2021-12-02 20:30:44,729 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.20.0+dbf5d59 ------------------------------------------------------------ 2021-12-02 20:30:45,533 - mmaction - INFO - Distributed training: True 2021-12-02 20:30:47,160 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='TANet', pretrained='torchvision://resnet50', depth=50, num_segments=16, tam_cfg=dict()), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.6, init_std=0.001, num_segments=16), train_cfg=None, test_cfg=dict(average_clips='prob')) checkpoint_config = dict(interval=1) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.0075, momentum=0.9, weight_decay=0.001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[30, 40, 45]) total_epochs = 50 dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' sthv1_flip_label_map = dict({2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52}) img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, flip_label_map=dict({ 2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52 })), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16, twice_sample=True, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=6, workers_per_gpu=2, test_dataloader=dict(videos_per_gpu=1), train=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_train_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, flip_label_map=dict({ 2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52 })), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16, twice_sample=True, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy']) work_dir = './work_dirs/tanet_r50_1x1x16_50e_sthv1_rgb_new/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-12-02 20:30:50,076 - mmaction - INFO - Set random seed to 1469807985, deterministic: False 2021-12-02 20:30:50,787 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-12-02 20:30:52,856 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-38, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tanet_r50_1x1x16_50e_sthv1_rgb_new 2021-12-02 20:30:52,857 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-12-02 20:31:38,553 - mmaction - INFO - Epoch [1][20/1793] lr: 7.500e-03, eta: 2 days, 8:06:05, time: 2.253, data_time: 1.449, memory: 10469, top1_acc: 0.0094, top5_acc: 0.0365, loss_cls: 5.5630, loss: 5.5630, grad_norm: 4.5041 2021-12-02 20:31:50,856 - mmaction - INFO - Epoch [1][40/1793] lr: 7.500e-03, eta: 1 day, 11:41:54, time: 0.615, data_time: 0.001, memory: 10469, top1_acc: 0.0094, top5_acc: 0.0500, loss_cls: 5.6985, loss: 5.6985, grad_norm: 4.4904 2021-12-02 20:32:03,163 - mmaction - INFO - Epoch [1][60/1793] lr: 7.500e-03, eta: 1 day, 4:53:57, time: 0.615, data_time: 0.001, memory: 10469, top1_acc: 0.0052, top5_acc: 0.0354, loss_cls: 5.3394, loss: 5.3394, grad_norm: 3.0208 2021-12-02 20:32:15,452 - mmaction - INFO - Epoch [1][80/1793] lr: 7.500e-03, eta: 1 day, 1:29:25, time: 0.614, data_time: 0.000, memory: 10469, top1_acc: 0.0094, top5_acc: 0.0542, loss_cls: 5.1469, loss: 5.1469, grad_norm: 1.7119 2021-12-02 20:32:27,794 - mmaction - INFO - Epoch [1][100/1793] lr: 7.500e-03, eta: 23:27:32, time: 0.617, data_time: 0.001, memory: 10469, top1_acc: 0.0073, top5_acc: 0.0458, loss_cls: 5.1338, loss: 5.1338, grad_norm: 1.3606 2021-12-02 20:32:40,122 - mmaction - INFO - Epoch [1][120/1793] lr: 7.500e-03, eta: 22:05:58, time: 0.616, data_time: 0.000, memory: 10469, top1_acc: 0.0083, top5_acc: 0.0531, loss_cls: 5.1021, loss: 5.1021, grad_norm: 1.2894 2021-12-02 20:32:52,446 - mmaction - INFO - Epoch [1][140/1793] lr: 7.500e-03, eta: 21:07:34, time: 0.616, data_time: 0.000, memory: 10469, top1_acc: 0.0042, top5_acc: 0.0354, loss_cls: 5.1440, loss: 5.1440, grad_norm: 1.1195 2021-12-02 20:33:04,812 - mmaction - INFO - Epoch [1][160/1793] lr: 7.500e-03, eta: 20:24:12, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0125, top5_acc: 0.0594, loss_cls: 5.0909, loss: 5.0909, grad_norm: 1.3608 2021-12-02 20:33:17,178 - mmaction - INFO - Epoch [1][180/1793] lr: 7.500e-03, eta: 19:50:16, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0083, top5_acc: 0.0458, loss_cls: 5.1083, loss: 5.1083, grad_norm: 1.5461 2021-12-02 20:33:29,550 - mmaction - INFO - Epoch [1][200/1793] lr: 7.500e-03, eta: 19:23:18, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0083, top5_acc: 0.0510, loss_cls: 5.0797, loss: 5.0797, grad_norm: 1.1878 2021-12-02 20:33:41,939 - mmaction - INFO - Epoch [1][220/1793] lr: 7.500e-03, eta: 19:01:15, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0104, top5_acc: 0.0583, loss_cls: 5.0557, loss: 5.0557, grad_norm: 1.5558 2021-12-02 20:33:54,299 - mmaction - INFO - Epoch [1][240/1793] lr: 7.500e-03, eta: 18:42:39, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0146, top5_acc: 0.0615, loss_cls: 5.0825, loss: 5.0825, grad_norm: 1.5930 2021-12-02 20:34:06,674 - mmaction - INFO - Epoch [1][260/1793] lr: 7.500e-03, eta: 18:26:56, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0135, top5_acc: 0.0646, loss_cls: 5.0503, loss: 5.0503, grad_norm: 1.4448 2021-12-02 20:34:19,043 - mmaction - INFO - Epoch [1][280/1793] lr: 7.500e-03, eta: 18:13:28, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0146, top5_acc: 0.0563, loss_cls: 5.0522, loss: 5.0522, grad_norm: 1.4632 2021-12-02 20:34:31,408 - mmaction - INFO - Epoch [1][300/1793] lr: 7.500e-03, eta: 18:01:41, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0115, top5_acc: 0.0500, loss_cls: 5.0663, loss: 5.0663, grad_norm: 1.6221 2021-12-02 20:34:44,676 - mmaction - INFO - Epoch [1][320/1793] lr: 7.500e-03, eta: 17:55:37, time: 0.664, data_time: 0.045, memory: 10469, top1_acc: 0.0240, top5_acc: 0.0760, loss_cls: 5.0148, loss: 5.0148, grad_norm: 1.9672 2021-12-02 20:34:57,043 - mmaction - INFO - Epoch [1][340/1793] lr: 7.500e-03, eta: 17:46:16, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0125, top5_acc: 0.0615, loss_cls: 5.0354, loss: 5.0354, grad_norm: 1.7819 2021-12-02 20:35:09,463 - mmaction - INFO - Epoch [1][360/1793] lr: 7.500e-03, eta: 17:38:08, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0198, top5_acc: 0.0719, loss_cls: 5.0108, loss: 5.0108, grad_norm: 2.4847 2021-12-02 20:35:21,853 - mmaction - INFO - Epoch [1][380/1793] lr: 7.500e-03, eta: 17:30:44, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0146, top5_acc: 0.0656, loss_cls: 5.0434, loss: 5.0434, grad_norm: 1.6558 2021-12-02 20:35:34,228 - mmaction - INFO - Epoch [1][400/1793] lr: 7.500e-03, eta: 17:23:58, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0187, top5_acc: 0.0656, loss_cls: 5.0520, loss: 5.0520, grad_norm: 1.8711 2021-12-02 20:35:46,617 - mmaction - INFO - Epoch [1][420/1793] lr: 7.500e-03, eta: 17:17:55, time: 0.620, data_time: 0.001, memory: 10469, top1_acc: 0.0156, top5_acc: 0.0740, loss_cls: 4.9955, loss: 4.9955, grad_norm: 2.3287 2021-12-02 20:35:59,042 - mmaction - INFO - Epoch [1][440/1793] lr: 7.500e-03, eta: 17:12:30, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0208, top5_acc: 0.0802, loss_cls: 5.0051, loss: 5.0051, grad_norm: 1.7098 2021-12-02 20:36:11,853 - mmaction - INFO - Epoch [1][460/1793] lr: 7.500e-03, eta: 17:08:47, time: 0.640, data_time: 0.013, memory: 10469, top1_acc: 0.0198, top5_acc: 0.0802, loss_cls: 4.9969, loss: 4.9969, grad_norm: 1.9319 2021-12-02 20:36:24,218 - mmaction - INFO - Epoch [1][480/1793] lr: 7.500e-03, eta: 17:03:59, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0219, top5_acc: 0.0823, loss_cls: 4.9978, loss: 4.9978, grad_norm: 2.2580 2021-12-02 20:36:36,629 - mmaction - INFO - Epoch [1][500/1793] lr: 7.500e-03, eta: 16:59:41, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0219, top5_acc: 0.0708, loss_cls: 4.9945, loss: 4.9945, grad_norm: 1.8419 2021-12-02 20:36:49,042 - mmaction - INFO - Epoch [1][520/1793] lr: 7.500e-03, eta: 16:55:43, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0229, top5_acc: 0.0885, loss_cls: 4.9589, loss: 4.9589, grad_norm: 1.9089 2021-12-02 20:37:01,417 - mmaction - INFO - Epoch [1][540/1793] lr: 7.500e-03, eta: 16:51:54, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0177, top5_acc: 0.0760, loss_cls: 4.9798, loss: 4.9798, grad_norm: 1.9462 2021-12-02 20:37:13,796 - mmaction - INFO - Epoch [1][560/1793] lr: 7.500e-03, eta: 16:48:22, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0177, top5_acc: 0.0844, loss_cls: 4.9679, loss: 4.9679, grad_norm: 2.0310 2021-12-02 20:37:26,183 - mmaction - INFO - Epoch [1][580/1793] lr: 7.500e-03, eta: 16:45:05, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0187, top5_acc: 0.0896, loss_cls: 4.9711, loss: 4.9711, grad_norm: 2.0510 2021-12-02 20:37:38,550 - mmaction - INFO - Epoch [1][600/1793] lr: 7.500e-03, eta: 16:41:57, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0240, top5_acc: 0.0906, loss_cls: 4.9549, loss: 4.9549, grad_norm: 1.9452 2021-12-02 20:37:50,987 - mmaction - INFO - Epoch [1][620/1793] lr: 7.500e-03, eta: 16:39:11, time: 0.622, data_time: 0.000, memory: 10469, top1_acc: 0.0208, top5_acc: 0.0677, loss_cls: 4.9533, loss: 4.9533, grad_norm: 2.2551 2021-12-02 20:38:03,360 - mmaction - INFO - Epoch [1][640/1793] lr: 7.500e-03, eta: 16:36:25, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0167, top5_acc: 0.0729, loss_cls: 4.9629, loss: 4.9629, grad_norm: 2.5207 2021-12-02 20:38:15,784 - mmaction - INFO - Epoch [1][660/1793] lr: 7.500e-03, eta: 16:33:53, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0333, top5_acc: 0.1052, loss_cls: 4.9006, loss: 4.9006, grad_norm: 2.8446 2021-12-02 20:38:28,186 - mmaction - INFO - Epoch [1][680/1793] lr: 7.500e-03, eta: 16:31:31, time: 0.621, data_time: 0.001, memory: 10469, top1_acc: 0.0250, top5_acc: 0.0813, loss_cls: 4.9298, loss: 4.9298, grad_norm: 2.2852 2021-12-02 20:38:40,549 - mmaction - INFO - Epoch [1][700/1793] lr: 7.500e-03, eta: 16:29:09, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0229, top5_acc: 0.0990, loss_cls: 4.9364, loss: 4.9364, grad_norm: 2.6214 2021-12-02 20:38:52,910 - mmaction - INFO - Epoch [1][720/1793] lr: 7.500e-03, eta: 16:26:54, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0260, top5_acc: 0.0927, loss_cls: 4.9586, loss: 4.9586, grad_norm: 2.4169 2021-12-02 20:39:05,271 - mmaction - INFO - Epoch [1][740/1793] lr: 7.500e-03, eta: 16:24:46, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0365, top5_acc: 0.1042, loss_cls: 4.8832, loss: 4.8832, grad_norm: 2.5831 2021-12-02 20:39:17,665 - mmaction - INFO - Epoch [1][760/1793] lr: 7.500e-03, eta: 16:22:47, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0250, top5_acc: 0.1104, loss_cls: 4.9094, loss: 4.9094, grad_norm: 2.4814 2021-12-02 20:39:30,057 - mmaction - INFO - Epoch [1][780/1793] lr: 7.500e-03, eta: 16:20:54, time: 0.620, data_time: 0.001, memory: 10469, top1_acc: 0.0187, top5_acc: 0.1031, loss_cls: 4.8982, loss: 4.8982, grad_norm: 2.8567 2021-12-02 20:39:42,483 - mmaction - INFO - Epoch [1][800/1793] lr: 7.500e-03, eta: 16:19:11, time: 0.621, data_time: 0.001, memory: 10469, top1_acc: 0.0417, top5_acc: 0.1156, loss_cls: 4.9119, loss: 4.9119, grad_norm: 3.1133 2021-12-02 20:39:54,853 - mmaction - INFO - Epoch [1][820/1793] lr: 7.500e-03, eta: 16:17:24, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0354, top5_acc: 0.1052, loss_cls: 4.8870, loss: 4.8870, grad_norm: 2.8807 2021-12-02 20:40:07,273 - mmaction - INFO - Epoch [1][840/1793] lr: 7.500e-03, eta: 16:15:48, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0354, top5_acc: 0.1125, loss_cls: 4.9201, loss: 4.9201, grad_norm: 2.7785 2021-12-02 20:40:19,639 - mmaction - INFO - Epoch [1][860/1793] lr: 7.500e-03, eta: 16:14:11, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0271, top5_acc: 0.1104, loss_cls: 4.8349, loss: 4.8349, grad_norm: 3.0573 2021-12-02 20:40:32,057 - mmaction - INFO - Epoch [1][880/1793] lr: 7.500e-03, eta: 16:12:42, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0323, top5_acc: 0.1094, loss_cls: 4.8333, loss: 4.8333, grad_norm: 2.7696 2021-12-02 20:40:44,468 - mmaction - INFO - Epoch [1][900/1793] lr: 7.500e-03, eta: 16:11:15, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0344, top5_acc: 0.1333, loss_cls: 4.8521, loss: 4.8521, grad_norm: 2.9349 2021-12-02 20:40:56,839 - mmaction - INFO - Epoch [1][920/1793] lr: 7.500e-03, eta: 16:09:49, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0417, top5_acc: 0.1417, loss_cls: 4.8111, loss: 4.8111, grad_norm: 2.7749 2021-12-02 20:41:09,207 - mmaction - INFO - Epoch [1][940/1793] lr: 7.500e-03, eta: 16:08:25, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0281, top5_acc: 0.1083, loss_cls: 4.8824, loss: 4.8824, grad_norm: 2.3975 2021-12-02 20:41:21,539 - mmaction - INFO - Epoch [1][960/1793] lr: 7.500e-03, eta: 16:07:02, time: 0.617, data_time: 0.001, memory: 10469, top1_acc: 0.0490, top5_acc: 0.1260, loss_cls: 4.8265, loss: 4.8265, grad_norm: 2.8906 2021-12-02 20:41:33,905 - mmaction - INFO - Epoch [1][980/1793] lr: 7.500e-03, eta: 16:05:44, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0344, top5_acc: 0.1302, loss_cls: 4.8258, loss: 4.8258, grad_norm: 2.9426 2021-12-02 20:41:46,262 - mmaction - INFO - Epoch [1][1000/1793] lr: 7.500e-03, eta: 16:04:27, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0333, top5_acc: 0.1198, loss_cls: 4.7956, loss: 4.7956, grad_norm: 2.9654 2021-12-02 20:41:58,667 - mmaction - INFO - Epoch [1][1020/1793] lr: 7.500e-03, eta: 16:03:18, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0333, top5_acc: 0.1333, loss_cls: 4.7876, loss: 4.7876, grad_norm: 3.2857 2021-12-02 20:42:11,049 - mmaction - INFO - Epoch [1][1040/1793] lr: 7.500e-03, eta: 16:02:08, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0365, top5_acc: 0.1396, loss_cls: 4.7729, loss: 4.7729, grad_norm: 3.3716 2021-12-02 20:42:23,423 - mmaction - INFO - Epoch [1][1060/1793] lr: 7.500e-03, eta: 16:01:00, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0427, top5_acc: 0.1552, loss_cls: 4.7668, loss: 4.7668, grad_norm: 3.2968 2021-12-02 20:42:35,814 - mmaction - INFO - Epoch [1][1080/1793] lr: 7.500e-03, eta: 15:59:56, time: 0.620, data_time: 0.001, memory: 10469, top1_acc: 0.0437, top5_acc: 0.1437, loss_cls: 4.7421, loss: 4.7421, grad_norm: 3.6284 2021-12-02 20:42:48,210 - mmaction - INFO - Epoch [1][1100/1793] lr: 7.500e-03, eta: 15:58:54, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0500, top5_acc: 0.1698, loss_cls: 4.6916, loss: 4.6916, grad_norm: 3.6406 2021-12-02 20:43:00,566 - mmaction - INFO - Epoch [1][1120/1793] lr: 7.500e-03, eta: 15:57:51, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0448, top5_acc: 0.1531, loss_cls: 4.7668, loss: 4.7668, grad_norm: 3.2033 2021-12-02 20:43:12,955 - mmaction - INFO - Epoch [1][1140/1793] lr: 7.500e-03, eta: 15:56:51, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0437, top5_acc: 0.1531, loss_cls: 4.7237, loss: 4.7237, grad_norm: 3.2443 2021-12-02 20:43:25,402 - mmaction - INFO - Epoch [1][1160/1793] lr: 7.500e-03, eta: 15:55:58, time: 0.622, data_time: 0.001, memory: 10469, top1_acc: 0.0437, top5_acc: 0.1656, loss_cls: 4.7152, loss: 4.7152, grad_norm: 4.0424 2021-12-02 20:43:37,797 - mmaction - INFO - Epoch [1][1180/1793] lr: 7.500e-03, eta: 15:55:03, time: 0.620, data_time: 0.001, memory: 10469, top1_acc: 0.0396, top5_acc: 0.1667, loss_cls: 4.6955, loss: 4.6955, grad_norm: 3.3355 2021-12-02 20:43:50,169 - mmaction - INFO - Epoch [1][1200/1793] lr: 7.500e-03, eta: 15:54:06, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0583, top5_acc: 0.1542, loss_cls: 4.7198, loss: 4.7198, grad_norm: 3.4547 2021-12-02 20:44:02,535 - mmaction - INFO - Epoch [1][1220/1793] lr: 7.500e-03, eta: 15:53:11, time: 0.618, data_time: 0.001, memory: 10469, top1_acc: 0.0375, top5_acc: 0.1531, loss_cls: 4.7391, loss: 4.7391, grad_norm: 3.8729 2021-12-02 20:44:15,021 - mmaction - INFO - Epoch [1][1240/1793] lr: 7.500e-03, eta: 15:52:27, time: 0.625, data_time: 0.001, memory: 10469, top1_acc: 0.0469, top5_acc: 0.1594, loss_cls: 4.7026, loss: 4.7026, grad_norm: 4.1420 2021-12-02 20:44:27,390 - mmaction - INFO - Epoch [1][1260/1793] lr: 7.500e-03, eta: 15:51:34, time: 0.618, data_time: 0.000, memory: 10469, top1_acc: 0.0448, top5_acc: 0.1583, loss_cls: 4.6835, loss: 4.6835, grad_norm: 3.4901 2021-12-02 20:44:39,772 - mmaction - INFO - Epoch [1][1280/1793] lr: 7.500e-03, eta: 15:50:44, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0479, top5_acc: 0.1833, loss_cls: 4.6629, loss: 4.6629, grad_norm: 3.6640 2021-12-02 20:44:52,238 - mmaction - INFO - Epoch [1][1300/1793] lr: 7.500e-03, eta: 15:50:02, time: 0.624, data_time: 0.001, memory: 10469, top1_acc: 0.0500, top5_acc: 0.1583, loss_cls: 4.6919, loss: 4.6919, grad_norm: 3.8177 2021-12-02 20:45:04,659 - mmaction - INFO - Epoch [1][1320/1793] lr: 7.500e-03, eta: 15:49:16, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0417, top5_acc: 0.1542, loss_cls: 4.7286, loss: 4.7286, grad_norm: 3.6196 2021-12-02 20:45:17,074 - mmaction - INFO - Epoch [1][1340/1793] lr: 7.500e-03, eta: 15:48:32, time: 0.621, data_time: 0.001, memory: 10469, top1_acc: 0.0656, top5_acc: 0.1781, loss_cls: 4.6341, loss: 4.6341, grad_norm: 5.3215 2021-12-02 20:45:29,497 - mmaction - INFO - Epoch [1][1360/1793] lr: 7.500e-03, eta: 15:47:48, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0583, top5_acc: 0.1833, loss_cls: 4.6176, loss: 4.6176, grad_norm: 3.7538 2021-12-02 20:45:41,971 - mmaction - INFO - Epoch [1][1380/1793] lr: 7.500e-03, eta: 15:47:10, time: 0.624, data_time: 0.001, memory: 10469, top1_acc: 0.0479, top5_acc: 0.1635, loss_cls: 4.6532, loss: 4.6532, grad_norm: 3.9660 2021-12-02 20:45:54,368 - mmaction - INFO - Epoch [1][1400/1793] lr: 7.500e-03, eta: 15:46:27, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0646, top5_acc: 0.1844, loss_cls: 4.6515, loss: 4.6515, grad_norm: 4.0833 2021-12-02 20:46:06,749 - mmaction - INFO - Epoch [1][1420/1793] lr: 7.500e-03, eta: 15:45:43, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0646, top5_acc: 0.1875, loss_cls: 4.6180, loss: 4.6180, grad_norm: 3.8236 2021-12-02 20:46:19,176 - mmaction - INFO - Epoch [1][1440/1793] lr: 7.500e-03, eta: 15:45:03, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0719, top5_acc: 0.2031, loss_cls: 4.5747, loss: 4.5747, grad_norm: 4.0102 2021-12-02 20:46:31,721 - mmaction - INFO - Epoch [1][1460/1793] lr: 7.500e-03, eta: 15:44:32, time: 0.628, data_time: 0.001, memory: 10469, top1_acc: 0.0583, top5_acc: 0.1823, loss_cls: 4.6098, loss: 4.6098, grad_norm: 3.8879 2021-12-02 20:46:44,128 - mmaction - INFO - Epoch [1][1480/1793] lr: 7.500e-03, eta: 15:43:52, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0604, top5_acc: 0.1969, loss_cls: 4.5217, loss: 4.5217, grad_norm: 4.2159 2021-12-02 20:46:56,541 - mmaction - INFO - Epoch [1][1500/1793] lr: 7.500e-03, eta: 15:43:14, time: 0.621, data_time: 0.001, memory: 10469, top1_acc: 0.0802, top5_acc: 0.2062, loss_cls: 4.5046, loss: 4.5046, grad_norm: 4.4698 2021-12-02 20:47:08,932 - mmaction - INFO - Epoch [1][1520/1793] lr: 7.500e-03, eta: 15:42:35, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0552, top5_acc: 0.1865, loss_cls: 4.5707, loss: 4.5707, grad_norm: 3.8283 2021-12-02 20:47:21,354 - mmaction - INFO - Epoch [1][1540/1793] lr: 7.500e-03, eta: 15:41:58, time: 0.621, data_time: 0.001, memory: 10469, top1_acc: 0.0615, top5_acc: 0.2031, loss_cls: 4.5492, loss: 4.5492, grad_norm: 4.7412 2021-12-02 20:47:33,728 - mmaction - INFO - Epoch [1][1560/1793] lr: 7.500e-03, eta: 15:41:21, time: 0.619, data_time: 0.001, memory: 10469, top1_acc: 0.0604, top5_acc: 0.2042, loss_cls: 4.5472, loss: 4.5472, grad_norm: 4.5906 2021-12-02 20:47:46,130 - mmaction - INFO - Epoch [1][1580/1793] lr: 7.500e-03, eta: 15:40:44, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0604, top5_acc: 0.2062, loss_cls: 4.5787, loss: 4.5787, grad_norm: 4.7238 2021-12-02 20:47:58,531 - mmaction - INFO - Epoch [1][1600/1793] lr: 7.500e-03, eta: 15:40:08, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0656, top5_acc: 0.2250, loss_cls: 4.5120, loss: 4.5120, grad_norm: 4.7095 2021-12-02 20:48:10,915 - mmaction - INFO - Epoch [1][1620/1793] lr: 7.500e-03, eta: 15:39:32, time: 0.619, data_time: 0.000, memory: 10469, top1_acc: 0.0521, top5_acc: 0.2104, loss_cls: 4.5971, loss: 4.5971, grad_norm: 4.1306 2021-12-02 20:48:23,325 - mmaction - INFO - Epoch [1][1640/1793] lr: 7.500e-03, eta: 15:38:58, time: 0.620, data_time: 0.000, memory: 10469, top1_acc: 0.0677, top5_acc: 0.1969, loss_cls: 4.5166, loss: 4.5166, grad_norm: 4.2108 2021-12-02 20:48:35,780 - mmaction - INFO - Epoch [1][1660/1793] lr: 7.500e-03, eta: 15:38:27, time: 0.622, data_time: 0.000, memory: 10469, top1_acc: 0.0760, top5_acc: 0.2146, loss_cls: 4.4932, loss: 4.4932, grad_norm: 5.2214 2021-12-02 20:48:48,148 - mmaction - INFO - Epoch [1][1680/1793] lr: 7.500e-03, eta: 15:37:51, time: 0.618, data_time: 0.001, memory: 10469, top1_acc: 0.0604, top5_acc: 0.1948, loss_cls: 4.5757, loss: 4.5757, grad_norm: 3.6945 2021-12-02 20:49:00,587 - mmaction - INFO - Epoch [1][1700/1793] lr: 7.500e-03, eta: 15:37:20, time: 0.622, data_time: 0.001, memory: 10469, top1_acc: 0.0604, top5_acc: 0.2188, loss_cls: 4.4878, loss: 4.4878, grad_norm: 4.2402 2021-12-02 20:49:12,992 - mmaction - INFO - Epoch [1][1720/1793] lr: 7.500e-03, eta: 15:36:48, time: 0.621, data_time: 0.001, memory: 10469, top1_acc: 0.0656, top5_acc: 0.2240, loss_cls: 4.4971, loss: 4.4971, grad_norm: 3.9075 2021-12-02 20:49:25,432 - mmaction - INFO - Epoch [1][1740/1793] lr: 7.500e-03, eta: 15:36:18, time: 0.622, data_time: 0.000, memory: 10469, top1_acc: 0.0594, top5_acc: 0.1927, loss_cls: 4.5116, loss: 4.5116, grad_norm: 4.0934 2021-12-02 20:49:37,842 - mmaction - INFO - Epoch [1][1760/1793] lr: 7.500e-03, eta: 15:35:46, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0542, top5_acc: 0.2188, loss_cls: 4.4643, loss: 4.4643, grad_norm: 4.1510 2021-12-02 20:49:50,256 - mmaction - INFO - Epoch [1][1780/1793] lr: 7.500e-03, eta: 15:35:16, time: 0.621, data_time: 0.000, memory: 10469, top1_acc: 0.0625, top5_acc: 0.2073, loss_cls: 4.5111, loss: 4.5111, grad_norm: 4.1201 2021-12-02 20:52:33,174 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 20:52:33,329 - mmaction - INFO - top1_acc 0.0406 top5_acc 0.1526 2021-12-02 20:52:33,329 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 20:52:33,339 - mmaction - INFO - mean_acc 0.0350 2021-12-02 20:52:35,231 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-12-02 20:52:35,231 - mmaction - INFO - Best top1_acc is 0.0406 at 1 epoch. 2021-12-02 20:52:35,237 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-12-02 20:52:36,422 - mmaction - INFO - Epoch(val) [1][241] top1_acc: 0.0406, top5_acc: 0.1526, mean_class_accuracy: 0.0350 2021-12-02 20:53:15,073 - mmaction - INFO - Epoch [2][20/1793] lr: 7.500e-03, eta: 15:49:06, time: 1.932, data_time: 1.330, memory: 10469, top1_acc: 0.0646, top5_acc: 0.2146, loss_cls: 4.4655, loss: 4.4655, grad_norm: 4.3356 2021-12-02 20:53:27,160 - mmaction - INFO - Epoch [2][40/1793] lr: 7.500e-03, eta: 15:48:11, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.0740, top5_acc: 0.2302, loss_cls: 4.4473, loss: 4.4473, grad_norm: 4.7350 2021-12-02 20:53:39,242 - mmaction - INFO - Epoch [2][60/1793] lr: 7.500e-03, eta: 15:47:16, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.0708, top5_acc: 0.2208, loss_cls: 4.4605, loss: 4.4605, grad_norm: 4.4771 2021-12-02 20:53:51,322 - mmaction - INFO - Epoch [2][80/1793] lr: 7.500e-03, eta: 15:46:23, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.0781, top5_acc: 0.2344, loss_cls: 4.4294, loss: 4.4294, grad_norm: 4.9118 2021-12-02 20:54:03,379 - mmaction - INFO - Epoch [2][100/1793] lr: 7.500e-03, eta: 15:45:29, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.0625, top5_acc: 0.2240, loss_cls: 4.4839, loss: 4.4839, grad_norm: 4.5905 2021-12-02 20:54:17,687 - mmaction - INFO - Epoch [2][120/1793] lr: 7.500e-03, eta: 15:46:19, time: 0.715, data_time: 0.113, memory: 10469, top1_acc: 0.0771, top5_acc: 0.2427, loss_cls: 4.4116, loss: 4.4116, grad_norm: 4.4477 2021-12-02 20:54:29,780 - mmaction - INFO - Epoch [2][140/1793] lr: 7.500e-03, eta: 15:45:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.0719, top5_acc: 0.2292, loss_cls: 4.3935, loss: 4.3935, grad_norm: 4.3891 2021-12-02 20:54:41,859 - mmaction - INFO - Epoch [2][160/1793] lr: 7.500e-03, eta: 15:44:36, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.0927, top5_acc: 0.2510, loss_cls: 4.4046, loss: 4.4046, grad_norm: 5.6520 2021-12-02 20:54:53,952 - mmaction - INFO - Epoch [2][180/1793] lr: 7.500e-03, eta: 15:43:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.0719, top5_acc: 0.2260, loss_cls: 4.4494, loss: 4.4494, grad_norm: 4.3625 2021-12-02 20:55:06,039 - mmaction - INFO - Epoch [2][200/1793] lr: 7.500e-03, eta: 15:42:57, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.0865, top5_acc: 0.2604, loss_cls: 4.3420, loss: 4.3420, grad_norm: 5.4224 2021-12-02 20:55:18,115 - mmaction - INFO - Epoch [2][220/1793] lr: 7.500e-03, eta: 15:42:08, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.0865, top5_acc: 0.2333, loss_cls: 4.4047, loss: 4.4047, grad_norm: 4.6627 2021-12-02 20:55:30,257 - mmaction - INFO - Epoch [2][240/1793] lr: 7.500e-03, eta: 15:41:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0729, top5_acc: 0.2542, loss_cls: 4.3783, loss: 4.3783, grad_norm: 4.7125 2021-12-02 20:55:42,364 - mmaction - INFO - Epoch [2][260/1793] lr: 7.500e-03, eta: 15:40:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.0948, top5_acc: 0.2812, loss_cls: 4.3027, loss: 4.3027, grad_norm: 4.7078 2021-12-02 20:55:55,155 - mmaction - INFO - Epoch [2][280/1793] lr: 7.500e-03, eta: 15:40:19, time: 0.640, data_time: 0.000, memory: 10469, top1_acc: 0.0802, top5_acc: 0.2552, loss_cls: 4.3777, loss: 4.3777, grad_norm: 5.0606 2021-12-02 20:56:07,281 - mmaction - INFO - Epoch [2][300/1793] lr: 7.500e-03, eta: 15:39:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0719, top5_acc: 0.2323, loss_cls: 4.4452, loss: 4.4452, grad_norm: 4.3359 2021-12-02 20:56:19,390 - mmaction - INFO - Epoch [2][320/1793] lr: 7.500e-03, eta: 15:38:50, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.0792, top5_acc: 0.2313, loss_cls: 4.3945, loss: 4.3945, grad_norm: 4.7090 2021-12-02 20:56:31,502 - mmaction - INFO - Epoch [2][340/1793] lr: 7.500e-03, eta: 15:38:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0792, top5_acc: 0.2458, loss_cls: 4.3760, loss: 4.3760, grad_norm: 4.5006 2021-12-02 20:56:43,608 - mmaction - INFO - Epoch [2][360/1793] lr: 7.500e-03, eta: 15:37:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.0906, top5_acc: 0.2687, loss_cls: 4.3302, loss: 4.3302, grad_norm: 5.4611 2021-12-02 20:56:55,727 - mmaction - INFO - Epoch [2][380/1793] lr: 7.500e-03, eta: 15:36:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0771, top5_acc: 0.2448, loss_cls: 4.3803, loss: 4.3803, grad_norm: 4.7447 2021-12-02 20:57:07,859 - mmaction - INFO - Epoch [2][400/1793] lr: 7.500e-03, eta: 15:35:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0802, top5_acc: 0.2552, loss_cls: 4.3632, loss: 4.3632, grad_norm: 4.6185 2021-12-02 20:57:19,979 - mmaction - INFO - Epoch [2][420/1793] lr: 7.500e-03, eta: 15:35:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0760, top5_acc: 0.2437, loss_cls: 4.3698, loss: 4.3698, grad_norm: 4.5611 2021-12-02 20:57:32,092 - mmaction - INFO - Epoch [2][440/1793] lr: 7.500e-03, eta: 15:34:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0917, top5_acc: 0.2833, loss_cls: 4.2429, loss: 4.2429, grad_norm: 4.7328 2021-12-02 20:57:44,205 - mmaction - INFO - Epoch [2][460/1793] lr: 7.500e-03, eta: 15:33:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0813, top5_acc: 0.2865, loss_cls: 4.2706, loss: 4.2706, grad_norm: 4.5540 2021-12-02 