2021-04-26 02:11:01,534 - mmaction - INFO - Epoch [9][140/235] lr: 1.000e-02, eta: 2:31:02, time: 0.548, data_time: 0.001, memory: 7064, top1_acc: 0.7133, top5_acc: 0.9391, loss_cls: 0.9323, loss: 0.9323, grad_norm: 5.2920 2021-04-26 02:11:12,594 - mmaction - INFO - Epoch [9][160/235] lr: 1.000e-02, eta: 2:30:07, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.7195, top5_acc: 0.9500, loss_cls: 0.8869, loss: 0.8869, grad_norm: 5.0551 2021-04-26 02:11:23,779 - mmaction - INFO - Epoch [9][180/235] lr: 1.000e-02, eta: 2:29:14, time: 0.560, data_time: 0.003, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9516, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.2670 2021-04-26 02:11:34,848 - mmaction - INFO - Epoch [9][200/235] lr: 1.000e-02, eta: 2:28:21, time: 0.554, data_time: 0.000, memory: 7064, top1_acc: 0.7156, top5_acc: 0.9445, loss_cls: 0.9444, loss: 0.9444, grad_norm: 5.3721 2021-04-26 02:11:45,945 - mmaction - INFO - Epoch [9][220/235] lr: 1.000e-02, eta: 2:27:29, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.7180, top5_acc: 0.9633, loss_cls: 0.8570, loss: 0.8570, grad_norm: 4.9362 2021-04-26 02:11:59,194 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-26 02:14:28,495 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:14:28,504 - mmaction - INFO - top1_acc 0.4645 top5_acc 0.8761 2021-04-26 02:14:28,504 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:14:28,506 - mmaction - INFO - mean_acc 0.3819 2021-04-26 02:14:28,506 - mmaction - INFO - Epoch(val) [9][235] top1_acc: 0.4645, top5_acc: 0.8761, mean_class_accuracy: 0.3819 2021-04-26 02:16:12,737 - mmaction - INFO - Epoch [10][20/235] lr: 1.000e-02, eta: 2:32:22, time: 5.210, data_time: 4.598, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9656, loss_cls: 0.7629, loss: 0.7629, grad_norm: 4.7800 2021-04-26 02:16:23,695 - mmaction - INFO - Epoch [10][40/235] lr: 1.000e-02, eta: 2:31:27, time: 0.549, data_time: 0.005, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9625, loss_cls: 0.8140, loss: 0.8140, grad_norm: 4.9747 2021-04-26 02:16:34,670 - mmaction - INFO - Epoch [10][60/235] lr: 1.000e-02, eta: 2:30:33, time: 0.548, data_time: 0.003, memory: 7064, top1_acc: 0.7375, top5_acc: 0.9578, loss_cls: 0.8250, loss: 0.8250, grad_norm: 5.0194 2021-04-26 02:16:45,645 - mmaction - INFO - Epoch [10][80/235] lr: 1.000e-02, eta: 2:29:40, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7250, top5_acc: 0.9484, loss_cls: 0.9175, loss: 0.9175, grad_norm: 5.1654 2021-04-26 02:16:56,673 - mmaction - INFO - Epoch [10][100/235] lr: 1.000e-02, eta: 2:28:47, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9578, loss_cls: 0.8510, loss: 0.8510, grad_norm: 5.0075 2021-04-26 02:17:07,670 - mmaction - INFO - Epoch [10][120/235] lr: 1.000e-02, eta: 2:27:56, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7250, top5_acc: 0.9547, loss_cls: 0.8940, loss: 0.8940, grad_norm: 5.2321 2021-04-26 02:17:18,717 - mmaction - INFO - Epoch [10][140/235] lr: 1.000e-02, eta: 2:27:05, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.7336, top5_acc: 0.9594, loss_cls: 0.8714, loss: 0.8714, grad_norm: 5.1720 2021-04-26 02:17:29,741 - mmaction - INFO - Epoch [10][160/235] lr: 1.000e-02, eta: 2:26:15, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9531, loss_cls: 0.8285, loss: 0.8285, grad_norm: 4.9166 2021-04-26 02:17:40,900 - mmaction - INFO - Epoch [10][180/235] lr: 1.000e-02, eta: 2:25:26, time: 0.557, data_time: 0.003, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9516, loss_cls: 0.8103, loss: 0.8103, grad_norm: 4.9989 2021-04-26 02:17:52,017 - mmaction - INFO - Epoch [10][200/235] lr: 1.000e-02, eta: 2:24:38, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7086, top5_acc: 0.9437, loss_cls: 0.9500, loss: 0.9500, grad_norm: 5.3216 2021-04-26 02:18:03,188 - mmaction - INFO - Epoch [10][220/235] lr: 1.000e-02, eta: 2:23:50, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7273, top5_acc: 0.9523, loss_cls: 0.8664, loss: 0.8664, grad_norm: 4.9347 2021-04-26 02:18:14,338 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-26 02:19:53,036 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:19:53,089 - mmaction - INFO - top1_acc 0.6096 top5_acc 0.9152 2021-04-26 02:19:53,089 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:19:53,141 - mmaction - INFO - mean_acc 0.4907 2021-04-26 02:19:54,098 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-04-26 02:19:54,098 - mmaction - INFO - Best top1_acc is 0.6096 at 10 epoch. 2021-04-26 02:19:54,099 - mmaction - INFO - Epoch(val) [10][235] top1_acc: 0.6096, top5_acc: 0.9152, mean_class_accuracy: 0.4907 2021-04-26 02:21:23,232 - mmaction - INFO - Epoch [11][20/235] lr: 1.000e-02, eta: 2:27:04, time: 4.455, data_time: 3.871, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9531, loss_cls: 0.7721, loss: 0.7721, grad_norm: 4.5824 2021-04-26 02:21:34,213 - mmaction - INFO - Epoch [11][40/235] lr: 1.000e-02, eta: 2:26:14, time: 0.550, data_time: 0.004, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9609, loss_cls: 0.8411, loss: 0.8411, grad_norm: 5.2439 2021-04-26 02:21:45,190 - mmaction - INFO - Epoch [11][60/235] lr: 1.000e-02, eta: 2:25:25, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9617, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.3245 2021-04-26 02:21:56,134 - mmaction - INFO - Epoch [11][80/235] lr: 1.000e-02, eta: 2:24:37, time: 0.547, data_time: 0.000, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9469, loss_cls: 0.8449, loss: 0.8449, grad_norm: 5.0614 2021-04-26 02:22:07,163 - mmaction - INFO - Epoch [11][100/235] lr: 1.000e-02, eta: 2:23:49, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9539, loss_cls: 0.8173, loss: 0.8173, grad_norm: 4.8033 2021-04-26 02:22:18,168 - mmaction - INFO - Epoch [11][120/235] lr: 1.000e-02, eta: 2:23:03, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9641, loss_cls: 0.7869, loss: 0.7869, grad_norm: 4.8018 2021-04-26 02:22:29,227 - mmaction - INFO - Epoch [11][140/235] lr: 1.000e-02, eta: 2:22:16, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9625, loss_cls: 0.7683, loss: 0.7683, grad_norm: 4.9058 2021-04-26 02:22:40,297 - mmaction - INFO - Epoch [11][160/235] lr: 1.000e-02, eta: 2:21:31, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9586, loss_cls: 0.7885, loss: 0.7885, grad_norm: 4.9482 2021-04-26 02:22:51,399 - mmaction - INFO - Epoch [11][180/235] lr: 1.000e-02, eta: 2:20:46, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9594, loss_cls: 0.7829, loss: 0.7829, grad_norm: 4.9396 2021-04-26 02:23:02,532 - mmaction - INFO - Epoch [11][200/235] lr: 1.000e-02, eta: 2:20:02, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9578, loss_cls: 0.7905, loss: 0.7905, grad_norm: 4.9558 2021-04-26 02:23:13,715 - mmaction - INFO - Epoch [11][220/235] lr: 1.000e-02, eta: 2:19:18, time: 0.558, data_time: 0.003, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9477, loss_cls: 0.8147, loss: 0.8147, grad_norm: 5.1498 2021-04-26 02:23:23,008 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-26 02:24:52,805 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:24:52,813 - mmaction - INFO - top1_acc 0.6132 top5_acc 0.9259 2021-04-26 02:24:52,813 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:24:52,815 - mmaction - INFO - mean_acc 0.4965 2021-04-26 02:24:53,094 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-04-26 02:24:53,094 - mmaction - INFO - Best top1_acc is 0.6132 at 11 epoch. 2021-04-26 02:24:53,095 - mmaction - INFO - Epoch(val) [11][235] top1_acc: 0.6132, top5_acc: 0.9259, mean_class_accuracy: 0.4965 2021-04-26 02:26:29,949 - mmaction - INFO - Epoch [12][20/235] lr: 1.000e-02, eta: 2:22:34, time: 4.840, data_time: 4.275, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9609, loss_cls: 0.7700, loss: 0.7700, grad_norm: 5.0321 2021-04-26 02:26:40,932 - mmaction - INFO - Epoch [12][40/235] lr: 1.000e-02, eta: 2:21:49, time: 0.552, data_time: 0.006, memory: 7064, top1_acc: 0.7336, top5_acc: 0.9586, loss_cls: 0.8316, loss: 0.8316, grad_norm: 5.3225 2021-04-26 02:26:51,914 - mmaction - INFO - Epoch [12][60/235] lr: 1.000e-02, eta: 2:21:04, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9563, loss_cls: 0.8254, loss: 0.8254, grad_norm: 4.8770 2021-04-26 02:27:02,903 - mmaction - INFO - Epoch [12][80/235] lr: 1.000e-02, eta: 2:20:19, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9570, loss_cls: 0.7918, loss: 0.7918, grad_norm: 4.8934 2021-04-26 02:27:13,920 - mmaction - INFO - Epoch [12][100/235] lr: 1.000e-02, eta: 2:19:35, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9578, loss_cls: 0.8262, loss: 0.8262, grad_norm: 5.1172 2021-04-26 02:27:24,931 - mmaction - INFO - Epoch [12][120/235] lr: 1.000e-02, eta: 2:18:52, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9594, loss_cls: 0.7837, loss: 0.7837, grad_norm: 4.8471 2021-04-26 02:27:35,969 - mmaction - INFO - Epoch [12][140/235] lr: 1.000e-02, eta: 2:18:09, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9672, loss_cls: 0.7797, loss: 0.7797, grad_norm: 5.0288 2021-04-26 02:27:47,015 - mmaction - INFO - Epoch [12][160/235] lr: 1.000e-02, eta: 2:17:27, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7883, top5_acc: 0.9633, loss_cls: 0.7064, loss: 0.7064, grad_norm: 4.6085 2021-04-26 02:27:58,135 - mmaction - INFO - Epoch [12][180/235] lr: 1.000e-02, eta: 2:16:45, time: 0.555, data_time: 0.003, memory: 7064, top1_acc: 0.7898, top5_acc: 0.9594, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.9999 2021-04-26 02:28:09,235 - mmaction - INFO - Epoch [12][200/235] lr: 1.000e-02, eta: 2:16:04, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9578, loss_cls: 0.7846, loss: 0.7846, grad_norm: 4.9975 2021-04-26 02:28:20,491 - mmaction - INFO - Epoch [12][220/235] lr: 1.000e-02, eta: 2:15:23, time: 0.563, data_time: 0.003, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 0.8229, loss: 0.8229, grad_norm: 4.9564 2021-04-26 02:28:30,038 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-26 02:29:55,033 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:29:55,042 - mmaction - INFO - top1_acc 0.6193 top5_acc 0.9325 2021-04-26 02:29:55,042 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:29:55,044 - mmaction - INFO - mean_acc 0.5261 2021-04-26 02:29:55,434 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-04-26 02:29:55,434 - mmaction - INFO - Best top1_acc is 0.6193 at 12 epoch. 2021-04-26 02:29:55,435 - mmaction - INFO - Epoch(val) [12][235] top1_acc: 0.6193, top5_acc: 0.9325, mean_class_accuracy: 0.5261 2021-04-26 02:31:17,549 - mmaction - INFO - Epoch [13][20/235] lr: 1.000e-02, eta: 2:17:29, time: 4.103, data_time: 3.549, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9609, loss_cls: 0.7332, loss: 0.7332, grad_norm: 4.7399 2021-04-26 02:31:28,480 - mmaction - INFO - Epoch [13][40/235] lr: 1.000e-02, eta: 2:16:47, time: 0.549, data_time: 0.004, memory: 7064, top1_acc: 0.7875, top5_acc: 0.9602, loss_cls: 0.6984, loss: 0.6984, grad_norm: 4.6746 2021-04-26 02:31:39,471 - mmaction - INFO - Epoch [13][60/235] lr: 1.000e-02, eta: 2:16:06, time: 0.548, data_time: 0.003, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 0.7033, loss: 0.7033, grad_norm: 4.7388 2021-04-26 02:31:50,458 - mmaction - INFO - Epoch [13][80/235] lr: 1.000e-02, eta: 2:15:25, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9633, loss_cls: 0.7596, loss: 0.7596, grad_norm: 5.1862 2021-04-26 02:32:01,486 - mmaction - INFO - Epoch [13][100/235] lr: 1.000e-02, eta: 2:14:44, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9617, loss_cls: 0.7746, loss: 0.7746, grad_norm: 4.5954 2021-04-26 02:32:12,483 - mmaction - INFO - Epoch [13][120/235] lr: 1.000e-02, eta: 2:14:04, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9617, loss_cls: 0.7234, loss: 0.7234, grad_norm: 5.0320 2021-04-26 02:32:23,499 - mmaction - INFO - Epoch [13][140/235] lr: 1.000e-02, eta: 2:13:24, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9648, loss_cls: 0.7497, loss: 0.7497, grad_norm: 4.8605 2021-04-26 02:32:34,607 - mmaction - INFO - Epoch [13][160/235] lr: 1.000e-02, eta: 2:12:45, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9602, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.7868 2021-04-26 02:32:45,712 - mmaction - INFO - Epoch [13][180/235] lr: 1.000e-02, eta: 2:12:06, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9688, loss_cls: 0.7576, loss: 0.7576, grad_norm: 4.8178 2021-04-26 02:32:56,823 - mmaction - INFO - Epoch [13][200/235] lr: 1.000e-02, eta: 2:11:28, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9688, loss_cls: 0.7424, loss: 0.7424, grad_norm: 5.0472 2021-04-26 02:33:08,015 - mmaction - INFO - Epoch [13][220/235] lr: 1.000e-02, eta: 2:10:50, time: 0.559, data_time: 0.003, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9672, loss_cls: 0.7823, loss: 0.7823, grad_norm: 5.0232 2021-04-26 02:33:18,247 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-26 02:35:25,722 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:35:25,784 - mmaction - INFO - top1_acc 0.6107 top5_acc 0.9061 2021-04-26 02:35:25,784 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:35:25,810 - mmaction - INFO - mean_acc 0.5373 2021-04-26 02:35:25,810 - mmaction - INFO - Epoch(val) [13][235] top1_acc: 0.6107, top5_acc: 0.9061, mean_class_accuracy: 0.5373 2021-04-26 02:37:16,151 - mmaction - INFO - Epoch [14][20/235] lr: 1.000e-02, eta: 2:14:00, time: 5.514, data_time: 4.909, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 0.6963, loss: 0.6963, grad_norm: 4.6508 2021-04-26 02:37:27,082 - mmaction - INFO - Epoch [14][40/235] lr: 1.000e-02, eta: 2:13:21, time: 0.549, data_time: 0.005, memory: 7064, top1_acc: 0.7945, top5_acc: 0.9742, loss_cls: 0.6572, loss: 0.6572, grad_norm: 4.5780 2021-04-26 02:37:38,082 - mmaction - INFO - Epoch [14][60/235] lr: 1.000e-02, eta: 2:12:41, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9594, loss_cls: 0.7226, loss: 0.7226, grad_norm: 4.6419 2021-04-26 02:37:49,042 - mmaction - INFO - Epoch [14][80/235] lr: 1.000e-02, eta: 2:12:03, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7953, top5_acc: 0.9656, loss_cls: 0.6782, loss: 0.6782, grad_norm: 4.8334 2021-04-26 02:38:00,051 - mmaction - INFO - Epoch [14][100/235] lr: 1.000e-02, eta: 2:11:24, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8016, top5_acc: 0.9719, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.3854 2021-04-26 02:38:11,027 - mmaction - INFO - Epoch [14][120/235] lr: 1.000e-02, eta: 2:10:46, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9773, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.8156 2021-04-26 02:38:22,082 - mmaction - INFO - Epoch [14][140/235] lr: 1.000e-02, eta: 2:10:08, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9719, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.0024 2021-04-26 02:38:33,098 - mmaction - INFO - Epoch [14][160/235] lr: 1.000e-02, eta: 2:09:31, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9695, loss_cls: 0.7177, loss: 0.7177, grad_norm: 4.8823 2021-04-26 02:38:44,194 - mmaction - INFO - Epoch [14][180/235] lr: 1.000e-02, eta: 2:08:54, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 0.7527, loss: 0.7527, grad_norm: 4.7356 2021-04-26 02:38:55,372 - mmaction - INFO - Epoch [14][200/235] lr: 1.000e-02, eta: 2:08:17, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8086, top5_acc: 0.9641, loss_cls: 0.6610, loss: 0.6610, grad_norm: 4.6477 2021-04-26 02:39:06,530 - mmaction - INFO - Epoch [14][220/235] lr: 1.000e-02, eta: 2:07:41, time: 0.557, data_time: 0.003, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9695, loss_cls: 0.6903, loss: 0.6903, grad_norm: 4.9178 2021-04-26 02:39:17,169 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-26 02:41:52,097 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:41:52,107 - mmaction - INFO - top1_acc 0.6452 top5_acc 0.9264 2021-04-26 02:41:52,107 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:41:52,134 - mmaction - INFO - mean_acc 0.5316 2021-04-26 02:41:53,005 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-04-26 02:41:53,005 - mmaction - INFO - Best top1_acc is 0.6452 at 14 epoch. 