20:57:56,309 - mmaction - INFO - Epoch [2][480/1793] lr: 7.500e-03, eta: 15:33:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.0885, top5_acc: 0.2833, loss_cls: 4.2606, loss: 4.2606, grad_norm: 4.4891 2021-12-02 20:58:08,424 - mmaction - INFO - Epoch [2][500/1793] lr: 7.500e-03, eta: 15:32:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0958, top5_acc: 0.2896, loss_cls: 4.2704, loss: 4.2704, grad_norm: 4.6488 2021-12-02 20:58:20,567 - mmaction - INFO - Epoch [2][520/1793] lr: 7.500e-03, eta: 15:31:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0854, top5_acc: 0.2719, loss_cls: 4.2323, loss: 4.2323, grad_norm: 4.6841 2021-12-02 20:58:32,708 - mmaction - INFO - Epoch [2][540/1793] lr: 7.500e-03, eta: 15:31:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1031, top5_acc: 0.2719, loss_cls: 4.2384, loss: 4.2384, grad_norm: 4.7975 2021-12-02 20:58:44,841 - mmaction - INFO - Epoch [2][560/1793] lr: 7.500e-03, eta: 15:30:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0958, top5_acc: 0.2781, loss_cls: 4.2227, loss: 4.2227, grad_norm: 4.6922 2021-12-02 20:58:56,973 - mmaction - INFO - Epoch [2][580/1793] lr: 7.500e-03, eta: 15:30:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0865, top5_acc: 0.2615, loss_cls: 4.3689, loss: 4.3689, grad_norm: 5.6874 2021-12-02 20:59:09,094 - mmaction - INFO - Epoch [2][600/1793] lr: 7.500e-03, eta: 15:29:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0990, top5_acc: 0.2844, loss_cls: 4.2867, loss: 4.2867, grad_norm: 5.0458 2021-12-02 20:59:21,205 - mmaction - INFO - Epoch [2][620/1793] lr: 7.500e-03, eta: 15:28:50, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.0917, top5_acc: 0.2573, loss_cls: 4.3057, loss: 4.3057, grad_norm: 4.7618 2021-12-02 20:59:33,328 - mmaction - INFO - Epoch [2][640/1793] lr: 7.500e-03, eta: 15:28:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0948, top5_acc: 0.2573, loss_cls: 4.2897, loss: 4.2897, grad_norm: 4.8014 2021-12-02 20:59:45,459 - mmaction - INFO - Epoch [2][660/1793] lr: 7.500e-03, eta: 15:27:39, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.0823, top5_acc: 0.2625, loss_cls: 4.3008, loss: 4.3008, grad_norm: 4.5555 2021-12-02 20:59:57,591 - mmaction - INFO - Epoch [2][680/1793] lr: 7.500e-03, eta: 15:27:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0958, top5_acc: 0.2885, loss_cls: 4.2474, loss: 4.2474, grad_norm: 4.7022 2021-12-02 21:00:09,724 - mmaction - INFO - Epoch [2][700/1793] lr: 7.500e-03, eta: 15:26:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0823, top5_acc: 0.2562, loss_cls: 4.3094, loss: 4.3094, grad_norm: 5.6541 2021-12-02 21:00:21,863 - mmaction - INFO - Epoch [2][720/1793] lr: 7.500e-03, eta: 15:25:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0948, top5_acc: 0.2771, loss_cls: 4.2674, loss: 4.2674, grad_norm: 6.2670 2021-12-02 21:00:33,990 - mmaction - INFO - Epoch [2][740/1793] lr: 7.500e-03, eta: 15:25:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0969, top5_acc: 0.2823, loss_cls: 4.2665, loss: 4.2665, grad_norm: 4.9342 2021-12-02 21:00:46,139 - mmaction - INFO - Epoch [2][760/1793] lr: 7.500e-03, eta: 15:24:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0917, top5_acc: 0.2490, loss_cls: 4.3127, loss: 4.3127, grad_norm: 4.8285 2021-12-02 21:00:58,268 - mmaction - INFO - Epoch [2][780/1793] lr: 7.500e-03, eta: 15:24:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.0792, top5_acc: 0.2896, loss_cls: 4.2524, loss: 4.2524, grad_norm: 4.2877 2021-12-02 21:01:10,408 - mmaction - INFO - Epoch [2][800/1793] lr: 7.500e-03, eta: 15:23:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1062, top5_acc: 0.2896, loss_cls: 4.2305, loss: 4.2305, grad_norm: 5.3592 2021-12-02 21:01:22,546 - mmaction - INFO - Epoch [2][820/1793] lr: 7.500e-03, eta: 15:23:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1073, top5_acc: 0.3063, loss_cls: 4.1536, loss: 4.1536, grad_norm: 4.6443 2021-12-02 21:01:34,688 - mmaction - INFO - Epoch [2][840/1793] lr: 7.500e-03, eta: 15:22:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0979, top5_acc: 0.2948, loss_cls: 4.2090, loss: 4.2090, grad_norm: 4.4666 2021-12-02 21:01:46,833 - mmaction - INFO - Epoch [2][860/1793] lr: 7.500e-03, eta: 15:22:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1073, top5_acc: 0.3073, loss_cls: 4.1535, loss: 4.1535, grad_norm: 4.5014 2021-12-02 21:01:58,981 - mmaction - INFO - Epoch [2][880/1793] lr: 7.500e-03, eta: 15:21:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1156, top5_acc: 0.3052, loss_cls: 4.1684, loss: 4.1684, grad_norm: 5.1138 2021-12-02 21:02:11,145 - mmaction - INFO - Epoch [2][900/1793] lr: 7.500e-03, eta: 15:21:03, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.0979, top5_acc: 0.2844, loss_cls: 4.1974, loss: 4.1974, grad_norm: 4.8036 2021-12-02 21:02:23,303 - mmaction - INFO - Epoch [2][920/1793] lr: 7.500e-03, eta: 15:20:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1021, top5_acc: 0.3052, loss_cls: 4.1562, loss: 4.1562, grad_norm: 4.6078 2021-12-02 21:02:35,446 - mmaction - INFO - Epoch [2][940/1793] lr: 7.500e-03, eta: 15:20:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1031, top5_acc: 0.2979, loss_cls: 4.1549, loss: 4.1549, grad_norm: 4.3912 2021-12-02 21:02:47,594 - mmaction - INFO - Epoch [2][960/1793] lr: 7.500e-03, eta: 15:19:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0990, top5_acc: 0.3021, loss_cls: 4.1974, loss: 4.1974, grad_norm: 4.8551 2021-12-02 21:02:59,762 - mmaction - INFO - Epoch [2][980/1793] lr: 7.500e-03, eta: 15:19:02, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1073, top5_acc: 0.3010, loss_cls: 4.1679, loss: 4.1679, grad_norm: 4.5355 2021-12-02 21:03:11,916 - mmaction - INFO - Epoch [2][1000/1793] lr: 7.500e-03, eta: 15:18:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1062, top5_acc: 0.3323, loss_cls: 4.0627, loss: 4.0627, grad_norm: 4.2807 2021-12-02 21:03:24,072 - mmaction - INFO - Epoch [2][1020/1793] lr: 7.500e-03, eta: 15:18:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.0938, top5_acc: 0.3250, loss_cls: 4.1166, loss: 4.1166, grad_norm: 4.6407 2021-12-02 21:03:36,253 - mmaction - INFO - Epoch [2][1040/1793] lr: 7.500e-03, eta: 15:17:35, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.1177, top5_acc: 0.3167, loss_cls: 4.1229, loss: 4.1229, grad_norm: 5.6853 2021-12-02 21:03:48,427 - mmaction - INFO - Epoch [2][1060/1793] lr: 7.500e-03, eta: 15:17:07, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.1135, top5_acc: 0.3260, loss_cls: 4.0785, loss: 4.0785, grad_norm: 4.6356 2021-12-02 21:04:00,579 - mmaction - INFO - Epoch [2][1080/1793] lr: 7.500e-03, eta: 15:16:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1062, top5_acc: 0.3021, loss_cls: 4.1570, loss: 4.1570, grad_norm: 5.1417 2021-12-02 21:04:12,736 - mmaction - INFO - Epoch [2][1100/1793] lr: 7.500e-03, eta: 15:16:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1010, top5_acc: 0.3083, loss_cls: 4.2236, loss: 4.2236, grad_norm: 4.4710 2021-12-02 21:04:24,895 - mmaction - INFO - Epoch [2][1120/1793] lr: 7.500e-03, eta: 15:15:42, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1240, top5_acc: 0.3438, loss_cls: 4.0279, loss: 4.0279, grad_norm: 5.0486 2021-12-02 21:04:37,040 - mmaction - INFO - Epoch [2][1140/1793] lr: 7.500e-03, eta: 15:15:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0969, top5_acc: 0.2990, loss_cls: 4.1444, loss: 4.1444, grad_norm: 5.9568 2021-12-02 21:04:49,214 - mmaction - INFO - Epoch [2][1160/1793] lr: 7.500e-03, eta: 15:14:47, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.1156, top5_acc: 0.3167, loss_cls: 4.1213, loss: 4.1213, grad_norm: 4.9758 2021-12-02 21:05:01,348 - mmaction - INFO - Epoch [2][1180/1793] lr: 7.500e-03, eta: 15:14:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1125, top5_acc: 0.3198, loss_cls: 4.0804, loss: 4.0804, grad_norm: 4.7032 2021-12-02 21:05:13,512 - mmaction - INFO - Epoch [2][1200/1793] lr: 7.500e-03, eta: 15:13:52, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1167, top5_acc: 0.3375, loss_cls: 4.0632, loss: 4.0632, grad_norm: 5.0239 2021-12-02 21:05:25,661 - mmaction - INFO - Epoch [2][1220/1793] lr: 7.500e-03, eta: 15:13:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.0958, top5_acc: 0.3208, loss_cls: 4.1262, loss: 4.1262, grad_norm: 4.7443 2021-12-02 21:05:37,817 - mmaction - INFO - Epoch [2][1240/1793] lr: 7.500e-03, eta: 15:12:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1000, top5_acc: 0.2990, loss_cls: 4.1192, loss: 4.1192, grad_norm: 4.7973 2021-12-02 21:05:49,981 - mmaction - INFO - Epoch [2][1260/1793] lr: 7.500e-03, eta: 15:12:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1250, top5_acc: 0.3302, loss_cls: 4.0686, loss: 4.0686, grad_norm: 5.2751 2021-12-02 21:06:02,133 - mmaction - INFO - Epoch [2][1280/1793] lr: 7.500e-03, eta: 15:12:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1094, top5_acc: 0.3333, loss_cls: 4.0616, loss: 4.0616, grad_norm: 5.2185 2021-12-02 21:06:14,279 - mmaction - INFO - Epoch [2][1300/1793] lr: 7.500e-03, eta: 15:11:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1208, top5_acc: 0.3312, loss_cls: 4.0646, loss: 4.0646, grad_norm: 4.9603 2021-12-02 21:06:26,439 - mmaction - INFO - Epoch [2][1320/1793] lr: 7.500e-03, eta: 15:11:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1052, top5_acc: 0.3156, loss_cls: 4.0494, loss: 4.0494, grad_norm: 5.2036 2021-12-02 21:06:38,603 - mmaction - INFO - Epoch [2][1340/1793] lr: 7.500e-03, eta: 15:10:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1198, top5_acc: 0.3427, loss_cls: 4.0618, loss: 4.0618, grad_norm: 5.0118 2021-12-02 21:06:50,757 - mmaction - INFO - Epoch [2][1360/1793] lr: 7.500e-03, eta: 15:10:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.0938, top5_acc: 0.3323, loss_cls: 4.0643, loss: 4.0643, grad_norm: 5.1255 2021-12-02 21:07:02,900 - mmaction - INFO - Epoch [2][1380/1793] lr: 7.500e-03, eta: 15:09:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1031, top5_acc: 0.3375, loss_cls: 4.0483, loss: 4.0483, grad_norm: 4.6057 2021-12-02 21:07:15,032 - mmaction - INFO - Epoch [2][1400/1793] lr: 7.500e-03, eta: 15:09:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1271, top5_acc: 0.3552, loss_cls: 3.9894, loss: 3.9894, grad_norm: 4.7703 2021-12-02 21:07:27,173 - mmaction - INFO - Epoch [2][1420/1793] lr: 7.500e-03, eta: 15:09:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1292, top5_acc: 0.3542, loss_cls: 4.0375, loss: 4.0375, grad_norm: 4.7626 2021-12-02 21:07:39,303 - mmaction - INFO - Epoch [2][1440/1793] lr: 7.500e-03, eta: 15:08:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1177, top5_acc: 0.3271, loss_cls: 4.0206, loss: 4.0206, grad_norm: 5.2749 2021-12-02 21:07:51,424 - mmaction - INFO - Epoch [2][1460/1793] lr: 7.500e-03, eta: 15:08:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1167, top5_acc: 0.3365, loss_cls: 4.0415, loss: 4.0415, grad_norm: 5.1238 2021-12-02 21:08:03,541 - mmaction - INFO - Epoch [2][1480/1793] lr: 7.500e-03, eta: 15:07:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1323, top5_acc: 0.3469, loss_cls: 3.9817, loss: 3.9817, grad_norm: 5.1538 2021-12-02 21:08:15,657 - mmaction - INFO - Epoch [2][1500/1793] lr: 7.500e-03, eta: 15:07:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1104, top5_acc: 0.3198, loss_cls: 4.1424, loss: 4.1424, grad_norm: 5.0294 2021-12-02 21:08:27,771 - mmaction - INFO - Epoch [2][1520/1793] lr: 7.500e-03, eta: 15:06:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1417, top5_acc: 0.3729, loss_cls: 3.9733, loss: 3.9733, grad_norm: 5.1605 2021-12-02 21:08:39,895 - mmaction - INFO - Epoch [2][1540/1793] lr: 7.500e-03, eta: 15:06:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1177, top5_acc: 0.3510, loss_cls: 3.9925, loss: 3.9925, grad_norm: 4.7889 2021-12-02 21:08:52,033 - mmaction - INFO - Epoch [2][1560/1793] lr: 7.500e-03, eta: 15:06:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1365, top5_acc: 0.3781, loss_cls: 3.9198, loss: 3.9198, grad_norm: 4.8783 2021-12-02 21:09:04,159 - mmaction - INFO - Epoch [2][1580/1793] lr: 7.500e-03, eta: 15:05:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1417, top5_acc: 0.3875, loss_cls: 3.8908, loss: 3.8908, grad_norm: 5.2104 2021-12-02 21:09:16,294 - mmaction - INFO - Epoch [2][1600/1793] lr: 7.500e-03, eta: 15:05:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1385, top5_acc: 0.3635, loss_cls: 3.9077, loss: 3.9077, grad_norm: 4.9412 2021-12-02 21:09:28,424 - mmaction - INFO - Epoch [2][1620/1793] lr: 7.500e-03, eta: 15:04:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1375, top5_acc: 0.3490, loss_cls: 3.9876, loss: 3.9876, grad_norm: 5.2355 2021-12-02 21:09:40,534 - mmaction - INFO - Epoch [2][1640/1793] lr: 7.500e-03, eta: 15:04:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.1469, top5_acc: 0.3760, loss_cls: 3.8954, loss: 3.8954, grad_norm: 5.0896 2021-12-02 21:09:52,647 - mmaction - INFO - Epoch [2][1660/1793] lr: 7.500e-03, eta: 15:04:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1458, top5_acc: 0.3719, loss_cls: 3.9152, loss: 3.9152, grad_norm: 5.7280 2021-12-02 21:10:04,752 - mmaction - INFO - Epoch [2][1680/1793] lr: 7.500e-03, eta: 15:03:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.1354, top5_acc: 0.3667, loss_cls: 3.9381, loss: 3.9381, grad_norm: 5.3973 2021-12-02 21:10:16,886 - mmaction - INFO - Epoch [2][1700/1793] lr: 7.500e-03, eta: 15:03:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1156, top5_acc: 0.3427, loss_cls: 4.0345, loss: 4.0345, grad_norm: 4.6749 2021-12-02 21:10:29,004 - mmaction - INFO - Epoch [2][1720/1793] lr: 7.500e-03, eta: 15:02:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1437, top5_acc: 0.3760, loss_cls: 3.9067, loss: 3.9067, grad_norm: 4.8862 2021-12-02 21:10:41,123 - mmaction - INFO - Epoch [2][1740/1793] lr: 7.500e-03, eta: 15:02:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1490, top5_acc: 0.3833, loss_cls: 3.8285, loss: 3.8285, grad_norm: 5.3998 2021-12-02 21:10:53,232 - mmaction - INFO - Epoch [2][1760/1793] lr: 7.500e-03, eta: 15:02:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.1375, top5_acc: 0.3240, loss_cls: 3.9817, loss: 3.9817, grad_norm: 5.4464 2021-12-02 21:11:05,336 - mmaction - INFO - Epoch [2][1780/1793] lr: 7.500e-03, eta: 15:01:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.1260, top5_acc: 0.3573, loss_cls: 3.9712, loss: 3.9712, grad_norm: 4.8379 2021-12-02 21:12:23,338 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:12:23,492 - mmaction - INFO - top1_acc 0.1022 top5_acc 0.3254 2021-12-02 21:12:23,493 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:12:23,503 - mmaction - INFO - mean_acc 0.0916 2021-12-02 21:12:24,966 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-12-02 21:12:24,967 - mmaction - INFO - Best top1_acc is 0.1022 at 2 epoch. 2021-12-02 21:12:24,972 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-12-02 21:12:26,039 - mmaction - INFO - Epoch(val) [2][241] top1_acc: 0.1022, top5_acc: 0.3254, mean_class_accuracy: 0.0916 2021-12-02 21:13:04,616 - mmaction - INFO - Epoch [3][20/1793] lr: 7.500e-03, eta: 15:08:24, time: 1.929, data_time: 1.325, memory: 10469, top1_acc: 0.1198, top5_acc: 0.3531, loss_cls: 3.9282, loss: 3.9282, grad_norm: 5.0095 2021-12-02 21:13:16,696 - mmaction - INFO - Epoch [3][40/1793] lr: 7.500e-03, eta: 15:07:58, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.1510, top5_acc: 0.3667, loss_cls: 3.9279, loss: 3.9279, grad_norm: 5.7758 2021-12-02 21:13:28,775 - mmaction - INFO - Epoch [3][60/1793] lr: 7.500e-03, eta: 15:07:31, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.1469, top5_acc: 0.4021, loss_cls: 3.8531, loss: 3.8531, grad_norm: 5.6255 2021-12-02 21:13:40,854 - mmaction - INFO - Epoch [3][80/1793] lr: 7.500e-03, eta: 15:07:05, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.1396, top5_acc: 0.3812, loss_cls: 3.8848, loss: 3.8848, grad_norm: 5.9145 2021-12-02 21:13:52,931 - mmaction - INFO - Epoch [3][100/1793] lr: 7.500e-03, eta: 15:06:38, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.1229, top5_acc: 0.3667, loss_cls: 3.9089, loss: 3.9089, grad_norm: 5.6646 2021-12-02 21:14:05,011 - mmaction - INFO - Epoch [3][120/1793] lr: 7.500e-03, eta: 15:06:12, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.1417, top5_acc: 0.3615, loss_cls: 3.9077, loss: 3.9077, grad_norm: 5.3045 2021-12-02 21:14:17,126 - mmaction - INFO - Epoch [3][140/1793] lr: 7.500e-03, eta: 15:05:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1365, top5_acc: 0.3656, loss_cls: 3.9055, loss: 3.9055, grad_norm: 5.4402 2021-12-02 21:14:29,255 - mmaction - INFO - Epoch [3][160/1793] lr: 7.500e-03, eta: 15:05:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1604, top5_acc: 0.3688, loss_cls: 3.8622, loss: 3.8622, grad_norm: 5.4608 2021-12-02 21:14:41,404 - mmaction - INFO - Epoch [3][180/1793] lr: 7.500e-03, eta: 15:04:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1354, top5_acc: 0.3885, loss_cls: 3.8953, loss: 3.8953, grad_norm: 5.6864 2021-12-02 21:14:53,535 - mmaction - INFO - Epoch [3][200/1793] lr: 7.500e-03, eta: 15:04:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1385, top5_acc: 0.3438, loss_cls: 3.9952, loss: 3.9952, grad_norm: 5.7938 2021-12-02 21:15:05,669 - mmaction - INFO - Epoch [3][220/1793] lr: 7.500e-03, eta: 15:04:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1375, top5_acc: 0.3979, loss_cls: 3.8612, loss: 3.8612, grad_norm: 5.2015 2021-12-02 21:15:17,829 - mmaction - INFO - Epoch [3][240/1793] lr: 7.500e-03, eta: 15:03:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1427, top5_acc: 0.3656, loss_cls: 3.8819, loss: 3.8819, grad_norm: 5.3856 2021-12-02 21:15:29,963 - mmaction - INFO - Epoch [3][260/1793] lr: 7.500e-03, eta: 15:03:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1521, top5_acc: 0.3927, loss_cls: 3.8640, loss: 3.8640, grad_norm: 5.5540 2021-12-02 21:15:42,103 - mmaction - INFO - Epoch [3][280/1793] lr: 7.500e-03, eta: 15:03:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1365, top5_acc: 0.3771, loss_cls: 3.9208, loss: 3.9208, grad_norm: 5.5940 2021-12-02 21:15:54,228 - mmaction - INFO - Epoch [3][300/1793] lr: 7.500e-03, eta: 15:02:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1344, top5_acc: 0.3667, loss_cls: 3.9236, loss: 3.9236, grad_norm: 5.7535 2021-12-02 21:16:06,381 - mmaction - INFO - Epoch [3][320/1793] lr: 7.500e-03, eta: 15:02:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1469, top5_acc: 0.3698, loss_cls: 3.8696, loss: 3.8696, grad_norm: 5.2591 2021-12-02 21:16:18,520 - mmaction - INFO - Epoch [3][340/1793] lr: 7.500e-03, eta: 15:01:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1427, top5_acc: 0.3552, loss_cls: 3.8917, loss: 3.8917, grad_norm: 4.9832 2021-12-02 21:16:30,663 - mmaction - INFO - Epoch [3][360/1793] lr: 7.500e-03, eta: 15:01:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1458, top5_acc: 0.3604, loss_cls: 3.9322, loss: 3.9322, grad_norm: 5.2625 2021-12-02 21:16:42,825 - mmaction - INFO - Epoch [3][380/1793] lr: 7.500e-03, eta: 15:01:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1521, top5_acc: 0.3875, loss_cls: 3.8685, loss: 3.8685, grad_norm: 5.2487 2021-12-02 21:16:54,984 - mmaction - INFO - Epoch [3][400/1793] lr: 7.500e-03, eta: 15:00:41, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1708, top5_acc: 0.4062, loss_cls: 3.7995, loss: 3.7995, grad_norm: 4.9719 2021-12-02 21:17:07,141 - mmaction - INFO - Epoch [3][420/1793] lr: 7.500e-03, eta: 15:00:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1542, top5_acc: 0.3854, loss_cls: 3.7813, loss: 3.7813, grad_norm: 5.2571 2021-12-02 21:17:19,635 - mmaction - INFO - Epoch [3][440/1793] lr: 7.500e-03, eta: 15:00:04, time: 0.625, data_time: 0.000, memory: 10469, top1_acc: 0.1615, top5_acc: 0.4010, loss_cls: 3.7525, loss: 3.7525, grad_norm: 5.3509 2021-12-02 21:17:31,803 - mmaction - INFO - Epoch [3][460/1793] lr: 7.500e-03, eta: 14:59:41, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.1594, top5_acc: 0.4062, loss_cls: 3.7692, loss: 3.7692, grad_norm: 5.8116 2021-12-02 21:17:43,973 - mmaction - INFO - Epoch [3][480/1793] lr: 7.500e-03, eta: 14:59:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1646, top5_acc: 0.4042, loss_cls: 3.7671, loss: 3.7671, grad_norm: 5.6598 2021-12-02 21:17:56,141 - mmaction - INFO - Epoch [3][500/1793] lr: 7.500e-03, eta: 14:58:58, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.1385, top5_acc: 0.3760, loss_cls: 3.9513, loss: 3.9513, grad_norm: 5.1769 2021-12-02 21:18:08,304 - mmaction - INFO - Epoch [3][520/1793] lr: 7.500e-03, eta: 14:58:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1406, top5_acc: 0.3865, loss_cls: 3.8600, loss: 3.8600, grad_norm: 5.3804 2021-12-02 21:18:20,461 - mmaction - INFO - Epoch [3][540/1793] lr: 7.500e-03, eta: 14:58:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1635, top5_acc: 0.3833, loss_cls: 3.8167, loss: 3.8167, grad_norm: 5.4366 2021-12-02 21:18:32,618 - mmaction - INFO - Epoch [3][560/1793] lr: 7.500e-03, eta: 14:57:52, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1500, top5_acc: 0.3958, loss_cls: 3.7787, loss: 3.7787, grad_norm: 6.1371 2021-12-02 21:18:44,816 - mmaction - INFO - Epoch [3][580/1793] lr: 7.500e-03, eta: 14:57:31, time: 0.610, data_time: 0.001, memory: 10469, top1_acc: 0.1521, top5_acc: 0.3760, loss_cls: 3.8614, loss: 3.8614, grad_norm: 5.2571 2021-12-02 21:18:56,973 - mmaction - INFO - Epoch [3][600/1793] lr: 7.500e-03, eta: 14:57:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1542, top5_acc: 0.3990, loss_cls: 3.7848, loss: 3.7848, grad_norm: 5.8408 2021-12-02 21:19:09,121 - mmaction - INFO - Epoch [3][620/1793] lr: 7.500e-03, eta: 14:56:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1500, top5_acc: 0.4000, loss_cls: 3.7919, loss: 3.7919, grad_norm: 5.1191 2021-12-02 21:19:21,283 - mmaction - INFO - Epoch [3][640/1793] lr: 7.500e-03, eta: 14:56:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1490, top5_acc: 0.3875, loss_cls: 3.7894, loss: 3.7894, grad_norm: 5.4962 2021-12-02 21:19:33,440 - mmaction - INFO - Epoch [3][660/1793] lr: 7.500e-03, eta: 14:56:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1750, top5_acc: 0.4146, loss_cls: 3.7276, loss: 3.7276, grad_norm: 5.1903 2021-12-02 21:19:45,589 - mmaction - INFO - Epoch [3][680/1793] lr: 7.500e-03, eta: 14:55:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1667, top5_acc: 0.4250, loss_cls: 3.6552, loss: 3.6552, grad_norm: 5.4052 2021-12-02 21:19:57,749 - mmaction - INFO - Epoch [3][700/1793] lr: 7.500e-03, eta: 14:55:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1833, top5_acc: 0.4010, loss_cls: 3.7191, loss: 3.7191, grad_norm: 5.2424 2021-12-02 21:20:09,910 - mmaction - INFO - Epoch [3][720/1793] lr: 7.500e-03, eta: 14:55:02, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1771, top5_acc: 0.3990, loss_cls: 3.7692, loss: 3.7692, grad_norm: 5.1411 2021-12-02 21:20:22,094 - mmaction - INFO - Epoch [3][740/1793] lr: 7.500e-03, eta: 14:54:41, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.1490, top5_acc: 0.3885, loss_cls: 3.7489, loss: 3.7489, grad_norm: 5.0658 2021-12-02 21:20:34,253 - mmaction - INFO - Epoch [3][760/1793] lr: 7.500e-03, eta: 14:54:20, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1573, top5_acc: 0.3969, loss_cls: 3.7295, loss: 3.7295, grad_norm: 5.7888 2021-12-02 21:20:46,402 - mmaction - INFO - Epoch [3][780/1793] lr: 7.500e-03, eta: 14:53:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1688, top5_acc: 0.4073, loss_cls: 3.7811, loss: 3.7811, grad_norm: 5.6704 2021-12-02 21:20:58,581 - mmaction - INFO - Epoch [3][800/1793] lr: 7.500e-03, eta: 14:53:39, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.1812, top5_acc: 0.4281, loss_cls: 3.6635, loss: 3.6635, grad_norm: 5.2768 2021-12-02 21:21:10,740 - mmaction - INFO - Epoch [3][820/1793] lr: 7.500e-03, eta: 14:53:18, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.1667, top5_acc: 0.4250, loss_cls: 3.7390, loss: 3.7390, grad_norm: 5.7809 2021-12-02 21:21:22,881 - mmaction - INFO - Epoch [3][840/1793] lr: 7.500e-03, eta: 14:52:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1823, top5_acc: 0.4542, loss_cls: 3.6399, loss: 3.6399, grad_norm: 5.9124 2021-12-02 21:21:35,027 - mmaction - INFO - Epoch [3][860/1793] lr: 7.500e-03, eta: 14:52:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1594, top5_acc: 0.3906, loss_cls: 3.7826, loss: 3.7826, grad_norm: 5.4027 2021-12-02 21:21:47,174 - mmaction - INFO - Epoch [3][880/1793] lr: 7.500e-03, eta: 14:52:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1604, top5_acc: 0.4021, loss_cls: 3.8034, loss: 3.8034, grad_norm: 5.3252 2021-12-02 21:21:59,319 - mmaction - INFO - Epoch [3][900/1793] lr: 7.500e-03, eta: 14:51:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1615, top5_acc: 0.4188, loss_cls: 3.7707, loss: 3.7707, grad_norm: 5.2665 2021-12-02 21:22:11,463 - mmaction - INFO - Epoch [3][920/1793] lr: 7.500e-03, eta: 14:51:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1583, top5_acc: 0.4115, loss_cls: 3.7110, loss: 3.7110, grad_norm: 5.5363 2021-12-02 21:22:23,605 - mmaction - INFO - Epoch [3][940/1793] lr: 7.500e-03, eta: 14:51:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1531, top5_acc: 0.3865, loss_cls: 3.7277, loss: 3.7277, grad_norm: 5.8314 2021-12-02 21:22:35,739 - mmaction - INFO - Epoch [3][960/1793] lr: 7.500e-03, eta: 14:50:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1844, top5_acc: 0.4521, loss_cls: 3.6536, loss: 3.6536, grad_norm: 6.4545 2021-12-02 21:22:47,873 - mmaction - INFO - Epoch [3][980/1793] lr: 7.500e-03, eta: 14:50:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1688, top5_acc: 0.4229, loss_cls: 3.7328, loss: 3.7328, grad_norm: 5.3146 2021-12-02 21:23:00,017 - mmaction - INFO - Epoch [3][1000/1793] lr: 7.500e-03, eta: 14:50:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1635, top5_acc: 0.4125, loss_cls: 3.7162, loss: 3.7162, grad_norm: 5.7362 2021-12-02 21:23:12,160 - mmaction - INFO - Epoch [3][1020/1793] lr: 7.500e-03, eta: 14:49:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2031, top5_acc: 0.4490, loss_cls: 3.6131, loss: 3.6131, grad_norm: 5.8507 2021-12-02 21:23:24,312 - mmaction - INFO - Epoch [3][1040/1793] lr: 7.500e-03, eta: 14:49:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1635, top5_acc: 0.4188, loss_cls: 3.7310, loss: 3.7310, grad_norm: 6.3635 2021-12-02 21:23:36,457 - mmaction - INFO - Epoch [3][1060/1793] lr: 7.500e-03, eta: 14:49:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1844, top5_acc: 0.4135, loss_cls: 3.7026, loss: 3.7026, grad_norm: 5.3632 2021-12-02 21:23:48,591 - mmaction - INFO - Epoch [3][1080/1793] lr: 7.500e-03, eta: 14:48:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1677, top5_acc: 0.4229, loss_cls: 3.6280, loss: 3.6280, grad_norm: 6.1508 2021-12-02 21:24:00,709 - mmaction - INFO - Epoch [3][1100/1793] lr: 7.500e-03, eta: 14:48:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1875, top5_acc: 0.4271, loss_cls: 3.6259, loss: 3.6259, grad_norm: 5.8185 2021-12-02 21:24:12,842 - mmaction - INFO - Epoch [3][1120/1793] lr: 7.500e-03, eta: 14:48:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1781, top5_acc: 0.4479, loss_cls: 3.6550, loss: 3.6550, grad_norm: 5.5963 2021-12-02 21:24:24,964 - mmaction - INFO - Epoch [3][1140/1793] lr: 7.500e-03, eta: 14:47:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1833, top5_acc: 0.3979, loss_cls: 3.7511, loss: 3.7511, grad_norm: 6.4037 2021-12-02 21:24:37,078 - mmaction - INFO - Epoch [3][1160/1793] lr: 7.500e-03, eta: 14:47:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1667, top5_acc: 0.4021, loss_cls: 3.6975, loss: 3.6975, grad_norm: 5.5575 2021-12-02 21:24:49,203 - mmaction - INFO - Epoch [3][1180/1793] lr: 7.500e-03, eta: 14:47:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1583, top5_acc: 0.4260, loss_cls: 3.6952, loss: 3.6952, grad_norm: 6.3708 2021-12-02 21:25:01,328 - mmaction - INFO - Epoch [3][1200/1793] lr: 7.500e-03, eta: 14:46:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1812, top5_acc: 0.4573, loss_cls: 3.6166, loss: 3.6166, grad_norm: 5.5936 2021-12-02 21:25:13,466 - mmaction - INFO - Epoch [3][1220/1793] lr: 7.500e-03, eta: 14:46:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1896, top5_acc: 0.4323, loss_cls: 3.7081, loss: 3.7081, grad_norm: 6.3452 2021-12-02 21:25:25,595 - mmaction - INFO - Epoch [3][1240/1793] lr: 7.500e-03, eta: 14:46:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1635, top5_acc: 0.4323, loss_cls: 3.6548, loss: 3.6548, grad_norm: 5.4341 2021-12-02 21:25:37,730 - mmaction - INFO - Epoch [3][1260/1793] lr: 7.500e-03, eta: 14:45:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1781, top5_acc: 0.4323, loss_cls: 3.6540, loss: 3.6540, grad_norm: 5.7635 2021-12-02 21:25:49,857 - mmaction - INFO - Epoch [3][1280/1793] lr: 7.500e-03, eta: 14:45:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1844, top5_acc: 0.4313, loss_cls: 3.6524, loss: 3.6524, grad_norm: 5.7673 2021-12-02 21:26:01,984 - mmaction - INFO - Epoch [3][1300/1793] lr: 7.500e-03, eta: 14:45:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1688, top5_acc: 0.4240, loss_cls: 3.6665, loss: 3.6665, grad_norm: 5.5577 2021-12-02 21:26:14,120 - mmaction - INFO - Epoch [3][1320/1793] lr: 7.500e-03, eta: 14:44:54, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.1719, top5_acc: 0.4365, loss_cls: 3.6524, loss: 3.6524, grad_norm: 5.7025 2021-12-02 21:26:26,255 - mmaction - INFO - Epoch [3][1340/1793] lr: 7.500e-03, eta: 14:44:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1698, top5_acc: 0.4500, loss_cls: 3.5949, loss: 3.5949, grad_norm: 5.2505 2021-12-02 21:26:38,373 - mmaction - INFO - Epoch [3][1360/1793] lr: 7.500e-03, eta: 14:44:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1771, top5_acc: 0.4188, loss_cls: 3.6927, loss: 3.6927, grad_norm: 5.5540 2021-12-02 21:26:50,508 - mmaction - INFO - Epoch [3][1380/1793] lr: 7.500e-03, eta: 14:43:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1812, top5_acc: 0.4292, loss_cls: 3.6867, loss: 3.6867, grad_norm: 5.4159 2021-12-02 21:27:02,617 - mmaction - INFO - Epoch [3][1400/1793] lr: 7.500e-03, eta: 14:43:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.1781, top5_acc: 0.4448, loss_cls: 3.5851, loss: 3.5851, grad_norm: 5.4063 2021-12-02 21:27:14,732 - mmaction - INFO - Epoch [3][1420/1793] lr: 7.500e-03, eta: 14:43:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1812, top5_acc: 0.4229, loss_cls: 3.6857, loss: 3.6857, grad_norm: 8.2698 2021-12-02 21:27:26,854 - mmaction - INFO - Epoch [3][1440/1793] lr: 7.500e-03, eta: 14:42:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2052, top5_acc: 0.4698, loss_cls: 3.4738, loss: 3.4738, grad_norm: 6.0651 2021-12-02 21:27:38,979 - mmaction - INFO - Epoch [3][1460/1793] lr: 7.500e-03, eta: 14:42:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1635, top5_acc: 0.4469, loss_cls: 3.6435, loss: 3.6435, grad_norm: 5.6915 2021-12-02 21:27:51,104 - mmaction - INFO - Epoch [3][1480/1793] lr: 7.500e-03, eta: 14:42:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1833, top5_acc: 0.4448, loss_cls: 3.6165, loss: 3.6165, grad_norm: 5.7054 2021-12-02 21:28:03,228 - mmaction - INFO - Epoch [3][1500/1793] lr: 7.500e-03, eta: 14:42:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1865, top5_acc: 0.4656, loss_cls: 3.5236, loss: 3.5236, grad_norm: 5.5349 2021-12-02 21:28:15,359 - mmaction - INFO - Epoch [3][1520/1793] lr: 7.500e-03, eta: 14:41:41, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.1979, top5_acc: 0.4469, loss_cls: 3.5244, loss: 3.5244, grad_norm: 6.2809 2021-12-02 21:28:27,461 - mmaction - INFO - Epoch [3][1540/1793] lr: 7.500e-03, eta: 14:41:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.1719, top5_acc: 0.4198, loss_cls: 3.7239, loss: 3.7239, grad_norm: 6.4002 2021-12-02 21:28:39,573 - mmaction - INFO - Epoch [3][1560/1793] lr: 7.500e-03, eta: 14:41:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1802, top5_acc: 0.4333, loss_cls: 3.6429, loss: 3.6429, grad_norm: 5.8473 2021-12-02 21:28:51,686 - mmaction - INFO - Epoch [3][1580/1793] lr: 7.500e-03, eta: 14:40:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1833, top5_acc: 0.4417, loss_cls: 3.5912, loss: 3.5912, grad_norm: 5.6766 2021-12-02 21:29:03,822 - mmaction - INFO - Epoch [3][1600/1793] lr: 7.500e-03, eta: 14:40:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2031, top5_acc: 0.4656, loss_cls: 3.5458, loss: 3.5458, grad_norm: 5.8548 2021-12-02 21:29:15,950 - mmaction - INFO - Epoch [3][1620/1793] lr: 7.500e-03, eta: 14:40:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1844, top5_acc: 0.4490, loss_cls: 3.5760, loss: 3.5760, grad_norm: 5.5441 2021-12-02 21:29:28,061 - mmaction - INFO - Epoch [3][1640/1793] lr: 7.500e-03, eta: 14:39:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2073, top5_acc: 0.4542, loss_cls: 3.5248, loss: 3.5248, grad_norm: 5.7484 2021-12-02 21:29:40,193 - mmaction - INFO - Epoch [3][1660/1793] lr: 7.500e-03, eta: 14:39:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1938, top5_acc: 0.4583, loss_cls: 3.5346, loss: 3.5346, grad_norm: 5.5432 2021-12-02 21:29:52,325 - mmaction - INFO - Epoch [3][1680/1793] lr: 7.500e-03, eta: 14:39:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1656, top5_acc: 0.4198, loss_cls: 3.6387, loss: 3.6387, grad_norm: 5.5468 2021-12-02 21:30:04,482 - mmaction - INFO - Epoch [3][1700/1793] lr: 7.500e-03, eta: 14:38:52, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1844, top5_acc: 0.4302, loss_cls: 3.5375, loss: 3.5375, grad_norm: 5.6596 2021-12-02 21:30:16,611 - mmaction - INFO - Epoch [3][1720/1793] lr: 7.500e-03, eta: 14:38:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1719, top5_acc: 0.4229, loss_cls: 3.6984, loss: 3.6984, grad_norm: 6.1189 2021-12-02 21:30:28,741 - mmaction - INFO - Epoch [3][1740/1793] lr: 7.500e-03, eta: 14:38:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2083, top5_acc: 0.4677, loss_cls: 3.4690, loss: 3.4690, grad_norm: 5.9862 2021-12-02 21:30:40,873 - mmaction - INFO - Epoch [3][1760/1793] lr: 7.500e-03, eta: 14:37:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1948, top5_acc: 0.4469, loss_cls: 3.5674, loss: 3.5674, grad_norm: 6.3799 2021-12-02 21:30:53,027 - mmaction - INFO - Epoch [3][1780/1793] lr: 7.500e-03, eta: 14:37:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1708, top5_acc: 0.4281, loss_cls: 3.6925, loss: 3.6925, grad_norm: 5.9107 2021-12-02 21:32:11,808 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:32:11,974 - mmaction - INFO - top1_acc 0.1541 top5_acc 0.4023 2021-12-02 21:32:11,974 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:32:11,985 - mmaction - INFO - mean_acc 0.1439 2021-12-02 21:32:12,756 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-12-02 21:32:12,757 - mmaction - INFO - Best top1_acc is 0.1541 at 3 epoch. 2021-12-02 21:32:12,772 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-12-02 21:32:17,101 - mmaction - INFO - Epoch(val) [3][241] top1_acc: 0.1541, top5_acc: 0.4023, mean_class_accuracy: 0.1439 2021-12-02 21:32:55,374 - mmaction - INFO - Epoch [4][20/1793] lr: 7.500e-03, eta: 14:41:54, time: 1.913, data_time: 1.310, memory: 10469, top1_acc: 0.1802, top5_acc: 0.4333, loss_cls: 3.6127, loss: 3.6127, grad_norm: 5.6309 2021-12-02 21:33:07,480 - mmaction - INFO - Epoch [4][40/1793] lr: 7.500e-03, eta: 14:41:35, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.1958, top5_acc: 0.4240, loss_cls: 3.6302, loss: 3.6302, grad_norm: 5.6569 2021-12-02 21:33:19,595 - mmaction - INFO - Epoch [4][60/1793] lr: 7.500e-03, eta: 14:41:15, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.1948, top5_acc: 0.4646, loss_cls: 3.5140, loss: 3.5140, grad_norm: 5.8400 2021-12-02 21:33:31,716 - mmaction - INFO - Epoch [4][80/1793] lr: 7.500e-03, eta: 14:40:56, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.2042, top5_acc: 0.4667, loss_cls: 3.5945, loss: 3.5945, grad_norm: 5.7638 2021-12-02 21:33:43,839 - mmaction - INFO - Epoch [4][100/1793] lr: 7.500e-03, eta: 14:40:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2083, top5_acc: 0.4635, loss_cls: 3.4188, loss: 3.4188, grad_norm: 5.8069 2021-12-02 21:33:55,978 - mmaction - INFO - Epoch [4][120/1793] lr: 7.500e-03, eta: 14:40:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2167, top5_acc: 0.4865, loss_cls: 3.4640, loss: 3.4640, grad_norm: 5.5057 2021-12-02 21:34:08,128 - mmaction - INFO - Epoch [4][140/1793] lr: 7.500e-03, eta: 14:39:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2083, top5_acc: 0.4813, loss_cls: 3.4531, loss: 3.4531, grad_norm: 6.0714 2021-12-02 21:34:20,260 - mmaction - INFO - Epoch [4][160/1793] lr: 7.500e-03, eta: 14:39:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2104, top5_acc: 0.4719, loss_cls: 3.5242, loss: 3.5242, grad_norm: 5.7556 2021-12-02 21:34:32,420 - mmaction - INFO - Epoch [4][180/1793] lr: 7.500e-03, eta: 14:39:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1990, top5_acc: 0.4521, loss_cls: 3.5278, loss: 3.5278, grad_norm: 5.7764 2021-12-02 21:34:44,589 - mmaction - INFO - Epoch [4][200/1793] lr: 7.500e-03, eta: 14:39:03, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.1885, top5_acc: 0.4740, loss_cls: 3.4998, loss: 3.4998, grad_norm: 5.7622 2021-12-02 21:34:56,772 - mmaction - INFO - Epoch [4][220/1793] lr: 7.500e-03, eta: 14:38:45, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.1990, top5_acc: 0.4531, loss_cls: 3.5458, loss: 3.5458, grad_norm: 5.8748 2021-12-02 21:35:08,941 - mmaction - INFO - Epoch [4][240/1793] lr: 7.500e-03, eta: 14:38:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2292, top5_acc: 0.4896, loss_cls: 3.4269, loss: 3.4269, grad_norm: 5.8443 2021-12-02 21:35:21,098 - mmaction - INFO - Epoch [4][260/1793] lr: 7.500e-03, eta: 14:38:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2021, top5_acc: 0.4760, loss_cls: 3.5032, loss: 3.5032, grad_norm: 6.2076 2021-12-02 21:35:33,253 - mmaction - INFO - Epoch [4][280/1793] lr: 7.500e-03, eta: 14:37:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2135, top5_acc: 0.4667, loss_cls: 3.4464, loss: 3.4464, grad_norm: 5.6037 2021-12-02 21:35:45,406 - mmaction - INFO - Epoch [4][300/1793] lr: 7.500e-03, eta: 14:37:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1927, top5_acc: 0.4531, loss_cls: 3.5042, loss: 3.5042, grad_norm: 5.8402 2021-12-02 21:35:57,561 - mmaction - INFO - Epoch [4][320/1793] lr: 7.500e-03, eta: 14:37:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2354, top5_acc: 0.4896, loss_cls: 3.3440, loss: 3.3440, grad_norm: 5.8101 2021-12-02 21:36:09,732 - mmaction - INFO - Epoch [4][340/1793] lr: 7.500e-03, eta: 14:36:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2302, top5_acc: 0.4948, loss_cls: 3.4076, loss: 3.4076, grad_norm: 6.6905 2021-12-02 21:36:21,893 - mmaction - INFO - Epoch [4][360/1793] lr: 7.500e-03, eta: 14:36:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2198, top5_acc: 0.4750, loss_cls: 3.4766, loss: 3.4766, grad_norm: 5.8748 2021-12-02 21:36:34,052 - mmaction - INFO - Epoch [4][380/1793] lr: 7.500e-03, eta: 14:36:20, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2156, top5_acc: 0.4750, loss_cls: 3.4668, loss: 3.4668, grad_norm: 5.9489 2021-12-02 21:36:46,199 - mmaction - INFO - Epoch [4][400/1793] lr: 7.500e-03, eta: 14:36:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1990, top5_acc: 0.4792, loss_cls: 3.4274, loss: 3.4274, grad_norm: 6.3391 2021-12-02 21:36:58,352 - mmaction - INFO - Epoch [4][420/1793] lr: 7.500e-03, eta: 14:35:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2292, top5_acc: 0.4719, loss_cls: 3.4549, loss: 3.4549, grad_norm: 5.9434 2021-12-02 21:37:10,505 - mmaction - INFO - Epoch [4][440/1793] lr: 7.500e-03, eta: 14:35:26, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1865, top5_acc: 0.4729, loss_cls: 3.4861, loss: 3.4861, grad_norm: 6.2620 2021-12-02 21:37:22,650 - mmaction - INFO - Epoch [4][460/1793] lr: 7.500e-03, eta: 14:35:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2083, top5_acc: 0.4885, loss_cls: 3.4702, loss: 3.4702, grad_norm: 6.6878 2021-12-02 21:37:34,791 - mmaction - INFO - Epoch [4][480/1793] lr: 7.500e-03, eta: 14:34:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2052, top5_acc: 0.4385, loss_cls: 3.5557, loss: 3.5557, grad_norm: 6.1101 2021-12-02 21:37:46,931 - mmaction - INFO - Epoch [4][500/1793] lr: 7.500e-03, eta: 14:34:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2062, top5_acc: 0.4792, loss_cls: 3.4775, loss: 3.4775, grad_norm: 6.1490 2021-12-02 21:37:59,069 - mmaction - INFO - Epoch [4][520/1793] lr: 7.500e-03, eta: 14:34:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2208, top5_acc: 0.4813, loss_cls: 3.4354, loss: 3.4354, grad_norm: 5.8100 2021-12-02 21:38:11,212 - mmaction - INFO - Epoch [4][540/1793] lr: 7.500e-03, eta: 14:33:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2042, top5_acc: 0.4594, loss_cls: 3.5474, loss: 3.5474, grad_norm: 6.0359 2021-12-02 21:38:23,370 - mmaction - INFO - Epoch [4][560/1793] lr: 7.500e-03, eta: 14:33:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.1969, top5_acc: 0.4719, loss_cls: 3.4795, loss: 3.4795, grad_norm: 5.7900 2021-12-02 21:38:35,517 - mmaction - INFO - Epoch [4][580/1793] lr: 7.500e-03, eta: 14:33:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1958, top5_acc: 0.4562, loss_cls: 3.5263, loss: 3.5263, grad_norm: 5.6918 2021-12-02 21:38:47,645 - mmaction - INFO - Epoch [4][600/1793] lr: 7.500e-03, eta: 14:33:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2271, top5_acc: 0.4760, loss_cls: 3.4666, loss: 3.4666, grad_norm: 6.1091 2021-12-02 21:38:59,786 - mmaction - INFO - Epoch [4][620/1793] lr: 7.500e-03, eta: 14:32:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.1896, top5_acc: 0.4552, loss_cls: 3.5217, loss: 3.5217, grad_norm: 6.1674 2021-12-02 21:39:11,938 - mmaction - INFO - Epoch [4][640/1793] lr: 7.500e-03, eta: 14:32:26, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2135, top5_acc: 0.4854, loss_cls: 3.4813, loss: 3.4813, grad_norm: 5.9246 2021-12-02 21:39:24,085 - mmaction - INFO - Epoch [4][660/1793] lr: 7.500e-03, eta: 14:32:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2052, top5_acc: 0.4615, loss_cls: 3.5715, loss: 3.5715, grad_norm: 5.5809 2021-12-02 21:39:36,209 - mmaction - INFO - Epoch [4][680/1793] lr: 7.500e-03, eta: 14:31:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1938, top5_acc: 0.4615, loss_cls: 3.4795, loss: 3.4795, grad_norm: 5.9736 2021-12-02 21:39:48,331 - mmaction - INFO - Epoch [4][700/1793] lr: 7.500e-03, eta: 14:31:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2188, top5_acc: 0.4990, loss_cls: 3.4304, loss: 3.4304, grad_norm: 5.9300 2021-12-02 21:40:00,457 - mmaction - INFO - Epoch [4][720/1793] lr: 7.500e-03, eta: 14:31:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.1927, top5_acc: 0.4792, loss_cls: 3.4396, loss: 3.4396, grad_norm: 5.8098 2021-12-02 21:40:12,581 - mmaction - INFO - Epoch [4][740/1793] lr: 7.500e-03, eta: 14:30:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2365, top5_acc: 0.4948, loss_cls: 3.3733, loss: 3.3733, grad_norm: 5.8099 2021-12-02 21:40:24,697 - mmaction - INFO - Epoch [4][760/1793] lr: 7.500e-03, eta: 14:30:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2031, top5_acc: 0.4719, loss_cls: 3.4390, loss: 3.4390, grad_norm: 5.7263 2021-12-02 21:40:36,813 - mmaction - INFO - Epoch [4][780/1793] lr: 7.500e-03, eta: 14:30:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2271, top5_acc: 0.4948, loss_cls: 3.3564, loss: 3.3564, grad_norm: 5.6346 2021-12-02 21:40:48,937 - mmaction - INFO - Epoch [4][800/1793] lr: 7.500e-03, eta: 14:30:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2292, top5_acc: 0.4969, loss_cls: 3.3926, loss: 3.3926, grad_norm: 6.3537 2021-12-02 21:41:01,055 - mmaction - INFO - Epoch [4][820/1793] lr: 7.500e-03, eta: 14:29:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2240, top5_acc: 0.4813, loss_cls: 3.3946, loss: 3.3946, grad_norm: 6.4561 2021-12-02 21:41:13,172 - mmaction - INFO - Epoch [4][840/1793] lr: 7.500e-03, eta: 14:29:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2135, top5_acc: 0.4792, loss_cls: 3.4407, loss: 3.4407, grad_norm: 5.6919 2021-12-02 21:41:25,291 - mmaction - INFO - Epoch [4][860/1793] lr: 7.500e-03, eta: 14:29:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2271, top5_acc: 0.5146, loss_cls: 3.3666, loss: 3.3666, grad_norm: 6.0132 2021-12-02 21:41:37,425 - mmaction - INFO - Epoch [4][880/1793] lr: 7.500e-03, eta: 14:28:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2271, top5_acc: 0.5010, loss_cls: 3.3913, loss: 3.3913, grad_norm: 7.0768 2021-12-02 21:41:49,548 - mmaction - INFO - Epoch [4][900/1793] lr: 7.500e-03, eta: 14:28:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2135, top5_acc: 0.4750, loss_cls: 3.4468, loss: 3.4468, grad_norm: 6.0511 2021-12-02 21:42:01,671 - mmaction - INFO - Epoch [4][920/1793] lr: 7.500e-03, eta: 14:28:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2240, top5_acc: 0.5031, loss_cls: 3.3727, loss: 3.3727, grad_norm: 5.5519 2021-12-02 21:42:13,810 - mmaction - INFO - Epoch [4][940/1793] lr: 7.500e-03, eta: 14:28:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2177, top5_acc: 0.4969, loss_cls: 3.4121, loss: 3.4121, grad_norm: 5.8138 2021-12-02 21:42:25,960 - mmaction - INFO - Epoch [4][960/1793] lr: 7.500e-03, eta: 14:27:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2250, top5_acc: 0.5208, loss_cls: 3.3153, loss: 3.3153, grad_norm: 5.9384 2021-12-02 21:42:38,120 - mmaction - INFO - Epoch [4][980/1793] lr: 7.500e-03, eta: 14:27:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2333, top5_acc: 0.5000, loss_cls: 3.3549, loss: 3.3549, grad_norm: 6.1649 2021-12-02 21:42:50,255 - mmaction - INFO - Epoch [4][1000/1793] lr: 7.500e-03, eta: 14:27:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2260, top5_acc: 0.4927, loss_cls: 3.3987, loss: 3.3987, grad_norm: 6.3057 2021-12-02 21:43:02,400 - mmaction - INFO - Epoch [4][1020/1793] lr: 7.500e-03, eta: 14:26:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2281, top5_acc: 0.4875, loss_cls: 3.4617, loss: 3.4617, grad_norm: 6.1531 2021-12-02 21:43:14,530 - mmaction - INFO - Epoch [4][1040/1793] lr: 7.500e-03, eta: 14:26:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2302, top5_acc: 0.4854, loss_cls: 3.3882, loss: 3.3882, grad_norm: 6.1028 2021-12-02 21:43:26,678 - mmaction - INFO - Epoch [4][1060/1793] lr: 7.500e-03, eta: 14:26:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2198, top5_acc: 0.4927, loss_cls: 3.3862, loss: 3.3862, grad_norm: 6.6909 2021-12-02 21:43:38,814 - mmaction - INFO - Epoch [4][1080/1793] lr: 7.500e-03, eta: 14:26:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2250, top5_acc: 0.4948, loss_cls: 3.4265, loss: 3.4265, grad_norm: 6.0373 2021-12-02 21:43:50,962 - mmaction - INFO - Epoch [4][1100/1793] lr: 7.500e-03, eta: 14:25:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2177, top5_acc: 0.4771, loss_cls: 3.4644, loss: 3.4644, grad_norm: 5.8628 2021-12-02 21:44:03,120 - mmaction - INFO - Epoch [4][1120/1793] lr: 7.500e-03, eta: 14:25:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2292, top5_acc: 0.4854, loss_cls: 3.4554, loss: 3.4554, grad_norm: 5.8085 2021-12-02 21:44:15,267 - mmaction - INFO - Epoch [4][1140/1793] lr: 7.500e-03, eta: 14:25:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2094, top5_acc: 0.4938, loss_cls: 3.4168, loss: 3.4168, grad_norm: 6.2379 2021-12-02 21:44:27,393 - mmaction - INFO - Epoch [4][1160/1793] lr: 7.500e-03, eta: 14:24:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2323, top5_acc: 0.5115, loss_cls: 3.3039, loss: 3.3039, grad_norm: 6.0431 2021-12-02 21:44:39,523 - mmaction - INFO - Epoch [4][1180/1793] lr: 7.500e-03, eta: 14:24:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2313, top5_acc: 0.5083, loss_cls: 3.3492, loss: 3.3492, grad_norm: 5.8365 2021-12-02 21:44:51,642 - mmaction - INFO - Epoch [4][1200/1793] lr: 7.500e-03, eta: 14:24:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2385, top5_acc: 0.4948, loss_cls: 3.4014, loss: 3.4014, grad_norm: 6.0356 2021-12-02 21:45:03,779 - mmaction - INFO - Epoch [4][1220/1793] lr: 7.500e-03, eta: 14:24:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2313, top5_acc: 0.4781, loss_cls: 3.4053, loss: 3.4053, grad_norm: 6.5292 2021-12-02 21:45:15,929 - mmaction - INFO - Epoch [4][1240/1793] lr: 7.500e-03, eta: 14:23:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2115, top5_acc: 0.4708, loss_cls: 3.4636, loss: 3.4636, grad_norm: 6.0281 2021-12-02 21:45:28,061 - mmaction - INFO - Epoch [4][1260/1793] lr: 7.500e-03, eta: 14:23:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2406, top5_acc: 0.5042, loss_cls: 3.3634, loss: 3.3634, grad_norm: 6.1243 2021-12-02 21:45:40,189 - mmaction - INFO - Epoch [4][1280/1793] lr: 7.500e-03, eta: 14:23:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2635, top5_acc: 0.5177, loss_cls: 3.2959, loss: 3.2959, grad_norm: 5.7794 2021-12-02 21:45:52,319 - mmaction - INFO - Epoch [4][1300/1793] lr: 7.500e-03, eta: 14:22:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2208, top5_acc: 0.4865, loss_cls: 3.4033, loss: 3.4033, grad_norm: 5.8480 2021-12-02 21:46:04,440 - mmaction - INFO - Epoch [4][1320/1793] lr: 7.500e-03, eta: 14:22:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2490, top5_acc: 0.4979, loss_cls: 3.3508, loss: 3.3508, grad_norm: 5.4695 2021-12-02 21:46:16,578 - mmaction - INFO - Epoch [4][1340/1793] lr: 7.500e-03, eta: 14:22:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2135, top5_acc: 0.4990, loss_cls: 3.3709, loss: 3.3709, grad_norm: 8.2602 2021-12-02 21:46:28,699 - mmaction - INFO - Epoch [4][1360/1793] lr: 7.500e-03, eta: 14:22:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2396, top5_acc: 0.5031, loss_cls: 3.3638, loss: 3.3638, grad_norm: 6.4260 2021-12-02 21:46:40,858 - mmaction - INFO - Epoch [4][1380/1793] lr: 7.500e-03, eta: 14:21:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2083, top5_acc: 0.4781, loss_cls: 3.4344, loss: 3.4344, grad_norm: 6.2370 2021-12-02 21:46:53,006 - mmaction - INFO - Epoch [4][1400/1793] lr: 7.500e-03, eta: 14:21:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2250, top5_acc: 0.5031, loss_cls: 3.3947, loss: 3.3947, grad_norm: 6.3508 2021-12-02 21:47:05,143 - mmaction - INFO - Epoch [4][1420/1793] lr: 7.500e-03, eta: 14:21:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2208, top5_acc: 0.4625, loss_cls: 3.4696, loss: 3.4696, grad_norm: 5.9657 2021-12-02 21:47:17,309 - mmaction - INFO - Epoch [4][1440/1793] lr: 7.500e-03, eta: 14:20:59, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2448, top5_acc: 0.5062, loss_cls: 3.3825, loss: 3.3825, grad_norm: 6.1464 2021-12-02 21:47:29,461 - mmaction - INFO - Epoch [4][1460/1793] lr: 7.500e-03, eta: 14:20:43, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2490, top5_acc: 0.5021, loss_cls: 3.3152, loss: 3.3152, grad_norm: 6.3042 2021-12-02 21:47:41,622 - mmaction - INFO - Epoch [4][1480/1793] lr: 7.500e-03, eta: 14:20:26, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2323, top5_acc: 0.4906, loss_cls: 3.3464, loss: 3.3464, grad_norm: 6.2166 2021-12-02 21:47:53,767 - mmaction - INFO - Epoch [4][1500/1793] lr: 7.500e-03, eta: 14:20:10, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.2365, top5_acc: 0.4771, loss_cls: 3.3690, loss: 3.3690, grad_norm: 6.4973 2021-12-02 21:48:05,890 - mmaction - INFO - Epoch [4][1520/1793] lr: 7.500e-03, eta: 14:19:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2417, top5_acc: 0.5208, loss_cls: 3.3083, loss: 3.3083, grad_norm: 6.0842 2021-12-02 21:48:18,033 - mmaction - INFO - Epoch [4][1540/1793] lr: 7.500e-03, eta: 14:19:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2260, top5_acc: 0.4917, loss_cls: 3.3869, loss: 3.3869, grad_norm: 6.6496 2021-12-02 21:48:30,162 - mmaction - INFO - Epoch [4][1560/1793] lr: 7.500e-03, eta: 14:19:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2260, top5_acc: 0.4958, loss_cls: 3.3950, loss: 3.3950, grad_norm: 7.0594 2021-12-02 21:48:42,300 - mmaction - INFO - Epoch [4][1580/1793] lr: 7.500e-03, eta: 14:19:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2073, top5_acc: 0.4552, loss_cls: 3.5742, loss: 3.5742, grad_norm: 6.0670 2021-12-02 21:48:54,467 - mmaction - INFO - Epoch [4][1600/1793] lr: 7.500e-03, eta: 14:18:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2281, top5_acc: 0.4823, loss_cls: 3.4390, loss: 3.4390, grad_norm: 6.4172 2021-12-02 21:49:06,623 - mmaction - INFO - Epoch [4][1620/1793] lr: 7.500e-03, eta: 14:18:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2354, top5_acc: 0.5031, loss_cls: 3.4521, loss: 3.4521, grad_norm: 6.0604 2021-12-02 21:49:18,789 - mmaction - INFO - Epoch [4][1640/1793] lr: 7.500e-03, eta: 14:18:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2146, top5_acc: 0.5000, loss_cls: 3.3696, loss: 3.3696, grad_norm: 5.8511 2021-12-02 21:49:30,959 - mmaction - INFO - Epoch [4][1660/1793] lr: 7.500e-03, eta: 14:18:00, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2281, top5_acc: 0.5094, loss_cls: 3.3546, loss: 3.3546, grad_norm: 6.1719 2021-12-02 21:49:43,116 - mmaction - INFO - Epoch [4][1680/1793] lr: 7.500e-03, eta: 14:17:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2354, top5_acc: 0.5135, loss_cls: 3.2803, loss: 3.2803, grad_norm: 6.0157 2021-12-02 21:49:55,269 - mmaction - INFO - Epoch [4][1700/1793] lr: 7.500e-03, eta: 14:17:28, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2323, top5_acc: 0.4906, loss_cls: 3.3563, loss: 3.3563, grad_norm: 6.5938 2021-12-02 21:50:07,435 - mmaction - INFO - Epoch [4][1720/1793] lr: 7.500e-03, eta: 14:17:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2469, top5_acc: 0.5198, loss_cls: 3.2971, loss: 3.2971, grad_norm: 5.8511 2021-12-02 21:50:19,591 - mmaction - INFO - Epoch [4][1740/1793] lr: 7.500e-03, eta: 14:16:56, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2521, top5_acc: 0.5271, loss_cls: 3.3363, loss: 3.3363, grad_norm: 6.0833 2021-12-02 21:50:31,753 - mmaction - INFO - Epoch [4][1760/1793] lr: 7.500e-03, eta: 14:16:40, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2448, top5_acc: 0.5240, loss_cls: 3.2838, loss: 3.2838, grad_norm: 6.0638 2021-12-02 21:50:43,914 - mmaction - INFO - Epoch [4][1780/1793] lr: 7.500e-03, eta: 14:16:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2385, top5_acc: 0.5188, loss_cls: 3.2749, loss: 3.2749, grad_norm: 5.4730 2021-12-02 21:52:02,805 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:52:02,961 - mmaction - INFO - top1_acc 0.1820 top5_acc 0.4208 2021-12-02 21:52:02,962 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:52:02,971 - mmaction - INFO - mean_acc 0.1631 2021-12-02 21:52:03,758 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-12-02 21:52:03,758 - mmaction - INFO - Best top1_acc is 0.1820 at 4 epoch. 