2021-04-26 02:41:53,006 - mmaction - INFO - Epoch(val) [14][235] top1_acc: 0.6452, top5_acc: 0.9264, mean_class_accuracy: 0.5316 2021-04-26 02:43:52,503 - mmaction - INFO - Epoch [15][20/235] lr: 1.000e-02, eta: 2:10:53, time: 5.972, data_time: 5.349, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9742, loss_cls: 0.6123, loss: 0.6123, grad_norm: 4.4257 2021-04-26 02:44:03,418 - mmaction - INFO - Epoch [15][40/235] lr: 1.000e-02, eta: 2:10:15, time: 0.548, data_time: 0.005, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9773, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.7915 2021-04-26 02:44:14,402 - mmaction - INFO - Epoch [15][60/235] lr: 1.000e-02, eta: 2:09:38, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9633, loss_cls: 0.7061, loss: 0.7061, grad_norm: 4.6754 2021-04-26 02:44:25,348 - mmaction - INFO - Epoch [15][80/235] lr: 1.000e-02, eta: 2:09:00, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9672, loss_cls: 0.6728, loss: 0.6728, grad_norm: 4.7425 2021-04-26 02:44:36,343 - mmaction - INFO - Epoch [15][100/235] lr: 1.000e-02, eta: 2:08:23, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7898, top5_acc: 0.9664, loss_cls: 0.6795, loss: 0.6795, grad_norm: 4.6969 2021-04-26 02:44:47,333 - mmaction - INFO - Epoch [15][120/235] lr: 1.000e-02, eta: 2:07:47, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7898, top5_acc: 0.9711, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.9223 2021-04-26 02:44:58,366 - mmaction - INFO - Epoch [15][140/235] lr: 1.000e-02, eta: 2:07:11, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9680, loss_cls: 0.6759, loss: 0.6759, grad_norm: 4.4390 2021-04-26 02:45:09,382 - mmaction - INFO - Epoch [15][160/235] lr: 1.000e-02, eta: 2:06:35, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9758, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.6637 2021-04-26 02:45:20,440 - mmaction - INFO - Epoch [15][180/235] lr: 1.000e-02, eta: 2:05:59, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9586, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.8894 2021-04-26 02:45:31,553 - mmaction - INFO - Epoch [15][200/235] lr: 1.000e-02, eta: 2:05:24, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9625, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.4963 2021-04-26 02:45:42,684 - mmaction - INFO - Epoch [15][220/235] lr: 1.000e-02, eta: 2:04:49, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.7945, top5_acc: 0.9617, loss_cls: 0.6655, loss: 0.6655, grad_norm: 4.6021 2021-04-26 02:45:52,768 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-26 02:47:30,028 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:47:30,037 - mmaction - INFO - top1_acc 0.6127 top5_acc 0.9223 2021-04-26 02:47:30,037 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:47:30,039 - mmaction - INFO - mean_acc 0.5361 2021-04-26 02:47:30,039 - mmaction - INFO - Epoch(val) [15][235] top1_acc: 0.6127, top5_acc: 0.9223, mean_class_accuracy: 0.5361 2021-04-26 02:49:15,165 - mmaction - INFO - Epoch [16][20/235] lr: 1.000e-02, eta: 2:07:07, time: 5.255, data_time: 4.673, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9703, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.6524 2021-04-26 02:49:26,144 - mmaction - INFO - Epoch [16][40/235] lr: 1.000e-02, eta: 2:06:31, time: 0.549, data_time: 0.004, memory: 7064, top1_acc: 0.7875, top5_acc: 0.9703, loss_cls: 0.6768, loss: 0.6768, grad_norm: 4.7638 2021-04-26 02:49:37,112 - mmaction - INFO - Epoch [16][60/235] lr: 1.000e-02, eta: 2:05:55, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9664, loss_cls: 0.6751, loss: 0.6751, grad_norm: 4.6300 2021-04-26 02:49:48,122 - mmaction - INFO - Epoch [16][80/235] lr: 1.000e-02, eta: 2:05:19, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9734, loss_cls: 0.6649, loss: 0.6649, grad_norm: 4.4814 2021-04-26 02:49:59,105 - mmaction - INFO - Epoch [16][100/235] lr: 1.000e-02, eta: 2:04:44, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8055, top5_acc: 0.9695, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.5139 2021-04-26 02:50:10,151 - mmaction - INFO - Epoch [16][120/235] lr: 1.000e-02, eta: 2:04:09, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 0.6227, loss: 0.6227, grad_norm: 4.4205 2021-04-26 02:50:21,513 - mmaction - INFO - Epoch [16][140/235] lr: 1.000e-02, eta: 2:03:36, time: 0.569, data_time: 0.002, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9758, loss_cls: 0.6561, loss: 0.6561, grad_norm: 5.0144 2021-04-26 02:50:32,551 - mmaction - INFO - Epoch [16][160/235] lr: 1.000e-02, eta: 2:03:01, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9625, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.5506 2021-04-26 02:50:43,626 - mmaction - INFO - Epoch [16][180/235] lr: 1.000e-02, eta: 2:02:27, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9836, loss_cls: 0.5462, loss: 0.5462, grad_norm: 4.3635 2021-04-26 02:50:54,703 - mmaction - INFO - Epoch [16][200/235] lr: 1.000e-02, eta: 2:01:53, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.7945, top5_acc: 0.9617, loss_cls: 0.6974, loss: 0.6974, grad_norm: 4.8685 2021-04-26 02:51:05,828 - mmaction - INFO - Epoch [16][220/235] lr: 1.000e-02, eta: 2:01:20, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9633, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.6769 2021-04-26 02:51:17,295 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-26 02:52:48,832 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:52:48,840 - mmaction - INFO - top1_acc 0.6457 top5_acc 0.9492 2021-04-26 02:52:48,840 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:52:48,842 - mmaction - INFO - mean_acc 0.5218 2021-04-26 02:52:49,172 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-04-26 02:52:49,172 - mmaction - INFO - Best top1_acc is 0.6457 at 16 epoch. 2021-04-26 02:52:49,173 - mmaction - INFO - Epoch(val) [16][235] top1_acc: 0.6457, top5_acc: 0.9492, mean_class_accuracy: 0.5218 2021-04-26 02:54:25,760 - mmaction - INFO - Epoch [17][20/235] lr: 1.000e-02, eta: 2:03:05, time: 4.826, data_time: 4.152, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9719, loss_cls: 0.6045, loss: 0.6045, grad_norm: 4.3937 2021-04-26 02:54:37,128 - mmaction - INFO - Epoch [17][40/235] lr: 1.000e-02, eta: 2:02:31, time: 0.572, data_time: 0.028, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9570, loss_cls: 0.7048, loss: 0.7048, grad_norm: 4.9108 2021-04-26 02:54:48,108 - mmaction - INFO - Epoch [17][60/235] lr: 1.000e-02, eta: 2:01:57, time: 0.548, data_time: 0.002, memory: 7064, top1_acc: 0.7930, top5_acc: 0.9727, loss_cls: 0.6146, loss: 0.6146, grad_norm: 4.6854 2021-04-26 02:54:59,075 - mmaction - INFO - Epoch [17][80/235] lr: 1.000e-02, eta: 2:01:23, time: 0.549, data_time: 0.001, memory: 7064, top1_acc: 0.7992, top5_acc: 0.9672, loss_cls: 0.6296, loss: 0.6296, grad_norm: 4.8589 2021-04-26 02:55:10,096 - mmaction - INFO - Epoch [17][100/235] lr: 1.000e-02, eta: 2:00:50, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.7930, top5_acc: 0.9672, loss_cls: 0.6654, loss: 0.6654, grad_norm: 4.6899 2021-04-26 02:55:21,099 - mmaction - INFO - Epoch [17][120/235] lr: 1.000e-02, eta: 2:00:16, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7945, top5_acc: 0.9680, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.6192 2021-04-26 02:55:32,144 - mmaction - INFO - Epoch [17][140/235] lr: 1.000e-02, eta: 1:59:43, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9805, loss_cls: 0.5638, loss: 0.5638, grad_norm: 4.2735 2021-04-26 02:55:43,198 - mmaction - INFO - Epoch [17][160/235] lr: 1.000e-02, eta: 1:59:11, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9773, loss_cls: 0.5984, loss: 0.5984, grad_norm: 4.7665 2021-04-26 02:55:54,339 - mmaction - INFO - Epoch [17][180/235] lr: 1.000e-02, eta: 1:58:38, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9703, loss_cls: 0.6149, loss: 0.6149, grad_norm: 4.5945 2021-04-26 02:56:05,556 - mmaction - INFO - Epoch [17][200/235] lr: 1.000e-02, eta: 1:58:06, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8078, top5_acc: 0.9750, loss_cls: 0.6376, loss: 0.6376, grad_norm: 4.6136 2021-04-26 02:56:16,698 - mmaction - INFO - Epoch [17][220/235] lr: 1.000e-02, eta: 1:57:34, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9672, loss_cls: 0.6133, loss: 0.6133, grad_norm: 4.7246 2021-04-26 02:56:27,125 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-26 02:58:03,388 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:58:03,397 - mmaction - INFO - top1_acc 0.6056 top5_acc 0.9279 2021-04-26 02:58:03,397 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:58:03,399 - mmaction - INFO - mean_acc 0.5171 2021-04-26 02:58:03,399 - mmaction - INFO - Epoch(val) [17][235] top1_acc: 0.6056, top5_acc: 0.9279, mean_class_accuracy: 0.5171 2021-04-26 02:59:48,513 - mmaction - INFO - Epoch [18][20/235] lr: 1.000e-02, eta: 1:59:24, time: 5.254, data_time: 4.659, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9688, loss_cls: 0.5977, loss: 0.5977, grad_norm: 4.6520 2021-04-26 02:59:59,397 - mmaction - INFO - Epoch [18][40/235] lr: 1.000e-02, eta: 1:58:51, time: 0.545, data_time: 0.002, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9773, loss_cls: 0.5818, loss: 0.5818, grad_norm: 4.5311 2021-04-26 03:00:10,395 - mmaction - INFO - Epoch [18][60/235] lr: 1.000e-02, eta: 1:58:18, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9641, loss_cls: 0.6869, loss: 0.6869, grad_norm: 4.8308 2021-04-26 03:00:21,374 - mmaction - INFO - Epoch [18][80/235] lr: 1.000e-02, eta: 1:57:45, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9672, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.4207 2021-04-26 03:00:32,401 - mmaction - INFO - Epoch [18][100/235] lr: 1.000e-02, eta: 1:57:13, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8008, top5_acc: 0.9750, loss_cls: 0.6080, loss: 0.6080, grad_norm: 4.5022 2021-04-26 03:00:43,410 - mmaction - INFO - Epoch [18][120/235] lr: 1.000e-02, eta: 1:56:41, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9727, loss_cls: 0.5981, loss: 0.5981, grad_norm: 4.5940 2021-04-26 03:00:54,469 - mmaction - INFO - Epoch [18][140/235] lr: 1.000e-02, eta: 1:56:09, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9758, loss_cls: 0.5911, loss: 0.5911, grad_norm: 4.7536 2021-04-26 03:01:05,488 - mmaction - INFO - Epoch [18][160/235] lr: 1.000e-02, eta: 1:55:38, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.6024, loss: 0.6024, grad_norm: 4.6801 2021-04-26 03:01:16,707 - mmaction - INFO - Epoch [18][180/235] lr: 1.000e-02, eta: 1:55:07, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8023, top5_acc: 0.9672, loss_cls: 0.6406, loss: 0.6406, grad_norm: 4.5829 2021-04-26 03:01:27,842 - mmaction - INFO - Epoch [18][200/235] lr: 1.000e-02, eta: 1:54:36, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9750, loss_cls: 0.6029, loss: 0.6029, grad_norm: 4.1856 2021-04-26 03:01:38,980 - mmaction - INFO - Epoch [18][220/235] lr: 1.000e-02, eta: 1:54:05, time: 0.556, data_time: 0.003, memory: 7064, top1_acc: 0.8016, top5_acc: 0.9641, loss_cls: 0.6433, loss: 0.6433, grad_norm: 4.4326 2021-04-26 03:01:50,781 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-26 03:04:23,015 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:04:23,024 - mmaction - INFO - top1_acc 0.5640 top5_acc 0.9112 2021-04-26 03:04:23,024 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:04:23,027 - mmaction - INFO - mean_acc 0.5012 2021-04-26 03:04:23,028 - mmaction - INFO - Epoch(val) [18][235] top1_acc: 0.5640, top5_acc: 0.9112, mean_class_accuracy: 0.5012 2021-04-26 03:06:17,545 - mmaction - INFO - Epoch [19][20/235] lr: 1.000e-02, eta: 1:55:59, time: 5.721, data_time: 5.090, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9805, loss_cls: 0.5829, loss: 0.5829, grad_norm: 4.3453 2021-04-26 03:06:28,529 - mmaction - INFO - Epoch [19][40/235] lr: 1.000e-02, eta: 1:55:27, time: 0.553, data_time: 0.009, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9750, loss_cls: 0.5613, loss: 0.5613, grad_norm: 4.4347 2021-04-26 03:06:39,481 - mmaction - INFO - Epoch [19][60/235] lr: 1.000e-02, eta: 1:54:55, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9773, loss_cls: 0.5311, loss: 0.5311, grad_norm: 4.2184 2021-04-26 03:06:50,488 - mmaction - INFO - Epoch [19][80/235] lr: 1.000e-02, eta: 1:54:24, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9703, loss_cls: 0.5822, loss: 0.5822, grad_norm: 4.5505 2021-04-26 03:07:01,509 - mmaction - INFO - Epoch [19][100/235] lr: 1.000e-02, eta: 1:53:53, time: 0.552, data_time: 0.003, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9695, loss_cls: 0.6616, loss: 0.6616, grad_norm: 4.9278 2021-04-26 03:07:12,549 - mmaction - INFO - Epoch [19][120/235] lr: 1.000e-02, eta: 1:53:22, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9797, loss_cls: 0.5729, loss: 0.5729, grad_norm: 4.5274 2021-04-26 03:07:23,552 - mmaction - INFO - Epoch [19][140/235] lr: 1.000e-02, eta: 1:52:51, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9734, loss_cls: 0.5605, loss: 0.5605, grad_norm: 4.5045 2021-04-26 03:07:34,603 - mmaction - INFO - Epoch [19][160/235] lr: 1.000e-02, eta: 1:52:20, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9703, loss_cls: 0.6119, loss: 0.6119, grad_norm: 4.3622 2021-04-26 03:07:45,623 - mmaction - INFO - Epoch [19][180/235] lr: 1.000e-02, eta: 1:51:50, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9758, loss_cls: 0.5807, loss: 0.5807, grad_norm: 4.3966 2021-04-26 03:07:56,759 - mmaction - INFO - Epoch [19][200/235] lr: 1.000e-02, eta: 1:51:20, time: 0.555, data_time: 0.003, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9617, loss_cls: 0.6302, loss: 0.6302, grad_norm: 4.6512 2021-04-26 03:08:07,828 - mmaction - INFO - Epoch [19][220/235] lr: 1.000e-02, eta: 1:50:50, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9680, loss_cls: 0.6139, loss: 0.6139, grad_norm: 4.6283 2021-04-26 03:08:19,374 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-26 03:10:29,380 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:10:29,388 - mmaction - INFO - top1_acc 0.6756 top5_acc 0.9320 2021-04-26 03:10:29,388 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:10:29,461 - mmaction - INFO - mean_acc 0.5914 2021-04-26 03:10:29,748 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2021-04-26 03:10:29,748 - mmaction - INFO - Best top1_acc is 0.6756 at 19 epoch. 