2021-12-02 21:52:03,762 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-12-02 21:52:07,351 - mmaction - INFO - Epoch(val) [4][241] top1_acc: 0.1820, top5_acc: 0.4208, mean_class_accuracy: 0.1631 2021-12-02 21:52:45,853 - mmaction - INFO - Epoch [5][20/1793] lr: 7.500e-03, eta: 14:19:29, time: 1.925, data_time: 1.322, memory: 10469, top1_acc: 0.2375, top5_acc: 0.5062, loss_cls: 3.2996, loss: 3.2996, grad_norm: 6.1143 2021-12-02 21:52:57,933 - mmaction - INFO - Epoch [5][40/1793] lr: 7.500e-03, eta: 14:19:12, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.2333, top5_acc: 0.5104, loss_cls: 3.3225, loss: 3.3225, grad_norm: 6.0805 2021-12-02 21:53:10,035 - mmaction - INFO - Epoch [5][60/1793] lr: 7.500e-03, eta: 14:18:55, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.2469, top5_acc: 0.5167, loss_cls: 3.3203, loss: 3.3203, grad_norm: 5.9428 2021-12-02 21:53:22,094 - mmaction - INFO - Epoch [5][80/1793] lr: 7.500e-03, eta: 14:18:37, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.2427, top5_acc: 0.5271, loss_cls: 3.2328, loss: 3.2328, grad_norm: 5.9850 2021-12-02 21:53:34,190 - mmaction - INFO - Epoch [5][100/1793] lr: 7.500e-03, eta: 14:18:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2323, top5_acc: 0.5146, loss_cls: 3.3118, loss: 3.3118, grad_norm: 6.1115 2021-12-02 21:53:46,287 - mmaction - INFO - Epoch [5][120/1793] lr: 7.500e-03, eta: 14:18:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2354, top5_acc: 0.5156, loss_cls: 3.2709, loss: 3.2709, grad_norm: 6.2760 2021-12-02 21:53:58,383 - mmaction - INFO - Epoch [5][140/1793] lr: 7.500e-03, eta: 14:17:46, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2604, top5_acc: 0.5437, loss_cls: 3.2105, loss: 3.2105, grad_norm: 6.0408 2021-12-02 21:54:10,487 - mmaction - INFO - Epoch [5][160/1793] lr: 7.500e-03, eta: 14:17:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2760, top5_acc: 0.5333, loss_cls: 3.1687, loss: 3.1687, grad_norm: 6.4082 2021-12-02 21:54:22,602 - mmaction - INFO - Epoch [5][180/1793] lr: 7.500e-03, eta: 14:17:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2385, top5_acc: 0.5031, loss_cls: 3.2596, loss: 3.2596, grad_norm: 6.3235 2021-12-02 21:54:34,705 - mmaction - INFO - Epoch [5][200/1793] lr: 7.500e-03, eta: 14:16:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2427, top5_acc: 0.5271, loss_cls: 3.2217, loss: 3.2217, grad_norm: 6.2157 2021-12-02 21:54:46,833 - mmaction - INFO - Epoch [5][220/1793] lr: 7.500e-03, eta: 14:16:39, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.2219, top5_acc: 0.4927, loss_cls: 3.3616, loss: 3.3616, grad_norm: 6.2670 2021-12-02 21:54:58,940 - mmaction - INFO - Epoch [5][240/1793] lr: 7.500e-03, eta: 14:16:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2479, top5_acc: 0.5281, loss_cls: 3.2296, loss: 3.2296, grad_norm: 6.2407 2021-12-02 21:55:11,029 - mmaction - INFO - Epoch [5][260/1793] lr: 7.500e-03, eta: 14:16:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2469, top5_acc: 0.5354, loss_cls: 3.2742, loss: 3.2742, grad_norm: 6.3944 2021-12-02 21:55:23,123 - mmaction - INFO - Epoch [5][280/1793] lr: 7.500e-03, eta: 14:15:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2333, top5_acc: 0.5250, loss_cls: 3.3043, loss: 3.3043, grad_norm: 6.2862 2021-12-02 21:55:35,203 - mmaction - INFO - Epoch [5][300/1793] lr: 7.500e-03, eta: 14:15:31, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.2354, top5_acc: 0.5229, loss_cls: 3.2453, loss: 3.2453, grad_norm: 6.1925 2021-12-02 21:55:47,294 - mmaction - INFO - Epoch [5][320/1793] lr: 7.500e-03, eta: 14:15:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2448, top5_acc: 0.5385, loss_cls: 3.2081, loss: 3.2081, grad_norm: 6.2196 2021-12-02 21:55:59,412 - mmaction - INFO - Epoch [5][340/1793] lr: 7.500e-03, eta: 14:14:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2323, top5_acc: 0.5146, loss_cls: 3.3403, loss: 3.3403, grad_norm: 5.9218 2021-12-02 21:56:11,522 - mmaction - INFO - Epoch [5][360/1793] lr: 7.500e-03, eta: 14:14:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2313, top5_acc: 0.5156, loss_cls: 3.2938, loss: 3.2938, grad_norm: 5.9888 2021-12-02 21:56:23,645 - mmaction - INFO - Epoch [5][380/1793] lr: 7.500e-03, eta: 14:14:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2417, top5_acc: 0.5521, loss_cls: 3.1968, loss: 3.1968, grad_norm: 6.3932 2021-12-02 21:56:35,759 - mmaction - INFO - Epoch [5][400/1793] lr: 7.500e-03, eta: 14:14:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2635, top5_acc: 0.5354, loss_cls: 3.1793, loss: 3.1793, grad_norm: 6.4656 2021-12-02 21:56:47,871 - mmaction - INFO - Epoch [5][420/1793] lr: 7.500e-03, eta: 14:13:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2365, top5_acc: 0.5344, loss_cls: 3.2805, loss: 3.2805, grad_norm: 6.3209 2021-12-02 21:56:59,968 - mmaction - INFO - Epoch [5][440/1793] lr: 7.500e-03, eta: 14:13:34, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2604, top5_acc: 0.5260, loss_cls: 3.2557, loss: 3.2557, grad_norm: 6.4358 2021-12-02 21:57:12,087 - mmaction - INFO - Epoch [5][460/1793] lr: 7.500e-03, eta: 14:13:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2437, top5_acc: 0.5323, loss_cls: 3.2723, loss: 3.2723, grad_norm: 6.7302 2021-12-02 21:57:24,220 - mmaction - INFO - Epoch [5][480/1793] lr: 7.500e-03, eta: 14:13:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2667, top5_acc: 0.5292, loss_cls: 3.2228, loss: 3.2228, grad_norm: 6.1724 2021-12-02 21:57:36,319 - mmaction - INFO - Epoch [5][500/1793] lr: 7.500e-03, eta: 14:12:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2875, top5_acc: 0.5458, loss_cls: 3.0939, loss: 3.0939, grad_norm: 6.3852 2021-12-02 21:57:48,414 - mmaction - INFO - Epoch [5][520/1793] lr: 7.500e-03, eta: 14:12:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2542, top5_acc: 0.5448, loss_cls: 3.1736, loss: 3.1736, grad_norm: 6.8056 2021-12-02 21:58:00,531 - mmaction - INFO - Epoch [5][540/1793] lr: 7.500e-03, eta: 14:12:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2448, top5_acc: 0.5385, loss_cls: 3.2243, loss: 3.2243, grad_norm: 6.2919 2021-12-02 21:58:12,670 - mmaction - INFO - Epoch [5][560/1793] lr: 7.500e-03, eta: 14:11:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2448, top5_acc: 0.5437, loss_cls: 3.2007, loss: 3.2007, grad_norm: 6.3570 2021-12-02 21:58:24,794 - mmaction - INFO - Epoch [5][580/1793] lr: 7.500e-03, eta: 14:11:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2365, top5_acc: 0.5563, loss_cls: 3.2131, loss: 3.2131, grad_norm: 6.2571 2021-12-02 21:58:36,909 - mmaction - INFO - Epoch [5][600/1793] lr: 7.500e-03, eta: 14:11:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2323, top5_acc: 0.5323, loss_cls: 3.2683, loss: 3.2683, grad_norm: 6.4197 2021-12-02 21:58:49,012 - mmaction - INFO - Epoch [5][620/1793] lr: 7.500e-03, eta: 14:11:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2542, top5_acc: 0.5260, loss_cls: 3.2181, loss: 3.2181, grad_norm: 6.3102 2021-12-02 21:59:01,118 - mmaction - INFO - Epoch [5][640/1793] lr: 7.500e-03, eta: 14:10:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2906, top5_acc: 0.5354, loss_cls: 3.1661, loss: 3.1661, grad_norm: 6.2529 2021-12-02 21:59:13,238 - mmaction - INFO - Epoch [5][660/1793] lr: 7.500e-03, eta: 14:10:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2573, top5_acc: 0.5354, loss_cls: 3.1784, loss: 3.1784, grad_norm: 6.8662 2021-12-02 21:59:25,374 - mmaction - INFO - Epoch [5][680/1793] lr: 7.500e-03, eta: 14:10:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2615, top5_acc: 0.5385, loss_cls: 3.1499, loss: 3.1499, grad_norm: 6.5695 2021-12-02 21:59:37,534 - mmaction - INFO - Epoch [5][700/1793] lr: 7.500e-03, eta: 14:10:03, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2615, top5_acc: 0.5354, loss_cls: 3.1883, loss: 3.1883, grad_norm: 6.2084 2021-12-02 21:59:49,686 - mmaction - INFO - Epoch [5][720/1793] lr: 7.500e-03, eta: 14:09:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2417, top5_acc: 0.5281, loss_cls: 3.2448, loss: 3.2448, grad_norm: 6.5470 2021-12-02 22:00:01,830 - mmaction - INFO - Epoch [5][740/1793] lr: 7.500e-03, eta: 14:09:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2427, top5_acc: 0.5115, loss_cls: 3.1946, loss: 3.1946, grad_norm: 5.8263 2021-12-02 22:00:13,961 - mmaction - INFO - Epoch [5][760/1793] lr: 7.500e-03, eta: 14:09:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2625, top5_acc: 0.5406, loss_cls: 3.1924, loss: 3.1924, grad_norm: 6.2939 2021-12-02 22:00:26,116 - mmaction - INFO - Epoch [5][780/1793] lr: 7.500e-03, eta: 14:08:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2583, top5_acc: 0.5437, loss_cls: 3.1588, loss: 3.1588, grad_norm: 6.2673 2021-12-02 22:00:38,271 - mmaction - INFO - Epoch [5][800/1793] lr: 7.500e-03, eta: 14:08:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2760, top5_acc: 0.5469, loss_cls: 3.0704, loss: 3.0704, grad_norm: 6.2324 2021-12-02 22:00:50,400 - mmaction - INFO - Epoch [5][820/1793] lr: 7.500e-03, eta: 14:08:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2687, top5_acc: 0.4938, loss_cls: 3.3584, loss: 3.3584, grad_norm: 6.3519 2021-12-02 22:01:02,541 - mmaction - INFO - Epoch [5][840/1793] lr: 7.500e-03, eta: 14:08:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2396, top5_acc: 0.5458, loss_cls: 3.1797, loss: 3.1797, grad_norm: 6.2153 2021-12-02 22:01:14,684 - mmaction - INFO - Epoch [5][860/1793] lr: 7.500e-03, eta: 14:07:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2760, top5_acc: 0.5396, loss_cls: 3.1680, loss: 3.1680, grad_norm: 6.0854 2021-12-02 22:01:26,854 - mmaction - INFO - Epoch [5][880/1793] lr: 7.500e-03, eta: 14:07:41, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2719, top5_acc: 0.5375, loss_cls: 3.2306, loss: 3.2306, grad_norm: 6.2891 2021-12-02 22:01:39,022 - mmaction - INFO - Epoch [5][900/1793] lr: 7.500e-03, eta: 14:07:25, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2594, top5_acc: 0.5531, loss_cls: 3.1323, loss: 3.1323, grad_norm: 6.3051 2021-12-02 22:01:51,197 - mmaction - INFO - Epoch [5][920/1793] lr: 7.500e-03, eta: 14:07:10, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.2625, top5_acc: 0.5302, loss_cls: 3.1869, loss: 3.1869, grad_norm: 6.1688 2021-12-02 22:02:03,367 - mmaction - INFO - Epoch [5][940/1793] lr: 7.500e-03, eta: 14:06:54, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.2594, top5_acc: 0.5365, loss_cls: 3.1944, loss: 3.1944, grad_norm: 6.0015 2021-12-02 22:02:15,520 - mmaction - INFO - Epoch [5][960/1793] lr: 7.500e-03, eta: 14:06:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2698, top5_acc: 0.5406, loss_cls: 3.1105, loss: 3.1105, grad_norm: 5.9674 2021-12-02 22:02:27,676 - mmaction - INFO - Epoch [5][980/1793] lr: 7.500e-03, eta: 14:06:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2719, top5_acc: 0.5667, loss_cls: 3.0681, loss: 3.0681, grad_norm: 6.1947 2021-12-02 22:02:39,824 - mmaction - INFO - Epoch [5][1000/1793] lr: 7.500e-03, eta: 14:06:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2917, top5_acc: 0.5625, loss_cls: 3.1076, loss: 3.1076, grad_norm: 6.4978 2021-12-02 22:02:51,997 - mmaction - INFO - Epoch [5][1020/1793] lr: 7.500e-03, eta: 14:05:52, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.2823, top5_acc: 0.5406, loss_cls: 3.0999, loss: 3.0999, grad_norm: 6.5750 2021-12-02 22:03:04,138 - mmaction - INFO - Epoch [5][1040/1793] lr: 7.500e-03, eta: 14:05:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2562, top5_acc: 0.5312, loss_cls: 3.2210, loss: 3.2210, grad_norm: 6.6850 2021-12-02 22:03:16,289 - mmaction - INFO - Epoch [5][1060/1793] lr: 7.500e-03, eta: 14:05:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2667, top5_acc: 0.5521, loss_cls: 3.1473, loss: 3.1473, grad_norm: 6.7991 2021-12-02 22:03:28,452 - mmaction - INFO - Epoch [5][1080/1793] lr: 7.500e-03, eta: 14:05:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2490, top5_acc: 0.5458, loss_cls: 3.1957, loss: 3.1957, grad_norm: 6.5492 2021-12-02 22:03:40,623 - mmaction - INFO - Epoch [5][1100/1793] lr: 7.500e-03, eta: 14:04:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.1091, loss: 3.1091, grad_norm: 6.4364 2021-12-02 22:03:52,784 - mmaction - INFO - Epoch [5][1120/1793] lr: 7.500e-03, eta: 14:04:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2708, top5_acc: 0.5375, loss_cls: 3.1701, loss: 3.1701, grad_norm: 6.5467 2021-12-02 22:04:04,974 - mmaction - INFO - Epoch [5][1140/1793] lr: 7.500e-03, eta: 14:04:20, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.2708, top5_acc: 0.5458, loss_cls: 3.1562, loss: 3.1562, grad_norm: 6.1043 2021-12-02 22:04:17,125 - mmaction - INFO - Epoch [5][1160/1793] lr: 7.500e-03, eta: 14:04:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2500, top5_acc: 0.5344, loss_cls: 3.2303, loss: 3.2303, grad_norm: 6.4124 2021-12-02 22:04:29,292 - mmaction - INFO - Epoch [5][1180/1793] lr: 7.500e-03, eta: 14:03:49, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2448, top5_acc: 0.5167, loss_cls: 3.3392, loss: 3.3392, grad_norm: 6.2478 2021-12-02 22:04:41,453 - mmaction - INFO - Epoch [5][1200/1793] lr: 7.500e-03, eta: 14:03:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2771, top5_acc: 0.5521, loss_cls: 3.1879, loss: 3.1879, grad_norm: 6.6909 2021-12-02 22:04:53,596 - mmaction - INFO - Epoch [5][1220/1793] lr: 7.500e-03, eta: 14:03:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2896, top5_acc: 0.5677, loss_cls: 3.1141, loss: 3.1141, grad_norm: 6.3942 2021-12-02 22:05:05,742 - mmaction - INFO - Epoch [5][1240/1793] lr: 7.500e-03, eta: 14:03:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2531, top5_acc: 0.5385, loss_cls: 3.1431, loss: 3.1431, grad_norm: 6.8779 2021-12-02 22:05:17,892 - mmaction - INFO - Epoch [5][1260/1793] lr: 7.500e-03, eta: 14:02:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2833, top5_acc: 0.5594, loss_cls: 3.1090, loss: 3.1090, grad_norm: 6.9336 2021-12-02 22:05:30,038 - mmaction - INFO - Epoch [5][1280/1793] lr: 7.500e-03, eta: 14:02:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2719, top5_acc: 0.5333, loss_cls: 3.1869, loss: 3.1869, grad_norm: 6.0534 2021-12-02 22:05:42,204 - mmaction - INFO - Epoch [5][1300/1793] lr: 7.500e-03, eta: 14:02:17, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2781, top5_acc: 0.5344, loss_cls: 3.1873, loss: 3.1873, grad_norm: 6.3510 2021-12-02 22:05:54,334 - mmaction - INFO - Epoch [5][1320/1793] lr: 7.500e-03, eta: 14:02:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2396, top5_acc: 0.5510, loss_cls: 3.1780, loss: 3.1780, grad_norm: 6.7033 2021-12-02 22:06:06,468 - mmaction - INFO - Epoch [5][1340/1793] lr: 7.500e-03, eta: 14:01:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2583, top5_acc: 0.5458, loss_cls: 3.1698, loss: 3.1698, grad_norm: 6.2951 2021-12-02 22:06:18,600 - mmaction - INFO - Epoch [5][1360/1793] lr: 7.500e-03, eta: 14:01:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2833, top5_acc: 0.5687, loss_cls: 3.0771, loss: 3.0771, grad_norm: 6.0369 2021-12-02 22:06:30,738 - mmaction - INFO - Epoch [5][1380/1793] lr: 7.500e-03, eta: 14:01:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2698, top5_acc: 0.5677, loss_cls: 3.0591, loss: 3.0591, grad_norm: 6.2708 2021-12-02 22:06:42,868 - mmaction - INFO - Epoch [5][1400/1793] lr: 7.500e-03, eta: 14:01:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2865, top5_acc: 0.5583, loss_cls: 3.0964, loss: 3.0964, grad_norm: 6.4532 2021-12-02 22:06:54,992 - mmaction - INFO - Epoch [5][1420/1793] lr: 7.500e-03, eta: 14:00:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2510, top5_acc: 0.5323, loss_cls: 3.2110, loss: 3.2110, grad_norm: 6.0486 2021-12-02 22:07:07,127 - mmaction - INFO - Epoch [5][1440/1793] lr: 7.500e-03, eta: 14:00:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2812, top5_acc: 0.5646, loss_cls: 3.0751, loss: 3.0751, grad_norm: 6.2341 2021-12-02 22:07:19,268 - mmaction - INFO - Epoch [5][1460/1793] lr: 7.500e-03, eta: 14:00:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2833, top5_acc: 0.5469, loss_cls: 3.1029, loss: 3.1029, grad_norm: 6.5828 2021-12-02 22:07:31,412 - mmaction - INFO - Epoch [5][1480/1793] lr: 7.500e-03, eta: 13:59:58, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.2833, top5_acc: 0.5302, loss_cls: 3.2104, loss: 3.2104, grad_norm: 6.3690 2021-12-02 22:07:43,572 - mmaction - INFO - Epoch [5][1500/1793] lr: 7.500e-03, eta: 13:59:43, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2823, top5_acc: 0.5417, loss_cls: 3.1576, loss: 3.1576, grad_norm: 6.5111 2021-12-02 22:07:55,705 - mmaction - INFO - Epoch [5][1520/1793] lr: 7.500e-03, eta: 13:59:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2646, top5_acc: 0.5542, loss_cls: 3.1638, loss: 3.1638, grad_norm: 6.6141 2021-12-02 22:08:07,831 - mmaction - INFO - Epoch [5][1540/1793] lr: 7.500e-03, eta: 13:59:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2771, top5_acc: 0.5563, loss_cls: 3.1058, loss: 3.1058, grad_norm: 6.5620 2021-12-02 22:08:19,945 - mmaction - INFO - Epoch [5][1560/1793] lr: 7.500e-03, eta: 13:58:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2781, top5_acc: 0.5365, loss_cls: 3.1497, loss: 3.1497, grad_norm: 6.3353 2021-12-02 22:08:32,085 - mmaction - INFO - Epoch [5][1580/1793] lr: 7.500e-03, eta: 13:58:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2604, top5_acc: 0.5427, loss_cls: 3.2145, loss: 3.2145, grad_norm: 6.1645 2021-12-02 22:08:44,194 - mmaction - INFO - Epoch [5][1600/1793] lr: 7.500e-03, eta: 13:58:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2510, top5_acc: 0.5260, loss_cls: 3.1661, loss: 3.1661, grad_norm: 6.0970 2021-12-02 22:08:56,333 - mmaction - INFO - Epoch [5][1620/1793] lr: 7.500e-03, eta: 13:58:11, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.2885, top5_acc: 0.5552, loss_cls: 3.1552, loss: 3.1552, grad_norm: 6.1594 2021-12-02 22:09:08,448 - mmaction - INFO - Epoch [5][1640/1793] lr: 7.500e-03, eta: 13:57:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2687, top5_acc: 0.5615, loss_cls: 3.0724, loss: 3.0724, grad_norm: 6.4559 2021-12-02 22:09:20,559 - mmaction - INFO - Epoch [5][1660/1793] lr: 7.500e-03, eta: 13:57:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2719, top5_acc: 0.5531, loss_cls: 3.1735, loss: 3.1735, grad_norm: 6.1585 2021-12-02 22:09:32,653 - mmaction - INFO - Epoch [5][1680/1793] lr: 7.500e-03, eta: 13:57:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2604, top5_acc: 0.5323, loss_cls: 3.2037, loss: 3.2037, grad_norm: 6.1952 2021-12-02 22:09:44,764 - mmaction - INFO - Epoch [5][1700/1793] lr: 7.500e-03, eta: 13:57:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2583, top5_acc: 0.5437, loss_cls: 3.1440, loss: 3.1440, grad_norm: 6.4994 2021-12-02 22:09:56,891 - mmaction - INFO - Epoch [5][1720/1793] lr: 7.500e-03, eta: 13:56:54, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.2656, top5_acc: 0.5448, loss_cls: 3.1467, loss: 3.1467, grad_norm: 6.9548 2021-12-02 22:10:09,020 - mmaction - INFO - Epoch [5][1740/1793] lr: 7.500e-03, eta: 13:56:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3010, top5_acc: 0.5708, loss_cls: 3.0545, loss: 3.0545, grad_norm: 6.7164 2021-12-02 22:10:21,143 - mmaction - INFO - Epoch [5][1760/1793] lr: 7.500e-03, eta: 13:56:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2615, top5_acc: 0.5312, loss_cls: 3.1805, loss: 3.1805, grad_norm: 6.7082 2021-12-02 22:10:33,270 - mmaction - INFO - Epoch [5][1780/1793] lr: 7.500e-03, eta: 13:56:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2854, top5_acc: 0.5552, loss_cls: 3.1058, loss: 3.1058, grad_norm: 6.4857 2021-12-02 22:11:52,063 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:11:52,218 - mmaction - INFO - top1_acc 0.1529 top5_acc 0.3543 2021-12-02 22:11:52,218 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:11:52,227 - mmaction - INFO - mean_acc 0.1402 2021-12-02 22:11:52,233 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-12-02 22:11:55,378 - mmaction - INFO - Epoch(val) [5][241] top1_acc: 0.1529, top5_acc: 0.3543, mean_class_accuracy: 0.1402 2021-12-02 22:12:33,771 - mmaction - INFO - Epoch [6][20/1793] lr: 7.500e-03, eta: 13:58:28, time: 1.919, data_time: 1.317, memory: 10469, top1_acc: 0.3104, top5_acc: 0.5563, loss_cls: 3.0732, loss: 3.0732, grad_norm: 6.2525 2021-12-02 22:12:45,847 - mmaction - INFO - Epoch [6][40/1793] lr: 7.500e-03, eta: 13:58:12, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.2906, top5_acc: 0.5740, loss_cls: 3.0402, loss: 3.0402, grad_norm: 6.3216 2021-12-02 22:12:57,903 - mmaction - INFO - Epoch [6][60/1793] lr: 7.500e-03, eta: 13:57:56, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.2698, top5_acc: 0.5615, loss_cls: 3.0772, loss: 3.0772, grad_norm: 6.1173 2021-12-02 22:13:10,004 - mmaction - INFO - Epoch [6][80/1793] lr: 7.500e-03, eta: 13:57:40, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.2917, top5_acc: 0.5938, loss_cls: 2.9881, loss: 2.9881, grad_norm: 6.3276 2021-12-02 22:13:22,097 - mmaction - INFO - Epoch [6][100/1793] lr: 7.500e-03, eta: 13:57:24, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2781, top5_acc: 0.5729, loss_cls: 3.1067, loss: 3.1067, grad_norm: 6.9009 2021-12-02 22:13:34,204 - mmaction - INFO - Epoch [6][120/1793] lr: 7.500e-03, eta: 13:57:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2760, top5_acc: 0.5656, loss_cls: 3.0864, loss: 3.0864, grad_norm: 6.9870 2021-12-02 22:13:46,299 - mmaction - INFO - Epoch [6][140/1793] lr: 7.500e-03, eta: 13:56:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2656, top5_acc: 0.5385, loss_cls: 3.1238, loss: 3.1238, grad_norm: 6.3289 2021-12-02 22:13:58,421 - mmaction - INFO - Epoch [6][160/1793] lr: 7.500e-03, eta: 13:56:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2646, top5_acc: 0.5687, loss_cls: 3.0843, loss: 3.0843, grad_norm: 6.4201 2021-12-02 22:14:10,537 - mmaction - INFO - Epoch [6][180/1793] lr: 7.500e-03, eta: 13:56:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2615, top5_acc: 0.5677, loss_cls: 3.1133, loss: 3.1133, grad_norm: 6.2769 2021-12-02 22:14:22,649 - mmaction - INFO - Epoch [6][200/1793] lr: 7.500e-03, eta: 13:56:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2719, top5_acc: 0.5656, loss_cls: 3.0863, loss: 3.0863, grad_norm: 6.3604 2021-12-02 22:14:34,746 - mmaction - INFO - Epoch [6][220/1793] lr: 7.500e-03, eta: 13:55:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2854, top5_acc: 0.5635, loss_cls: 3.0667, loss: 3.0667, grad_norm: 6.2040 2021-12-02 22:14:46,840 - mmaction - INFO - Epoch [6][240/1793] lr: 7.500e-03, eta: 13:55:35, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3167, top5_acc: 0.6083, loss_cls: 2.9152, loss: 2.9152, grad_norm: 6.4132 2021-12-02 22:14:58,958 - mmaction - INFO - Epoch [6][260/1793] lr: 7.500e-03, eta: 13:55:19, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.2948, top5_acc: 0.5510, loss_cls: 3.1250, loss: 3.1250, grad_norm: 6.3047 2021-12-02 22:15:11,058 - mmaction - INFO - Epoch [6][280/1793] lr: 7.500e-03, eta: 13:55:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2760, top5_acc: 0.5885, loss_cls: 3.0036, loss: 3.0036, grad_norm: 6.3539 2021-12-02 22:15:23,186 - mmaction - INFO - Epoch [6][300/1793] lr: 7.500e-03, eta: 13:54:48, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.2812, top5_acc: 0.5687, loss_cls: 3.0142, loss: 3.0142, grad_norm: 6.1204 2021-12-02 22:15:35,313 - mmaction - INFO - Epoch [6][320/1793] lr: 7.500e-03, eta: 13:54:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2865, top5_acc: 0.5781, loss_cls: 3.0562, loss: 3.0562, grad_norm: 6.5757 2021-12-02 22:15:47,422 - mmaction - INFO - Epoch [6][340/1793] lr: 7.500e-03, eta: 13:54:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2729, top5_acc: 0.5594, loss_cls: 3.1092, loss: 3.1092, grad_norm: 6.1496 2021-12-02 22:15:59,548 - mmaction - INFO - Epoch [6][360/1793] lr: 7.500e-03, eta: 13:54:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2760, top5_acc: 0.5594, loss_cls: 3.1415, loss: 3.1415, grad_norm: 6.2826 2021-12-02 22:16:11,680 - mmaction - INFO - Epoch [6][380/1793] lr: 7.500e-03, eta: 13:53:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2906, top5_acc: 0.5646, loss_cls: 3.0100, loss: 3.0100, grad_norm: 6.5525 2021-12-02 22:16:23,810 - mmaction - INFO - Epoch [6][400/1793] lr: 7.500e-03, eta: 13:53:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3260, top5_acc: 0.5813, loss_cls: 3.0050, loss: 3.0050, grad_norm: 6.1276 2021-12-02 22:16:35,907 - mmaction - INFO - Epoch [6][420/1793] lr: 7.500e-03, eta: 13:53:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3021, top5_acc: 0.5542, loss_cls: 3.0698, loss: 3.0698, grad_norm: 6.4723 2021-12-02 22:16:48,030 - mmaction - INFO - Epoch [6][440/1793] lr: 7.500e-03, eta: 13:53:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3052, top5_acc: 0.5938, loss_cls: 2.9797, loss: 2.9797, grad_norm: 6.5181 2021-12-02 22:17:00,162 - mmaction - INFO - Epoch [6][460/1793] lr: 7.500e-03, eta: 13:52:45, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3052, top5_acc: 0.5740, loss_cls: 2.9583, loss: 2.9583, grad_norm: 6.3967 2021-12-02 22:17:12,291 - mmaction - INFO - Epoch [6][480/1793] lr: 7.500e-03, eta: 13:52:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2885, top5_acc: 0.5604, loss_cls: 3.0309, loss: 3.0309, grad_norm: 6.1989 2021-12-02 22:17:24,437 - mmaction - INFO - Epoch [6][500/1793] lr: 7.500e-03, eta: 13:52:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2792, top5_acc: 0.5760, loss_cls: 2.9845, loss: 2.9845, grad_norm: 6.5420 2021-12-02 22:17:36,551 - mmaction - INFO - Epoch [6][520/1793] lr: 7.500e-03, eta: 13:52:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2958, top5_acc: 0.5802, loss_cls: 3.0222, loss: 3.0222, grad_norm: 6.4897 2021-12-02 22:17:48,698 - mmaction - INFO - Epoch [6][540/1793] lr: 7.500e-03, eta: 13:51:45, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.2771, top5_acc: 0.5740, loss_cls: 3.0767, loss: 3.0767, grad_norm: 6.3661 2021-12-02 22:18:00,849 - mmaction - INFO - Epoch [6][560/1793] lr: 7.500e-03, eta: 13:51:30, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2729, top5_acc: 0.5635, loss_cls: 3.1700, loss: 3.1700, grad_norm: 6.6147 2021-12-02 22:18:12,979 - mmaction - INFO - Epoch [6][580/1793] lr: 7.500e-03, eta: 13:51:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2802, top5_acc: 0.5469, loss_cls: 3.1646, loss: 3.1646, grad_norm: 6.3373 2021-12-02 22:18:25,122 - mmaction - INFO - Epoch [6][600/1793] lr: 7.500e-03, eta: 13:51:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3031, top5_acc: 0.5896, loss_cls: 2.9932, loss: 2.9932, grad_norm: 6.4706 2021-12-02 22:18:37,268 - mmaction - INFO - Epoch [6][620/1793] lr: 7.500e-03, eta: 13:50:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2812, top5_acc: 0.5458, loss_cls: 3.1192, loss: 3.1192, grad_norm: 6.2288 2021-12-02 22:18:49,420 - mmaction - INFO - Epoch [6][640/1793] lr: 7.500e-03, eta: 13:50:30, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2896, top5_acc: 0.5760, loss_cls: 2.9937, loss: 2.9937, grad_norm: 6.6456 2021-12-02 22:19:01,574 - mmaction - INFO - Epoch [6][660/1793] lr: 7.500e-03, eta: 13:50:15, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3125, top5_acc: 0.6010, loss_cls: 2.9098, loss: 2.9098, grad_norm: 6.4418 2021-12-02 22:19:13,709 - mmaction - INFO - Epoch [6][680/1793] lr: 7.500e-03, eta: 13:50:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2896, top5_acc: 0.5677, loss_cls: 3.0858, loss: 3.0858, grad_norm: 6.6241 2021-12-02 22:19:25,861 - mmaction - INFO - Epoch [6][700/1793] lr: 7.500e-03, eta: 13:49:45, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2656, top5_acc: 0.5521, loss_cls: 3.0929, loss: 3.0929, grad_norm: 6.2457 2021-12-02 22:19:37,999 - mmaction - INFO - Epoch [6][720/1793] lr: 7.500e-03, eta: 13:49:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3073, top5_acc: 0.5625, loss_cls: 3.0968, loss: 3.0968, grad_norm: 6.5710 2021-12-02 22:19:50,146 - mmaction - INFO - Epoch [6][740/1793] lr: 7.500e-03, eta: 13:49:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3125, top5_acc: 0.5875, loss_cls: 3.0175, loss: 3.0175, grad_norm: 6.6591 2021-12-02 22:20:02,292 - mmaction - INFO - Epoch [6][760/1793] lr: 7.500e-03, eta: 13:49:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3052, top5_acc: 0.5948, loss_cls: 2.9704, loss: 2.9704, grad_norm: 6.3083 2021-12-02 22:20:14,439 - mmaction - INFO - Epoch [6][780/1793] lr: 7.500e-03, eta: 13:48:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2635, top5_acc: 0.5333, loss_cls: 3.1673, loss: 3.1673, grad_norm: 6.4472 2021-12-02 22:20:26,591 - mmaction - INFO - Epoch [6][800/1793] lr: 7.500e-03, eta: 13:48:30, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.2948, top5_acc: 0.5521, loss_cls: 3.0514, loss: 3.0514, grad_norm: 6.1884 2021-12-02 22:20:38,727 - mmaction - INFO - Epoch [6][820/1793] lr: 7.500e-03, eta: 13:48:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2792, top5_acc: 0.5646, loss_cls: 3.1011, loss: 3.1011, grad_norm: 6.2955 2021-12-02 22:20:50,856 - mmaction - INFO - Epoch [6][840/1793] lr: 7.500e-03, eta: 13:48:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3146, top5_acc: 0.5906, loss_cls: 2.9423, loss: 2.9423, grad_norm: 6.3108 2021-12-02 22:21:02,980 - mmaction - INFO - Epoch [6][860/1793] lr: 7.500e-03, eta: 13:47:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2677, top5_acc: 0.5531, loss_cls: 3.1421, loss: 3.1421, grad_norm: 6.2232 2021-12-02 22:21:15,110 - mmaction - INFO - Epoch [6][880/1793] lr: 7.500e-03, eta: 13:47:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3156, top5_acc: 0.5990, loss_cls: 2.9192, loss: 2.9192, grad_norm: 6.7228 2021-12-02 22:21:27,258 - mmaction - INFO - Epoch [6][900/1793] lr: 7.500e-03, eta: 13:47:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2667, top5_acc: 0.5844, loss_cls: 3.0736, loss: 3.0736, grad_norm: 6.3406 2021-12-02 22:21:39,407 - mmaction - INFO - Epoch [6][920/1793] lr: 7.500e-03, eta: 13:47:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3083, top5_acc: 0.5698, loss_cls: 3.0411, loss: 3.0411, grad_norm: 6.6019 2021-12-02 22:21:51,542 - mmaction - INFO - Epoch [6][940/1793] lr: 7.500e-03, eta: 13:46:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3000, top5_acc: 0.5729, loss_cls: 2.9635, loss: 2.9635, grad_norm: 6.4830 2021-12-02 22:22:03,666 - mmaction - INFO - Epoch [6][960/1793] lr: 7.500e-03, eta: 13:46:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3073, top5_acc: 0.5875, loss_cls: 2.9774, loss: 2.9774, grad_norm: 6.3496 2021-12-02 22:22:15,833 - mmaction - INFO - Epoch [6][980/1793] lr: 7.500e-03, eta: 13:46:16, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2812, top5_acc: 0.5521, loss_cls: 3.0277, loss: 3.0277, grad_norm: 6.4612 2021-12-02 22:22:27,974 - mmaction - INFO - Epoch [6][1000/1793] lr: 7.500e-03, eta: 13:46:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2792, top5_acc: 0.5552, loss_cls: 3.0799, loss: 3.0799, grad_norm: 6.6953 2021-12-02 22:22:40,107 - mmaction - INFO - Epoch [6][1020/1793] lr: 7.500e-03, eta: 13:45:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3052, top5_acc: 0.5740, loss_cls: 2.9852, loss: 2.9852, grad_norm: 6.6080 2021-12-02 22:22:52,251 - mmaction - INFO - Epoch [6][1040/1793] lr: 7.500e-03, eta: 13:45:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3073, top5_acc: 0.6021, loss_cls: 2.8521, loss: 2.8521, grad_norm: 6.6622 2021-12-02 22:23:04,392 - mmaction - INFO - Epoch [6][1060/1793] lr: 7.500e-03, eta: 13:45:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3000, top5_acc: 0.5542, loss_cls: 3.0329, loss: 3.0329, grad_norm: 6.2985 2021-12-02 22:23:16,520 - mmaction - INFO - Epoch [6][1080/1793] lr: 7.500e-03, eta: 13:45:02, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3177, top5_acc: 0.5792, loss_cls: 2.9795, loss: 2.9795, grad_norm: 6.1609 2021-12-02 22:23:28,664 - mmaction - INFO - Epoch [6][1100/1793] lr: 7.500e-03, eta: 13:44:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2906, top5_acc: 0.5927, loss_cls: 2.9515, loss: 2.9515, grad_norm: 6.1000 2021-12-02 22:23:40,798 - mmaction - INFO - Epoch [6][1120/1793] lr: 7.500e-03, eta: 13:44:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3125, top5_acc: 0.5844, loss_cls: 2.9928, loss: 2.9928, grad_norm: 6.4668 2021-12-02 22:23:52,949 - mmaction - INFO - Epoch [6][1140/1793] lr: 7.500e-03, eta: 13:44:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3083, top5_acc: 0.5833, loss_cls: 2.9483, loss: 2.9483, grad_norm: 6.2084 2021-12-02 22:24:05,090 - mmaction - INFO - Epoch [6][1160/1793] lr: 7.500e-03, eta: 13:44:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2865, top5_acc: 0.5719, loss_cls: 3.0036, loss: 3.0036, grad_norm: 6.6727 2021-12-02 22:24:17,235 - mmaction - INFO - Epoch [6][1180/1793] lr: 7.500e-03, eta: 13:43:48, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.2812, top5_acc: 0.5698, loss_cls: 3.0517, loss: 3.0517, grad_norm: 6.5820 2021-12-02 22:24:29,381 - mmaction - INFO - Epoch [6][1200/1793] lr: 7.500e-03, eta: 13:43:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3083, top5_acc: 0.5760, loss_cls: 3.0335, loss: 3.0335, grad_norm: 6.2861 2021-12-02 22:24:41,507 - mmaction - INFO - Epoch [6][1220/1793] lr: 7.500e-03, eta: 13:43:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2885, top5_acc: 0.5823, loss_cls: 3.0002, loss: 3.0002, grad_norm: 6.8074 2021-12-02 22:24:53,645 - mmaction - INFO - Epoch [6][1240/1793] lr: 7.500e-03, eta: 13:43:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3042, top5_acc: 0.6031, loss_cls: 2.9432, loss: 2.9432, grad_norm: 6.0227 2021-12-02 22:25:05,811 - mmaction - INFO - Epoch [6][1260/1793] lr: 7.500e-03, eta: 13:42:49, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3208, top5_acc: 0.5979, loss_cls: 2.9312, loss: 2.9312, grad_norm: 6.4873 2021-12-02 22:25:17,971 - mmaction - INFO - Epoch [6][1280/1793] lr: 7.500e-03, eta: 13:42:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3292, top5_acc: 0.5938, loss_cls: 2.9127, loss: 2.9127, grad_norm: 6.1543 2021-12-02 22:25:30,100 - mmaction - INFO - Epoch [6][1300/1793] lr: 7.500e-03, eta: 13:42:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2604, top5_acc: 0.5490, loss_cls: 3.1199, loss: 3.1199, grad_norm: 6.2768 2021-12-02 22:25:42,249 - mmaction - INFO - Epoch [6][1320/1793] lr: 7.500e-03, eta: 13:42:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2792, top5_acc: 0.5563, loss_cls: 3.1090, loss: 3.1090, grad_norm: 6.5907 2021-12-02 22:25:54,392 - mmaction - INFO - Epoch [6][1340/1793] lr: 7.500e-03, eta: 13:41:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3010, top5_acc: 0.6000, loss_cls: 2.9370, loss: 2.9370, grad_norm: 6.2780 2021-12-02 22:26:06,514 - mmaction - INFO - Epoch [6][1360/1793] lr: 7.500e-03, eta: 13:41:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2896, top5_acc: 0.5781, loss_cls: 3.0109, loss: 3.0109, grad_norm: 6.7166 2021-12-02 22:26:18,649 - mmaction - INFO - Epoch [6][1380/1793] lr: 7.500e-03, eta: 13:41:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3063, top5_acc: 0.5740, loss_cls: 2.9887, loss: 2.9887, grad_norm: 6.4126 2021-12-02 22:26:30,790 - mmaction - INFO - Epoch [6][1400/1793] lr: 7.500e-03, eta: 13:41:07, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.2948, top5_acc: 0.5969, loss_cls: 2.9559, loss: 2.9559, grad_norm: 6.3138 2021-12-02 22:26:42,905 - mmaction - INFO - Epoch [6][1420/1793] lr: 7.500e-03, eta: 13:40:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2990, top5_acc: 0.5823, loss_cls: 3.0130, loss: 3.0130, grad_norm: 6.3630 2021-12-02 22:26:55,016 - mmaction - INFO - Epoch [6][1440/1793] lr: 7.500e-03, eta: 13:40:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2760, top5_acc: 0.5552, loss_cls: 3.0686, loss: 3.0686, grad_norm: 6.2414 2021-12-02 22:27:07,163 - mmaction - INFO - Epoch [6][1460/1793] lr: 7.500e-03, eta: 13:40:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3052, top5_acc: 0.5760, loss_cls: 3.0009, loss: 3.0009, grad_norm: 6.2080 2021-12-02 22:27:19,298 - mmaction - INFO - Epoch [6][1480/1793] lr: 7.500e-03, eta: 13:40:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3042, top5_acc: 0.5969, loss_cls: 2.9473, loss: 2.9473, grad_norm: 6.6556 2021-12-02 22:27:31,440 - mmaction - INFO - Epoch [6][1500/1793] lr: 7.500e-03, eta: 13:39:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3000, top5_acc: 0.5698, loss_cls: 2.9420, loss: 2.9420, grad_norm: 6.0458 2021-12-02 22:27:43,574 - mmaction - INFO - Epoch [6][1520/1793] lr: 7.500e-03, eta: 13:39:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2917, top5_acc: 0.5844, loss_cls: 3.0635, loss: 3.0635, grad_norm: 6.4496 2021-12-02 22:27:55,717 - mmaction - INFO - Epoch [6][1540/1793] lr: 7.500e-03, eta: 13:39:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2844, top5_acc: 0.5729, loss_cls: 3.0345, loss: 3.0345, grad_norm: 6.7019 2021-12-02 22:28:07,850 - mmaction - INFO - Epoch [6][1560/1793] lr: 7.500e-03, eta: 13:39:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3260, top5_acc: 0.6031, loss_cls: 2.8441, loss: 2.8441, grad_norm: 6.3670 2021-12-02 22:28:19,982 - mmaction - INFO - Epoch [6][1580/1793] lr: 7.500e-03, eta: 13:38:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2708, top5_acc: 0.5656, loss_cls: 3.0942, loss: 3.0942, grad_norm: 6.4410 2021-12-02 22:28:32,101 - mmaction - INFO - Epoch [6][1600/1793] lr: 7.500e-03, eta: 13:38:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2729, top5_acc: 0.5687, loss_cls: 3.0961, loss: 3.0961, grad_norm: 6.5712 2021-12-02 22:28:44,248 - mmaction - INFO - Epoch [6][1620/1793] lr: 7.500e-03, eta: 13:38:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2979, top5_acc: 0.5667, loss_cls: 3.0614, loss: 3.0614, grad_norm: 6.7787 2021-12-02 22:28:56,376 - mmaction - INFO - Epoch [6][1640/1793] lr: 7.500e-03, eta: 13:38:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3031, top5_acc: 0.5938, loss_cls: 3.0050, loss: 3.0050, grad_norm: 6.4384 2021-12-02 22:29:08,498 - mmaction - INFO - Epoch [6][1660/1793] lr: 7.500e-03, eta: 13:37:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3000, top5_acc: 0.5927, loss_cls: 2.9510, loss: 2.9510, grad_norm: 6.5824 2021-12-02 22:29:20,624 - mmaction - INFO - Epoch [6][1680/1793] lr: 7.500e-03, eta: 13:37:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2896, top5_acc: 0.5760, loss_cls: 3.0043, loss: 3.0043, grad_norm: 6.4261 2021-12-02 22:29:32,740 - mmaction - INFO - Epoch [6][1700/1793] lr: 7.500e-03, eta: 13:37:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2750, top5_acc: 0.5677, loss_cls: 3.0661, loss: 3.0661, grad_norm: 6.5194 2021-12-02 22:29:44,855 - mmaction - INFO - Epoch [6][1720/1793] lr: 7.500e-03, eta: 13:37:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3042, top5_acc: 0.6240, loss_cls: 2.8547, loss: 2.8547, grad_norm: 6.8014 2021-12-02 22:29:57,011 - mmaction - INFO - Epoch [6][1740/1793] lr: 7.500e-03, eta: 13:36:58, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.2875, top5_acc: 0.5979, loss_cls: 2.9176, loss: 2.9176, grad_norm: 6.3668 2021-12-02 22:30:09,162 - mmaction - INFO - Epoch [6][1760/1793] lr: 7.500e-03, eta: 13:36:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3042, top5_acc: 0.6010, loss_cls: 2.9412, loss: 2.9412, grad_norm: 6.6098 2021-12-02 22:30:21,323 - mmaction - INFO - Epoch [6][1780/1793] lr: 7.500e-03, eta: 13:36:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3042, top5_acc: 0.5896, loss_cls: 2.9697, loss: 2.9697, grad_norm: 6.6978 2021-12-02 22:31:41,384 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:31:41,553 - mmaction - INFO - top1_acc 0.2332 top5_acc 0.5053 2021-12-02 22:31:41,554 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:31:41,565 - mmaction - INFO - mean_acc 0.2150 2021-12-02 22:31:45,686 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-12-02 22:31:45,687 - mmaction - INFO - Best top1_acc is 0.2332 at 6 epoch. 2021-12-02 22:31:45,693 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-12-02 22:31:49,546 - mmaction - INFO - Epoch(val) [6][241] top1_acc: 0.2332, top5_acc: 0.5053, mean_class_accuracy: 0.2150 2021-12-02 22:32:27,595 - mmaction - INFO - Epoch [7][20/1793] lr: 7.500e-03, eta: 13:38:17, time: 1.902, data_time: 1.298, memory: 10469, top1_acc: 0.3240, top5_acc: 0.6135, loss_cls: 2.8287, loss: 2.8287, grad_norm: 6.5026 2021-12-02 22:32:39,696 - mmaction - INFO - Epoch [7][40/1793] lr: 7.500e-03, eta: 13:38:02, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.2990, top5_acc: 0.5917, loss_cls: 2.9564, loss: 2.9564, grad_norm: 6.4069 2021-12-02 22:32:51,770 - mmaction - INFO - Epoch [7][60/1793] lr: 7.500e-03, eta: 13:37:47, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3312, top5_acc: 0.5969, loss_cls: 2.9329, loss: 2.9329, grad_norm: 6.2954 2021-12-02 22:33:03,863 - mmaction - INFO - Epoch [7][80/1793] lr: 7.500e-03, eta: 13:37:32, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3208, top5_acc: 0.6198, loss_cls: 2.8578, loss: 2.8578, grad_norm: 6.4608 2021-12-02 22:33:15,945 - mmaction - INFO - Epoch [7][100/1793] lr: 7.500e-03, eta: 13:37:17, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3333, top5_acc: 0.5854, loss_cls: 2.9522, loss: 2.9522, grad_norm: 6.3787 2021-12-02 22:33:28,036 - mmaction - INFO - Epoch [7][120/1793] lr: 7.500e-03, eta: 13:37:02, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3198, top5_acc: 0.6125, loss_cls: 2.8990, loss: 2.8990, grad_norm: 6.6799 2021-12-02 22:33:40,114 - mmaction - INFO - Epoch [7][140/1793] lr: 7.500e-03, eta: 13:36:47, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3198, top5_acc: 0.6031, loss_cls: 2.8533, loss: 2.8533, grad_norm: 6.4095 2021-12-02 22:33:52,213 - mmaction - INFO - Epoch [7][160/1793] lr: 7.500e-03, eta: 13:36:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3385, top5_acc: 0.6354, loss_cls: 2.8202, loss: 2.8202, grad_norm: 6.5852 2021-12-02 22:34:04,313 - mmaction - INFO - Epoch [7][180/1793] lr: 7.500e-03, eta: 13:36:17, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3219, top5_acc: 0.6062, loss_cls: 2.8264, loss: 2.8264, grad_norm: 6.5192 2021-12-02 22:34:16,405 - mmaction - INFO - Epoch [7][200/1793] lr: 7.500e-03, eta: 13:36:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3156, top5_acc: 0.6156, loss_cls: 2.9159, loss: 2.9159, grad_norm: 6.3452 2021-12-02 22:34:28,524 - mmaction - INFO - Epoch [7][220/1793] lr: 7.500e-03, eta: 13:35:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2979, top5_acc: 0.5979, loss_cls: 2.9534, loss: 2.9534, grad_norm: 6.5309 2021-12-02 22:34:40,635 - mmaction - INFO - Epoch [7][240/1793] lr: 7.500e-03, eta: 13:35:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3135, top5_acc: 0.5760, loss_cls: 2.9289, loss: 2.9289, grad_norm: 6.3166 2021-12-02 22:34:52,739 - mmaction - INFO - Epoch [7][260/1793] lr: 7.500e-03, eta: 13:35:18, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3135, top5_acc: 0.5927, loss_cls: 2.9397, loss: 2.9397, grad_norm: 6.7376 2021-12-02 22:35:04,869 - mmaction - INFO - Epoch [7][280/1793] lr: 7.500e-03, eta: 13:35:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3000, top5_acc: 0.5854, loss_cls: 2.9696, loss: 2.9696, grad_norm: 6.6269 2021-12-02 22:35:16,988 - mmaction - INFO - Epoch [7][300/1793] lr: 7.500e-03, eta: 13:34:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3115, top5_acc: 0.5906, loss_cls: 2.9524, loss: 2.9524, grad_norm: 6.6841 2021-12-02 22:35:29,115 - mmaction - INFO - Epoch [7][320/1793] lr: 7.500e-03, eta: 13:34:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3083, top5_acc: 0.6198, loss_cls: 2.8916, loss: 2.8916, grad_norm: 6.5889 2021-12-02 22:35:41,257 - mmaction - INFO - Epoch [7][340/1793] lr: 7.500e-03, eta: 13:34:19, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3198, top5_acc: 0.5958, loss_cls: 2.8453, loss: 2.8453, grad_norm: 6.7037 2021-12-02 22:35:53,375 - mmaction - INFO - Epoch [7][360/1793] lr: 7.500e-03, eta: 13:34:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3042, top5_acc: 0.5719, loss_cls: 3.0109, loss: 3.0109, grad_norm: 6.8921 2021-12-02 22:36:05,495 - mmaction - INFO - Epoch [7][380/1793] lr: 7.500e-03, eta: 13:33:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3385, top5_acc: 0.6271, loss_cls: 2.7824, loss: 2.7824, grad_norm: 6.3158 2021-12-02 22:36:17,597 - mmaction - INFO - Epoch [7][400/1793] lr: 7.500e-03, eta: 13:33:35, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.2979, top5_acc: 0.5719, loss_cls: 3.0277, loss: 3.0277, grad_norm: 6.9717 2021-12-02 22:36:29,720 - mmaction - INFO - Epoch [7][420/1793] lr: 7.500e-03, eta: 13:33:20, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3052, top5_acc: 0.5896, loss_cls: 2.9051, loss: 2.9051, grad_norm: 6.3217 2021-12-02 22:36:41,841 - mmaction - INFO - Epoch [7][440/1793] lr: 7.500e-03, eta: 13:33:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.2958, top5_acc: 0.6156, loss_cls: 2.8978, loss: 2.8978, grad_norm: 6.6707 2021-12-02 22:36:53,960 - mmaction - INFO - Epoch [7][460/1793] lr: 7.500e-03, eta: 13:32:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3250, top5_acc: 0.5969, loss_cls: 2.8876, loss: 2.8876, grad_norm: 6.3995 2021-12-02 22:37:06,083 - mmaction - INFO - Epoch [7][480/1793] lr: 7.500e-03, eta: 13:32:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3156, top5_acc: 0.6021, loss_cls: 2.9467, loss: 2.9467, grad_norm: 6.3783 2021-12-02 22:37:18,222 - mmaction - INFO - Epoch [7][500/1793] lr: 7.500e-03, eta: 13:32:22, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3219, top5_acc: 0.6094, loss_cls: 2.8486, loss: 2.8486, grad_norm: 6.5188 2021-12-02 22:37:30,341 - mmaction - INFO - Epoch [7][520/1793] lr: 7.500e-03, eta: 13:32:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3229, top5_acc: 0.6010, loss_cls: 2.8164, loss: 2.8164, grad_norm: 6.6794 2021-12-02 22:37:42,459 - mmaction - INFO - Epoch [7][540/1793] lr: 7.500e-03, eta: 13:31:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3250, top5_acc: 0.6031, loss_cls: 2.8892, loss: 2.8892, grad_norm: 6.7358 2021-12-02 22:37:54,567 - mmaction - INFO - Epoch [7][560/1793] lr: 7.500e-03, eta: 13:31:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3125, top5_acc: 0.5948, loss_cls: 2.9357, loss: 2.9357, grad_norm: 6.6570 2021-12-02 22:38:06,703 - mmaction - INFO - Epoch [7][580/1793] lr: 7.500e-03, eta: 13:31:23, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3167, top5_acc: 0.6010, loss_cls: 2.8833, loss: 2.8833, grad_norm: 6.5399 2021-12-02 22:38:18,824 - mmaction - INFO - Epoch [7][600/1793] lr: 7.500e-03, eta: 13:31:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3302, top5_acc: 0.5844, loss_cls: 2.9015, loss: 2.9015, grad_norm: 6.5562 2021-12-02 22:38:30,931 - mmaction - INFO - Epoch [7][620/1793] lr: 7.500e-03, eta: 13:30:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3365, top5_acc: 0.6073, loss_cls: 2.8559, loss: 2.8559, grad_norm: 6.6107 2021-12-02 22:38:43,027 - mmaction - INFO - Epoch [7][640/1793] lr: 7.500e-03, eta: 13:30:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3135, top5_acc: 0.5896, loss_cls: 2.9948, loss: 2.9948, grad_norm: 6.9681 2021-12-02 22:38:55,148 - mmaction - INFO - Epoch [7][660/1793] lr: 7.500e-03, eta: 13:30:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3104, top5_acc: 0.5865, loss_cls: 2.9401, loss: 2.9401, grad_norm: 6.4794 2021-12-02 22:39:07,279 - mmaction - INFO - Epoch [7][680/1793] lr: 7.500e-03, eta: 13:30:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3146, top5_acc: 0.5938, loss_cls: 2.9115, loss: 2.9115, grad_norm: 6.2753 2021-12-02 22:39:19,405 - mmaction - INFO - Epoch [7][700/1793] lr: 7.500e-03, eta: 13:29:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3104, top5_acc: 0.6135, loss_cls: 2.9004, loss: 2.9004, grad_norm: 6.6602 2021-12-02 22:39:31,523 - mmaction - INFO - Epoch [7][720/1793] lr: 7.500e-03, eta: 13:29:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3229, top5_acc: 0.5917, loss_cls: 2.9219, loss: 2.9219, grad_norm: 6.2931 2021-12-02 22:39:43,655 - mmaction - INFO - Epoch [7][740/1793] lr: 7.500e-03, eta: 13:29:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2844, top5_acc: 0.6083, loss_cls: 2.9387, loss: 2.9387, grad_norm: 6.6551 2021-12-02 22:39:55,791 - mmaction - INFO - Epoch [7][760/1793] lr: 7.500e-03, eta: 13:29:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3312, top5_acc: 0.5958, loss_cls: 2.9268, loss: 2.9268, grad_norm: 6.4014 2021-12-02 22:40:07,939 - mmaction - INFO - Epoch [7][780/1793] lr: 7.500e-03, eta: 13:28:58, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3167, top5_acc: 0.6094, loss_cls: 2.8484, loss: 2.8484, grad_norm: 6.8764 2021-12-02 22:40:20,060 - mmaction - INFO - Epoch [7][800/1793] lr: 7.500e-03, eta: 13:28:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3177, top5_acc: 0.5740, loss_cls: 2.9672, loss: 2.9672, grad_norm: 6.4675 2021-12-02 22:40:32,228 - mmaction - INFO - Epoch [7][820/1793] lr: 7.500e-03, eta: 13:28:29, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3240, top5_acc: 0.5854, loss_cls: 2.8940, loss: 2.8940, grad_norm: 6.6205 2021-12-02 22:40:44,353 - mmaction - INFO - Epoch [7][840/1793] lr: 7.500e-03, eta: 13:28:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3260, top5_acc: 0.6385, loss_cls: 2.8196, loss: 2.8196, grad_norm: 6.5886 2021-12-02 22:40:56,466 - mmaction - INFO - Epoch [7][860/1793] lr: 7.500e-03, eta: 13:28:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3240, top5_acc: 0.6177, loss_cls: 2.8836, loss: 2.8836, grad_norm: 6.3209 2021-12-02 22:41:08,577 - mmaction - INFO - Epoch [7][880/1793] lr: 7.500e-03, eta: 13:27:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3156, top5_acc: 0.6156, loss_cls: 2.8440, loss: 2.8440, grad_norm: 7.0219 2021-12-02 22:41:20,720 - mmaction - INFO - Epoch [7][900/1793] lr: 7.500e-03, eta: 13:27:31, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3010, top5_acc: 0.5563, loss_cls: 3.0461, loss: 3.0461, grad_norm: 6.3504 2021-12-02 22:41:32,841 - mmaction - INFO - Epoch [7][920/1793] lr: 7.500e-03, eta: 13:27:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3125, top5_acc: 0.6073, loss_cls: 2.8840, loss: 2.8840, grad_norm: 6.7732 2021-12-02 22:41:44,962 - mmaction - INFO - Epoch [7][940/1793] lr: 7.500e-03, eta: 13:27:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3385, top5_acc: 0.6146, loss_cls: 2.8175, loss: 2.8175, grad_norm: 6.6743 2021-12-02 22:41:57,094 - mmaction - INFO - Epoch [7][960/1793] lr: 7.500e-03, eta: 13:26:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3302, top5_acc: 0.6229, loss_cls: 2.7804, loss: 2.7804, grad_norm: 6.4802 2021-12-02 22:42:09,246 - mmaction - INFO - Epoch [7][980/1793] lr: 7.500e-03, eta: 13:26:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3104, top5_acc: 0.6010, loss_cls: 2.8676, loss: 2.8676, grad_norm: 6.4998 2021-12-02 22:42:21,382 - mmaction - INFO - Epoch [7][1000/1793] lr: 7.500e-03, eta: 13:26:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3396, top5_acc: 0.6156, loss_cls: 2.8390, loss: 2.8390, grad_norm: 6.2436 2021-12-02 22:42:33,531 - mmaction - INFO - Epoch [7][1020/1793] lr: 7.500e-03, eta: 13:26:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3219, top5_acc: 0.6250, loss_cls: 2.7987, loss: 2.7987, grad_norm: 6.9215 2021-12-02 22:42:45,668 - mmaction - INFO - Epoch [7][1040/1793] lr: 7.500e-03, eta: 13:25:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3625, top5_acc: 0.6510, loss_cls: 2.6629, loss: 2.6629, grad_norm: 6.6937 2021-12-02 22:42:57,792 - mmaction - INFO - Epoch [7][1060/1793] lr: 7.500e-03, eta: 13:25:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3156, top5_acc: 0.6083, loss_cls: 2.8901, loss: 2.8901, grad_norm: 6.8506 2021-12-02 22:43:09,913 - mmaction - INFO - Epoch [7][1080/1793] lr: 7.500e-03, eta: 13:25:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6146, loss_cls: 2.8361, loss: 2.8361, grad_norm: 6.4468 2021-12-02 22:43:22,054 - mmaction - INFO - Epoch [7][1100/1793] lr: 7.500e-03, eta: 13:25:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3208, top5_acc: 0.6135, loss_cls: 2.8827, loss: 2.8827, grad_norm: 6.8235 2021-12-02 22:43:34,161 - mmaction - INFO - Epoch [7][1120/1793] lr: 7.500e-03, eta: 13:24:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3167, top5_acc: 0.5885, loss_cls: 2.9881, loss: 2.9881, grad_norm: 6.6117 2021-12-02 22:43:46,299 - mmaction - INFO - Epoch [7][1140/1793] lr: 7.500e-03, eta: 13:24:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3187, top5_acc: 0.6188, loss_cls: 2.8141, loss: 2.8141, grad_norm: 6.7749 2021-12-02 22:43:58,458 - mmaction - INFO - Epoch [7][1160/1793] lr: 7.500e-03, eta: 13:24:25, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3208, top5_acc: 0.6156, loss_cls: 2.8645, loss: 2.8645, grad_norm: 6.7426 2021-12-02 22:44:10,586 - mmaction - INFO - Epoch [7][1180/1793] lr: 7.500e-03, eta: 13:24:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.5917, loss_cls: 2.8871, loss: 2.8871, grad_norm: 6.6459 2021-12-02 22:44:22,709 - mmaction - INFO - Epoch [7][1200/1793] lr: 7.500e-03, eta: 13:23:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3094, top5_acc: 0.6344, loss_cls: 2.8166, loss: 2.8166, grad_norm: 6.8289 2021-12-02 22:44:34,836 - mmaction - INFO - Epoch [7][1220/1793] lr: 7.500e-03, eta: 13:23:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3177, top5_acc: 0.6021, loss_cls: 2.8274, loss: 2.8274, grad_norm: 6.4558 2021-12-02 22:44:46,962 - mmaction - INFO - Epoch [7][1240/1793] lr: 7.500e-03, eta: 13:23:28, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3198, top5_acc: 0.5990, loss_cls: 2.9360, loss: 2.9360, grad_norm: 6.4563 2021-12-02 22:44:59,104 - mmaction - INFO - Epoch [7][1260/1793] lr: 7.500e-03, eta: 13:23:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3177, top5_acc: 0.5990, loss_cls: 2.9286, loss: 2.9286, grad_norm: 6.4144 2021-12-02 22:45:11,257 - mmaction - INFO - Epoch [7][1280/1793] lr: 7.500e-03, eta: 13:23:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3375, top5_acc: 0.6042, loss_cls: 2.8452, loss: 2.8452, grad_norm: 6.7055 2021-12-02 22:45:23,393 - mmaction - INFO - Epoch [7][1300/1793] lr: 7.500e-03, eta: 13:22:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3125, top5_acc: 0.6073, loss_cls: 2.8414, loss: 2.8414, grad_norm: 6.2601 2021-12-02 22:45:35,523 - mmaction - INFO - Epoch [7][1320/1793] lr: 7.500e-03, eta: 13:22:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3135, top5_acc: 0.5969, loss_cls: 2.9419, loss: 2.9419, grad_norm: 6.7200 2021-12-02 22:45:47,658 - mmaction - INFO - Epoch [7][1340/1793] lr: 7.500e-03, eta: 13:22:17, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6229, loss_cls: 2.6768, loss: 2.6768, grad_norm: 6.6381 2021-12-02 22:45:59,779 - mmaction - INFO - Epoch [7][1360/1793] lr: 7.500e-03, eta: 13:22:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3333, top5_acc: 0.5823, loss_cls: 2.9360, loss: 2.9360, grad_norm: 6.5403 2021-12-02 22:46:11,907 - mmaction - INFO - Epoch [7][1380/1793] lr: 7.500e-03, eta: 13:21:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6500, loss_cls: 2.7277, loss: 2.7277, grad_norm: 6.8841 2021-12-02 22:46:24,030 - mmaction - INFO - Epoch [7][1400/1793] lr: 7.500e-03, eta: 13:21:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3073, top5_acc: 0.5917, loss_cls: 2.9253, loss: 2.9253, grad_norm: 6.6515 2021-12-02 22:46:36,167 - mmaction - INFO - Epoch [7][1420/1793] lr: 7.500e-03, eta: 13:21:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3250, top5_acc: 0.5938, loss_cls: 2.8937, loss: 2.8937, grad_norm: 6.7827 2021-12-02 22:46:48,315 - mmaction - INFO - Epoch [7][1440/1793] lr: 