2021-04-26 03:10:29,749 - mmaction - INFO - Epoch(val) [19][235] top1_acc: 0.6756, top5_acc: 0.9320, mean_class_accuracy: 0.5914 2021-04-26 03:12:12,970 - mmaction - INFO - Epoch [20][20/235] lr: 1.000e-02, eta: 1:52:13, time: 5.160, data_time: 4.494, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9734, loss_cls: 0.5592, loss: 0.5592, grad_norm: 4.1995 2021-04-26 03:12:23,965 - mmaction - INFO - Epoch [20][40/235] lr: 1.000e-02, eta: 1:51:43, time: 0.551, data_time: 0.006, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.5680, loss: 0.5680, grad_norm: 4.7060 2021-04-26 03:12:34,975 - mmaction - INFO - Epoch [20][60/235] lr: 1.000e-02, eta: 1:51:12, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9781, loss_cls: 0.5750, loss: 0.5750, grad_norm: 4.6470 2021-04-26 03:12:45,943 - mmaction - INFO - Epoch [20][80/235] lr: 1.000e-02, eta: 1:50:42, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9789, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.3927 2021-04-26 03:12:56,951 - mmaction - INFO - Epoch [20][100/235] lr: 1.000e-02, eta: 1:50:12, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9664, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.9073 2021-04-26 03:13:07,942 - mmaction - INFO - Epoch [20][120/235] lr: 1.000e-02, eta: 1:49:42, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.7977, top5_acc: 0.9789, loss_cls: 0.6113, loss: 0.6113, grad_norm: 4.4887 2021-04-26 03:13:18,979 - mmaction - INFO - Epoch [20][140/235] lr: 1.000e-02, eta: 1:49:12, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9750, loss_cls: 0.5826, loss: 0.5826, grad_norm: 4.0154 2021-04-26 03:13:30,019 - mmaction - INFO - Epoch [20][160/235] lr: 1.000e-02, eta: 1:48:42, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9742, loss_cls: 0.5670, loss: 0.5670, grad_norm: 4.4470 2021-04-26 03:13:41,031 - mmaction - INFO - Epoch [20][180/235] lr: 1.000e-02, eta: 1:48:13, time: 0.551, data_time: 0.000, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9734, loss_cls: 0.6065, loss: 0.6065, grad_norm: 4.8832 2021-04-26 03:13:52,206 - mmaction - INFO - Epoch [20][200/235] lr: 1.000e-02, eta: 1:47:44, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8070, top5_acc: 0.9742, loss_cls: 0.6020, loss: 0.6020, grad_norm: 4.4763 2021-04-26 03:14:03,410 - mmaction - INFO - Epoch [20][220/235] lr: 1.000e-02, eta: 1:47:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9703, loss_cls: 0.6081, loss: 0.6081, grad_norm: 4.5240 2021-04-26 03:14:13,053 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-26 03:15:48,420 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:15:48,428 - mmaction - INFO - top1_acc 0.6553 top5_acc 0.9406 2021-04-26 03:15:48,428 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:15:48,430 - mmaction - INFO - mean_acc 0.5788 2021-04-26 03:15:48,431 - mmaction - INFO - Epoch(val) [20][235] top1_acc: 0.6553, top5_acc: 0.9406, mean_class_accuracy: 0.5788 2021-04-26 03:17:31,939 - mmaction - INFO - Epoch [21][20/235] lr: 1.000e-03, eta: 1:48:30, time: 5.172, data_time: 4.502, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9750, loss_cls: 0.5358, loss: 0.5358, grad_norm: 4.3078 2021-04-26 03:17:42,856 - mmaction - INFO - Epoch [21][40/235] lr: 1.000e-03, eta: 1:48:00, time: 0.549, data_time: 0.005, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9852, loss_cls: 0.4542, loss: 0.4542, grad_norm: 3.7874 2021-04-26 03:17:53,856 - mmaction - INFO - Epoch [21][60/235] lr: 1.000e-03, eta: 1:47:31, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9898, loss_cls: 0.4506, loss: 0.4506, grad_norm: 3.9263 2021-04-26 03:18:04,833 - mmaction - INFO - Epoch [21][80/235] lr: 1.000e-03, eta: 1:47:01, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8906, top5_acc: 0.9891, loss_cls: 0.3882, loss: 0.3882, grad_norm: 3.4975 2021-04-26 03:18:15,845 - mmaction - INFO - Epoch [21][100/235] lr: 1.000e-03, eta: 1:46:32, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9812, loss_cls: 0.4681, loss: 0.4681, grad_norm: 3.7529 2021-04-26 03:18:26,844 - mmaction - INFO - Epoch [21][120/235] lr: 1.000e-03, eta: 1:46:03, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9805, loss_cls: 0.4232, loss: 0.4232, grad_norm: 3.7323 2021-04-26 03:18:37,876 - mmaction - INFO - Epoch [21][140/235] lr: 1.000e-03, eta: 1:45:34, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8836, top5_acc: 0.9836, loss_cls: 0.4084, loss: 0.4084, grad_norm: 3.3805 2021-04-26 03:18:48,890 - mmaction - INFO - Epoch [21][160/235] lr: 1.000e-03, eta: 1:45:05, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8695, top5_acc: 0.9820, loss_cls: 0.4288, loss: 0.4288, grad_norm: 3.7460 2021-04-26 03:19:00,053 - mmaction - INFO - Epoch [21][180/235] lr: 1.000e-03, eta: 1:44:37, time: 0.557, data_time: 0.003, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9828, loss_cls: 0.4445, loss: 0.4445, grad_norm: 3.7989 2021-04-26 03:19:11,905 - mmaction - INFO - Epoch [21][200/235] lr: 1.000e-03, eta: 1:44:10, time: 0.594, data_time: 0.044, memory: 7064, top1_acc: 0.8711, top5_acc: 0.9805, loss_cls: 0.4446, loss: 0.4446, grad_norm: 3.6958 2021-04-26 03:19:23,008 - mmaction - INFO - Epoch [21][220/235] lr: 1.000e-03, eta: 1:43:42, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9906, loss_cls: 0.3949, loss: 0.3949, grad_norm: 3.6040 2021-04-26 03:19:34,902 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-26 03:21:38,535 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:21:38,611 - mmaction - INFO - top1_acc 0.7279 top5_acc 0.9629 2021-04-26 03:21:38,611 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:21:38,639 - mmaction - INFO - mean_acc 0.6204 2021-04-26 03:21:40,619 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2021-04-26 03:21:40,619 - mmaction - INFO - Best top1_acc is 0.7279 at 21 epoch. 2021-04-26 03:21:40,620 - mmaction - INFO - Epoch(val) [21][235] top1_acc: 0.7279, top5_acc: 0.9629, mean_class_accuracy: 0.6204 2021-04-26 03:23:29,081 - mmaction - INFO - Epoch [22][20/235] lr: 1.000e-03, eta: 1:44:55, time: 5.421, data_time: 4.771, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9852, loss_cls: 0.4134, loss: 0.4134, grad_norm: 3.7677 2021-04-26 03:23:40,072 - mmaction - INFO - Epoch [22][40/235] lr: 1.000e-03, eta: 1:44:26, time: 0.550, data_time: 0.006, memory: 7064, top1_acc: 0.8773, top5_acc: 0.9812, loss_cls: 0.4237, loss: 0.4237, grad_norm: 3.9195 2021-04-26 03:23:51,121 - mmaction - INFO - Epoch [22][60/235] lr: 1.000e-03, eta: 1:43:57, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.4217, loss: 0.4217, grad_norm: 3.5711 2021-04-26 03:24:02,041 - mmaction - INFO - Epoch [22][80/235] lr: 1.000e-03, eta: 1:43:29, time: 0.546, data_time: 0.000, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.4054, loss: 0.4054, grad_norm: 3.7432 2021-04-26 03:24:13,073 - mmaction - INFO - Epoch [22][100/235] lr: 1.000e-03, eta: 1:43:00, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8805, top5_acc: 0.9914, loss_cls: 0.4045, loss: 0.4045, grad_norm: 3.8805 2021-04-26 03:24:24,078 - mmaction - INFO - Epoch [22][120/235] lr: 1.000e-03, eta: 1:42:32, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8789, top5_acc: 0.9844, loss_cls: 0.4030, loss: 0.4030, grad_norm: 3.7097 2021-04-26 03:24:35,117 - mmaction - INFO - Epoch [22][140/235] lr: 1.000e-03, eta: 1:42:04, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8906, top5_acc: 0.9883, loss_cls: 0.3944, loss: 0.3944, grad_norm: 3.7266 2021-04-26 03:24:46,133 - mmaction - INFO - Epoch [22][160/235] lr: 1.000e-03, eta: 1:41:36, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3797, loss: 0.3797, grad_norm: 3.7100 2021-04-26 03:24:57,244 - mmaction - INFO - Epoch [22][180/235] lr: 1.000e-03, eta: 1:41:09, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8852, top5_acc: 0.9883, loss_cls: 0.3597, loss: 0.3597, grad_norm: 3.5005 2021-04-26 03:25:08,379 - mmaction - INFO - Epoch [22][200/235] lr: 1.000e-03, eta: 1:40:41, time: 0.559, data_time: 0.003, memory: 7064, top1_acc: 0.9031, top5_acc: 0.9867, loss_cls: 0.3437, loss: 0.3437, grad_norm: 3.2838 2021-04-26 03:25:19,606 - mmaction - INFO - Epoch [22][220/235] lr: 1.000e-03, eta: 1:40:14, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.9016, top5_acc: 0.9883, loss_cls: 0.3580, loss: 0.3580, grad_norm: 3.5618 2021-04-26 03:25:31,473 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-26 03:27:08,592 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:27:08,600 - mmaction - INFO - top1_acc 0.7345 top5_acc 0.9701 2021-04-26 03:27:08,600 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:27:08,602 - mmaction - INFO - mean_acc 0.6315 2021-04-26 03:27:09,764 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-04-26 03:27:09,764 - mmaction - INFO - Best top1_acc is 0.7345 at 22 epoch. 2021-04-26 03:27:09,765 - mmaction - INFO - Epoch(val) [22][235] top1_acc: 0.7345, top5_acc: 0.9701, mean_class_accuracy: 0.6315 2021-04-26 03:28:54,183 - mmaction - INFO - Epoch [23][20/235] lr: 1.000e-03, eta: 1:41:13, time: 5.216, data_time: 4.563, memory: 7064, top1_acc: 0.8938, top5_acc: 0.9820, loss_cls: 0.3735, loss: 0.3735, grad_norm: 3.6276 2021-04-26 03:29:05,375 - mmaction - INFO - Epoch [23][40/235] lr: 1.000e-03, eta: 1:40:46, time: 0.563, data_time: 0.019, memory: 7064, top1_acc: 0.8773, top5_acc: 0.9852, loss_cls: 0.3871, loss: 0.3871, grad_norm: 3.6425 2021-04-26 03:29:16,342 - mmaction - INFO - Epoch [23][60/235] lr: 1.000e-03, eta: 1:40:18, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8820, top5_acc: 0.9867, loss_cls: 0.3676, loss: 0.3676, grad_norm: 3.7783 2021-04-26 03:29:27,347 - mmaction - INFO - Epoch [23][80/235] lr: 1.000e-03, eta: 1:39:50, time: 0.549, data_time: 0.003, memory: 7064, top1_acc: 0.8883, top5_acc: 0.9844, loss_cls: 0.3803, loss: 0.3803, grad_norm: 3.8186 2021-04-26 03:29:38,345 - mmaction - INFO - Epoch [23][100/235] lr: 1.000e-03, eta: 1:39:23, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9812, loss_cls: 0.4116, loss: 0.4116, grad_norm: 3.7544 2021-04-26 03:29:49,302 - mmaction - INFO - Epoch [23][120/235] lr: 1.000e-03, eta: 1:38:55, time: 0.548, data_time: 0.001, memory: 7064, top1_acc: 0.8703, top5_acc: 0.9844, loss_cls: 0.4173, loss: 0.4173, grad_norm: 4.0310 2021-04-26 03:30:00,342 - mmaction - INFO - Epoch [23][140/235] lr: 1.000e-03, eta: 1:38:28, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9836, loss_cls: 0.4054, loss: 0.4054, grad_norm: 3.6816 2021-04-26 03:30:11,352 - mmaction - INFO - Epoch [23][160/235] lr: 1.000e-03, eta: 1:38:01, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8891, top5_acc: 0.9797, loss_cls: 0.3945, loss: 0.3945, grad_norm: 3.5704 2021-04-26 03:30:22,460 - mmaction - INFO - Epoch [23][180/235] lr: 1.000e-03, eta: 1:37:34, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8914, top5_acc: 0.9883, loss_cls: 0.3468, loss: 0.3468, grad_norm: 3.3781 2021-04-26 03:30:33,537 - mmaction - INFO - Epoch [23][200/235] lr: 1.000e-03, eta: 1:37:07, time: 0.555, data_time: 0.003, memory: 7064, top1_acc: 0.8992, top5_acc: 0.9906, loss_cls: 0.3466, loss: 0.3466, grad_norm: 3.5209 2021-04-26 03:30:44,763 - mmaction - INFO - Epoch [23][220/235] lr: 1.000e-03, eta: 1:36:40, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8836, top5_acc: 0.9844, loss_cls: 0.3863, loss: 0.3863, grad_norm: 3.8643 2021-04-26 03:30:55,435 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-26 03:32:41,507 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:32:41,570 - mmaction - INFO - top1_acc 0.7345 top5_acc 0.9650 2021-04-26 03:32:41,570 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:32:41,616 - mmaction - INFO - mean_acc 0.6372 2021-04-26 03:32:41,617 - mmaction - INFO - Epoch(val) [23][235] top1_acc: 0.7345, top5_acc: 0.9650, mean_class_accuracy: 0.6372 2021-04-26 03:34:17,072 - mmaction - INFO - Epoch [24][20/235] lr: 1.000e-03, eta: 1:37:22, time: 4.770, data_time: 4.181, memory: 7064, top1_acc: 0.8898, top5_acc: 0.9891, loss_cls: 0.3599, loss: 0.3599, grad_norm: 3.6466 2021-04-26 03:34:28,022 - mmaction - INFO - Epoch [24][40/235] lr: 1.000e-03, eta: 1:36:55, time: 0.550, data_time: 0.006, memory: 7064, top1_acc: 0.8820, top5_acc: 0.9883, loss_cls: 0.3895, loss: 0.3895, grad_norm: 3.9370 2021-04-26 03:34:39,054 - mmaction - INFO - Epoch [24][60/235] lr: 1.000e-03, eta: 1:36:28, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8781, top5_acc: 0.9828, loss_cls: 0.3966, loss: 0.3966, grad_norm: 3.7543 2021-04-26 03:34:50,045 - mmaction - INFO - Epoch [24][80/235] lr: 1.000e-03, eta: 1:36:01, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9898, loss_cls: 0.3621, loss: 0.3621, grad_norm: 3.6662 2021-04-26 03:35:01,072 - mmaction - INFO - Epoch [24][100/235] lr: 1.000e-03, eta: 1:35:35, time: 0.550, data_time: 0.003, memory: 7064, top1_acc: 0.8969, top5_acc: 0.9883, loss_cls: 0.3327, loss: 0.3327, grad_norm: 3.5316 2021-04-26 03:35:12,081 - mmaction - INFO - Epoch [24][120/235] lr: 1.000e-03, eta: 1:35:08, time: 0.552, data_time: 0.002, memory: 7064, top1_acc: 0.8852, top5_acc: 0.9898, loss_cls: 0.3597, loss: 0.3597, grad_norm: 3.6480 2021-04-26 03:35:23,127 - mmaction - INFO - Epoch [24][140/235] lr: 1.000e-03, eta: 1:34:41, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8867, top5_acc: 0.9883, loss_cls: 0.3641, loss: 0.3641, grad_norm: 3.7750 2021-04-26 03:35:34,166 - mmaction - INFO - Epoch [24][160/235] lr: 1.000e-03, eta: 1:34:15, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8914, top5_acc: 0.9820, loss_cls: 0.3716, loss: 0.3716, grad_norm: 3.7299 2021-04-26 03:35:45,275 - mmaction - INFO - Epoch [24][180/235] lr: 1.000e-03, eta: 1:33:49, time: 0.554, data_time: 0.003, memory: 7064, top1_acc: 0.8820, top5_acc: 0.9875, loss_cls: 0.3920, loss: 0.3920, grad_norm: 3.8548 2021-04-26 03:35:56,343 - mmaction - INFO - Epoch [24][200/235] lr: 1.000e-03, eta: 1:33:23, time: 0.554, data_time: 0.002, memory: 7064, top1_acc: 0.8898, top5_acc: 0.9859, loss_cls: 0.3644, loss: 0.3644, grad_norm: 3.8862 2021-04-26 03:36:07,625 - mmaction - INFO - Epoch [24][220/235] lr: 1.000e-03, eta: 1:32:57, time: 0.563, data_time: 0.003, memory: 7064, top1_acc: 0.8852, top5_acc: 0.9883, loss_cls: 0.3675, loss: 0.3675, grad_norm: 3.6656 2021-04-26 03:36:18,071 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-26 03:38:03,662 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:38:03,672 - mmaction - INFO - top1_acc 0.7335 top5_acc 0.9660 2021-04-26 03:38:03,672 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:38:03,674 - mmaction - INFO - mean_acc 0.6300 2021-04-26 03:38:03,675 - mmaction - INFO - Epoch(val) [24][235] top1_acc: 0.7335, top5_acc: 0.9660, mean_class_accuracy: 0.6300 2021-04-26 03:39:37,342 - mmaction - INFO - Epoch [25][20/235] lr: 1.000e-03, eta: 1:33:31, time: 4.680, data_time: 4.069, memory: 7064, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 0.3644, loss: 0.3644, grad_norm: 3.5963 2021-04-26 03:39:48,327 - mmaction - INFO - Epoch [25][40/235] lr: 1.000e-03, eta: 1:33:05, time: 0.553, data_time: 0.007, memory: 7064, top1_acc: 0.8812, top5_acc: 0.9867, loss_cls: 0.3585, loss: 0.3585, grad_norm: 3.6397 2021-04-26 03:39:59,331 - mmaction - INFO - Epoch [25][60/235] lr: 1.000e-03, eta: 1:32:39, time: 0.549, data_time: 0.002, memory: 7064, top1_acc: 0.8875, top5_acc: 0.9828, loss_cls: 0.3731, loss: 0.3731, grad_norm: 3.7223 2021-04-26 03:40:10,306 - mmaction - INFO - Epoch [25][80/235] lr: 1.000e-03, eta: 1:32:13, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9805, loss_cls: 0.3944, loss: 0.3944, grad_norm: 3.8065 2021-04-26 03:41:52,792 - mmaction - INFO - Epoch [25][100/235] lr: 1.000e-03, eta: 1:33:22, time: 5.123, data_time: 4.576, memory: 7064, top1_acc: 0.8828, top5_acc: 0.9914, loss_cls: 0.3666, loss: 0.3666, grad_norm: 3.7936 2021-04-26 03:42:03,768 - mmaction - INFO - Epoch [25][120/235] lr: 1.000e-03, eta: 1:32:56, time: 0.550, data_time: 0.002, memory: 7064, top1_acc: 0.8867, top5_acc: 0.9875, loss_cls: 0.3747, loss: 0.3747, grad_norm: 3.6560 2021-04-26 03:42:14,809 - mmaction - INFO - Epoch [25][140/235] lr: 1.000e-03, eta: 1:32:29, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3357, loss: 0.3357, grad_norm: 3.5223 2021-04-26 03:42:25,805 - mmaction - INFO - Epoch [25][160/235] lr: 1.000e-03, eta: 1:32:03, time: 0.551, data_time: 0.002, memory: 7064, top1_acc: 0.9000, top5_acc: 0.9883, loss_cls: 0.3394, loss: 0.3394, grad_norm: 3.4769 2021-04-26 03:42:36,846 - mmaction - INFO - Epoch [25][180/235] lr: 1.000e-03, eta: 1:31:37, time: 0.551, data_time: 0.003, memory: 7064, top1_acc: 0.8922, top5_acc: 0.9828, loss_cls: 0.3595, loss: 0.3595, grad_norm: 3.7221 2021-04-26 03:42:47,892 - mmaction - INFO - Epoch [25][200/235] lr: 1.000e-03, eta: 1:31:11, time: 0.553, data_time: 0.002, memory: 7064, top1_acc: 0.8789, top5_acc: 0.9859, loss_cls: 0.3853, loss: 0.3853, grad_norm: 3.7234 2021-04-26 03:42:59,062 - mmaction - INFO - Epoch [25][220/235] lr: 1.000e-03, eta: 1:30:45, time: 0.557, data_time: 0.003, memory: 7064, top1_acc: 0.8758, top5_acc: 0.9828, loss_cls: 0.3976, loss: 0.3976, grad_norm: 4.0222 2021-04-26 03:43:10,913 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-04-26 14:50:58,805 - mmaction - INFO - Epoch [26][20/235] lr: 1.000e-03, eta: 10:30:05, time: 6.457, data_time: 5.589, memory: 7070, top1_acc: 0.8992, top5_acc: 0.9891, loss_cls: 0.3338, loss: 0.3338, grad_norm: 3.5578 2021-04-26 14:51:09,706 - mmaction - INFO - Epoch [26][40/235] lr: 1.000e-03, eta: 5:40:39, time: 0.549, data_time: 0.005, memory: 7070, top1_acc: 0.8930, top5_acc: 0.9875, loss_cls: 0.3500, loss: 0.3500, grad_norm: 3.7769 2021-04-26 14:51:20,660 - mmaction - INFO - Epoch [26][60/235] lr: 1.000e-03, eta: 4:03:58, time: 0.546, data_time: 0.003, memory: 7070, top1_acc: 0.8781, top5_acc: 0.9898, loss_cls: 0.3615, loss: 0.3615, grad_norm: 3.7842 2021-04-26 14:51:31,609 - mmaction - INFO - Epoch [26][80/235] lr: 1.000e-03, eta: 3:15:36, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.8891, top5_acc: 0.9938, loss_cls: 0.3463, loss: 0.3463, grad_norm: 3.7763 2021-04-26 14:51:42,585 - mmaction - INFO - Epoch [26][100/235] lr: 1.000e-03, eta: 2:46:28, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.8844, top5_acc: 0.9859, loss_cls: 0.3510, loss: 0.3510, grad_norm: 3.7026 2021-04-26 14:51:53,561 - mmaction - INFO - Epoch [26][120/235] lr: 1.000e-03, eta: 2:27:02, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.8914, top5_acc: 0.9914, loss_cls: 0.3443, loss: 0.3443, grad_norm: 3.7647 2021-04-26 14:52:04,581 - mmaction - INFO - Epoch [26][140/235] lr: 1.000e-03, eta: 2:13:06, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9055, top5_acc: 0.9922, loss_cls: 0.3274, loss: 0.3274, grad_norm: 3.4541 2021-04-26 14:52:15,582 - mmaction - INFO - Epoch [26][160/235] lr: 1.000e-03, eta: 2:02:37, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8898, top5_acc: 0.9898, loss_cls: 0.3486, loss: 0.3486, grad_norm: 3.7466 2021-04-26 14:52:26,615 - mmaction - INFO - Epoch [26][180/235] lr: 1.000e-03, eta: 1:54:25, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9914, loss_cls: 0.3223, loss: 0.3223, grad_norm: 3.7934 2021-04-26 14:52:37,625 - mmaction - INFO - Epoch [26][200/235] lr: 1.000e-03, eta: 1:47:50, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.8867, top5_acc: 0.9859, loss_cls: 0.3850, loss: 0.3850, grad_norm: 3.8799 2021-04-26 14:52:48,701 - mmaction - INFO - Epoch [26][220/235] lr: 1.000e-03, eta: 1:42:25, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.8836, top5_acc: 0.9836, loss_cls: 0.3629, loss: 0.3629, grad_norm: 3.7513 2021-04-26 14:52:59,531 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-04-26 14:54:40,827 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 14:54:40,835 - mmaction - INFO - top1_acc 0.7355 top5_acc 0.9650 2021-04-26 14:54:40,835 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 14:54:40,854 - mmaction - INFO - mean_acc 0.6390 2021-04-26 14:54:41,171 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2021-04-26 14:54:41,171 - mmaction - INFO - Best top1_acc is 0.7355 at 26 epoch. 2021-04-26 14:54:41,172 - mmaction - INFO - Epoch(val) [26][235] top1_acc: 0.7355, top5_acc: 0.9650, mean_class_accuracy: 0.6390 2021-04-26 14:56:35,458 - mmaction - INFO - Epoch [27][20/235] lr: 1.000e-03, eta: 2:09:46, time: 5.712, data_time: 5.132, memory: 7070, top1_acc: 0.8812, top5_acc: 0.9891, loss_cls: 0.3463, loss: 0.3463, grad_norm: 3.6482 2021-04-26 14:56:46,438 - mmaction - INFO - Epoch [27][40/235] lr: 1.000e-03, eta: 2:03:38, time: 0.550, data_time: 0.006, memory: 7070, top1_acc: 0.8969, top5_acc: 0.9930, loss_cls: 0.3225, loss: 0.3225, grad_norm: 3.5230 2021-04-26 14:56:57,372 - mmaction - INFO - Epoch [27][60/235] lr: 1.000e-03, eta: 1:58:18, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.8945, top5_acc: 0.9844, loss_cls: 0.3592, loss: 0.3592, grad_norm: 3.5930 2021-04-26 14:57:08,360 - mmaction - INFO - Epoch [27][80/235] lr: 1.000e-03, eta: 1:53:37, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.8836, top5_acc: 0.9852, loss_cls: 0.3781, loss: 0.3781, grad_norm: 3.8872 2021-04-26 14:57:19,340 - mmaction - INFO - Epoch [27][100/235] lr: 1.000e-03, eta: 1:49:29, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9055, top5_acc: 0.9891, loss_cls: 0.3028, loss: 0.3028, grad_norm: 3.4319 2021-04-26 14:57:30,257 - mmaction - INFO - Epoch [27][120/235] lr: 1.000e-03, eta: 1:45:46, time: 0.546, data_time: 0.000, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9867, loss_cls: 0.3361, loss: 0.3361, grad_norm: 3.6460 2021-04-26 14:57:41,244 - mmaction - INFO - Epoch [27][140/235] lr: 1.000e-03, eta: 1:42:27, time: 0.548, data_time: 0.001, memory: 7070, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 0.3570, loss: 0.3570, grad_norm: 3.8662 2021-04-26 14:57:52,237 - mmaction - INFO - Epoch [27][160/235] lr: 1.000e-03, eta: 1:39:27, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8750, top5_acc: 0.9805, loss_cls: 0.3957, loss: 0.3957, grad_norm: 4.0563 2021-04-26 14:58:03,282 - mmaction - INFO - Epoch [27][180/235] lr: 1.000e-03, eta: 1:36:44, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.8883, top5_acc: 0.9836, loss_cls: 0.3721, loss: 0.3721, grad_norm: 3.9207 2021-04-26 14:58:14,321 - mmaction - INFO - Epoch [27][200/235] lr: 1.000e-03, eta: 1:34:15, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9930, loss_cls: 0.3411, loss: 0.3411, grad_norm: 3.7861 2021-04-26 14:58:25,459 - mmaction - INFO - Epoch [27][220/235] lr: 1.000e-03, eta: 1:31:59, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.8961, top5_acc: 0.9820, loss_cls: 0.3598, loss: 0.3598, grad_norm: 3.9627 2021-04-26 14:58:36,569 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-04-26 15:00:05,075 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:00:05,084 - mmaction - INFO - top1_acc 0.7371 top5_acc 0.9695 2021-04-26 15:00:05,084 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:00:05,086 - mmaction - INFO - mean_acc 0.6408 2021-04-26 15:00:05,917 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2021-04-26 15:00:05,917 - mmaction - INFO - Best top1_acc is 0.7371 at 27 epoch. 2021-04-26 15:00:05,918 - mmaction - INFO - Epoch(val) [27][235] top1_acc: 0.7371, top5_acc: 0.9695, mean_class_accuracy: 0.6408 2021-04-26 15:01:32,822 - mmaction - INFO - Epoch [28][20/235] lr: 1.000e-03, eta: 1:40:47, time: 4.345, data_time: 3.757, memory: 7070, top1_acc: 0.8992, top5_acc: 0.9875, loss_cls: 0.3449, loss: 0.3449, grad_norm: 3.5770 2021-04-26 15:01:43,818 - mmaction - INFO - Epoch [28][40/235] lr: 1.000e-03, eta: 1:38:23, time: 0.549, data_time: 0.005, memory: 7070, top1_acc: 0.8883, top5_acc: 0.9867, loss_cls: 0.3590, loss: 0.3590, grad_norm: 3.8902 2021-04-26 15:01:54,757 - mmaction - INFO - Epoch [28][60/235] lr: 1.000e-03, eta: 1:36:10, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9055, top5_acc: 0.9883, loss_cls: 0.3310, loss: 0.3310, grad_norm: 3.6077 2021-04-26 15:02:05,747 - mmaction - INFO - Epoch [28][80/235] lr: 1.000e-03, eta: 1:34:05, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.8945, top5_acc: 0.9844, loss_cls: 0.3610, loss: 0.3610, grad_norm: 3.7347 2021-04-26 15:02:16,714 - mmaction - INFO - Epoch [28][100/235] lr: 1.000e-03, eta: 1:32:09, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.8977, top5_acc: 0.9930, loss_cls: 0.3144, loss: 0.3144, grad_norm: 3.6395 2021-04-26 15:02:27,714 - mmaction - INFO - Epoch [28][120/235] lr: 1.000e-03, eta: 1:30:20, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.8930, top5_acc: 0.9906, loss_cls: 0.3411, loss: 0.3411, grad_norm: 3.6422 2021-04-26 15:02:38,706 - mmaction - INFO - Epoch [28][140/235] lr: 1.000e-03, eta: 1:28:37, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9883, loss_cls: 0.3080, loss: 0.3080, grad_norm: 3.6220 2021-04-26 15:02:49,737 - mmaction - INFO - Epoch [28][160/235] lr: 1.000e-03, eta: 1:27:01, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.8922, top5_acc: 0.9883, loss_cls: 0.3458, loss: 0.3458, grad_norm: 3.6919 2021-04-26 15:03:00,845 - mmaction - INFO - Epoch [28][180/235] lr: 1.000e-03, eta: 1:25:30, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9852, loss_cls: 0.3432, loss: 0.3432, grad_norm: 3.8694 2021-04-26 15:03:11,979 - mmaction - INFO - Epoch [28][200/235] lr: 1.000e-03, eta: 1:24:04, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.8945, top5_acc: 0.9883, loss_cls: 0.3517, loss: 0.3517, grad_norm: 3.7991 2021-04-26 15:03:23,037 - mmaction - INFO - Epoch [28][220/235] lr: 1.000e-03, eta: 1:22:42, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.8953, top5_acc: 0.9852, loss_cls: 0.3626, loss: 0.3626, grad_norm: 4.0236 2021-04-26 15:03:32,002 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-04-26 15:04:48,467 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:04:48,476 - mmaction - INFO - top1_acc 0.7340 top5_acc 0.9706 2021-04-26 15:04:48,476 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:04:48,478 - mmaction - INFO - mean_acc 0.6341 2021-04-26 15:04:48,479 - mmaction - INFO - Epoch(val) [28][235] top1_acc: 0.7340, top5_acc: 0.9706, mean_class_accuracy: 0.6341 2021-04-26 15:06:07,817 - mmaction - INFO - Epoch [29][20/235] lr: 1.000e-03, eta: 1:27:35, time: 3.966, data_time: 3.407, memory: 7070, top1_acc: 0.8961, top5_acc: 0.9930, loss_cls: 0.3309, loss: 0.3309, grad_norm: 3.7949 2021-04-26 15:06:18,822 - mmaction - INFO - Epoch [29][40/235] lr: 1.000e-03, eta: 1:26:09, time: 0.549, data_time: 0.004, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9852, loss_cls: 0.3264, loss: 0.3264, grad_norm: 3.6641 2021-04-26 15:06:29,775 - mmaction - INFO - Epoch [29][60/235] lr: 1.000e-03, eta: 1:24:48, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.8852, top5_acc: 0.9844, loss_cls: 0.3880, loss: 0.3880, grad_norm: 4.0388 2021-04-26 15:06:40,767 - mmaction - INFO - Epoch [29][80/235] lr: 1.000e-03, eta: 1:23:30, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9148, top5_acc: 0.9875, loss_cls: 0.3071, loss: 0.3071, grad_norm: 3.5332 2021-04-26 15:06:51,740 - mmaction - INFO - Epoch [29][100/235] lr: 1.000e-03, eta: 1:22:15, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.8945, top5_acc: 0.9883, loss_cls: 0.3268, loss: 0.3268, grad_norm: 3.8681 2021-04-26 15:07:02,757 - mmaction - INFO - Epoch [29][120/235] lr: 1.000e-03, eta: 1:21:04, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.8961, top5_acc: 0.9875, loss_cls: 0.3197, loss: 0.3197, grad_norm: 3.7624 2021-04-26 15:07:13,750 - mmaction - INFO - Epoch [29][140/235] lr: 1.000e-03, eta: 1:19:56, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8977, top5_acc: 0.9922, loss_cls: 0.3227, loss: 0.3227, grad_norm: 3.7790 2021-04-26 15:07:24,818 - mmaction - INFO - Epoch [29][160/235] lr: 1.000e-03, eta: 1:18:50, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.8914, top5_acc: 0.9852, loss_cls: 0.3653, loss: 0.3653, grad_norm: 3.9740 2021-04-26 15:07:35,871 - mmaction - INFO - Epoch [29][180/235] lr: 1.000e-03, eta: 1:17:47, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.8984, top5_acc: 0.9867, loss_cls: 0.3386, loss: 0.3386, grad_norm: 3.7869 2021-04-26 15:07:47,078 - mmaction - INFO - Epoch [29][200/235] lr: 1.000e-03, eta: 1:16:47, time: 0.559, data_time: 0.003, memory: 7070, top1_acc: 0.8883, top5_acc: 0.9898, loss_cls: 0.3471, loss: 0.3471, grad_norm: 3.8791 2021-04-26 15:07:58,157 - mmaction - INFO - Epoch [29][220/235] lr: 1.000e-03, eta: 1:15:49, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9875, loss_cls: 0.3295, loss: 0.3295, grad_norm: 3.7079 2021-04-26 15:08:08,245 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-04-26 15:09:36,895 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:09:36,903 - mmaction - INFO - top1_acc 0.7503 top5_acc 0.9716 2021-04-26 15:09:36,903 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:09:36,905 - mmaction - INFO - mean_acc 0.6556 2021-04-26 15:09:37,301 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. 