7.500e-03, eta: 13:21:06, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3146, top5_acc: 0.6073, loss_cls: 2.8587, loss: 2.8587, grad_norm: 6.5404 2021-12-02 22:47:00,437 - mmaction - INFO - Epoch [7][1460/1793] lr: 7.500e-03, eta: 13:20:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3375, top5_acc: 0.6260, loss_cls: 2.8221, loss: 2.8221, grad_norm: 6.2959 2021-12-02 22:47:12,575 - mmaction - INFO - Epoch [7][1480/1793] lr: 7.500e-03, eta: 13:20:37, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3250, top5_acc: 0.5917, loss_cls: 2.8829, loss: 2.8829, grad_norm: 6.7626 2021-12-02 22:47:24,699 - mmaction - INFO - Epoch [7][1500/1793] lr: 7.500e-03, eta: 13:20:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3219, top5_acc: 0.6177, loss_cls: 2.8761, loss: 2.8761, grad_norm: 6.3179 2021-12-02 22:47:36,818 - mmaction - INFO - Epoch [7][1520/1793] lr: 7.500e-03, eta: 13:20:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.5990, loss_cls: 2.8549, loss: 2.8549, grad_norm: 6.4413 2021-12-02 22:47:48,947 - mmaction - INFO - Epoch [7][1540/1793] lr: 7.500e-03, eta: 13:19:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3187, top5_acc: 0.6062, loss_cls: 2.8175, loss: 2.8175, grad_norm: 6.4314 2021-12-02 22:48:01,066 - mmaction - INFO - Epoch [7][1560/1793] lr: 7.500e-03, eta: 13:19:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3438, top5_acc: 0.6156, loss_cls: 2.8623, loss: 2.8623, grad_norm: 6.7143 2021-12-02 22:48:13,204 - mmaction - INFO - Epoch [7][1580/1793] lr: 7.500e-03, eta: 13:19:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3365, top5_acc: 0.5948, loss_cls: 2.9100, loss: 2.9100, grad_norm: 6.4190 2021-12-02 22:48:25,326 - mmaction - INFO - Epoch [7][1600/1793] lr: 7.500e-03, eta: 13:19:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6385, loss_cls: 2.7729, loss: 2.7729, grad_norm: 6.4915 2021-12-02 22:48:37,459 - mmaction - INFO - Epoch [7][1620/1793] lr: 7.500e-03, eta: 13:18:58, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3229, top5_acc: 0.6271, loss_cls: 2.8344, loss: 2.8344, grad_norm: 6.5049 2021-12-02 22:48:49,576 - mmaction - INFO - Epoch [7][1640/1793] lr: 7.500e-03, eta: 13:18:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6208, loss_cls: 2.7909, loss: 2.7909, grad_norm: 6.3921 2021-12-02 22:49:01,682 - mmaction - INFO - Epoch [7][1660/1793] lr: 7.500e-03, eta: 13:18:30, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3104, top5_acc: 0.5865, loss_cls: 2.9501, loss: 2.9501, grad_norm: 7.5521 2021-12-02 22:49:13,806 - mmaction - INFO - Epoch [7][1680/1793] lr: 7.500e-03, eta: 13:18:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3240, top5_acc: 0.5948, loss_cls: 2.8588, loss: 2.8588, grad_norm: 6.4158 2021-12-02 22:49:25,930 - mmaction - INFO - Epoch [7][1700/1793] lr: 7.500e-03, eta: 13:18:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3031, top5_acc: 0.5917, loss_cls: 2.9373, loss: 2.9373, grad_norm: 6.4765 2021-12-02 22:49:38,061 - mmaction - INFO - Epoch [7][1720/1793] lr: 7.500e-03, eta: 13:17:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2958, top5_acc: 0.5865, loss_cls: 2.9832, loss: 2.9832, grad_norm: 6.9108 2021-12-02 22:49:50,184 - mmaction - INFO - Epoch [7][1740/1793] lr: 7.500e-03, eta: 13:17:33, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3146, top5_acc: 0.5979, loss_cls: 2.9143, loss: 2.9143, grad_norm: 6.2451 2021-12-02 22:50:02,294 - mmaction - INFO - Epoch [7][1760/1793] lr: 7.500e-03, eta: 13:17:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3115, top5_acc: 0.6094, loss_cls: 2.8438, loss: 2.8438, grad_norm: 6.7136 2021-12-02 22:50:14,411 - mmaction - INFO - Epoch [7][1780/1793] lr: 7.500e-03, eta: 13:17:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3260, top5_acc: 0.6115, loss_cls: 2.8254, loss: 2.8254, grad_norm: 6.4706 2021-12-02 22:51:34,485 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:51:34,654 - mmaction - INFO - top1_acc 0.2325 top5_acc 0.5075 2021-12-02 22:51:34,654 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:51:34,665 - mmaction - INFO - mean_acc 0.2149 2021-12-02 22:51:34,671 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-12-02 22:51:38,057 - mmaction - INFO - Epoch(val) [7][241] top1_acc: 0.2325, top5_acc: 0.5075, mean_class_accuracy: 0.2149 2021-12-02 22:52:16,440 - mmaction - INFO - Epoch [8][20/1793] lr: 7.500e-03, eta: 13:18:34, time: 1.919, data_time: 1.316, memory: 10469, top1_acc: 0.3083, top5_acc: 0.6125, loss_cls: 2.8882, loss: 2.8882, grad_norm: 6.3602 2021-12-02 22:52:28,522 - mmaction - INFO - Epoch [8][40/1793] lr: 7.500e-03, eta: 13:18:19, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.3125, top5_acc: 0.5969, loss_cls: 2.8756, loss: 2.8756, grad_norm: 6.3227 2021-12-02 22:52:40,587 - mmaction - INFO - Epoch [8][60/1793] lr: 7.500e-03, eta: 13:18:05, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.3167, top5_acc: 0.6469, loss_cls: 2.7917, loss: 2.7917, grad_norm: 6.5531 2021-12-02 22:52:52,712 - mmaction - INFO - Epoch [8][80/1793] lr: 7.500e-03, eta: 13:17:50, time: 0.606, data_time: 0.002, memory: 10469, top1_acc: 0.3490, top5_acc: 0.6333, loss_cls: 2.7264, loss: 2.7264, grad_norm: 6.5153 2021-12-02 22:53:04,817 - mmaction - INFO - Epoch [8][100/1793] lr: 7.500e-03, eta: 13:17:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6385, loss_cls: 2.7268, loss: 2.7268, grad_norm: 6.7386 2021-12-02 22:53:16,932 - mmaction - INFO - Epoch [8][120/1793] lr: 7.500e-03, eta: 13:17:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6260, loss_cls: 2.8033, loss: 2.8033, grad_norm: 6.4248 2021-12-02 22:53:29,043 - mmaction - INFO - Epoch [8][140/1793] lr: 7.500e-03, eta: 13:17:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3250, top5_acc: 0.6281, loss_cls: 2.8581, loss: 2.8581, grad_norm: 6.3103 2021-12-02 22:53:41,166 - mmaction - INFO - Epoch [8][160/1793] lr: 7.500e-03, eta: 13:16:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6219, loss_cls: 2.6938, loss: 2.6938, grad_norm: 6.4475 2021-12-02 22:53:53,300 - mmaction - INFO - Epoch [8][180/1793] lr: 7.500e-03, eta: 13:16:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3135, top5_acc: 0.6094, loss_cls: 2.8705, loss: 2.8705, grad_norm: 6.5992 2021-12-02 22:54:05,432 - mmaction - INFO - Epoch [8][200/1793] lr: 7.500e-03, eta: 13:16:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3260, top5_acc: 0.6188, loss_cls: 2.8228, loss: 2.8228, grad_norm: 6.6505 2021-12-02 22:54:17,569 - mmaction - INFO - Epoch [8][220/1793] lr: 7.500e-03, eta: 13:16:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6104, loss_cls: 2.7642, loss: 2.7642, grad_norm: 6.4968 2021-12-02 22:54:29,703 - mmaction - INFO - Epoch [8][240/1793] lr: 7.500e-03, eta: 13:15:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6344, loss_cls: 2.8050, loss: 2.8050, grad_norm: 6.6170 2021-12-02 22:54:41,856 - mmaction - INFO - Epoch [8][260/1793] lr: 7.500e-03, eta: 13:15:42, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3438, top5_acc: 0.6312, loss_cls: 2.7527, loss: 2.7527, grad_norm: 6.8725 2021-12-02 22:54:54,025 - mmaction - INFO - Epoch [8][280/1793] lr: 7.500e-03, eta: 13:15:28, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3365, top5_acc: 0.6396, loss_cls: 2.7848, loss: 2.7848, grad_norm: 6.5872 2021-12-02 22:55:06,196 - mmaction - INFO - Epoch [8][300/1793] lr: 7.500e-03, eta: 13:15:14, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.3375, top5_acc: 0.6146, loss_cls: 2.8323, loss: 2.8323, grad_norm: 7.0509 2021-12-02 22:55:18,353 - mmaction - INFO - Epoch [8][320/1793] lr: 7.500e-03, eta: 13:15:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3083, top5_acc: 0.6156, loss_cls: 2.8590, loss: 2.8590, grad_norm: 6.9676 2021-12-02 22:55:30,498 - mmaction - INFO - Epoch [8][340/1793] lr: 7.500e-03, eta: 13:14:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6385, loss_cls: 2.7497, loss: 2.7497, grad_norm: 6.8404 2021-12-02 22:55:42,664 - mmaction - INFO - Epoch [8][360/1793] lr: 7.500e-03, eta: 13:14:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3115, top5_acc: 0.6083, loss_cls: 2.8451, loss: 2.8451, grad_norm: 6.6624 2021-12-02 22:55:54,822 - mmaction - INFO - Epoch [8][380/1793] lr: 7.500e-03, eta: 13:14:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3073, top5_acc: 0.6031, loss_cls: 2.8521, loss: 2.8521, grad_norm: 6.2954 2021-12-02 22:56:06,975 - mmaction - INFO - Epoch [8][400/1793] lr: 7.500e-03, eta: 13:14:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3500, top5_acc: 0.6510, loss_cls: 2.5990, loss: 2.5990, grad_norm: 7.2320 2021-12-02 22:56:19,140 - mmaction - INFO - Epoch [8][420/1793] lr: 7.500e-03, eta: 13:13:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3292, top5_acc: 0.6156, loss_cls: 2.8434, loss: 2.8434, grad_norm: 6.6033 2021-12-02 22:56:31,289 - mmaction - INFO - Epoch [8][440/1793] lr: 7.500e-03, eta: 13:13:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3438, top5_acc: 0.6135, loss_cls: 2.8085, loss: 2.8085, grad_norm: 7.1954 2021-12-02 22:56:43,445 - mmaction - INFO - Epoch [8][460/1793] lr: 7.500e-03, eta: 13:13:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3510, top5_acc: 0.6125, loss_cls: 2.8465, loss: 2.8465, grad_norm: 6.9765 2021-12-02 22:56:55,614 - mmaction - INFO - Epoch [8][480/1793] lr: 7.500e-03, eta: 13:13:08, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3323, top5_acc: 0.6219, loss_cls: 2.7960, loss: 2.7960, grad_norm: 6.7685 2021-12-02 22:57:07,769 - mmaction - INFO - Epoch [8][500/1793] lr: 7.500e-03, eta: 13:12:54, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6323, loss_cls: 2.7520, loss: 2.7520, grad_norm: 6.8866 2021-12-02 22:57:19,927 - mmaction - INFO - Epoch [8][520/1793] lr: 7.500e-03, eta: 13:12:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3385, top5_acc: 0.6323, loss_cls: 2.7729, loss: 2.7729, grad_norm: 6.7093 2021-12-02 22:57:32,100 - mmaction - INFO - Epoch [8][540/1793] lr: 7.500e-03, eta: 13:12:26, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6427, loss_cls: 2.7003, loss: 2.7003, grad_norm: 6.4326 2021-12-02 22:57:44,277 - mmaction - INFO - Epoch [8][560/1793] lr: 7.500e-03, eta: 13:12:13, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6177, loss_cls: 2.7965, loss: 2.7965, grad_norm: 6.5188 2021-12-02 22:57:56,445 - mmaction - INFO - Epoch [8][580/1793] lr: 7.500e-03, eta: 13:11:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3198, top5_acc: 0.6115, loss_cls: 2.8617, loss: 2.8617, grad_norm: 6.4655 2021-12-02 22:58:08,625 - mmaction - INFO - Epoch [8][600/1793] lr: 7.500e-03, eta: 13:11:45, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6219, loss_cls: 2.7922, loss: 2.7922, grad_norm: 6.4546 2021-12-02 22:58:20,762 - mmaction - INFO - Epoch [8][620/1793] lr: 7.500e-03, eta: 13:11:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6354, loss_cls: 2.8096, loss: 2.8096, grad_norm: 6.6829 2021-12-02 22:58:32,924 - mmaction - INFO - Epoch [8][640/1793] lr: 7.500e-03, eta: 13:11:17, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6260, loss_cls: 2.7854, loss: 2.7854, grad_norm: 6.6528 2021-12-02 22:58:45,087 - mmaction - INFO - Epoch [8][660/1793] lr: 7.500e-03, eta: 13:11:03, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3458, top5_acc: 0.6219, loss_cls: 2.7090, loss: 2.7090, grad_norm: 6.7446 2021-12-02 22:58:57,258 - mmaction - INFO - Epoch [8][680/1793] lr: 7.500e-03, eta: 13:10:49, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.3323, top5_acc: 0.6281, loss_cls: 2.6978, loss: 2.6978, grad_norm: 6.8351 2021-12-02 22:59:09,415 - mmaction - INFO - Epoch [8][700/1793] lr: 7.500e-03, eta: 13:10:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3219, top5_acc: 0.6385, loss_cls: 2.7677, loss: 2.7677, grad_norm: 6.9513 2021-12-02 22:59:21,555 - mmaction - INFO - Epoch [8][720/1793] lr: 7.500e-03, eta: 13:10:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3083, top5_acc: 0.6010, loss_cls: 2.8948, loss: 2.8948, grad_norm: 6.6009 2021-12-02 22:59:33,711 - mmaction - INFO - Epoch [8][740/1793] lr: 7.500e-03, eta: 13:10:07, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3302, top5_acc: 0.6375, loss_cls: 2.7778, loss: 2.7778, grad_norm: 6.7702 2021-12-02 22:59:45,853 - mmaction - INFO - Epoch [8][760/1793] lr: 7.500e-03, eta: 13:09:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3260, top5_acc: 0.6042, loss_cls: 2.8781, loss: 2.8781, grad_norm: 6.4698 2021-12-02 22:59:57,997 - mmaction - INFO - Epoch [8][780/1793] lr: 7.500e-03, eta: 13:09:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.2823, top5_acc: 0.5948, loss_cls: 2.8819, loss: 2.8819, grad_norm: 6.9899 2021-12-02 23:00:10,137 - mmaction - INFO - Epoch [8][800/1793] lr: 7.500e-03, eta: 13:09:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3375, top5_acc: 0.6250, loss_cls: 2.7986, loss: 2.7986, grad_norm: 6.8990 2021-12-02 23:00:22,274 - mmaction - INFO - Epoch [8][820/1793] lr: 7.500e-03, eta: 13:09:11, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6260, loss_cls: 2.8007, loss: 2.8007, grad_norm: 6.5239 2021-12-02 23:00:34,418 - mmaction - INFO - Epoch [8][840/1793] lr: 7.500e-03, eta: 13:08:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3146, top5_acc: 0.6146, loss_cls: 2.8298, loss: 2.8298, grad_norm: 6.9933 2021-12-02 23:00:46,568 - mmaction - INFO - Epoch [8][860/1793] lr: 7.500e-03, eta: 13:08:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6406, loss_cls: 2.7848, loss: 2.7848, grad_norm: 6.5741 2021-12-02 23:00:58,723 - mmaction - INFO - Epoch [8][880/1793] lr: 7.500e-03, eta: 13:08:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3167, top5_acc: 0.6208, loss_cls: 2.8541, loss: 2.8541, grad_norm: 6.5305 2021-12-02 23:01:10,874 - mmaction - INFO - Epoch [8][900/1793] lr: 7.500e-03, eta: 13:08:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3333, top5_acc: 0.6156, loss_cls: 2.8635, loss: 2.8635, grad_norm: 6.6769 2021-12-02 23:01:23,022 - mmaction - INFO - Epoch [8][920/1793] lr: 7.500e-03, eta: 13:08:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.5938, loss_cls: 2.8312, loss: 2.8312, grad_norm: 6.9466 2021-12-02 23:01:35,164 - mmaction - INFO - Epoch [8][940/1793] lr: 7.500e-03, eta: 13:07:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3500, top5_acc: 0.6469, loss_cls: 2.6923, loss: 2.6923, grad_norm: 6.6451 2021-12-02 23:01:47,313 - mmaction - INFO - Epoch [8][960/1793] lr: 7.500e-03, eta: 13:07:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6281, loss_cls: 2.7818, loss: 2.7818, grad_norm: 6.8380 2021-12-02 23:01:59,450 - mmaction - INFO - Epoch [8][980/1793] lr: 7.500e-03, eta: 13:07:20, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6115, loss_cls: 2.8950, loss: 2.8950, grad_norm: 6.2649 2021-12-02 23:02:11,577 - mmaction - INFO - Epoch [8][1000/1793] lr: 7.500e-03, eta: 13:07:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3156, top5_acc: 0.6156, loss_cls: 2.8577, loss: 2.8577, grad_norm: 6.6886 2021-12-02 23:02:23,695 - mmaction - INFO - Epoch [8][1020/1793] lr: 7.500e-03, eta: 13:06:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3448, top5_acc: 0.6208, loss_cls: 2.7583, loss: 2.7583, grad_norm: 6.3126 2021-12-02 23:02:35,803 - mmaction - INFO - Epoch [8][1040/1793] lr: 7.500e-03, eta: 13:06:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3375, top5_acc: 0.6531, loss_cls: 2.7029, loss: 2.7029, grad_norm: 6.6813 2021-12-02 23:02:47,925 - mmaction - INFO - Epoch [8][1060/1793] lr: 7.500e-03, eta: 13:06:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3250, top5_acc: 0.6385, loss_cls: 2.7508, loss: 2.7508, grad_norm: 6.6515 2021-12-02 23:03:00,063 - mmaction - INFO - Epoch [8][1080/1793] lr: 7.500e-03, eta: 13:06:10, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6406, loss_cls: 2.6765, loss: 2.6765, grad_norm: 6.6397 2021-12-02 23:03:12,202 - mmaction - INFO - Epoch [8][1100/1793] lr: 7.500e-03, eta: 13:05:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3271, top5_acc: 0.6281, loss_cls: 2.8259, loss: 2.8259, grad_norm: 7.3277 2021-12-02 23:03:24,345 - mmaction - INFO - Epoch [8][1120/1793] lr: 7.500e-03, eta: 13:05:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3750, top5_acc: 0.6646, loss_cls: 2.6393, loss: 2.6393, grad_norm: 6.9417 2021-12-02 23:03:36,477 - mmaction - INFO - Epoch [8][1140/1793] lr: 7.500e-03, eta: 13:05:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6500, loss_cls: 2.7433, loss: 2.7433, grad_norm: 6.5120 2021-12-02 23:03:48,590 - mmaction - INFO - Epoch [8][1160/1793] lr: 7.500e-03, eta: 13:05:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3458, top5_acc: 0.6240, loss_cls: 2.7756, loss: 2.7756, grad_norm: 6.2688 2021-12-02 23:04:00,690 - mmaction - INFO - Epoch [8][1180/1793] lr: 7.500e-03, eta: 13:05:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3542, top5_acc: 0.6438, loss_cls: 2.7407, loss: 2.7407, grad_norm: 6.5555 2021-12-02 23:04:12,802 - mmaction - INFO - Epoch [8][1200/1793] lr: 7.500e-03, eta: 13:04:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3312, top5_acc: 0.6094, loss_cls: 2.8748, loss: 2.8748, grad_norm: 6.7681 2021-12-02 23:04:24,899 - mmaction - INFO - Epoch [8][1220/1793] lr: 7.500e-03, eta: 13:04:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3333, top5_acc: 0.6292, loss_cls: 2.7633, loss: 2.7633, grad_norm: 6.5758 2021-12-02 23:04:37,015 - mmaction - INFO - Epoch [8][1240/1793] lr: 7.500e-03, eta: 13:04:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3365, top5_acc: 0.6135, loss_cls: 2.8277, loss: 2.8277, grad_norm: 6.6652 2021-12-02 23:04:49,130 - mmaction - INFO - Epoch [8][1260/1793] lr: 7.500e-03, eta: 13:04:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6562, loss_cls: 2.6342, loss: 2.6342, grad_norm: 6.6989 2021-12-02 23:05:01,249 - mmaction - INFO - Epoch [8][1280/1793] lr: 7.500e-03, eta: 13:03:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3312, top5_acc: 0.6458, loss_cls: 2.7405, loss: 2.7405, grad_norm: 6.5445 2021-12-02 23:05:13,378 - mmaction - INFO - Epoch [8][1300/1793] lr: 7.500e-03, eta: 13:03:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6146, loss_cls: 2.8083, loss: 2.8083, grad_norm: 6.7859 2021-12-02 23:05:25,502 - mmaction - INFO - Epoch [8][1320/1793] lr: 7.500e-03, eta: 13:03:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6260, loss_cls: 2.8123, loss: 2.8123, grad_norm: 6.7201 2021-12-02 23:05:37,602 - mmaction - INFO - Epoch [8][1340/1793] lr: 7.500e-03, eta: 13:03:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3573, top5_acc: 0.6521, loss_cls: 2.6915, loss: 2.6915, grad_norm: 6.3491 2021-12-02 23:05:49,717 - mmaction - INFO - Epoch [8][1360/1793] lr: 7.500e-03, eta: 13:02:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6083, loss_cls: 2.8146, loss: 2.8146, grad_norm: 6.4087 2021-12-02 23:06:01,835 - mmaction - INFO - Epoch [8][1380/1793] lr: 7.500e-03, eta: 13:02:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6302, loss_cls: 2.7242, loss: 2.7242, grad_norm: 6.4144 2021-12-02 23:06:13,969 - mmaction - INFO - Epoch [8][1400/1793] lr: 7.500e-03, eta: 13:02:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3479, top5_acc: 0.6052, loss_cls: 2.7495, loss: 2.7495, grad_norm: 7.3265 2021-12-02 23:06:26,068 - mmaction - INFO - Epoch [8][1420/1793] lr: 7.500e-03, eta: 13:02:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3479, top5_acc: 0.6427, loss_cls: 2.7255, loss: 2.7255, grad_norm: 6.8067 2021-12-02 23:06:38,179 - mmaction - INFO - Epoch [8][1440/1793] lr: 7.500e-03, eta: 13:01:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3229, top5_acc: 0.6083, loss_cls: 2.9021, loss: 2.9021, grad_norm: 6.6378 2021-12-02 23:06:50,281 - mmaction - INFO - Epoch [8][1460/1793] lr: 7.500e-03, eta: 13:01:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3385, top5_acc: 0.6240, loss_cls: 2.7819, loss: 2.7819, grad_norm: 6.6421 2021-12-02 23:07:02,388 - mmaction - INFO - Epoch [8][1480/1793] lr: 7.500e-03, eta: 13:01:30, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6312, loss_cls: 2.7312, loss: 2.7312, grad_norm: 6.7509 2021-12-02 23:07:14,499 - mmaction - INFO - Epoch [8][1500/1793] lr: 7.500e-03, eta: 13:01:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3219, top5_acc: 0.6312, loss_cls: 2.8160, loss: 2.8160, grad_norm: 6.6281 2021-12-02 23:07:26,629 - mmaction - INFO - Epoch [8][1520/1793] lr: 7.500e-03, eta: 13:01:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3333, top5_acc: 0.6385, loss_cls: 2.7397, loss: 2.7397, grad_norm: 6.8023 2021-12-02 23:07:38,726 - mmaction - INFO - Epoch [8][1540/1793] lr: 7.500e-03, eta: 13:00:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6271, loss_cls: 2.8568, loss: 2.8568, grad_norm: 6.6789 2021-12-02 23:07:50,861 - mmaction - INFO - Epoch [8][1560/1793] lr: 7.500e-03, eta: 13:00:34, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3073, top5_acc: 0.6333, loss_cls: 2.8195, loss: 2.8195, grad_norm: 6.5338 2021-12-02 23:08:02,995 - mmaction - INFO - Epoch [8][1580/1793] lr: 7.500e-03, eta: 13:00:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3375, top5_acc: 0.6188, loss_cls: 2.8089, loss: 2.8089, grad_norm: 6.6307 2021-12-02 23:08:15,101 - mmaction - INFO - Epoch [8][1600/1793] lr: 7.500e-03, eta: 13:00:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3365, top5_acc: 0.6198, loss_cls: 2.7680, loss: 2.7680, grad_norm: 6.5560 2021-12-02 23:08:27,212 - mmaction - INFO - Epoch [8][1620/1793] lr: 7.500e-03, eta: 12:59:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6208, loss_cls: 2.7467, loss: 2.7467, grad_norm: 6.6769 2021-12-02 23:08:39,343 - mmaction - INFO - Epoch [8][1640/1793] lr: 7.500e-03, eta: 12:59:39, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6073, loss_cls: 2.8147, loss: 2.8147, grad_norm: 6.3498 2021-12-02 23:08:51,469 - mmaction - INFO - Epoch [8][1660/1793] lr: 7.500e-03, eta: 12:59:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3531, top5_acc: 0.6146, loss_cls: 2.7307, loss: 2.7307, grad_norm: 6.2430 2021-12-02 23:09:03,570 - mmaction - INFO - Epoch [8][1680/1793] lr: 7.500e-03, eta: 12:59:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6188, loss_cls: 2.8542, loss: 2.8542, grad_norm: 6.5562 2021-12-02 23:09:15,686 - mmaction - INFO - Epoch [8][1700/1793] lr: 7.500e-03, eta: 12:58:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3510, top5_acc: 0.6177, loss_cls: 2.7648, loss: 2.7648, grad_norm: 6.4122 2021-12-02 23:09:27,785 - mmaction - INFO - Epoch [8][1720/1793] lr: 7.500e-03, eta: 12:58:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3354, top5_acc: 0.6365, loss_cls: 2.7666, loss: 2.7666, grad_norm: 6.4425 2021-12-02 23:09:39,905 - mmaction - INFO - Epoch [8][1740/1793] lr: 7.500e-03, eta: 12:58:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3219, top5_acc: 0.6094, loss_cls: 2.8790, loss: 2.8790, grad_norm: 6.5595 2021-12-02 23:09:52,018 - mmaction - INFO - Epoch [8][1760/1793] lr: 7.500e-03, eta: 12:58:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6302, loss_cls: 2.7671, loss: 2.7671, grad_norm: 6.8354 2021-12-02 23:10:04,116 - mmaction - INFO - Epoch [8][1780/1793] lr: 7.500e-03, eta: 12:58:01, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3240, top5_acc: 0.6312, loss_cls: 2.7481, loss: 2.7481, grad_norm: 6.6072 2021-12-02 23:11:23,512 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:11:23,665 - mmaction - INFO - top1_acc 0.2732 top5_acc 0.5555 2021-12-02 23:11:23,665 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:11:23,675 - mmaction - INFO - mean_acc 0.2455 2021-12-02 23:11:25,547 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-12-02 23:11:25,548 - mmaction - INFO - Best top1_acc is 0.2732 at 8 epoch. 2021-12-02 23:11:25,552 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-12-02 23:11:28,487 - mmaction - INFO - Epoch(val) [8][241] top1_acc: 0.2732, top5_acc: 0.5555, mean_class_accuracy: 0.2455 2021-12-02 23:12:06,963 - mmaction - INFO - Epoch [9][20/1793] lr: 7.500e-03, eta: 12:59:15, time: 1.924, data_time: 1.321, memory: 10469, top1_acc: 0.3531, top5_acc: 0.6542, loss_cls: 2.6731, loss: 2.6731, grad_norm: 6.7058 2021-12-02 23:12:19,045 - mmaction - INFO - Epoch [9][40/1793] lr: 7.500e-03, eta: 12:59:01, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6333, loss_cls: 2.7194, loss: 2.7194, grad_norm: 6.7827 2021-12-02 23:12:31,131 - mmaction - INFO - Epoch [9][60/1793] lr: 7.500e-03, eta: 12:58:47, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3531, top5_acc: 0.6396, loss_cls: 2.7228, loss: 2.7228, grad_norm: 6.6763 2021-12-02 23:12:43,212 - mmaction - INFO - Epoch [9][80/1793] lr: 7.500e-03, eta: 12:58:33, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6271, loss_cls: 2.7692, loss: 2.7692, grad_norm: 7.0265 2021-12-02 23:12:55,299 - mmaction - INFO - Epoch [9][100/1793] lr: 7.500e-03, eta: 12:58:18, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3438, top5_acc: 0.6219, loss_cls: 2.7456, loss: 2.7456, grad_norm: 6.6453 2021-12-02 23:13:07,435 - mmaction - INFO - Epoch [9][120/1793] lr: 7.500e-03, eta: 12:58:05, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3458, top5_acc: 0.6365, loss_cls: 2.7213, loss: 2.7213, grad_norm: 7.0272 2021-12-02 23:13:19,554 - mmaction - INFO - Epoch [9][140/1793] lr: 7.500e-03, eta: 12:57:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6615, loss_cls: 2.6552, loss: 2.6552, grad_norm: 6.8686 2021-12-02 23:13:31,664 - mmaction - INFO - Epoch [9][160/1793] lr: 7.500e-03, eta: 12:57:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3094, top5_acc: 0.6052, loss_cls: 2.8239, loss: 2.8239, grad_norm: 7.1192 2021-12-02 23:13:43,779 - mmaction - INFO - Epoch [9][180/1793] lr: 7.500e-03, eta: 12:57:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3125, top5_acc: 0.6438, loss_cls: 2.7216, loss: 2.7216, grad_norm: 7.0623 2021-12-02 23:13:55,902 - mmaction - INFO - Epoch [9][200/1793] lr: 7.500e-03, eta: 12:57:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6552, loss_cls: 2.7385, loss: 2.7385, grad_norm: 7.7834 2021-12-02 23:14:08,039 - mmaction - INFO - Epoch [9][220/1793] lr: 7.500e-03, eta: 12:56:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3292, top5_acc: 0.6281, loss_cls: 2.7362, loss: 2.7362, grad_norm: 7.2354 2021-12-02 23:14:20,159 - mmaction - INFO - Epoch [9][240/1793] lr: 7.500e-03, eta: 12:56:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6365, loss_cls: 2.8270, loss: 2.8270, grad_norm: 6.8111 2021-12-02 23:14:32,283 - mmaction - INFO - Epoch [9][260/1793] lr: 7.500e-03, eta: 12:56:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6354, loss_cls: 2.7349, loss: 2.7349, grad_norm: 7.0015 2021-12-02 23:14:44,433 - mmaction - INFO - Epoch [9][280/1793] lr: 7.500e-03, eta: 12:56:13, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3302, top5_acc: 0.6219, loss_cls: 2.8446, loss: 2.8446, grad_norm: 6.7906 2021-12-02 23:14:56,563 - mmaction - INFO - Epoch [9][300/1793] lr: 7.500e-03, eta: 12:55:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3271, top5_acc: 0.6458, loss_cls: 2.7307, loss: 2.7307, grad_norm: 6.5045 2021-12-02 23:15:08,688 - mmaction - INFO - Epoch [9][320/1793] lr: 7.500e-03, eta: 12:55:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6479, loss_cls: 2.7210, loss: 2.7210, grad_norm: 6.9302 2021-12-02 23:15:20,822 - mmaction - INFO - Epoch [9][340/1793] lr: 7.500e-03, eta: 12:55:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6271, loss_cls: 2.7546, loss: 2.7546, grad_norm: 6.4326 2021-12-02 23:15:32,977 - mmaction - INFO - Epoch [9][360/1793] lr: 7.500e-03, eta: 12:55:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3375, top5_acc: 0.6438, loss_cls: 2.7680, loss: 2.7680, grad_norm: 6.9379 2021-12-02 23:15:45,106 - mmaction - INFO - Epoch [9][380/1793] lr: 7.500e-03, eta: 12:55:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6677, loss_cls: 2.5695, loss: 2.5695, grad_norm: 6.7630 2021-12-02 23:15:57,240 - mmaction - INFO - Epoch [9][400/1793] lr: 7.500e-03, eta: 12:54:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3333, top5_acc: 0.6104, loss_cls: 2.8455, loss: 2.8455, grad_norm: 6.7467 2021-12-02 23:16:09,394 - mmaction - INFO - Epoch [9][420/1793] lr: 7.500e-03, eta: 12:54:36, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3312, top5_acc: 0.6385, loss_cls: 2.7728, loss: 2.7728, grad_norm: 6.8652 2021-12-02 23:16:21,536 - mmaction - INFO - Epoch [9][440/1793] lr: 7.500e-03, eta: 12:54:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6292, loss_cls: 2.7042, loss: 2.7042, grad_norm: 6.9860 2021-12-02 23:16:33,688 - mmaction - INFO - Epoch [9][460/1793] lr: 7.500e-03, eta: 12:54:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3542, top5_acc: 0.6552, loss_cls: 2.6672, loss: 2.6672, grad_norm: 6.8123 2021-12-02 23:16:45,816 - mmaction - INFO - Epoch [9][480/1793] lr: 7.500e-03, eta: 12:53:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6219, loss_cls: 2.7767, loss: 2.7767, grad_norm: 6.9503 2021-12-02 23:16:57,963 - mmaction - INFO - Epoch [9][500/1793] lr: 7.500e-03, eta: 12:53:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3354, top5_acc: 0.6135, loss_cls: 2.8144, loss: 2.8144, grad_norm: 6.6938 2021-12-02 23:17:10,114 - mmaction - INFO - Epoch [9][520/1793] lr: 7.500e-03, eta: 12:53:28, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3500, top5_acc: 0.6208, loss_cls: 2.7311, loss: 2.7311, grad_norm: 6.9890 2021-12-02 23:17:22,262 - mmaction - INFO - Epoch [9][540/1793] lr: 7.500e-03, eta: 12:53:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3396, top5_acc: 0.6583, loss_cls: 2.6762, loss: 2.6762, grad_norm: 6.8753 2021-12-02 23:17:34,405 - mmaction - INFO - Epoch [9][560/1793] lr: 7.500e-03, eta: 12:53:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3240, top5_acc: 0.6375, loss_cls: 2.7601, loss: 2.7601, grad_norm: 6.9291 2021-12-02 23:17:46,578 - mmaction - INFO - Epoch [9][580/1793] lr: 7.500e-03, eta: 12:52:46, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6271, loss_cls: 2.7504, loss: 2.7504, grad_norm: 6.8120 2021-12-02 23:17:58,712 - mmaction - INFO - Epoch [9][600/1793] lr: 7.500e-03, eta: 12:52:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3312, top5_acc: 0.6479, loss_cls: 2.7811, loss: 2.7811, grad_norm: 7.2226 2021-12-02 23:18:10,868 - mmaction - INFO - Epoch [9][620/1793] lr: 7.500e-03, eta: 12:52:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6448, loss_cls: 2.7136, loss: 2.7136, grad_norm: 6.4890 2021-12-02 23:18:23,017 - mmaction - INFO - Epoch [9][640/1793] lr: 7.500e-03, eta: 12:52:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6177, loss_cls: 2.7058, loss: 2.7058, grad_norm: 7.2142 2021-12-02 23:18:35,166 - mmaction - INFO - Epoch [9][660/1793] lr: 7.500e-03, eta: 12:51:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6552, loss_cls: 2.6263, loss: 2.6263, grad_norm: 7.2565 2021-12-02 23:18:47,302 - mmaction - INFO - Epoch [9][680/1793] lr: 7.500e-03, eta: 12:51:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6323, loss_cls: 2.7469, loss: 2.7469, grad_norm: 6.8515 2021-12-02 23:18:59,452 - mmaction - INFO - Epoch [9][700/1793] lr: 7.500e-03, eta: 12:51:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6156, loss_cls: 2.7605, loss: 2.7605, grad_norm: 7.1210 2021-12-02 23:19:11,600 - mmaction - INFO - Epoch [9][720/1793] lr: 7.500e-03, eta: 12:51:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3531, top5_acc: 0.6375, loss_cls: 2.7207, loss: 2.7207, grad_norm: 6.5659 2021-12-02 23:19:23,735 - mmaction - INFO - Epoch [9][740/1793] lr: 7.500e-03, eta: 12:50:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6146, loss_cls: 2.8018, loss: 2.8018, grad_norm: 6.9817 2021-12-02 23:19:35,867 - mmaction - INFO - Epoch [9][760/1793] lr: 7.500e-03, eta: 12:50:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3208, top5_acc: 0.6073, loss_cls: 2.8709, loss: 2.8709, grad_norm: 7.2410 2021-12-02 23:19:47,988 - mmaction - INFO - Epoch [9][780/1793] lr: 7.500e-03, eta: 12:50:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6271, loss_cls: 2.7624, loss: 2.7624, grad_norm: 6.5975 2021-12-02 23:20:00,115 - mmaction - INFO - Epoch [9][800/1793] lr: 7.500e-03, eta: 12:50:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3490, top5_acc: 0.6385, loss_cls: 2.7422, loss: 2.7422, grad_norm: 6.5317 2021-12-02 23:20:12,266 - mmaction - INFO - Epoch [9][820/1793] lr: 7.500e-03, eta: 12:50:02, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3333, top5_acc: 0.6031, loss_cls: 2.7885, loss: 2.7885, grad_norm: 6.7002 2021-12-02 23:20:24,401 - mmaction - INFO - Epoch [9][840/1793] lr: 7.500e-03, eta: 12:49:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6552, loss_cls: 2.6084, loss: 2.6084, grad_norm: 6.6032 2021-12-02 23:20:36,534 - mmaction - INFO - Epoch [9][860/1793] lr: 7.500e-03, eta: 12:49:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6260, loss_cls: 2.7534, loss: 2.7534, grad_norm: 6.5989 2021-12-02 23:20:48,673 - mmaction - INFO - Epoch [9][880/1793] lr: 7.500e-03, eta: 12:49:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6198, loss_cls: 2.7494, loss: 2.7494, grad_norm: 6.6606 2021-12-02 23:21:00,788 - mmaction - INFO - Epoch [9][900/1793] lr: 7.500e-03, eta: 12:49:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3302, top5_acc: 0.6156, loss_cls: 2.8298, loss: 2.8298, grad_norm: 7.0437 2021-12-02 23:21:12,927 - mmaction - INFO - Epoch [9][920/1793] lr: 7.500e-03, eta: 12:48:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6375, loss_cls: 2.7259, loss: 2.7259, grad_norm: 6.8659 2021-12-02 23:21:25,061 - mmaction - INFO - Epoch [9][940/1793] lr: 7.500e-03, eta: 12:48:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6438, loss_cls: 2.6880, loss: 2.6880, grad_norm: 6.8566 2021-12-02 23:21:37,190 - mmaction - INFO - Epoch [9][960/1793] lr: 7.500e-03, eta: 12:48:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3396, top5_acc: 0.6115, loss_cls: 2.8285, loss: 2.8285, grad_norm: 6.5360 2021-12-02 23:21:49,326 - mmaction - INFO - Epoch [9][980/1793] lr: 7.500e-03, eta: 12:48:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6208, loss_cls: 2.7331, loss: 2.7331, grad_norm: 7.0654 2021-12-02 23:22:01,458 - mmaction - INFO - Epoch [9][1000/1793] lr: 7.500e-03, eta: 12:47:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6312, loss_cls: 2.7283, loss: 2.7283, grad_norm: 6.7655 2021-12-02 23:22:13,606 - mmaction - INFO - Epoch [9][1020/1793] lr: 7.500e-03, eta: 12:47:44, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6719, loss_cls: 2.5792, loss: 2.5792, grad_norm: 6.4934 2021-12-02 23:22:25,739 - mmaction - INFO - Epoch [9][1040/1793] lr: 7.500e-03, eta: 12:47:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6375, loss_cls: 2.7402, loss: 2.7402, grad_norm: 6.5754 2021-12-02 23:22:37,867 - mmaction - INFO - Epoch [9][1060/1793] lr: 7.500e-03, eta: 12:47:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6656, loss_cls: 2.5698, loss: 2.5698, grad_norm: 6.5609 2021-12-02 23:22:50,004 - mmaction - INFO - Epoch [9][1080/1793] lr: 7.500e-03, eta: 12:47:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3479, top5_acc: 0.6417, loss_cls: 2.6773, loss: 2.6773, grad_norm: 7.1535 2021-12-02 23:23:02,140 - mmaction - INFO - Epoch [9][1100/1793] lr: 7.500e-03, eta: 12:46:50, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3281, top5_acc: 0.6323, loss_cls: 2.7559, loss: 2.7559, grad_norm: 6.8190 2021-12-02 23:23:14,249 - mmaction - INFO - Epoch [9][1120/1793] lr: 7.500e-03, eta: 12:46:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6427, loss_cls: 2.7083, loss: 2.7083, grad_norm: 6.6195 2021-12-02 23:23:26,357 - mmaction - INFO - Epoch [9][1140/1793] lr: 7.500e-03, eta: 12:46:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3490, top5_acc: 0.6167, loss_cls: 2.7461, loss: 2.7461, grad_norm: 6.6985 2021-12-02 23:23:38,457 - mmaction - INFO - Epoch [9][1160/1793] lr: 7.500e-03, eta: 12:46:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6396, loss_cls: 2.7318, loss: 2.7318, grad_norm: 6.8415 2021-12-02 23:23:50,582 - mmaction - INFO - Epoch [9][1180/1793] lr: 7.500e-03, eta: 12:45:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6490, loss_cls: 2.6544, loss: 2.6544, grad_norm: 6.4056 2021-12-02 23:24:02,712 - mmaction - INFO - Epoch [9][1200/1793] lr: 7.500e-03, eta: 12:45:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6656, loss_cls: 2.6305, loss: 2.6305, grad_norm: 6.6449 2021-12-02 23:24:14,838 - mmaction - INFO - Epoch [9][1220/1793] lr: 7.500e-03, eta: 12:45:27, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6656, loss_cls: 2.5828, loss: 2.5828, grad_norm: 6.4359 2021-12-02 23:24:26,954 - mmaction - INFO - Epoch [9][1240/1793] lr: 7.500e-03, eta: 12:45:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6500, loss_cls: 2.5785, loss: 2.5785, grad_norm: 7.0626 2021-12-02 23:24:39,066 - mmaction - INFO - Epoch [9][1260/1793] lr: 7.500e-03, eta: 12:45:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3750, top5_acc: 0.6594, loss_cls: 2.6184, loss: 2.6184, grad_norm: 6.7592 2021-12-02 23:24:51,179 - mmaction - INFO - Epoch [9][1280/1793] lr: 7.500e-03, eta: 12:44:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3396, top5_acc: 0.6250, loss_cls: 2.7667, loss: 2.7667, grad_norm: 6.8104 2021-12-02 23:25:03,285 - mmaction - INFO - Epoch [9][1300/1793] lr: 7.500e-03, eta: 12:44:32, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3302, top5_acc: 0.6365, loss_cls: 2.7392, loss: 2.7392, grad_norm: 6.6657 2021-12-02 23:25:15,399 - mmaction - INFO - Epoch [9][1320/1793] lr: 7.500e-03, eta: 12:44:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3448, top5_acc: 0.6260, loss_cls: 2.7960, loss: 2.7960, grad_norm: 6.6259 2021-12-02 23:25:27,511 - mmaction - INFO - Epoch [9][1340/1793] lr: 7.500e-03, eta: 12:44:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6354, loss_cls: 2.6603, loss: 2.6603, grad_norm: 6.9661 2021-12-02 23:25:39,639 - mmaction - INFO - Epoch [9][1360/1793] lr: 7.500e-03, eta: 12:43:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6573, loss_cls: 2.6401, loss: 2.6401, grad_norm: 6.8852 2021-12-02 23:25:51,758 - mmaction - INFO - Epoch [9][1380/1793] lr: 7.500e-03, eta: 12:43:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6396, loss_cls: 2.6833, loss: 2.6833, grad_norm: 6.5964 2021-12-02 23:26:03,879 - mmaction - INFO - Epoch [9][1400/1793] lr: 7.500e-03, eta: 12:43:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3625, top5_acc: 0.6417, loss_cls: 2.6476, loss: 2.6476, grad_norm: 6.8847 2021-12-02 23:26:16,005 - mmaction - INFO - Epoch [9][1420/1793] lr: 7.500e-03, eta: 12:43:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6615, loss_cls: 2.6311, loss: 2.6311, grad_norm: 6.6491 2021-12-02 23:26:28,123 - mmaction - INFO - Epoch [9][1440/1793] lr: 7.500e-03, eta: 12:42:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6396, loss_cls: 2.7563, loss: 2.7563, grad_norm: 7.2255 2021-12-02 23:26:40,241 - mmaction - INFO - Epoch [9][1460/1793] lr: 7.500e-03, eta: 12:42:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3271, top5_acc: 0.5938, loss_cls: 2.9065, loss: 2.9065, grad_norm: 6.7186 2021-12-02 23:26:52,354 - mmaction - INFO - Epoch [9][1480/1793] lr: 7.500e-03, eta: 12:42:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3448, top5_acc: 0.6385, loss_cls: 2.7189, loss: 2.7189, grad_norm: 6.6959 2021-12-02 23:27:04,486 - mmaction - INFO - Epoch [9][1500/1793] lr: 7.500e-03, eta: 12:42:15, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6573, loss_cls: 2.6157, loss: 2.6157, grad_norm: 6.8970 2021-12-02 23:27:16,600 - mmaction - INFO - Epoch [9][1520/1793] lr: 7.500e-03, eta: 12:42:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6562, loss_cls: 2.5822, loss: 2.5822, grad_norm: 6.7070 2021-12-02 23:27:28,730 - mmaction - INFO - Epoch [9][1540/1793] lr: 7.500e-03, eta: 12:41:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3125, top5_acc: 0.6135, loss_cls: 2.8260, loss: 2.8260, grad_norm: 6.9287 2021-12-02 23:27:40,848 - mmaction - INFO - Epoch [9][1560/1793] lr: 7.500e-03, eta: 12:41:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6312, loss_cls: 2.7289, loss: 2.7289, grad_norm: 7.0029 2021-12-02 23:27:52,951 - mmaction - INFO - Epoch [9][1580/1793] lr: 7.500e-03, eta: 12:41:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3292, top5_acc: 0.6062, loss_cls: 2.7872, loss: 2.7872, grad_norm: 6.5627 2021-12-02 23:28:05,083 - mmaction - INFO - Epoch [9][1600/1793] lr: 7.500e-03, eta: 12:41:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6417, loss_cls: 2.6518, loss: 2.6518, grad_norm: 6.6187 2021-12-02 23:28:17,194 - mmaction - INFO - Epoch [9][1620/1793] lr: 7.500e-03, eta: 12:40:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6375, loss_cls: 2.6989, loss: 2.6989, grad_norm: 6.7289 2021-12-02 23:28:29,307 - mmaction - INFO - Epoch [9][1640/1793] lr: 7.500e-03, eta: 12:40:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3573, top5_acc: 0.6438, loss_cls: 2.7132, loss: 2.7132, grad_norm: 6.7569 2021-12-02 23:28:41,424 - mmaction - INFO - Epoch [9][1660/1793] lr: 7.500e-03, eta: 12:40:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6240, loss_cls: 2.7014, loss: 2.7014, grad_norm: 6.4620 2021-12-02 23:28:53,542 - mmaction - INFO - Epoch [9][1680/1793] lr: 7.500e-03, eta: 12:40:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6781, loss_cls: 2.5940, loss: 2.5940, grad_norm: 6.6192 2021-12-02 23:29:05,679 - mmaction - INFO - Epoch [9][1700/1793] lr: 7.500e-03, eta: 12:39:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3635, top5_acc: 0.6656, loss_cls: 2.6440, loss: 2.6440, grad_norm: 6.8840 2021-12-02 23:29:17,801 - mmaction - INFO - Epoch [9][1720/1793] lr: 7.500e-03, eta: 12:39:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6729, loss_cls: 2.5985, loss: 2.5985, grad_norm: 6.6259 2021-12-02 23:29:29,922 - mmaction - INFO - Epoch [9][1740/1793] lr: 7.500e-03, eta: 12:39:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6260, loss_cls: 2.7302, loss: 2.7302, grad_norm: 7.1880 2021-12-02 23:29:42,050 - mmaction - INFO - Epoch [9][1760/1793] lr: 7.500e-03, eta: 12:39:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3573, top5_acc: 0.6646, loss_cls: 2.6429, loss: 2.6429, grad_norm: 6.9762 2021-12-02 23:29:54,168 - mmaction - INFO - Epoch [9][1780/1793] lr: 7.500e-03, eta: 12:39:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6365, loss_cls: 2.7517, loss: 2.7517, grad_norm: 6.9063 2021-12-02 23:31:12,550 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:31:12,704 - mmaction - INFO - top1_acc 0.2762 top5_acc 0.5603 2021-12-02 23:31:12,704 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:31:12,713 - mmaction - INFO - mean_acc 0.2513 2021-12-02 23:31:13,428 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-12-02 23:31:13,428 - mmaction - INFO - Best top1_acc is 0.2762 at 9 epoch. 2021-12-02 23:31:13,432 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-12-02 23:31:16,640 - mmaction - INFO - Epoch(val) [9][241] top1_acc: 0.2762, top5_acc: 0.5603, mean_class_accuracy: 0.2513 2021-12-02 23:31:55,167 - mmaction - INFO - Epoch [10][20/1793] lr: 7.500e-03, eta: 12:40:06, time: 1.926, data_time: 1.325, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6698, loss_cls: 2.5496, loss: 2.5496, grad_norm: 6.9908 2021-12-02 23:32:07,246 - mmaction - INFO - Epoch [10][40/1793] lr: 7.500e-03, eta: 12:39:52, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.3396, top5_acc: 0.6323, loss_cls: 2.7372, loss: 2.7372, grad_norm: 6.7969 2021-12-02 23:32:19,301 - mmaction - INFO - Epoch [10][60/1793] lr: 7.500e-03, eta: 12:39:38, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6500, loss_cls: 2.6331, loss: 2.6331, grad_norm: 6.7850 2021-12-02 23:32:31,401 - mmaction - INFO - Epoch [10][80/1793] lr: 7.500e-03, eta: 12:39:24, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6427, loss_cls: 2.6818, loss: 2.6818, grad_norm: 6.7825 2021-12-02 23:32:43,483 - mmaction - INFO - Epoch [10][100/1793] lr: 7.500e-03, eta: 12:39:10, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3365, top5_acc: 0.6635, loss_cls: 2.7054, loss: 2.7054, grad_norm: 6.4658 2021-12-02 23:32:55,606 - mmaction - INFO - Epoch [10][120/1793] lr: 7.500e-03, eta: 12:38:57, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6615, loss_cls: 2.5821, loss: 2.5821, grad_norm: 6.9879 2021-12-02 23:33:07,709 - mmaction - INFO - Epoch [10][140/1793] lr: 7.500e-03, eta: 12:38:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6427, loss_cls: 2.7262, loss: 2.7262, grad_norm: 7.0037 2021-12-02 23:33:19,816 - mmaction - INFO - Epoch [10][160/1793] lr: 7.500e-03, eta: 12:38:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6469, loss_cls: 2.6702, loss: 2.6702, grad_norm: 7.1317 2021-12-02 23:33:31,939 - mmaction - INFO - Epoch [10][180/1793] lr: 7.500e-03, eta: 12:38:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3417, top5_acc: 0.6385, loss_cls: 2.7079, loss: 2.7079, grad_norm: 6.6971 2021-12-02 23:33:44,068 - mmaction - INFO - Epoch [10][200/1793] lr: 7.500e-03, eta: 12:38:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6625, loss_cls: 2.6392, loss: 2.6392, grad_norm: 7.0640 2021-12-02 23:33:56,216 - mmaction - INFO - Epoch [10][220/1793] lr: 7.500e-03, eta: 12:37:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6281, loss_cls: 2.6637, loss: 2.6637, grad_norm: 6.9221 2021-12-02 23:34:08,330 - mmaction - INFO - Epoch [10][240/1793] lr: 7.500e-03, eta: 12:37:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6531, loss_cls: 2.6742, loss: 2.6742, grad_norm: 7.0361 2021-12-02 23:34:20,457 - mmaction - INFO - Epoch [10][260/1793] lr: 7.500e-03, eta: 12:37:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6573, loss_cls: 2.6174, loss: 2.6174, grad_norm: 6.9358 2021-12-02 23:34:32,587 - mmaction - INFO - Epoch [10][280/1793] lr: 7.500e-03, eta: 12:37:07, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3531, top5_acc: 0.6490, loss_cls: 2.6379, loss: 2.6379, grad_norm: 6.9276 2021-12-02 23:34:44,706 - mmaction - INFO - Epoch [10][300/1793] lr: 7.500e-03, eta: 12:36:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3740, top5_acc: 0.6510, loss_cls: 2.6600, loss: 2.6600, grad_norm: 6.6478 2021-12-02 23:34:56,843 - mmaction - INFO - Epoch [10][320/1793] lr: 7.500e-03, eta: 12:36:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6615, loss_cls: 2.6210, loss: 2.6210, grad_norm: 6.6505 2021-12-02 23:35:08,977 - mmaction - INFO - Epoch [10][340/1793] lr: 7.500e-03, eta: 12:36:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6448, loss_cls: 2.7417, loss: 2.7417, grad_norm: 7.3844 2021-12-02 23:35:21,098 - mmaction - INFO - Epoch [10][360/1793] lr: 7.500e-03, eta: 12:36:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6312, loss_cls: 2.7202, loss: 2.7202, grad_norm: 6.6828 2021-12-02 23:35:33,213 - mmaction - INFO - Epoch [10][380/1793] lr: 7.500e-03, eta: 12:35:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3438, top5_acc: 0.6604, loss_cls: 2.6350, loss: 2.6350, grad_norm: 6.8838 2021-12-02 23:35:45,355 - mmaction - INFO - Epoch [10][400/1793] lr: 7.500e-03, eta: 12:35:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6740, loss_cls: 2.5933, loss: 2.5933, grad_norm: 7.4005 2021-12-02 23:35:57,492 - mmaction - INFO - Epoch [10][420/1793] lr: 7.500e-03, eta: 12:35:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6740, loss_cls: 2.6630, loss: 2.6630, grad_norm: 7.2637 2021-12-02 23:36:09,627 - mmaction - INFO - Epoch [10][440/1793] lr: 7.500e-03, eta: 12:35:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6469, loss_cls: 2.6494, loss: 2.6494, grad_norm: 7.2308 2021-12-02 23:36:21,765 - mmaction - INFO - Epoch [10][460/1793] lr: 7.500e-03, eta: 12:35:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6323, loss_cls: 2.7634, loss: 2.7634, grad_norm: 6.5658 2021-12-02 23:36:33,912 - mmaction - INFO - Epoch [10][480/1793] lr: 7.500e-03, eta: 12:34:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3573, top5_acc: 0.6458, loss_cls: 2.6890, loss: 2.6890, grad_norm: 6.6920 2021-12-02 23:36:46,060 - mmaction - INFO - Epoch [10][500/1793] lr: 7.500e-03, eta: 12:34:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6760, loss_cls: 2.5611, loss: 2.5611, grad_norm: 7.3190 2021-12-02 23:36:58,222 - mmaction - INFO - Epoch [10][520/1793] lr: 7.500e-03, eta: 12:34:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6510, loss_cls: 2.6263, loss: 2.6263, grad_norm: 7.1864 2021-12-02 23:37:10,341 - mmaction - INFO - Epoch [10][540/1793] lr: 7.500e-03, eta: 12:34:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3531, top5_acc: 0.6344, loss_cls: 2.6021, loss: 2.6021, grad_norm: 6.7941 2021-12-02 23:37:22,482 - mmaction - INFO - Epoch [10][560/1793] lr: 7.500e-03, eta: 12:33:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6354, loss_cls: 2.7027, loss: 2.7027, grad_norm: 7.3446 2021-12-02 23:37:34,633 - mmaction - INFO - Epoch [10][580/1793] lr: 7.500e-03, eta: 12:33:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6490, loss_cls: 2.6897, loss: 2.6897, grad_norm: 7.0519 2021-12-02 23:37:46,789 - mmaction - INFO - Epoch [10][600/1793] lr: 7.500e-03, eta: 12:33:30, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6531, loss_cls: 2.6260, loss: 2.6260, grad_norm: 6.8133 2021-12-02 23:37:58,922 - mmaction - INFO - Epoch [10][620/1793] lr: 7.500e-03, eta: 12:33:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6427, loss_cls: 2.7276, loss: 2.7276, grad_norm: 6.8246 2021-12-02 23:38:11,070 - mmaction - INFO - Epoch [10][640/1793] lr: 7.500e-03, eta: 12:33:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6448, loss_cls: 2.6378, loss: 2.6378, grad_norm: 7.0619 2021-12-02 23:38:23,200 - mmaction - INFO - Epoch [10][660/1793] lr: 7.500e-03, eta: 12:32:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3823, top5_acc: 0.6698, loss_cls: 2.5487, loss: 2.5487, grad_norm: 7.0394 2021-12-02 23:38:35,327 - mmaction - INFO - Epoch [10][680/1793] lr: 7.500e-03, eta: 12:32:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3542, top5_acc: 0.6271, loss_cls: 2.7166, loss: 2.7166, grad_norm: 7.2200 2021-12-02 23:38:47,451 - mmaction - INFO - Epoch [10][700/1793] lr: 7.500e-03, eta: 12:32:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6427, loss_cls: 2.6646, loss: 2.6646, grad_norm: 6.6492 2021-12-02 23:38:59,569 - mmaction - INFO - Epoch [10][720/1793] lr: 7.500e-03, eta: 12:32:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3656, top5_acc: 0.6687, loss_cls: 2.6234, loss: 2.6234, grad_norm: 7.4847 2021-12-02 23:39:11,702 - mmaction - INFO - Epoch [10][740/1793] lr: 7.500e-03, eta: 12:31:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3510, top5_acc: 0.6687, loss_cls: 2.5606, loss: 2.5606, grad_norm: 7.2771 2021-12-02 23:39:23,848 - mmaction - INFO - Epoch [10][760/1793] lr: 7.500e-03, eta: 12:31:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6552, loss_cls: 2.6312, loss: 2.6312, grad_norm: 7.0149 2021-12-02 23:39:35,980 - mmaction - INFO - Epoch [10][780/1793] lr: 7.500e-03, eta: 12:31:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6635, loss_cls: 2.6258, loss: 2.6258, grad_norm: 7.2269 2021-12-02 23:39:48,122 - mmaction - INFO - Epoch [10][800/1793] lr: 7.500e-03, eta: 12:31:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6292, loss_cls: 2.6729, loss: 2.6729, grad_norm: 7.0421 2021-12-02 23:40:00,274 - mmaction - INFO - Epoch [10][820/1793] lr: 7.500e-03, eta: 12:31:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3656, top5_acc: 0.6229, loss_cls: 2.7169, loss: 2.7169, grad_norm: 7.2504 2021-12-02 23:40:12,410 - mmaction - INFO - Epoch [10][840/1793] lr: 7.500e-03, eta: 12:30:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6583, loss_cls: 2.6418, loss: 2.6418, grad_norm: 6.5840 2021-12-02 23:40:24,569 - mmaction - INFO - Epoch [10][860/1793] lr: 7.500e-03, eta: 12:30:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3469, top5_acc: 0.6354, loss_cls: 2.6782, loss: 2.6782, grad_norm: 7.0298 2021-12-02 23:40:36,713 - mmaction - INFO - Epoch [10][880/1793] lr: 7.500e-03, eta: 12:30:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3448, top5_acc: 0.6573, loss_cls: 2.6266, loss: 2.6266, grad_norm: 6.8280 2021-12-02 23:40:48,867 - mmaction - INFO - Epoch [10][900/1793] lr: 7.500e-03, eta: 12:30:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6594, loss_cls: 2.6082, loss: 2.6082, grad_norm: 6.8944 2021-12-02 23:41:01,019 - mmaction - INFO - Epoch [10][920/1793] lr: 7.500e-03, eta: 12:29:54, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3635, top5_acc: 0.6521, loss_cls: 2.6215, loss: 2.6215, grad_norm: 6.6570 2021-12-02 23:41:13,155 - mmaction - INFO - Epoch [10][940/1793] lr: 7.500e-03, eta: 12:29:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3490, top5_acc: 0.6698, loss_cls: 2.6348, loss: 2.6348, grad_norm: 7.2244 2021-12-02 23:41:25,302 - mmaction - INFO - Epoch [10][960/1793] lr: 7.500e-03, eta: 12:29:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6448, loss_cls: 2.6684, loss: 2.6684, grad_norm: 6.9024 2021-12-02 23:41:37,430 - mmaction - INFO - Epoch [10][980/1793] lr: 7.500e-03, eta: 12:29:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6562, loss_cls: 2.6779, loss: 2.6779, grad_norm: 7.0929 2021-12-02 23:41:49,586 - mmaction - INFO - Epoch [10][1000/1793] lr: 7.500e-03, eta: 12:29:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6531, loss_cls: 2.6355, loss: 2.6355, grad_norm: 6.9827 2021-12-02 23:42:01,732 - mmaction - INFO - Epoch [10][1020/1793] lr: 7.500e-03, eta: 12:28:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6458, loss_cls: 2.6097, loss: 2.6097, grad_norm: 6.4229 2021-12-02 23:42:13,890 - mmaction - INFO - Epoch [10][1040/1793] lr: 7.500e-03, eta: 12:28:33, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6667, loss_cls: 2.5761, loss: 2.5761, grad_norm: 6.9725 2021-12-02 23:42:26,044 - mmaction - INFO - Epoch [10][1060/1793] lr: 7.500e-03, eta: 12:28:20, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6542, loss_cls: 2.6684, loss: 2.6684, grad_norm: 7.3413 2021-12-02 23:42:38,193 - mmaction - INFO - Epoch [10][1080/1793] lr: 7.500e-03, eta: 12:28:06, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3490, top5_acc: 0.6719, loss_cls: 2.6271, loss: 2.6271, grad_norm: 7.2033 2021-12-02 23:42:50,328 - mmaction - INFO - Epoch [10][1100/1793] lr: 7.500e-03, eta: 12:27:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6615, loss_cls: 2.6401, loss: 2.6401, grad_norm: 7.0812 2021-12-02 23:43:02,473 - mmaction - INFO - Epoch [10][1120/1793] lr: 7.500e-03, eta: 12:27:39, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3510, top5_acc: 0.6615, loss_cls: 2.6512, loss: 2.6512, grad_norm: 7.4065 2021-12-02 23:43:14,611 - mmaction - INFO - Epoch [10][1140/1793] lr: 7.500e-03, eta: 12:27:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3427, top5_acc: 0.6344, loss_cls: 2.7499, loss: 2.7499, grad_norm: 7.6819 2021-12-02 23:43:26,759 - mmaction - INFO - Epoch [10][1160/1793] lr: 7.500e-03, eta: 12:27:12, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6438, loss_cls: 2.6946, loss: 2.6946, grad_norm: 6.8152 2021-12-02 23:43:38,878 - mmaction - INFO - Epoch [10][1180/1793] lr: 7.500e-03, eta: 12:26:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6375, loss_cls: 2.6915, loss: 2.6915, grad_norm: 7.5583 2021-12-02 23:43:51,006 - mmaction - INFO - Epoch [10][1200/1793] lr: 7.500e-03, eta: 