2021-04-26 15:09:37,301 - mmaction - INFO - Best top1_acc is 0.7503 at 29 epoch. 2021-04-26 15:09:37,302 - mmaction - INFO - Epoch(val) [29][235] top1_acc: 0.7503, top5_acc: 0.9716, mean_class_accuracy: 0.6556 2021-04-26 15:11:10,581 - mmaction - INFO - Epoch [30][20/235] lr: 1.000e-03, eta: 1:20:29, time: 4.663, data_time: 4.088, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9906, loss_cls: 0.3122, loss: 0.3122, grad_norm: 3.5270 2021-04-26 15:11:21,561 - mmaction - INFO - Epoch [30][40/235] lr: 1.000e-03, eta: 1:19:26, time: 0.548, data_time: 0.005, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.3241, loss: 0.3241, grad_norm: 3.4949 2021-04-26 15:11:32,499 - mmaction - INFO - Epoch [30][60/235] lr: 1.000e-03, eta: 1:18:25, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.8938, top5_acc: 0.9883, loss_cls: 0.3584, loss: 0.3584, grad_norm: 3.9318 2021-04-26 15:11:43,510 - mmaction - INFO - Epoch [30][80/235] lr: 1.000e-03, eta: 1:17:26, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.8859, top5_acc: 0.9898, loss_cls: 0.3416, loss: 0.3416, grad_norm: 3.9097 2021-04-26 15:11:54,491 - mmaction - INFO - Epoch [30][100/235] lr: 1.000e-03, eta: 1:16:29, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9867, loss_cls: 0.3086, loss: 0.3086, grad_norm: 3.8037 2021-04-26 15:12:05,509 - mmaction - INFO - Epoch [30][120/235] lr: 1.000e-03, eta: 1:15:34, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.8945, top5_acc: 0.9828, loss_cls: 0.3574, loss: 0.3574, grad_norm: 3.9755 2021-04-26 15:12:16,512 - mmaction - INFO - Epoch [30][140/235] lr: 1.000e-03, eta: 1:14:41, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9914, loss_cls: 0.2981, loss: 0.2981, grad_norm: 3.6054 2021-04-26 15:12:27,539 - mmaction - INFO - Epoch [30][160/235] lr: 1.000e-03, eta: 1:13:49, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.8992, top5_acc: 0.9883, loss_cls: 0.3406, loss: 0.3406, grad_norm: 3.7746 2021-04-26 15:12:38,602 - mmaction - INFO - Epoch [30][180/235] lr: 1.000e-03, eta: 1:12:58, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9883, loss_cls: 0.3208, loss: 0.3208, grad_norm: 3.6358 2021-04-26 15:12:49,739 - mmaction - INFO - Epoch [30][200/235] lr: 1.000e-03, eta: 1:12:10, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.3334, loss: 0.3334, grad_norm: 3.7509 2021-04-26 15:13:00,844 - mmaction - INFO - Epoch [30][220/235] lr: 1.000e-03, eta: 1:11:22, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9883, loss_cls: 0.3197, loss: 0.3197, grad_norm: 3.5898 2021-04-26 15:13:10,739 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-04-26 15:14:34,966 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:14:34,975 - mmaction - INFO - top1_acc 0.7431 top5_acc 0.9680 2021-04-26 15:14:34,975 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:14:34,977 - mmaction - INFO - mean_acc 0.6474 2021-04-26 15:14:34,977 - mmaction - INFO - Epoch(val) [30][235] top1_acc: 0.7431, top5_acc: 0.9680, mean_class_accuracy: 0.6474 2021-04-26 15:15:59,152 - mmaction - INFO - Epoch [31][20/235] lr: 1.000e-03, eta: 1:14:16, time: 4.208, data_time: 3.646, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9859, loss_cls: 0.3093, loss: 0.3093, grad_norm: 3.4728 2021-04-26 15:16:10,476 - mmaction - INFO - Epoch [31][40/235] lr: 1.000e-03, eta: 1:13:27, time: 0.565, data_time: 0.022, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9891, loss_cls: 0.3140, loss: 0.3140, grad_norm: 3.7012 2021-04-26 15:16:21,428 - mmaction - INFO - Epoch [31][60/235] lr: 1.000e-03, eta: 1:12:38, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9891, loss_cls: 0.3259, loss: 0.3259, grad_norm: 3.8195 2021-04-26 15:16:32,427 - mmaction - INFO - Epoch [31][80/235] lr: 1.000e-03, eta: 1:11:51, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9867, loss_cls: 0.3295, loss: 0.3295, grad_norm: 3.7997 2021-04-26 15:16:43,401 - mmaction - INFO - Epoch [31][100/235] lr: 1.000e-03, eta: 1:11:04, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9852, loss_cls: 0.3344, loss: 0.3344, grad_norm: 3.7419 2021-04-26 15:16:54,416 - mmaction - INFO - Epoch [31][120/235] lr: 1.000e-03, eta: 1:10:19, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.8984, top5_acc: 0.9875, loss_cls: 0.3427, loss: 0.3427, grad_norm: 3.8729 2021-04-26 15:17:05,412 - mmaction - INFO - Epoch [31][140/235] lr: 1.000e-03, eta: 1:09:35, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8930, top5_acc: 0.9953, loss_cls: 0.3252, loss: 0.3252, grad_norm: 3.7809 2021-04-26 15:17:16,457 - mmaction - INFO - Epoch [31][160/235] lr: 1.000e-03, eta: 1:08:52, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.8992, top5_acc: 0.9820, loss_cls: 0.3445, loss: 0.3445, grad_norm: 3.8210 2021-04-26 15:17:27,467 - mmaction - INFO - Epoch [31][180/235] lr: 1.000e-03, eta: 1:08:10, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.2948, loss: 0.2948, grad_norm: 3.5687 2021-04-26 15:17:38,589 - mmaction - INFO - Epoch [31][200/235] lr: 1.000e-03, eta: 1:07:29, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.8961, top5_acc: 0.9906, loss_cls: 0.3481, loss: 0.3481, grad_norm: 3.8167 2021-04-26 15:17:49,759 - mmaction - INFO - Epoch [31][220/235] lr: 1.000e-03, eta: 1:06:49, time: 0.560, data_time: 0.002, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.3264, loss: 0.3264, grad_norm: 3.6301 2021-04-26 15:17:59,015 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-04-26 15:19:21,431 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:19:21,440 - mmaction - INFO - top1_acc 0.7447 top5_acc 0.9736 2021-04-26 15:19:21,440 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:19:21,442 - mmaction - INFO - mean_acc 0.6439 2021-04-26 15:19:21,443 - mmaction - INFO - Epoch(val) [31][235] top1_acc: 0.7447, top5_acc: 0.9736, mean_class_accuracy: 0.6439 2021-04-26 15:20:53,750 - mmaction - INFO - Epoch [32][20/235] lr: 1.000e-03, eta: 1:09:27, time: 4.611, data_time: 4.005, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9875, loss_cls: 0.3306, loss: 0.3306, grad_norm: 3.7483 2021-04-26 15:21:05,291 - mmaction - INFO - Epoch [32][40/235] lr: 1.000e-03, eta: 1:08:46, time: 0.580, data_time: 0.036, memory: 7070, top1_acc: 0.9055, top5_acc: 0.9906, loss_cls: 0.3179, loss: 0.3179, grad_norm: 3.7770 2021-04-26 15:21:16,229 - mmaction - INFO - Epoch [32][60/235] lr: 1.000e-03, eta: 1:08:04, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3234, loss: 0.3234, grad_norm: 3.7740 2021-04-26 15:21:27,231 - mmaction - INFO - Epoch [32][80/235] lr: 1.000e-03, eta: 1:07:24, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9898, loss_cls: 0.3230, loss: 0.3230, grad_norm: 3.7560 2021-04-26 15:21:38,200 - mmaction - INFO - Epoch [32][100/235] lr: 1.000e-03, eta: 1:06:44, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.8922, top5_acc: 0.9914, loss_cls: 0.3400, loss: 0.3400, grad_norm: 3.9220 2021-04-26 15:21:49,221 - mmaction - INFO - Epoch [32][120/235] lr: 1.000e-03, eta: 1:06:04, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.8930, top5_acc: 0.9867, loss_cls: 0.3339, loss: 0.3339, grad_norm: 3.9102 2021-04-26 15:22:00,218 - mmaction - INFO - Epoch [32][140/235] lr: 1.000e-03, eta: 1:05:26, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.3374, loss: 0.3374, grad_norm: 3.8755 2021-04-26 15:22:11,259 - mmaction - INFO - Epoch [32][160/235] lr: 1.000e-03, eta: 1:04:48, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3293, loss: 0.3293, grad_norm: 3.8980 2021-04-26 15:22:22,334 - mmaction - INFO - Epoch [32][180/235] lr: 1.000e-03, eta: 1:04:11, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9867, loss_cls: 0.3255, loss: 0.3255, grad_norm: 3.6679 2021-04-26 15:22:33,484 - mmaction - INFO - Epoch [32][200/235] lr: 1.000e-03, eta: 1:03:35, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.3311, loss: 0.3311, grad_norm: 3.9120 2021-04-26 15:22:44,669 - mmaction - INFO - Epoch [32][220/235] lr: 1.000e-03, eta: 1:03:00, time: 0.560, data_time: 0.002, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9852, loss_cls: 0.3498, loss: 0.3498, grad_norm: 3.6707 2021-04-26 15:22:54,367 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-04-26 15:24:21,577 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:24:21,586 - mmaction - INFO - top1_acc 0.7350 top5_acc 0.9695 2021-04-26 15:24:21,586 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:24:21,588 - mmaction - INFO - mean_acc 0.6374 2021-04-26 15:24:21,589 - mmaction - INFO - Epoch(val) [32][235] top1_acc: 0.7350, top5_acc: 0.9695, mean_class_accuracy: 0.6374 2021-04-26 15:25:50,143 - mmaction - INFO - Epoch [33][20/235] lr: 1.000e-03, eta: 1:04:54, time: 4.427, data_time: 3.850, memory: 7070, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.3454, loss: 0.3454, grad_norm: 3.7550 2021-04-26 15:26:01,142 - mmaction - INFO - Epoch [33][40/235] lr: 1.000e-03, eta: 1:04:17, time: 0.549, data_time: 0.005, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9930, loss_cls: 0.3067, loss: 0.3067, grad_norm: 3.8428 2021-04-26 15:26:12,082 - mmaction - INFO - Epoch [33][60/235] lr: 1.000e-03, eta: 1:03:40, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.8961, top5_acc: 0.9883, loss_cls: 0.3221, loss: 0.3221, grad_norm: 3.7300 2021-04-26 15:26:23,078 - mmaction - INFO - Epoch [33][80/235] lr: 1.000e-03, eta: 1:03:04, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.8961, top5_acc: 0.9898, loss_cls: 0.3134, loss: 0.3134, grad_norm: 3.5859 2021-04-26 15:26:34,046 - mmaction - INFO - Epoch [33][100/235] lr: 1.000e-03, eta: 1:02:29, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.8961, top5_acc: 0.9875, loss_cls: 0.3319, loss: 0.3319, grad_norm: 3.9953 2021-04-26 15:26:45,065 - mmaction - INFO - Epoch [33][120/235] lr: 1.000e-03, eta: 1:01:54, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9102, top5_acc: 0.9914, loss_cls: 0.3120, loss: 0.3120, grad_norm: 3.8607 2021-04-26 15:26:56,045 - mmaction - INFO - Epoch [33][140/235] lr: 1.000e-03, eta: 1:01:20, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.8867, top5_acc: 0.9891, loss_cls: 0.3448, loss: 0.3448, grad_norm: 3.9524 2021-04-26 15:27:07,088 - mmaction - INFO - Epoch [33][160/235] lr: 1.000e-03, eta: 1:00:46, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.8984, top5_acc: 0.9859, loss_cls: 0.3154, loss: 0.3154, grad_norm: 3.6832 2021-04-26 15:27:18,142 - mmaction - INFO - Epoch [33][180/235] lr: 1.000e-03, eta: 1:00:13, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.3006, loss: 0.3006, grad_norm: 3.6479 2021-04-26 15:27:29,309 - mmaction - INFO - Epoch [33][200/235] lr: 1.000e-03, eta: 0:59:40, time: 0.557, data_time: 0.003, memory: 7070, top1_acc: 0.9180, top5_acc: 0.9875, loss_cls: 0.2972, loss: 0.2972, grad_norm: 3.5433 2021-04-26 15:27:40,375 - mmaction - INFO - Epoch [33][220/235] lr: 1.000e-03, eta: 0:59:08, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9914, loss_cls: 0.3194, loss: 0.3194, grad_norm: 3.8346 2021-04-26 15:27:49,558 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-04-26 15:29:06,007 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:29:06,016 - mmaction - INFO - top1_acc 0.7365 top5_acc 0.9711 2021-04-26 15:29:06,016 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:29:06,018 - mmaction - INFO - mean_acc 0.6470 2021-04-26 15:29:06,019 - mmaction - INFO - Epoch(val) [33][235] top1_acc: 0.7365, top5_acc: 0.9711, mean_class_accuracy: 0.6470 2021-04-26 15:30:25,053 - mmaction - INFO - Epoch [34][20/235] lr: 1.000e-03, eta: 1:00:18, time: 3.949, data_time: 3.344, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.2854, loss: 0.2854, grad_norm: 3.3685 2021-04-26 15:30:35,969 - mmaction - INFO - Epoch [34][40/235] lr: 1.000e-03, eta: 0:59:44, time: 0.548, data_time: 0.004, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9930, loss_cls: 0.3207, loss: 0.3207, grad_norm: 3.6860 2021-04-26 15:30:46,955 - mmaction - INFO - Epoch [34][60/235] lr: 1.000e-03, eta: 0:59:12, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9023, top5_acc: 0.9859, loss_cls: 0.3388, loss: 0.3388, grad_norm: 3.7237 2021-04-26 15:30:57,917 - mmaction - INFO - Epoch [34][80/235] lr: 1.000e-03, eta: 0:58:40, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.8867, top5_acc: 0.9891, loss_cls: 0.3502, loss: 0.3502, grad_norm: 4.0341 2021-04-26 15:31:08,921 - mmaction - INFO - Epoch [34][100/235] lr: 1.000e-03, eta: 0:58:08, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9102, top5_acc: 0.9875, loss_cls: 0.3025, loss: 0.3025, grad_norm: 3.7848 2021-04-26 15:31:19,925 - mmaction - INFO - Epoch [34][120/235] lr: 1.000e-03, eta: 0:57:37, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9914, loss_cls: 0.2976, loss: 0.2976, grad_norm: 3.8265 2021-04-26 15:31:30,959 - mmaction - INFO - Epoch [34][140/235] lr: 1.000e-03, eta: 0:57:06, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9891, loss_cls: 0.2987, loss: 0.2987, grad_norm: 3.3739 2021-04-26 15:31:41,971 - mmaction - INFO - Epoch [34][160/235] lr: 1.000e-03, eta: 0:56:35, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9898, loss_cls: 0.2988, loss: 0.2988, grad_norm: 3.6751 2021-04-26 15:31:53,190 - mmaction - INFO - Epoch [34][180/235] lr: 1.000e-03, eta: 0:56:06, time: 0.559, data_time: 0.003, memory: 7070, top1_acc: 0.9078, top5_acc: 0.9914, loss_cls: 0.3174, loss: 0.3174, grad_norm: 3.7933 2021-04-26 15:32:04,261 - mmaction - INFO - Epoch [34][200/235] lr: 1.000e-03, eta: 0:55:36, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9930, loss_cls: 0.2767, loss: 0.2767, grad_norm: 3.4515 2021-04-26 15:32:15,421 - mmaction - INFO - Epoch [34][220/235] lr: 1.000e-03, eta: 0:55:07, time: 0.557, data_time: 0.003, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2825, loss: 0.2825, grad_norm: 3.5830 2021-04-26 15:32:24,701 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-04-26 15:33:40,668 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:33:40,677 - mmaction - INFO - top1_acc 0.7386 top5_acc 0.9655 2021-04-26 15:33:40,677 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:33:40,679 - mmaction - INFO - mean_acc 0.6395 2021-04-26 15:33:40,680 - mmaction - INFO - Epoch(val) [34][235] top1_acc: 0.7386, top5_acc: 0.9655, mean_class_accuracy: 0.6395 2021-04-26 15:34:56,982 - mmaction - INFO - Epoch [35][20/235] lr: 1.000e-03, eta: 0:55:56, time: 3.815, data_time: 3.258, memory: 7070, top1_acc: 0.8883, top5_acc: 0.9898, loss_cls: 0.3444, loss: 0.3444, grad_norm: 4.1908 2021-04-26 15:35:07,964 - mmaction - INFO - Epoch [35][40/235] lr: 1.000e-03, eta: 0:55:26, time: 0.548, data_time: 0.004, memory: 7070, top1_acc: 0.8984, top5_acc: 0.9867, loss_cls: 0.2960, loss: 0.2960, grad_norm: 3.7078 2021-04-26 15:35:18,913 - mmaction - INFO - Epoch [35][60/235] lr: 1.000e-03, eta: 0:54:56, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9883, loss_cls: 0.3237, loss: 0.3237, grad_norm: 3.8095 2021-04-26 15:35:29,903 - mmaction - INFO - Epoch [35][80/235] lr: 1.000e-03, eta: 0:54:27, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9102, top5_acc: 0.9883, loss_cls: 0.3143, loss: 0.3143, grad_norm: 3.8531 2021-04-26 15:35:40,893 - mmaction - INFO - Epoch [35][100/235] lr: 1.000e-03, eta: 0:53:58, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9070, top5_acc: 0.9914, loss_cls: 0.3210, loss: 0.3210, grad_norm: 3.9573 2021-04-26 15:35:51,935 - mmaction - INFO - Epoch [35][120/235] lr: 1.000e-03, eta: 0:53:30, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9930, loss_cls: 0.2925, loss: 0.2925, grad_norm: 4.0214 2021-04-26 15:36:02,937 - mmaction - INFO - Epoch [35][140/235] lr: 1.000e-03, eta: 0:53:01, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8969, top5_acc: 0.9898, loss_cls: 0.3330, loss: 0.3330, grad_norm: 3.8505 2021-04-26 15:36:14,004 - mmaction - INFO - Epoch [35][160/235] lr: 1.000e-03, eta: 0:52:33, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.8992, top5_acc: 0.9883, loss_cls: 0.3200, loss: 0.3200, grad_norm: 3.9932 2021-04-26 15:36:25,043 - mmaction - INFO - Epoch [35][180/235] lr: 1.000e-03, eta: 0:52:06, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9016, top5_acc: 0.9914, loss_cls: 0.3183, loss: 0.3183, grad_norm: 3.7653 2021-04-26 15:36:36,183 - mmaction - INFO - Epoch [35][200/235] lr: 1.000e-03, eta: 0:51:39, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9867, loss_cls: 0.3255, loss: 0.3255, grad_norm: 4.0142 2021-04-26 15:36:47,266 - mmaction - INFO - Epoch [35][220/235] lr: 1.000e-03, eta: 0:51:12, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9891, loss_cls: 0.2984, loss: 0.2984, grad_norm: 3.7433 2021-04-26 15:36:57,192 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-04-26 15:38:12,108 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:38:12,118 - mmaction - INFO - top1_acc 0.7477 top5_acc 0.9629 2021-04-26 15:38:12,118 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:38:12,120 - mmaction - INFO - mean_acc 0.6612 2021-04-26 15:38:12,121 - mmaction - INFO - Epoch(val) [35][235] top1_acc: 0.7477, top5_acc: 0.9629, mean_class_accuracy: 0.6612 2021-04-26 15:39:29,928 - mmaction - INFO - Epoch [36][20/235] lr: 1.000e-03, eta: 0:51:51, time: 3.890, data_time: 3.314, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9906, loss_cls: 0.3148, loss: 0.3148, grad_norm: 4.0312 2021-04-26 15:39:40,815 - mmaction - INFO - Epoch [36][40/235] lr: 1.000e-03, eta: 0:51:24, time: 0.545, data_time: 0.001, memory: 7070, top1_acc: 0.8953, top5_acc: 0.9969, loss_cls: 0.3080, loss: 0.3080, grad_norm: 4.0486 2021-04-26 15:39:51,827 - mmaction - INFO - Epoch [36][60/235] lr: 1.000e-03, eta: 0:50:56, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9852, loss_cls: 0.2877, loss: 0.2877, grad_norm: 3.7173 2021-04-26 15:40:02,795 - mmaction - INFO - Epoch [36][80/235] lr: 1.000e-03, eta: 0:50:29, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9102, top5_acc: 0.9930, loss_cls: 0.2906, loss: 0.2906, grad_norm: 3.7448 2021-04-26 15:40:13,807 - mmaction - INFO - Epoch [36][100/235] lr: 1.000e-03, eta: 0:50:02, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9945, loss_cls: 0.2803, loss: 0.2803, grad_norm: 3.9532 2021-04-26 15:40:24,803 - mmaction - INFO - Epoch [36][120/235] lr: 1.000e-03, eta: 0:49:36, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9898, loss_cls: 0.2997, loss: 0.2997, grad_norm: 3.7911 2021-04-26 15:40:35,836 - mmaction - INFO - Epoch [36][140/235] lr: 1.000e-03, eta: 0:49:10, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9070, top5_acc: 0.9914, loss_cls: 0.3019, loss: 0.3019, grad_norm: 3.9438 2021-04-26 15:40:46,862 - mmaction - INFO - Epoch [36][160/235] lr: 1.000e-03, eta: 0:48:44, time: 0.552, data_time: 0.004, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9883, loss_cls: 0.3168, loss: 0.3168, grad_norm: 4.0737 2021-04-26 15:40:57,954 - mmaction - INFO - Epoch [36][180/235] lr: 1.000e-03, eta: 0:48:18, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9070, top5_acc: 0.9906, loss_cls: 0.3154, loss: 0.3154, grad_norm: 3.8336 2021-04-26 15:41:09,122 - mmaction - INFO - Epoch [36][200/235] lr: 1.000e-03, eta: 0:47:53, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9016, top5_acc: 0.9875, loss_cls: 0.3428, loss: 0.3428, grad_norm: 4.0817 2021-04-26 15:41:20,200 - mmaction - INFO - Epoch [36][220/235] lr: 1.000e-03, eta: 0:47:27, time: 0.555, data_time: 0.001, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.2869, loss: 0.2869, grad_norm: 3.6608 2021-04-26 15:41:31,992 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-04-26 15:43:27,166 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:43:27,175 - mmaction - INFO - top1_acc 0.7599 top5_acc 0.9716 2021-04-26 15:43:27,176 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:43:27,179 - mmaction - INFO - mean_acc 0.6615 2021-04-26 15:43:28,425 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-04-26 15:43:28,425 - mmaction - INFO - Best top1_acc is 0.7599 at 36 epoch. 2021-04-26 15:43:28,426 - mmaction - INFO - Epoch(val) [36][235] top1_acc: 0.7599, top5_acc: 0.9716, mean_class_accuracy: 0.6615 2021-04-26 15:45:27,715 - mmaction - INFO - Epoch [37][20/235] lr: 1.000e-03, eta: 0:48:49, time: 5.962, data_time: 5.275, memory: 7070, top1_acc: 0.9211, top5_acc: 0.9938, loss_cls: 0.2790, loss: 0.2790, grad_norm: 3.6081 2021-04-26 15:45:38,661 - mmaction - INFO - Epoch [37][40/235] lr: 1.000e-03, eta: 0:48:22, time: 0.550, data_time: 0.006, memory: 7070, top1_acc: 0.8977, top5_acc: 0.9945, loss_cls: 0.3253, loss: 0.3253, grad_norm: 3.9215 2021-04-26 15:45:49,638 - mmaction - INFO - Epoch [37][60/235] lr: 1.000e-03, eta: 0:47:56, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9867, loss_cls: 0.3021, loss: 0.3021, grad_norm: 3.8211 2021-04-26 15:46:00,594 - mmaction - INFO - Epoch [37][80/235] lr: 1.000e-03, eta: 0:47:30, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9898, loss_cls: 0.3010, loss: 0.3010, grad_norm: 3.8290 2021-04-26 15:46:11,596 - mmaction - INFO - Epoch [37][100/235] lr: 1.000e-03, eta: 0:47:04, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9070, top5_acc: 0.9938, loss_cls: 0.2921, loss: 0.2921, grad_norm: 3.7491 2021-04-26 15:46:22,577 - mmaction - INFO - Epoch [37][120/235] lr: 1.000e-03, eta: 0:46:39, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9055, top5_acc: 0.9906, loss_cls: 0.3004, loss: 0.3004, grad_norm: 4.0326 2021-04-26 15:46:33,608 - mmaction - INFO - Epoch [37][140/235] lr: 1.000e-03, eta: 0:46:13, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9914, loss_cls: 0.2841, loss: 0.2841, grad_norm: 3.8060 2021-04-26 15:46:44,616 - mmaction - INFO - Epoch [37][160/235] lr: 1.000e-03, eta: 0:45:48, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9891, loss_cls: 0.2792, loss: 0.2792, grad_norm: 3.6571 2021-04-26 15:46:55,671 - mmaction - INFO - Epoch [37][180/235] lr: 1.000e-03, eta: 0:45:23, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.2632, loss: 0.2632, grad_norm: 3.6698 2021-04-26 15:47:06,721 - mmaction - INFO - Epoch [37][200/235] lr: 1.000e-03, eta: 0:44:59, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9883, loss_cls: 0.3254, loss: 0.3254, grad_norm: 4.0201 2021-04-26 15:47:17,826 - mmaction - INFO - Epoch [37][220/235] lr: 1.000e-03, eta: 0:44:34, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9922, loss_cls: 0.3241, loss: 0.3241, grad_norm: 4.0712 2021-04-26 15:47:27,840 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-04-26 15:48:48,722 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:48:48,731 - mmaction - INFO - top1_acc 0.7569 top5_acc 0.9706 2021-04-26 15:48:48,731 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:48:48,770 - mmaction - INFO - mean_acc 0.6624 2021-04-26 15:48:48,771 - mmaction - INFO - Epoch(val) [37][235] top1_acc: 0.7569, top5_acc: 0.9706, mean_class_accuracy: 0.6624 2021-04-26 15:50:14,797 - mmaction - INFO - Epoch [38][20/235] lr: 1.000e-03, eta: 0:45:03, time: 4.300, data_time: 3.628, memory: 7070, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.2918, loss: 0.2918, grad_norm: 3.7878 2021-04-26 15:50:25,762 - mmaction - INFO - Epoch [38][40/235] lr: 1.000e-03, eta: 0:44:38, time: 0.549, data_time: 0.006, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9922, loss_cls: 0.2932, loss: 0.2932, grad_norm: 4.0317 2021-04-26 15:50:36,753 - mmaction - INFO - Epoch [38][60/235] lr: 1.000e-03, eta: 0:44:13, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.8953, top5_acc: 0.9914, loss_cls: 0.3274, loss: 0.3274, grad_norm: 3.9571 2021-04-26 15:50:47,714 - mmaction - INFO - Epoch [38][80/235] lr: 1.000e-03, eta: 0:43:49, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9945, loss_cls: 0.2885, loss: 0.2885, grad_norm: 3.8042 2021-04-26 15:50:58,732 - mmaction - INFO - Epoch [38][100/235] lr: 1.000e-03, eta: 0:43:24, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9023, top5_acc: 0.9852, loss_cls: 0.3234, loss: 0.3234, grad_norm: 3.9065 2021-04-26 15:51:09,733 - mmaction - INFO - Epoch [38][120/235] lr: 1.000e-03, eta: 0:43:00, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9930, loss_cls: 0.3143, loss: 0.3143, grad_norm: 4.1059 2021-04-26 15:51:20,773 - mmaction - INFO - Epoch [38][140/235] lr: 1.000e-03, eta: 0:42:36, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9945, loss_cls: 0.3068, loss: 0.3068, grad_norm: 3.8655 2021-04-26 15:51:31,796 - mmaction - INFO - Epoch [38][160/235] lr: 1.000e-03, eta: 0:42:12, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9023, top5_acc: 0.9922, loss_cls: 0.2923, loss: 0.2923, grad_norm: 3.7802 2021-04-26 15:51:42,883 - mmaction - INFO - Epoch [38][180/235] lr: 1.000e-03, eta: 0:41:48, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9906, loss_cls: 0.2974, loss: 0.2974, grad_norm: 3.8010 2021-04-26 15:51:53,983 - mmaction - INFO - Epoch [38][200/235] lr: 1.000e-03, eta: 0:41:25, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9922, loss_cls: 0.3030, loss: 0.3030, grad_norm: 3.8893 2021-04-26 15:52:05,176 - mmaction - INFO - Epoch [38][220/235] lr: 1.000e-03, eta: 0:41:02, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9883, loss_cls: 0.2898, loss: 0.2898, grad_norm: 3.5047 2021-04-26 15:52:14,242 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-04-26 15:53:25,358 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:53:25,366 - mmaction - INFO - top1_acc 0.7426 top5_acc 0.9665 2021-04-26 15:53:25,366 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:53:25,368 - mmaction - INFO - mean_acc 0.6493 2021-04-26 15:53:25,369 - mmaction - INFO - Epoch(val) [38][235] top1_acc: 0.7426, top5_acc: 0.9665, mean_class_accuracy: 0.6493 2021-04-26 15:54:40,618 - mmaction - INFO - Epoch [39][20/235] lr: 1.000e-03, eta: 0:41:12, time: 3.762, data_time: 3.202, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9914, loss_cls: 0.2958, loss: 0.2958, grad_norm: 3.8585 2021-04-26 15:54:51,624 - mmaction - INFO - Epoch [39][40/235] lr: 1.000e-03, eta: 0:40:48, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9930, loss_cls: 0.3016, loss: 0.3016, grad_norm: 3.9183 2021-04-26 15:55:02,594 - mmaction - INFO - Epoch [39][60/235] lr: 1.000e-03, eta: 0:40:25, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9070, top5_acc: 0.9930, loss_cls: 0.3081, loss: 0.3081, grad_norm: 3.9584 2021-04-26 15:55:13,607 - mmaction - INFO - Epoch [39][80/235] lr: 1.000e-03, eta: 0:40:02, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9031, top5_acc: 0.9898, loss_cls: 0.2872, loss: 0.2872, grad_norm: 3.9334 2021-04-26 15:55:24,597 - mmaction - INFO - Epoch [39][100/235] lr: 1.000e-03, eta: 0:39:38, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.8891, top5_acc: 0.9891, loss_cls: 0.3282, loss: 0.3282, grad_norm: 4.2039 2021-04-26 15:55:35,620 - mmaction - INFO - Epoch [39][120/235] lr: 1.000e-03, eta: 0:39:15, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9961, loss_cls: 0.2850, loss: 0.2850, grad_norm: 3.8748 2021-04-26 15:55:46,633 - mmaction - INFO - Epoch [39][140/235] lr: 1.000e-03, eta: 0:38:53, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9008, top5_acc: 0.9930, loss_cls: 0.2933, loss: 0.2933, grad_norm: 4.2693 2021-04-26 15:55:57,712 - mmaction - INFO - Epoch [39][160/235] lr: 1.000e-03, eta: 0:38:30, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9891, loss_cls: 0.2912, loss: 0.2912, grad_norm: 3.7710 2021-04-26 15:56:08,801 - mmaction - INFO - Epoch [39][180/235] lr: 1.000e-03, eta: 0:38:07, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.2834, loss: 0.2834, grad_norm: 3.8531 2021-04-26 15:56:19,989 - mmaction - INFO - Epoch [39][200/235] lr: 1.000e-03, eta: 0:37:45, time: 0.558, data_time: 0.003, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9945, loss_cls: 0.2666, loss: 0.2666, grad_norm: 3.7141 2021-04-26 15:56:31,207 - mmaction - INFO - Epoch [39][220/235] lr: 1.000e-03, eta: 0:37:23, time: 0.563, data_time: 0.003, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9875, loss_cls: 0.2936, loss: 0.2936, grad_norm: 3.9468 2021-04-26 15:56:40,872 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-04-26 15:58:02,673 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:58:02,681 - mmaction - INFO - top1_acc 0.7299 top5_acc 0.9629 2021-04-26 15:58:02,681 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:58:02,683 - mmaction - INFO - mean_acc 0.6368 2021-04-26 15:58:02,684 - mmaction - INFO - Epoch(val) [39][235] top1_acc: 0.7299, top5_acc: 0.9629, mean_class_accuracy: 0.6368 2021-04-26 15:59:30,251 - mmaction - INFO - Epoch [40][20/235] lr: 1.000e-03, eta: 0:37:37, time: 4.377, data_time: 3.812, memory: 7070, top1_acc: 0.8992, top5_acc: 0.9898, loss_cls: 0.3186, loss: 0.3186, grad_norm: 4.1499 2021-04-26 15:59:41,225 - mmaction - INFO - Epoch [40][40/235] lr: 1.000e-03, eta: 0:37:15, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.8984, top5_acc: 0.9852, loss_cls: 0.3423, loss: 0.3423, grad_norm: 4.1426 2021-04-26 15:59:52,162 - mmaction - INFO - Epoch [40][60/235] lr: 1.000e-03, eta: 0:36:52, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9859, loss_cls: 0.3162, loss: 0.3162, grad_norm: 4.1387 2021-04-26 16:00:03,170 - mmaction - INFO - Epoch [40][80/235] lr: 1.000e-03, eta: 0:36:30, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9148, top5_acc: 0.9891, loss_cls: 0.2929, loss: 0.2929, grad_norm: 3.8039 2021-04-26 16:00:14,140 - mmaction - INFO - Epoch [40][100/235] lr: 1.000e-03, eta: 0:36:07, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2830, loss: 0.2830, grad_norm: 3.9417 2021-04-26 16:00:25,169 - mmaction - INFO - Epoch [40][120/235] lr: 1.000e-03, eta: 0:35:45, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.2911, loss: 0.2911, grad_norm: 3.9813 2021-04-26 16:00:36,196 - mmaction - INFO - Epoch [40][140/235] lr: 1.000e-03, eta: 0:35:23, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9859, loss_cls: 0.2991, loss: 0.2991, grad_norm: 4.0453 2021-04-26 16:00:47,243 - mmaction - INFO - Epoch [40][160/235] lr: 1.000e-03, eta: 0:35:02, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9930, loss_cls: 0.2848, loss: 0.2848, grad_norm: 3.7778 2021-04-26 16:00:58,302 - mmaction - INFO - Epoch [40][180/235] lr: 1.000e-03, eta: 0:34:40, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9023, top5_acc: 0.9859, loss_cls: 0.3256, loss: 0.3256, grad_norm: 4.3009 2021-04-26 16:01:09,422 - mmaction - INFO - Epoch [40][200/235] lr: 1.000e-03, eta: 0:34:18, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9844, loss_cls: 0.2873, loss: 0.2873, grad_norm: 3.8479 2021-04-26 16:01:20,495 - mmaction - INFO - Epoch [40][220/235] lr: 1.000e-03, eta: 0:33:57, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9898, loss_cls: 0.3008, loss: 0.3008, grad_norm: 3.9404 2021-04-26 16:01:31,569 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-04-26 16:02:55,453 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:02:55,462 - mmaction - INFO - top1_acc 0.7406 top5_acc 0.9716 2021-04-26 16:02:55,462 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:02:55,464 - mmaction - INFO - mean_acc 0.6478 2021-04-26 16:02:55,465 - mmaction - INFO - Epoch(val) [40][235] top1_acc: 0.7406, top5_acc: 0.9716, mean_class_accuracy: 0.6478 2021-04-26 16:04:23,960 - mmaction - INFO - Epoch [41][20/235] lr: 1.000e-04, eta: 0:34:05, time: 4.421, data_time: 3.809, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.2995, loss: 0.2995, grad_norm: 4.0048 2021-04-26 16:04:34,931 - mmaction - INFO - Epoch [41][40/235] lr: 1.000e-04, eta: 0:33:43, time: 0.552, data_time: 0.008, memory: 7070, top1_acc: 0.8992, top5_acc: 0.9922, loss_cls: 0.3049, loss: 0.3049, grad_norm: 3.8275 2021-04-26 16:04:45,930 - mmaction - INFO - Epoch [41][60/235] lr: 1.000e-04, eta: 0:33:22, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.2926, loss: 0.2926, grad_norm: 3.9620 2021-04-26 16:04:56,929 - mmaction - INFO - Epoch [41][80/235] lr: 1.000e-04, eta: 0:33:00, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9898, loss_cls: 0.3393, loss: 0.3393, grad_norm: 4.1154 2021-04-26 16:05:07,957 - mmaction - INFO - Epoch [41][100/235] lr: 1.000e-04, eta: 0:32:39, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9930, loss_cls: 0.2835, loss: 0.2835, grad_norm: 3.8311 2021-04-26 16:05:18,952 - mmaction - INFO - Epoch [41][120/235] lr: 1.000e-04, eta: 0:32:17, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9961, loss_cls: 0.2613, loss: 0.2613, grad_norm: 3.7138 2021-04-26 16:05:29,999 - mmaction - INFO - Epoch [41][140/235] lr: 1.000e-04, eta: 0:31:56, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9227, top5_acc: 0.9930, loss_cls: 0.2354, loss: 0.2354, grad_norm: 3.4614 2021-04-26 16:05:41,016 - mmaction - INFO - Epoch [41][160/235] lr: 1.000e-04, eta: 0:31:35, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9016, top5_acc: 0.9844, loss_cls: 0.3004, loss: 0.3004, grad_norm: 3.7031 2021-04-26 16:05:52,089 - mmaction - INFO - Epoch [41][180/235] lr: 1.000e-04, eta: 0:31:14, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.2836, loss: 0.2836, grad_norm: 3.6660 2021-04-26 16:06:03,172 - mmaction - INFO - Epoch [41][200/235] lr: 1.000e-04, eta: 0:30:53, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9273, top5_acc: 0.9906, loss_cls: 0.2594, loss: 0.2594, grad_norm: 3.6500 2021-04-26 16:06:14,266 - mmaction - INFO - Epoch [41][220/235] lr: 1.000e-04, eta: 0:30:32, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9906, loss_cls: 0.2829, loss: 0.2829, grad_norm: 3.5832 2021-04-26 16:06:24,275 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-04-26 16:07:43,339 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:07:43,348 - mmaction - INFO - top1_acc 0.7523 top5_acc 0.9640 2021-04-26 16:07:43,348 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:07:43,350 - mmaction - INFO - mean_acc 0.6515 2021-04-26 16:07:43,351 - mmaction - INFO - Epoch(val) [41][235] top1_acc: 0.7523, top5_acc: 0.9640, mean_class_accuracy: 0.6515 2021-04-26 16:09:11,485 - mmaction - INFO - Epoch [42][20/235] lr: 1.000e-04, eta: 0:30:34, time: 4.404, data_time: 3.792, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9867, loss_cls: 0.2861, loss: 0.2861, grad_norm: 3.8529 2021-04-26 16:09:22,465 - mmaction - INFO - Epoch [42][40/235] lr: 1.000e-04, eta: 0:30:13, time: 0.552, data_time: 0.007, memory: 7070, top1_acc: 0.9102, top5_acc: 0.9820, loss_cls: 0.3016, loss: 0.3016, grad_norm: 4.1479 2021-04-26 16:09:33,450 - mmaction - INFO - Epoch [42][60/235] lr: 1.000e-04, eta: 0:29:52, time: 0.548, data_time: 0.002, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9922, loss_cls: 0.3056, loss: 0.3056, grad_norm: 4.0367 2021-04-26 16:09:44,403 - mmaction - INFO - Epoch [42][80/235] lr: 1.000e-04, eta: 0:29:31, time: 0.548, data_time: 0.001, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9906, loss_cls: 0.2900, loss: 0.2900, grad_norm: 3.8704 2021-04-26 16:09:55,407 - mmaction - INFO - Epoch [42][100/235] lr: 1.000e-04, eta: 0:29:11, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9086, top5_acc: 0.9914, loss_cls: 0.3105, loss: 0.3105, grad_norm: 4.2443 2021-04-26 16:10:06,395 - mmaction - INFO - Epoch [42][120/235] lr: 1.000e-04, eta: 0:28:50, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2748, loss: 0.2748, grad_norm: 3.9045 2021-04-26 16:10:17,435 - mmaction - INFO - Epoch [42][140/235] lr: 1.000e-04, eta: 0:28:29, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9883, loss_cls: 0.3083, loss: 0.3083, grad_norm: 3.9991 2021-04-26 16:10:28,471 - mmaction - INFO - Epoch [42][160/235] lr: 1.000e-04, eta: 0:28:09, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9930, loss_cls: 0.2724, loss: 0.2724, grad_norm: 3.7987 2021-04-26 16:10:39,571 - mmaction - INFO - Epoch [42][180/235] lr: 1.000e-04, eta: 0:27:49, time: 0.554, data_time: 0.003, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9930, loss_cls: 0.2783, loss: 0.2783, grad_norm: 3.9062 2021-04-26 16:10:50,702 - mmaction - INFO - Epoch [42][200/235] lr: 1.000e-04, eta: 0:27:28, time: 0.558, data_time: 0.002, memory: 7070, top1_acc: 0.9258, top5_acc: 0.9922, loss_cls: 0.2438, loss: 0.2438, grad_norm: 3.5564 2021-04-26 16:11:01,956 - mmaction - INFO - Epoch [42][220/235] lr: 1.000e-04, eta: 0:27:08, time: 0.562, data_time: 0.006, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9906, loss_cls: 0.2731, loss: 0.2731, grad_norm: 3.7233 2021-04-26 16:11:11,398 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-04-26 16:12:39,074 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:12:39,083 - mmaction - INFO - top1_acc 0.7437 top5_acc 0.9701 2021-04-26 16:12:39,083 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:12:39,085 - mmaction - INFO - mean_acc 0.6518 2021-04-26 16:12:39,086 - mmaction - INFO - Epoch(val) [42][235] top1_acc: 0.7437, top5_acc: 0.9701, mean_class_accuracy: 0.6518 2021-04-26 16:14:02,578 - mmaction - INFO - Epoch [43][20/235] lr: 1.000e-04, eta: 0:27:03, time: 4.171, data_time: 3.607, memory: 7070, top1_acc: 0.9180, top5_acc: 0.9914, loss_cls: 0.2817, loss: 0.2817, grad_norm: 3.9691 2021-04-26 16:14:13,565 - mmaction - INFO - Epoch [43][40/235] lr: 1.000e-04, eta: 0:26:43, time: 0.551, data_time: 0.006, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9898, loss_cls: 0.2982, loss: 0.2982, grad_norm: 4.0598 2021-04-26 16:14:24,510 - mmaction - INFO - Epoch [43][60/235] lr: 1.000e-04, eta: 0:26:22, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3052, loss: 0.3052, grad_norm: 4.1231 2021-04-26 16:14:35,526 - mmaction - INFO - Epoch [43][80/235] lr: 1.000e-04, eta: 0:26:02, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9898, loss_cls: 0.2919, loss: 0.2919, grad_norm: 3.9496 2021-04-26 16:14:46,502 - mmaction - INFO - Epoch [43][100/235] lr: 1.000e-04, eta: 0:25:42, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9148, top5_acc: 0.9859, loss_cls: 0.3039, loss: 0.3039, grad_norm: 3.9814 2021-04-26 16:14:57,536 - mmaction - INFO - Epoch [43][120/235] lr: 1.000e-04, eta: 0:25:22, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9258, top5_acc: 0.9953, loss_cls: 0.2505, loss: 0.2505, grad_norm: 3.8124 2021-04-26 16:15:08,574 - mmaction - INFO - Epoch [43][140/235] lr: 1.000e-04, eta: 0:25:02, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9195, top5_acc: 0.9875, loss_cls: 0.2943, loss: 0.2943, grad_norm: 3.9123 2021-04-26 16:15:19,626 - mmaction - INFO - Epoch [43][160/235] lr: 1.000e-04, eta: 0:24:42, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9352, top5_acc: 0.9977, loss_cls: 0.2158, loss: 0.2158, grad_norm: 3.4088 2021-04-26 16:15:30,675 - mmaction - INFO - Epoch [43][180/235] lr: 1.000e-04, eta: 0:24:22, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9914, loss_cls: 0.2643, loss: 0.2643, grad_norm: 3.9020 2021-04-26 16:15:41,792 - mmaction - INFO - Epoch [43][200/235] lr: 1.000e-04, eta: 0:24:03, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9211, top5_acc: 0.9914, loss_cls: 0.2688, loss: 0.2688, grad_norm: 4.0864 2021-04-26 16:15:52,887 - mmaction - INFO - Epoch [43][220/235] lr: 1.000e-04, eta: 0:23:43, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9930, loss_cls: 0.2703, loss: 0.2703, grad_norm: 3.9020 2021-04-26 16:16:02,269 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-04-26 16:17:21,951 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:17:21,960 - mmaction - INFO - top1_acc 0.7523 top5_acc 0.9695 2021-04-26 16:17:21,960 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:17:21,962 - mmaction - INFO - mean_acc 0.6577 2021-04-26 16:17:21,962 - mmaction - INFO - Epoch(val) [43][235] top1_acc: 0.7523, top5_acc: 0.9695, mean_class_accuracy: 0.6577 2021-04-26 16:18:40,391 - mmaction - INFO - Epoch [44][20/235] lr: 1.000e-04, eta: 0:23:32, time: 3.920, data_time: 3.312, memory: 7070, top1_acc: 0.9242, top5_acc: 0.9914, loss_cls: 0.2555, loss: 0.2555, grad_norm: 3.5113 2021-04-26 16:18:51,378 - mmaction - INFO - Epoch [44][40/235] lr: 1.000e-04, eta: 0:23:12, time: 0.549, data_time: 0.004, memory: 7070, top1_acc: 0.8969, top5_acc: 0.9898, loss_cls: 0.3199, loss: 0.3199, grad_norm: 4.4094 2021-04-26 16:19:02,334 - mmaction - INFO - Epoch [44][60/235] lr: 1.000e-04, eta: 0:22:52, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9914, loss_cls: 0.2883, loss: 0.2883, grad_norm: 3.8805 2021-04-26 16:19:13,331 - mmaction - INFO - Epoch [44][80/235] lr: 1.000e-04, eta: 0:22:33, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9109, top5_acc: 0.9875, loss_cls: 0.3057, loss: 0.3057, grad_norm: 3.9343 2021-04-26 16:19:24,318 - mmaction - INFO - Epoch [44][100/235] lr: 1.000e-04, eta: 0:22:13, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.2979, loss: 0.2979, grad_norm: 4.1738 2021-04-26 16:19:35,341 - mmaction - INFO - Epoch [44][120/235] lr: 1.000e-04, eta: 0:21:54, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9898, loss_cls: 0.3193, loss: 0.3193, grad_norm: 4.0523 2021-04-26 16:19:46,340 - mmaction - INFO - Epoch [44][140/235] lr: 1.000e-04, eta: 0:21:34, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9891, loss_cls: 0.2832, loss: 0.2832, grad_norm: 3.9544 2021-04-26 16:19:57,393 - mmaction - INFO - Epoch [44][160/235] lr: 1.000e-04, eta: 0:21:15, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9180, top5_acc: 0.9906, loss_cls: 0.2825, loss: 0.2825, grad_norm: 3.8525 2021-04-26 16:20:08,460 - mmaction - INFO - Epoch [44][180/235] lr: 1.000e-04, eta: 0:20:56, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9195, top5_acc: 0.9914, loss_cls: 0.2691, loss: 0.2691, grad_norm: 3.8688 2021-04-26 16:20:19,536 - mmaction - INFO - Epoch [44][200/235] lr: 1.000e-04, eta: 0:20:37, time: 0.554, data_time: 0.001, memory: 7070, top1_acc: 0.9289, top5_acc: 0.9930, loss_cls: 0.2527, loss: 0.2527, grad_norm: 3.5897 2021-04-26 16:20:30,621 - mmaction - INFO - Epoch [44][220/235] lr: 1.000e-04, eta: 0:20:18, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9914, loss_cls: 0.2586, loss: 0.2586, grad_norm: 3.9151 2021-04-26 16:20:41,121 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-04-26 16:22:04,529 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:22:04,538 - mmaction - INFO - top1_acc 0.7594 top5_acc 0.9695 2021-04-26 16:22:04,538 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:22:04,540 - mmaction - INFO - mean_acc 0.6671 2021-04-26 16:22:04,540 - mmaction - INFO - Epoch(val) [44][235] top1_acc: 0.7594, top5_acc: 0.9695, mean_class_accuracy: 0.6671 2021-04-26 16:23:27,478 - mmaction - INFO - Epoch [45][20/235] lr: 1.000e-04, eta: 0:20:04, time: 4.145, data_time: 3.568, memory: 7070, top1_acc: 0.9227, top5_acc: 0.9930, loss_cls: 0.2672, loss: 0.2672, grad_norm: 3.9714 2021-04-26 16:23:38,413 - mmaction - INFO - Epoch [45][40/235] lr: 1.000e-04, eta: 0:19:45, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9211, top5_acc: 0.9906, loss_cls: 0.2874, loss: 0.2874, grad_norm: 3.9263 2021-04-26 16:23:49,402 - mmaction - INFO - Epoch [45][60/235] lr: 1.000e-04, eta: 0:19:26, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9961, loss_cls: 0.2724, loss: 0.2724, grad_norm: 4.1040 2021-04-26 16:24:00,374 - mmaction - INFO - Epoch [45][80/235] lr: 1.000e-04, eta: 0:19:06, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9922, loss_cls: 0.2737, loss: 0.2737, grad_norm: 4.1595 2021-04-26 16:24:11,398 - mmaction - INFO - Epoch [45][100/235] lr: 1.000e-04, eta: 0:18:47, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.2580, loss: 0.2580, grad_norm: 3.9868 2021-04-26 16:24:22,402 - mmaction - INFO - Epoch [45][120/235] lr: 1.000e-04, eta: 0:18:28, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9148, top5_acc: 0.9930, loss_cls: 0.2630, loss: 0.2630, grad_norm: 3.8364 2021-04-26 16:24:33,447 - mmaction - INFO - Epoch [45][140/235] lr: 1.000e-04, eta: 0:18:10, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9906, loss_cls: 0.2839, loss: 0.2839, grad_norm: 3.8611 2021-04-26 16:24:44,466 - mmaction - INFO - Epoch [45][160/235] lr: 1.000e-04, eta: 0:17:51, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.8945, top5_acc: 0.9828, loss_cls: 0.3355, loss: 0.3355, grad_norm: 4.2692 2021-04-26 16:24:55,578 - mmaction - INFO - Epoch [45][180/235] lr: 1.000e-04, eta: 0:17:32, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.2996, loss: 0.2996, grad_norm: 4.0677 2021-04-26 16:25:06,621 - mmaction - INFO - Epoch [45][200/235] lr: 1.000e-04, eta: 0:17:13, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9180, top5_acc: 0.9914, loss_cls: 0.2596, loss: 0.2596, grad_norm: 3.8873 2021-04-26 16:25:17,735 - mmaction - INFO - Epoch [45][220/235] lr: 1.000e-04, eta: 0:16:55, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.2979, loss: 0.2979, grad_norm: 4.1775 2021-04-26 16:25:30,596 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-04-26 16:26:49,324 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:26:49,333 - mmaction - INFO - top1_acc 0.7508 top5_acc 0.9706 2021-04-26 16:26:49,333 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:26:49,335 - mmaction - INFO - mean_acc 0.6585 2021-04-26 16:26:49,335 - mmaction - INFO - Epoch(val) [45][235] top1_acc: 0.7508, top5_acc: 0.9706, mean_class_accuracy: 0.6585 2021-04-26 16:28:23,642 - mmaction - INFO - Epoch [46][20/235] lr: 1.000e-04, eta: 0:16:41, time: 4.713, data_time: 4.130, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9898, loss_cls: 0.2620, loss: 0.2620, grad_norm: 3.7230 2021-04-26 16:28:34,622 - mmaction - INFO - Epoch [46][40/235] lr: 1.000e-04, eta: 0:16:22, time: 0.550, data_time: 0.007, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9914, loss_cls: 0.2773, loss: 0.2773, grad_norm: 4.0937 2021-04-26 16:28:45,573 - mmaction - INFO - Epoch [46][60/235] lr: 1.000e-04, eta: 0:16:03, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9953, loss_cls: 0.2819, loss: 0.2819, grad_norm: 3.8576 2021-04-26 16:28:56,587 - mmaction - INFO - Epoch [46][80/235] lr: 1.000e-04, eta: 0:15:44, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.2806, loss: 0.2806, grad_norm: 4.0590 2021-04-26 16:29:07,589 - mmaction - INFO - Epoch [46][100/235] lr: 1.000e-04, eta: 0:15:26, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 0.2583, loss: 0.2583, grad_norm: 3.6302 2021-04-26 16:29:18,616 - mmaction - INFO - Epoch [46][120/235] lr: 1.000e-04, eta: 0:15:07, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9867, loss_cls: 0.2971, loss: 0.2971, grad_norm: 3.8885 2021-04-26 16:29:29,640 - mmaction - INFO - Epoch [46][140/235] lr: 1.000e-04, eta: 0:14:48, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9938, loss_cls: 0.2705, loss: 0.2705, grad_norm: 3.9827 2021-04-26 16:29:40,683 - mmaction - INFO - Epoch [46][160/235] lr: 1.000e-04, eta: 0:14:30, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.2547, loss: 0.2547, grad_norm: 3.6044 2021-04-26 16:29:51,752 - mmaction - INFO - Epoch [46][180/235] lr: 1.000e-04, eta: 0:14:12, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9133, top5_acc: 0.9859, loss_cls: 0.2901, loss: 0.2901, grad_norm: 4.0017 2021-04-26 16:30:02,904 - mmaction - INFO - Epoch [46][200/235] lr: 1.000e-04, eta: 0:13:53, time: 0.556, data_time: 0.002, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9898, loss_cls: 0.2819, loss: 0.2819, grad_norm: 3.8472 2021-04-26 16:30:14,020 - mmaction - INFO - Epoch [46][220/235] lr: 1.000e-04, eta: 0:13:35, time: 0.557, data_time: 0.002, memory: 7070, top1_acc: 0.9359, top5_acc: 0.9930, loss_cls: 0.2468, loss: 0.2468, grad_norm: 3.5542 2021-04-26 16:30:23,799 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-04-26 16:31:41,560 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:31:41,576 - mmaction - INFO - top1_acc 0.7569 top5_acc 0.9711 2021-04-26 16:31:41,576 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:31:41,622 - mmaction - INFO - mean_acc 0.6676 2021-04-26 16:31:41,622 - mmaction - INFO - Epoch(val) [46][235] top1_acc: 0.7569, top5_acc: 0.9711, mean_class_accuracy: 0.6676 2021-04-26 16:32:58,802 - mmaction - INFO - Epoch [47][20/235] lr: 1.000e-04, eta: 0:13:14, time: 3.859, data_time: 3.307, memory: 7070, top1_acc: 0.9258, top5_acc: 0.9938, loss_cls: 0.2374, loss: 0.2374, grad_norm: 3.7019 2021-04-26 16:33:10,338 - mmaction - INFO - Epoch [47][40/235] lr: 1.000e-04, eta: 0:12:56, time: 0.576, data_time: 0.031, memory: 7070, top1_acc: 0.9180, top5_acc: 0.9914, loss_cls: 0.2685, loss: 0.2685, grad_norm: 3.8452 2021-04-26 16:33:21,281 - mmaction - INFO - Epoch [47][60/235] lr: 1.000e-04, eta: 0:12:37, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9891, loss_cls: 0.2710, loss: 0.2710, grad_norm: 3.8422 2021-04-26 16:33:32,286 - mmaction - INFO - Epoch [47][80/235] lr: 1.000e-04, eta: 0:12:19, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9953, loss_cls: 0.2655, loss: 0.2655, grad_norm: 3.7405 2021-04-26 16:33:43,266 - mmaction - INFO - Epoch [47][100/235] lr: 1.000e-04, eta: 0:12:01, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9930, loss_cls: 0.2916, loss: 0.2916, grad_norm: 4.1312 2021-04-26 16:33:54,303 - mmaction - INFO - Epoch [47][120/235] lr: 1.000e-04, eta: 0:11:43, time: 0.550, data_time: 0.002, memory: 7070, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.2852, loss: 0.2852, grad_norm: 3.9879 2021-04-26 16:34:05,290 - mmaction - INFO - Epoch [47][140/235] lr: 1.000e-04, eta: 0:11:24, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9258, top5_acc: 0.9938, loss_cls: 0.2554, loss: 0.2554, grad_norm: 3.7838 2021-04-26 16:34:16,590 - mmaction - INFO - Epoch [47][160/235] lr: 1.000e-04, eta: 0:11:06, time: 0.564, data_time: 0.015, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9930, loss_cls: 0.2776, loss: 0.2776, grad_norm: 3.9518 2021-04-26 16:34:27,649 - mmaction - INFO - Epoch [47][180/235] lr: 1.000e-04, eta: 0:10:48, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9258, top5_acc: 0.9945, loss_cls: 0.2546, loss: 0.2546, grad_norm: 3.6334 2021-04-26 16:34:38,784 - mmaction - INFO - Epoch [47][200/235] lr: 1.000e-04, eta: 0:10:30, time: 0.555, data_time: 0.003, memory: 7070, top1_acc: 0.8953, top5_acc: 0.9891, loss_cls: 0.3085, loss: 0.3085, grad_norm: 4.3091 2021-04-26 16:34:49,849 - mmaction - INFO - Epoch [47][220/235] lr: 1.000e-04, eta: 0:10:13, time: 0.555, data_time: 0.002, memory: 7070, top1_acc: 0.9125, top5_acc: 0.9914, loss_cls: 0.2870, loss: 0.2870, grad_norm: 4.1807 2021-04-26 16:34:58,854 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-04-26 16:36:27,448 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:36:27,457 - mmaction - INFO - top1_acc 0.7497 top5_acc 0.9650 2021-04-26 16:36:27,457 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:36:27,459 - mmaction - INFO - mean_acc 0.6558 2021-04-26 16:36:27,459 - mmaction - INFO - Epoch(val) [47][235] top1_acc: 0.7497, top5_acc: 0.9650, mean_class_accuracy: 0.6558 2021-04-26 16:37:53,480 - mmaction - INFO - Epoch [48][20/235] lr: 1.000e-04, eta: 0:09:50, time: 4.300, data_time: 3.749, memory: 7070, top1_acc: 0.9180, top5_acc: 0.9891, loss_cls: 0.2896, loss: 0.2896, grad_norm: 3.8289 2021-04-26 16:38:04,369 - mmaction - INFO - Epoch [48][40/235] lr: 1.000e-04, eta: 0:09:32, time: 0.545, data_time: 0.003, memory: 7070, top1_acc: 0.9195, top5_acc: 0.9953, loss_cls: 0.2639, loss: 0.2639, grad_norm: 3.9780 2021-04-26 16:38:15,358 - mmaction - INFO - Epoch [48][60/235] lr: 1.000e-04, eta: 0:09:14, time: 0.548, data_time: 0.003, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.2918, loss: 0.2918, grad_norm: 3.9602 2021-04-26 16:38:26,316 - mmaction - INFO - Epoch [48][80/235] lr: 1.000e-04, eta: 0:08:56, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9266, top5_acc: 0.9938, loss_cls: 0.2573, loss: 0.2573, grad_norm: 3.6571 2021-04-26 16:38:37,353 - mmaction - INFO - Epoch [48][100/235] lr: 1.000e-04, eta: 0:08:38, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9914, loss_cls: 0.2547, loss: 0.2547, grad_norm: 3.8688 2021-04-26 16:38:48,391 - mmaction - INFO - Epoch [48][120/235] lr: 1.000e-04, eta: 0:08:21, time: 0.553, data_time: 0.005, memory: 7070, top1_acc: 0.9102, top5_acc: 0.9922, loss_cls: 0.2900, loss: 0.2900, grad_norm: 4.2174 2021-04-26 16:38:59,431 - mmaction - INFO - Epoch [48][140/235] lr: 1.000e-04, eta: 0:08:03, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9109, top5_acc: 0.9906, loss_cls: 0.3168, loss: 0.3168, grad_norm: 4.1165 2021-04-26 16:39:10,461 - mmaction - INFO - Epoch [48][160/235] lr: 1.000e-04, eta: 0:07:45, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.2305, loss: 0.2305, grad_norm: 3.4047 2021-04-26 16:39:21,533 - mmaction - INFO - Epoch [48][180/235] lr: 1.000e-04, eta: 0:07:27, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9250, top5_acc: 0.9930, loss_cls: 0.2550, loss: 0.2550, grad_norm: 3.6776 2021-04-26 16:39:32,578 - mmaction - INFO - Epoch [48][200/235] lr: 1.000e-04, eta: 0:07:10, time: 0.554, data_time: 0.002, memory: 7070, top1_acc: 0.9313, top5_acc: 0.9922, loss_cls: 0.2407, loss: 0.2407, grad_norm: 3.5315 2021-04-26 16:39:43,715 - mmaction - INFO - Epoch [48][220/235] lr: 1.000e-04, eta: 0:06:52, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9875, loss_cls: 0.2892, loss: 0.2892, grad_norm: 3.8434 2021-04-26 16:39:52,860 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-04-26 16:41:20,550 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:41:20,559 - mmaction - INFO - top1_acc 0.7528 top5_acc 0.9660 2021-04-26 16:41:20,559 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:41:20,561 - mmaction - INFO - mean_acc 0.6594 2021-04-26 16:41:20,561 - mmaction - INFO - Epoch(val) [48][235] top1_acc: 0.7528, top5_acc: 0.9660, mean_class_accuracy: 0.6594 2021-04-26 16:42:41,676 - mmaction - INFO - Epoch [49][20/235] lr: 1.000e-04, eta: 0:06:27, time: 4.053, data_time: 3.490, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9875, loss_cls: 0.2720, loss: 0.2720, grad_norm: 3.7117 2021-04-26 16:42:52,562 - mmaction - INFO - Epoch [49][40/235] lr: 1.000e-04, eta: 0:06:09, time: 0.547, data_time: 0.004, memory: 7070, top1_acc: 0.9211, top5_acc: 0.9945, loss_cls: 0.2554, loss: 0.2554, grad_norm: 3.8497 2021-04-26 16:43:03,549 - mmaction - INFO - Epoch [49][60/235] lr: 1.000e-04, eta: 0:05:51, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9078, top5_acc: 0.9914, loss_cls: 0.3024, loss: 0.3024, grad_norm: 4.2282 2021-04-26 16:43:14,506 - mmaction - INFO - Epoch [49][80/235] lr: 1.000e-04, eta: 0:05:34, time: 0.549, data_time: 0.001, memory: 7070, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.2882, loss: 0.2882, grad_norm: 4.0458 2021-04-26 16:43:25,535 - mmaction - INFO - Epoch [49][100/235] lr: 1.000e-04, eta: 0:05:16, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9039, top5_acc: 0.9945, loss_cls: 0.3144, loss: 0.3144, grad_norm: 4.5296 2021-04-26 16:43:36,547 - mmaction - INFO - Epoch [49][120/235] lr: 1.000e-04, eta: 0:04:59, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9078, top5_acc: 0.9922, loss_cls: 0.2908, loss: 0.2908, grad_norm: 4.0857 2021-04-26 16:43:47,577 - mmaction - INFO - Epoch [49][140/235] lr: 1.000e-04, eta: 0:04:41, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9906, loss_cls: 0.2583, loss: 0.2583, grad_norm: 3.8473 2021-04-26 16:43:58,586 - mmaction - INFO - Epoch [49][160/235] lr: 1.000e-04, eta: 0:04:24, time: 0.552, data_time: 0.002, memory: 7070, top1_acc: 0.9234, top5_acc: 0.9914, loss_cls: 0.2567, loss: 0.2567, grad_norm: 3.9688 2021-04-26 16:44:09,668 - mmaction - INFO - Epoch [49][180/235] lr: 1.000e-04, eta: 0:04:06, time: 0.553, data_time: 0.003, memory: 7070, top1_acc: 0.9258, top5_acc: 0.9953, loss_cls: 0.2468, loss: 0.2468, grad_norm: 3.7299 2021-04-26 16:44:20,818 - mmaction - INFO - Epoch [49][200/235] lr: 1.000e-04, eta: 0:03:49, time: 0.559, data_time: 0.002, memory: 7070, top1_acc: 0.9117, top5_acc: 0.9945, loss_cls: 0.2725, loss: 0.2725, grad_norm: 4.0029 2021-04-26 16:44:31,906 - mmaction - INFO - Epoch [49][220/235] lr: 1.000e-04, eta: 0:03:32, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9203, top5_acc: 0.9906, loss_cls: 0.2681, loss: 0.2681, grad_norm: 3.8392 2021-04-26 16:44:41,179 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-04-26 16:45:57,196 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:45:57,205 - mmaction - INFO - top1_acc 0.7553 top5_acc 0.9685 2021-04-26 16:45:57,205 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:45:57,207 - mmaction - INFO - mean_acc 0.6668 2021-04-26 16:45:57,207 - mmaction - INFO - Epoch(val) [49][235] top1_acc: 0.7553, top5_acc: 0.9685, mean_class_accuracy: 0.6668 2021-04-26 16:47:21,845 - mmaction - INFO - Epoch [50][20/235] lr: 1.000e-04, eta: 0:03:04, time: 4.229, data_time: 3.658, memory: 7070, top1_acc: 0.9195, top5_acc: 0.9930, loss_cls: 0.2736, loss: 0.2736, grad_norm: 3.6886 2021-04-26 16:47:32,846 - mmaction - INFO - Epoch [50][40/235] lr: 1.000e-04, eta: 0:02:47, time: 0.551, data_time: 0.005, memory: 7070, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.2930, loss: 0.2930, grad_norm: 4.0911 2021-04-26 16:47:43,796 - mmaction - INFO - Epoch [50][60/235] lr: 1.000e-04, eta: 0:02:29, time: 0.549, data_time: 0.002, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9969, loss_cls: 0.2871, loss: 0.2871, grad_norm: 4.0856 2021-04-26 16:47:54,803 - mmaction - INFO - Epoch [50][80/235] lr: 1.000e-04, eta: 0:02:12, time: 0.549, data_time: 0.003, memory: 7070, top1_acc: 0.9211, top5_acc: 0.9914, loss_cls: 0.2812, loss: 0.2812, grad_norm: 4.0597 2021-04-26 16:48:05,799 - mmaction - INFO - Epoch [50][100/235] lr: 1.000e-04, eta: 0:01:55, time: 0.551, data_time: 0.003, memory: 7070, top1_acc: 0.9281, top5_acc: 0.9953, loss_cls: 0.2378, loss: 0.2378, grad_norm: 3.5543 2021-04-26 16:48:16,824 - mmaction - INFO - Epoch [50][120/235] lr: 1.000e-04, eta: 0:01:38, time: 0.550, data_time: 0.003, memory: 7070, top1_acc: 0.9164, top5_acc: 0.9922, loss_cls: 0.2610, loss: 0.2610, grad_norm: 3.9176 2021-04-26 16:48:27,822 - mmaction - INFO - Epoch [50][140/235] lr: 1.000e-04, eta: 0:01:20, time: 0.551, data_time: 0.002, memory: 7070, top1_acc: 0.9141, top5_acc: 0.9883, loss_cls: 0.2581, loss: 0.2581, grad_norm: 3.7871 2021-04-26 16:48:38,880 - mmaction - INFO - Epoch [50][160/235] lr: 1.000e-04, eta: 0:01:03, time: 0.552, data_time: 0.003, memory: 7070, top1_acc: 0.9227, top5_acc: 0.9906, loss_cls: 0.2813, loss: 0.2813, grad_norm: 3.6708 2021-04-26 16:48:49,918 - mmaction - INFO - Epoch [50][180/235] lr: 1.000e-04, eta: 0:00:46, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9109, top5_acc: 0.9938, loss_cls: 0.2772, loss: 0.2772, grad_norm: 4.0896 2021-04-26 16:49:01,053 - mmaction - INFO - Epoch [50][200/235] lr: 1.000e-04, eta: 0:00:29, time: 0.556, data_time: 0.003, memory: 7070, top1_acc: 0.9094, top5_acc: 0.9945, loss_cls: 0.2931, loss: 0.2931, grad_norm: 4.1954 2021-04-26 16:49:12,089 - mmaction - INFO - Epoch [50][220/235] lr: 1.000e-04, eta: 0:00:12, time: 0.553, data_time: 0.002, memory: 7070, top1_acc: 0.9172, top5_acc: 0.9898, loss_cls: 0.2769, loss: 0.2769, grad_norm: 3.9615 2021-04-26 16:49:23,820 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-04-26 16:51:23,885 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:51:23,903 - mmaction - INFO - top1_acc 0.7472 top5_acc 0.9716 2021-04-26 16:51:23,903 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:51:23,940 - mmaction - INFO - mean_acc 0.6619 2021-04-26 16:51:23,941 - mmaction - INFO - Epoch(val) [50][235] top1_acc: 0.7472, top5_acc: 0.9716, mean_class_accuracy: 0.6619