12:26:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3292, top5_acc: 0.6146, loss_cls: 2.7947, loss: 2.7947, grad_norm: 6.8312 2021-12-02 23:44:03,151 - mmaction - INFO - Epoch [10][1220/1793] lr: 7.500e-03, eta: 12:26:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3625, top5_acc: 0.6219, loss_cls: 2.7571, loss: 2.7571, grad_norm: 6.9493 2021-12-02 23:44:15,298 - mmaction - INFO - Epoch [10][1240/1793] lr: 7.500e-03, eta: 12:26:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6333, loss_cls: 2.7177, loss: 2.7177, grad_norm: 6.6501 2021-12-02 23:44:27,426 - mmaction - INFO - Epoch [10][1260/1793] lr: 7.500e-03, eta: 12:26:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6500, loss_cls: 2.6067, loss: 2.6067, grad_norm: 6.9902 2021-12-02 23:44:39,543 - mmaction - INFO - Epoch [10][1280/1793] lr: 7.500e-03, eta: 12:25:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3448, top5_acc: 0.6427, loss_cls: 2.6854, loss: 2.6854, grad_norm: 7.1633 2021-12-02 23:44:51,654 - mmaction - INFO - Epoch [10][1300/1793] lr: 7.500e-03, eta: 12:25:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3344, top5_acc: 0.6375, loss_cls: 2.7292, loss: 2.7292, grad_norm: 6.8850 2021-12-02 23:45:03,778 - mmaction - INFO - Epoch [10][1320/1793] lr: 7.500e-03, eta: 12:25:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6479, loss_cls: 2.6679, loss: 2.6679, grad_norm: 6.6728 2021-12-02 23:45:15,885 - mmaction - INFO - Epoch [10][1340/1793] lr: 7.500e-03, eta: 12:25:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6656, loss_cls: 2.6145, loss: 2.6145, grad_norm: 7.1327 2021-12-02 23:45:28,006 - mmaction - INFO - Epoch [10][1360/1793] lr: 7.500e-03, eta: 12:24:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.6500, loss_cls: 2.6407, loss: 2.6407, grad_norm: 6.4962 2021-12-02 23:45:40,125 - mmaction - INFO - Epoch [10][1380/1793] lr: 7.500e-03, eta: 12:24:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6500, loss_cls: 2.6893, loss: 2.6893, grad_norm: 7.6268 2021-12-02 23:45:52,261 - mmaction - INFO - Epoch [10][1400/1793] lr: 7.500e-03, eta: 12:24:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6490, loss_cls: 2.6440, loss: 2.6440, grad_norm: 7.0406 2021-12-02 23:46:04,390 - mmaction - INFO - Epoch [10][1420/1793] lr: 7.500e-03, eta: 12:24:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3396, top5_acc: 0.6448, loss_cls: 2.7286, loss: 2.7286, grad_norm: 6.8268 2021-12-02 23:46:16,514 - mmaction - INFO - Epoch [10][1440/1793] lr: 7.500e-03, eta: 12:24:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6281, loss_cls: 2.7710, loss: 2.7710, grad_norm: 7.0306 2021-12-02 23:46:28,651 - mmaction - INFO - Epoch [10][1460/1793] lr: 7.500e-03, eta: 12:23:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3542, top5_acc: 0.6438, loss_cls: 2.7203, loss: 2.7203, grad_norm: 6.7490 2021-12-02 23:46:40,787 - mmaction - INFO - Epoch [10][1480/1793] lr: 7.500e-03, eta: 12:23:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3500, top5_acc: 0.6427, loss_cls: 2.7244, loss: 2.7244, grad_norm: 7.2273 2021-12-02 23:46:52,903 - mmaction - INFO - Epoch [10][1500/1793] lr: 7.500e-03, eta: 12:23:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6417, loss_cls: 2.7121, loss: 2.7121, grad_norm: 6.8109 2021-12-02 23:47:05,041 - mmaction - INFO - Epoch [10][1520/1793] lr: 7.500e-03, eta: 12:23:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6510, loss_cls: 2.6894, loss: 2.6894, grad_norm: 6.7800 2021-12-02 23:47:17,155 - mmaction - INFO - Epoch [10][1540/1793] lr: 7.500e-03, eta: 12:22:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6500, loss_cls: 2.6520, loss: 2.6520, grad_norm: 6.6982 2021-12-02 23:47:29,300 - mmaction - INFO - Epoch [10][1560/1793] lr: 7.500e-03, eta: 12:22:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3635, top5_acc: 0.6573, loss_cls: 2.6869, loss: 2.6869, grad_norm: 6.5854 2021-12-02 23:47:41,429 - mmaction - INFO - Epoch [10][1580/1793] lr: 7.500e-03, eta: 12:22:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3510, top5_acc: 0.6656, loss_cls: 2.6324, loss: 2.6324, grad_norm: 7.1341 2021-12-02 23:47:53,561 - mmaction - INFO - Epoch [10][1600/1793] lr: 7.500e-03, eta: 12:22:16, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6510, loss_cls: 2.6309, loss: 2.6309, grad_norm: 6.8194 2021-12-02 23:48:05,685 - mmaction - INFO - Epoch [10][1620/1793] lr: 7.500e-03, eta: 12:22:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6458, loss_cls: 2.6233, loss: 2.6233, grad_norm: 7.3307 2021-12-02 23:48:17,800 - mmaction - INFO - Epoch [10][1640/1793] lr: 7.500e-03, eta: 12:21:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6635, loss_cls: 2.6628, loss: 2.6628, grad_norm: 6.9860 2021-12-02 23:48:29,923 - mmaction - INFO - Epoch [10][1660/1793] lr: 7.500e-03, eta: 12:21:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6458, loss_cls: 2.6883, loss: 2.6883, grad_norm: 6.6759 2021-12-02 23:48:42,036 - mmaction - INFO - Epoch [10][1680/1793] lr: 7.500e-03, eta: 12:21:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6562, loss_cls: 2.6685, loss: 2.6685, grad_norm: 6.7964 2021-12-02 23:48:54,153 - mmaction - INFO - Epoch [10][1700/1793] lr: 7.500e-03, eta: 12:21:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6740, loss_cls: 2.5654, loss: 2.5654, grad_norm: 7.0386 2021-12-02 23:49:06,267 - mmaction - INFO - Epoch [10][1720/1793] lr: 7.500e-03, eta: 12:20:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6312, loss_cls: 2.7326, loss: 2.7326, grad_norm: 6.7716 2021-12-02 23:49:18,397 - mmaction - INFO - Epoch [10][1740/1793] lr: 7.500e-03, eta: 12:20:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6646, loss_cls: 2.5784, loss: 2.5784, grad_norm: 6.8803 2021-12-02 23:49:30,498 - mmaction - INFO - Epoch [10][1760/1793] lr: 7.500e-03, eta: 12:20:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6635, loss_cls: 2.6642, loss: 2.6642, grad_norm: 7.5801 2021-12-02 23:49:42,612 - mmaction - INFO - Epoch [10][1780/1793] lr: 7.500e-03, eta: 12:20:15, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6573, loss_cls: 2.6716, loss: 2.6716, grad_norm: 6.9436 2021-12-02 23:51:01,466 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:51:01,620 - mmaction - INFO - top1_acc 0.2730 top5_acc 0.5522 2021-12-02 23:51:01,620 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:51:01,630 - mmaction - INFO - mean_acc 0.2521 2021-12-02 23:51:01,632 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-12-02 23:51:02,515 - mmaction - INFO - Epoch(val) [10][241] top1_acc: 0.2730, top5_acc: 0.5522, mean_class_accuracy: 0.2521 2021-12-02 23:51:41,960 - mmaction - INFO - Epoch [11][20/1793] lr: 7.500e-03, eta: 12:21:10, time: 1.972, data_time: 1.369, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6646, loss_cls: 2.5616, loss: 2.5616, grad_norm: 6.9120 2021-12-02 23:51:54,043 - mmaction - INFO - Epoch [11][40/1793] lr: 7.500e-03, eta: 12:20:57, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6646, loss_cls: 2.5342, loss: 2.5342, grad_norm: 6.7731 2021-12-02 23:52:06,117 - mmaction - INFO - Epoch [11][60/1793] lr: 7.500e-03, eta: 12:20:43, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6573, loss_cls: 2.6372, loss: 2.6372, grad_norm: 7.2424 2021-12-02 23:52:18,211 - mmaction - INFO - Epoch [11][80/1793] lr: 7.500e-03, eta: 12:20:29, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6625, loss_cls: 2.6395, loss: 2.6395, grad_norm: 6.6220 2021-12-02 23:52:30,279 - mmaction - INFO - Epoch [11][100/1793] lr: 7.500e-03, eta: 12:20:16, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6927, loss_cls: 2.4662, loss: 2.4662, grad_norm: 7.0316 2021-12-02 23:52:42,335 - mmaction - INFO - Epoch [11][120/1793] lr: 7.500e-03, eta: 12:20:02, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.3990, top5_acc: 0.6813, loss_cls: 2.4896, loss: 2.4896, grad_norm: 7.0891 2021-12-02 23:52:54,391 - mmaction - INFO - Epoch [11][140/1793] lr: 7.500e-03, eta: 12:19:48, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6646, loss_cls: 2.5626, loss: 2.5626, grad_norm: 7.1809 2021-12-02 23:53:06,455 - mmaction - INFO - Epoch [11][160/1793] lr: 7.500e-03, eta: 12:19:34, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.3521, top5_acc: 0.6750, loss_cls: 2.6527, loss: 2.6527, grad_norm: 7.0489 2021-12-02 23:53:18,533 - mmaction - INFO - Epoch [11][180/1793] lr: 7.500e-03, eta: 12:19:21, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6490, loss_cls: 2.6443, loss: 2.6443, grad_norm: 7.3069 2021-12-02 23:53:30,617 - mmaction - INFO - Epoch [11][200/1793] lr: 7.500e-03, eta: 12:19:07, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3448, top5_acc: 0.6708, loss_cls: 2.6507, loss: 2.6507, grad_norm: 6.9833 2021-12-02 23:53:42,706 - mmaction - INFO - Epoch [11][220/1793] lr: 7.500e-03, eta: 12:18:53, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6635, loss_cls: 2.6497, loss: 2.6497, grad_norm: 6.6487 2021-12-02 23:53:54,806 - mmaction - INFO - Epoch [11][240/1793] lr: 7.500e-03, eta: 12:18:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6781, loss_cls: 2.5515, loss: 2.5515, grad_norm: 7.1399 2021-12-02 23:54:06,914 - mmaction - INFO - Epoch [11][260/1793] lr: 7.500e-03, eta: 12:18:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6750, loss_cls: 2.5428, loss: 2.5428, grad_norm: 6.9909 2021-12-02 23:54:19,003 - mmaction - INFO - Epoch [11][280/1793] lr: 7.500e-03, eta: 12:18:13, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3406, top5_acc: 0.6260, loss_cls: 2.7509, loss: 2.7509, grad_norm: 6.8999 2021-12-02 23:54:31,104 - mmaction - INFO - Epoch [11][300/1793] lr: 7.500e-03, eta: 12:17:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3771, top5_acc: 0.6781, loss_cls: 2.5672, loss: 2.5672, grad_norm: 6.6800 2021-12-02 23:54:43,201 - mmaction - INFO - Epoch [11][320/1793] lr: 7.500e-03, eta: 12:17:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6562, loss_cls: 2.6181, loss: 2.6181, grad_norm: 7.0548 2021-12-02 23:54:55,295 - mmaction - INFO - Epoch [11][340/1793] lr: 7.500e-03, eta: 12:17:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6635, loss_cls: 2.5789, loss: 2.5789, grad_norm: 7.4298 2021-12-02 23:55:07,420 - mmaction - INFO - Epoch [11][360/1793] lr: 7.500e-03, eta: 12:17:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3906, top5_acc: 0.6719, loss_cls: 2.5600, loss: 2.5600, grad_norm: 6.9027 2021-12-02 23:55:19,548 - mmaction - INFO - Epoch [11][380/1793] lr: 7.500e-03, eta: 12:17:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6698, loss_cls: 2.6131, loss: 2.6131, grad_norm: 7.1183 2021-12-02 23:55:31,682 - mmaction - INFO - Epoch [11][400/1793] lr: 7.500e-03, eta: 12:16:51, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6573, loss_cls: 2.6318, loss: 2.6318, grad_norm: 6.6845 2021-12-02 23:55:43,822 - mmaction - INFO - Epoch [11][420/1793] lr: 7.500e-03, eta: 12:16:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3656, top5_acc: 0.6625, loss_cls: 2.6203, loss: 2.6203, grad_norm: 6.8956 2021-12-02 23:55:55,970 - mmaction - INFO - Epoch [11][440/1793] lr: 7.500e-03, eta: 12:16:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6365, loss_cls: 2.6814, loss: 2.6814, grad_norm: 6.8074 2021-12-02 23:56:08,095 - mmaction - INFO - Epoch [11][460/1793] lr: 7.500e-03, eta: 12:16:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3750, top5_acc: 0.6760, loss_cls: 2.5790, loss: 2.5790, grad_norm: 6.7091 2021-12-02 23:56:20,214 - mmaction - INFO - Epoch [11][480/1793] lr: 7.500e-03, eta: 12:15:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6625, loss_cls: 2.5980, loss: 2.5980, grad_norm: 7.1461 2021-12-02 23:56:32,337 - mmaction - INFO - Epoch [11][500/1793] lr: 7.500e-03, eta: 12:15:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6792, loss_cls: 2.5211, loss: 2.5211, grad_norm: 6.9746 2021-12-02 23:56:44,469 - mmaction - INFO - Epoch [11][520/1793] lr: 7.500e-03, eta: 12:15:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6385, loss_cls: 2.6768, loss: 2.6768, grad_norm: 7.1556 2021-12-02 23:56:56,599 - mmaction - INFO - Epoch [11][540/1793] lr: 7.500e-03, eta: 12:15:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6708, loss_cls: 2.5296, loss: 2.5296, grad_norm: 6.8118 2021-12-02 23:57:08,729 - mmaction - INFO - Epoch [11][560/1793] lr: 7.500e-03, eta: 12:15:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6635, loss_cls: 2.5669, loss: 2.5669, grad_norm: 6.5373 2021-12-02 23:57:20,842 - mmaction - INFO - Epoch [11][580/1793] lr: 7.500e-03, eta: 12:14:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3490, top5_acc: 0.6417, loss_cls: 2.6746, loss: 2.6746, grad_norm: 6.7394 2021-12-02 23:57:32,943 - mmaction - INFO - Epoch [11][600/1793] lr: 7.500e-03, eta: 12:14:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3552, top5_acc: 0.6500, loss_cls: 2.5996, loss: 2.5996, grad_norm: 6.9871 2021-12-02 23:57:45,038 - mmaction - INFO - Epoch [11][620/1793] lr: 7.500e-03, eta: 12:14:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3385, top5_acc: 0.6365, loss_cls: 2.7503, loss: 2.7503, grad_norm: 6.4591 2021-12-02 23:57:57,158 - mmaction - INFO - Epoch [11][640/1793] lr: 7.500e-03, eta: 12:14:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3740, top5_acc: 0.6948, loss_cls: 2.5107, loss: 2.5107, grad_norm: 6.9326 2021-12-02 23:58:09,270 - mmaction - INFO - Epoch [11][660/1793] lr: 7.500e-03, eta: 12:13:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6656, loss_cls: 2.6233, loss: 2.6233, grad_norm: 7.3329 2021-12-02 23:58:21,377 - mmaction - INFO - Epoch [11][680/1793] lr: 7.500e-03, eta: 12:13:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3458, top5_acc: 0.6219, loss_cls: 2.7092, loss: 2.7092, grad_norm: 6.7445 2021-12-02 23:58:33,502 - mmaction - INFO - Epoch [11][700/1793] lr: 7.500e-03, eta: 12:13:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6469, loss_cls: 2.6539, loss: 2.6539, grad_norm: 6.9587 2021-12-02 23:58:45,640 - mmaction - INFO - Epoch [11][720/1793] lr: 7.500e-03, eta: 12:13:16, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3740, top5_acc: 0.6813, loss_cls: 2.5906, loss: 2.5906, grad_norm: 7.1733 2021-12-02 23:58:57,747 - mmaction - INFO - Epoch [11][740/1793] lr: 7.500e-03, eta: 12:13:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6667, loss_cls: 2.5272, loss: 2.5272, grad_norm: 6.9354 2021-12-02 23:59:09,861 - mmaction - INFO - Epoch [11][760/1793] lr: 7.500e-03, eta: 12:12:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6625, loss_cls: 2.5465, loss: 2.5465, grad_norm: 6.8332 2021-12-02 23:59:21,988 - mmaction - INFO - Epoch [11][780/1793] lr: 7.500e-03, eta: 12:12:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6687, loss_cls: 2.5274, loss: 2.5274, grad_norm: 6.8325 2021-12-02 23:59:34,097 - mmaction - INFO - Epoch [11][800/1793] lr: 7.500e-03, eta: 12:12:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6729, loss_cls: 2.5790, loss: 2.5790, grad_norm: 6.7955 2021-12-02 23:59:46,194 - mmaction - INFO - Epoch [11][820/1793] lr: 7.500e-03, eta: 12:12:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3438, top5_acc: 0.6333, loss_cls: 2.7110, loss: 2.7110, grad_norm: 7.1246 2021-12-02 23:59:58,311 - mmaction - INFO - Epoch [11][840/1793] lr: 7.500e-03, eta: 12:11:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6781, loss_cls: 2.5874, loss: 2.5874, grad_norm: 6.8525 2021-12-03 00:00:10,430 - mmaction - INFO - Epoch [11][860/1793] lr: 7.500e-03, eta: 12:11:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6562, loss_cls: 2.6508, loss: 2.6508, grad_norm: 6.8147 2021-12-03 00:00:22,560 - mmaction - INFO - Epoch [11][880/1793] lr: 7.500e-03, eta: 12:11:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6417, loss_cls: 2.6179, loss: 2.6179, grad_norm: 6.9103 2021-12-03 00:00:34,645 - mmaction - INFO - Epoch [11][900/1793] lr: 7.500e-03, eta: 12:11:15, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6687, loss_cls: 2.5431, loss: 2.5431, grad_norm: 6.8337 2021-12-03 00:00:46,769 - mmaction - INFO - Epoch [11][920/1793] lr: 7.500e-03, eta: 12:11:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3906, top5_acc: 0.6698, loss_cls: 2.6404, loss: 2.6404, grad_norm: 7.4959 2021-12-03 00:00:58,891 - mmaction - INFO - Epoch [11][940/1793] lr: 7.500e-03, eta: 12:10:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6719, loss_cls: 2.5536, loss: 2.5536, grad_norm: 7.1723 2021-12-03 00:01:11,024 - mmaction - INFO - Epoch [11][960/1793] lr: 7.500e-03, eta: 12:10:35, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6885, loss_cls: 2.4691, loss: 2.4691, grad_norm: 7.2423 2021-12-03 00:01:23,131 - mmaction - INFO - Epoch [11][980/1793] lr: 7.500e-03, eta: 12:10:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6667, loss_cls: 2.5425, loss: 2.5425, grad_norm: 7.0665 2021-12-03 00:01:35,260 - mmaction - INFO - Epoch [11][1000/1793] lr: 7.500e-03, eta: 12:10:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6677, loss_cls: 2.5307, loss: 2.5307, grad_norm: 7.2536 2021-12-03 00:01:47,356 - mmaction - INFO - Epoch [11][1020/1793] lr: 7.500e-03, eta: 12:09:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5647, loss: 2.5647, grad_norm: 6.9204 2021-12-03 00:01:59,468 - mmaction - INFO - Epoch [11][1040/1793] lr: 7.500e-03, eta: 12:09:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3750, top5_acc: 0.6594, loss_cls: 2.5951, loss: 2.5951, grad_norm: 6.6171 2021-12-03 00:02:11,599 - mmaction - INFO - Epoch [11][1060/1793] lr: 7.500e-03, eta: 12:09:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6813, loss_cls: 2.5894, loss: 2.5894, grad_norm: 7.1670 2021-12-03 00:02:23,706 - mmaction - INFO - Epoch [11][1080/1793] lr: 7.500e-03, eta: 12:09:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6667, loss_cls: 2.5236, loss: 2.5236, grad_norm: 6.8318 2021-12-03 00:02:35,821 - mmaction - INFO - Epoch [11][1100/1793] lr: 7.500e-03, eta: 12:09:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6781, loss_cls: 2.5787, loss: 2.5787, grad_norm: 7.1238 2021-12-03 00:02:47,940 - mmaction - INFO - Epoch [11][1120/1793] lr: 7.500e-03, eta: 12:08:48, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6760, loss_cls: 2.5950, loss: 2.5950, grad_norm: 7.4374 2021-12-03 00:03:00,058 - mmaction - INFO - Epoch [11][1140/1793] lr: 7.500e-03, eta: 12:08:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6646, loss_cls: 2.5885, loss: 2.5885, grad_norm: 6.8545 2021-12-03 00:03:12,193 - mmaction - INFO - Epoch [11][1160/1793] lr: 7.500e-03, eta: 12:08:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6802, loss_cls: 2.5924, loss: 2.5924, grad_norm: 6.8336 2021-12-03 00:03:24,320 - mmaction - INFO - Epoch [11][1180/1793] lr: 7.500e-03, eta: 12:08:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6490, loss_cls: 2.6400, loss: 2.6400, grad_norm: 6.8172 2021-12-03 00:03:36,431 - mmaction - INFO - Epoch [11][1200/1793] lr: 7.500e-03, eta: 12:07:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6719, loss_cls: 2.5551, loss: 2.5551, grad_norm: 7.0705 2021-12-03 00:03:48,532 - mmaction - INFO - Epoch [11][1220/1793] lr: 7.500e-03, eta: 12:07:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6667, loss_cls: 2.5340, loss: 2.5340, grad_norm: 7.1294 2021-12-03 00:04:00,616 - mmaction - INFO - Epoch [11][1240/1793] lr: 7.500e-03, eta: 12:07:27, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4031, top5_acc: 0.6667, loss_cls: 2.5292, loss: 2.5292, grad_norm: 6.6948 2021-12-03 00:04:12,726 - mmaction - INFO - Epoch [11][1260/1793] lr: 7.500e-03, eta: 12:07:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.6802, loss_cls: 2.5205, loss: 2.5205, grad_norm: 7.3066 2021-12-03 00:04:24,809 - mmaction - INFO - Epoch [11][1280/1793] lr: 7.500e-03, eta: 12:07:00, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6687, loss_cls: 2.6345, loss: 2.6345, grad_norm: 6.9294 2021-12-03 00:04:36,925 - mmaction - INFO - Epoch [11][1300/1793] lr: 7.500e-03, eta: 12:06:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6333, loss_cls: 2.6724, loss: 2.6724, grad_norm: 7.0727 2021-12-03 00:04:49,020 - mmaction - INFO - Epoch [11][1320/1793] lr: 7.500e-03, eta: 12:06:34, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6510, loss_cls: 2.6746, loss: 2.6746, grad_norm: 6.9010 2021-12-03 00:05:01,121 - mmaction - INFO - Epoch [11][1340/1793] lr: 7.500e-03, eta: 12:06:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6594, loss_cls: 2.5203, loss: 2.5203, grad_norm: 7.0643 2021-12-03 00:05:13,224 - mmaction - INFO - Epoch [11][1360/1793] lr: 7.500e-03, eta: 12:06:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6646, loss_cls: 2.6133, loss: 2.6133, grad_norm: 7.6683 2021-12-03 00:05:25,303 - mmaction - INFO - Epoch [11][1380/1793] lr: 7.500e-03, eta: 12:05:53, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3333, top5_acc: 0.6510, loss_cls: 2.7148, loss: 2.7148, grad_norm: 7.0628 2021-12-03 00:05:37,395 - mmaction - INFO - Epoch [11][1400/1793] lr: 7.500e-03, eta: 12:05:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.6729, loss_cls: 2.5037, loss: 2.5037, grad_norm: 6.8453 2021-12-03 00:05:49,459 - mmaction - INFO - Epoch [11][1420/1793] lr: 7.500e-03, eta: 12:05:26, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.3656, top5_acc: 0.6792, loss_cls: 2.5785, loss: 2.5785, grad_norm: 7.0395 2021-12-03 00:06:01,581 - mmaction - INFO - Epoch [11][1440/1793] lr: 7.500e-03, eta: 12:05:13, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3656, top5_acc: 0.6677, loss_cls: 2.5779, loss: 2.5779, grad_norm: 6.8343 2021-12-03 00:06:13,695 - mmaction - INFO - Epoch [11][1460/1793] lr: 7.500e-03, eta: 12:05:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6510, loss_cls: 2.6694, loss: 2.6694, grad_norm: 6.9761 2021-12-03 00:06:25,811 - mmaction - INFO - Epoch [11][1480/1793] lr: 7.500e-03, eta: 12:04:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3635, top5_acc: 0.6406, loss_cls: 2.6600, loss: 2.6600, grad_norm: 7.4522 2021-12-03 00:06:37,892 - mmaction - INFO - Epoch [11][1500/1793] lr: 7.500e-03, eta: 12:04:33, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3385, top5_acc: 0.6490, loss_cls: 2.6599, loss: 2.6599, grad_norm: 7.0756 2021-12-03 00:06:49,968 - mmaction - INFO - Epoch [11][1520/1793] lr: 7.500e-03, eta: 12:04:19, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6771, loss_cls: 2.4632, loss: 2.4632, grad_norm: 6.7663 2021-12-03 00:07:02,064 - mmaction - INFO - Epoch [11][1540/1793] lr: 7.500e-03, eta: 12:04:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6490, loss_cls: 2.6897, loss: 2.6897, grad_norm: 6.7405 2021-12-03 00:07:14,146 - mmaction - INFO - Epoch [11][1560/1793] lr: 7.500e-03, eta: 12:03:52, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6458, loss_cls: 2.6161, loss: 2.6161, grad_norm: 7.1650 2021-12-03 00:07:26,253 - mmaction - INFO - Epoch [11][1580/1793] lr: 7.500e-03, eta: 12:03:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3635, top5_acc: 0.6510, loss_cls: 2.7097, loss: 2.7097, grad_norm: 7.4125 2021-12-03 00:07:38,340 - mmaction - INFO - Epoch [11][1600/1793] lr: 7.500e-03, eta: 12:03:26, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3542, top5_acc: 0.6375, loss_cls: 2.6780, loss: 2.6780, grad_norm: 7.1659 2021-12-03 00:07:50,439 - mmaction - INFO - Epoch [11][1620/1793] lr: 7.500e-03, eta: 12:03:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6490, loss_cls: 2.6318, loss: 2.6318, grad_norm: 7.4258 2021-12-03 00:08:02,540 - mmaction - INFO - Epoch [11][1640/1793] lr: 7.500e-03, eta: 12:02:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6490, loss_cls: 2.6741, loss: 2.6741, grad_norm: 7.5400 2021-12-03 00:08:14,635 - mmaction - INFO - Epoch [11][1660/1793] lr: 7.500e-03, eta: 12:02:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3531, top5_acc: 0.6479, loss_cls: 2.6668, loss: 2.6668, grad_norm: 7.4560 2021-12-03 00:08:26,750 - mmaction - INFO - Epoch [11][1680/1793] lr: 7.500e-03, eta: 12:02:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3563, top5_acc: 0.6687, loss_cls: 2.6036, loss: 2.6036, grad_norm: 6.9065 2021-12-03 00:08:38,857 - mmaction - INFO - Epoch [11][1700/1793] lr: 7.500e-03, eta: 12:02:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6531, loss_cls: 2.6468, loss: 2.6468, grad_norm: 6.8320 2021-12-03 00:08:50,969 - mmaction - INFO - Epoch [11][1720/1793] lr: 7.500e-03, eta: 12:02:05, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6906, loss_cls: 2.5352, loss: 2.5352, grad_norm: 6.7793 2021-12-03 00:09:03,082 - mmaction - INFO - Epoch [11][1740/1793] lr: 7.500e-03, eta: 12:01:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6490, loss_cls: 2.6373, loss: 2.6373, grad_norm: 7.4296 2021-12-03 00:09:15,187 - mmaction - INFO - Epoch [11][1760/1793] lr: 7.500e-03, eta: 12:01:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6448, loss_cls: 2.6398, loss: 2.6398, grad_norm: 7.3718 2021-12-03 00:09:27,307 - mmaction - INFO - Epoch [11][1780/1793] lr: 7.500e-03, eta: 12:01:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6687, loss_cls: 2.5419, loss: 2.5419, grad_norm: 7.3537 2021-12-03 00:13:31,252 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:13:31,417 - mmaction - INFO - top1_acc 0.2690 top5_acc 0.5751 2021-12-03 00:13:31,418 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:13:31,429 - mmaction - INFO - mean_acc 0.2450 2021-12-03 00:13:31,435 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-12-03 00:13:34,430 - mmaction - INFO - Epoch(val) [11][241] top1_acc: 0.2690, top5_acc: 0.5751, mean_class_accuracy: 0.2450 2021-12-03 00:14:12,499 - mmaction - INFO - Epoch [12][20/1793] lr: 7.500e-03, eta: 12:02:08, time: 1.903, data_time: 1.300, memory: 10469, top1_acc: 0.4125, top5_acc: 0.6854, loss_cls: 2.5296, loss: 2.5296, grad_norm: 6.5511 2021-12-03 00:14:24,589 - mmaction - INFO - Epoch [12][40/1793] lr: 7.500e-03, eta: 12:01:54, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6635, loss_cls: 2.6545, loss: 2.6545, grad_norm: 7.0709 2021-12-03 00:14:36,685 - mmaction - INFO - Epoch [12][60/1793] lr: 7.500e-03, eta: 12:01:41, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6771, loss_cls: 2.5372, loss: 2.5372, grad_norm: 7.1520 2021-12-03 00:14:48,800 - mmaction - INFO - Epoch [12][80/1793] lr: 7.500e-03, eta: 12:01:27, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6937, loss_cls: 2.5002, loss: 2.5002, grad_norm: 7.0269 2021-12-03 00:15:00,903 - mmaction - INFO - Epoch [12][100/1793] lr: 7.500e-03, eta: 12:01:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6781, loss_cls: 2.5898, loss: 2.5898, grad_norm: 7.1792 2021-12-03 00:15:13,024 - mmaction - INFO - Epoch [12][120/1793] lr: 7.500e-03, eta: 12:01:00, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6740, loss_cls: 2.5951, loss: 2.5951, grad_norm: 7.3855 2021-12-03 00:15:25,157 - mmaction - INFO - Epoch [12][140/1793] lr: 7.500e-03, eta: 12:00:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6604, loss_cls: 2.5842, loss: 2.5842, grad_norm: 6.6310 2021-12-03 00:15:37,302 - mmaction - INFO - Epoch [12][160/1793] lr: 7.500e-03, eta: 12:00:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6906, loss_cls: 2.4461, loss: 2.4461, grad_norm: 6.9805 2021-12-03 00:15:49,467 - mmaction - INFO - Epoch [12][180/1793] lr: 7.500e-03, eta: 12:00:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3448, top5_acc: 0.6417, loss_cls: 2.6518, loss: 2.6518, grad_norm: 6.9962 2021-12-03 00:16:01,625 - mmaction - INFO - Epoch [12][200/1793] lr: 7.500e-03, eta: 12:00:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3573, top5_acc: 0.6729, loss_cls: 2.5345, loss: 2.5345, grad_norm: 7.6217 2021-12-03 00:16:13,770 - mmaction - INFO - Epoch [12][220/1793] lr: 7.500e-03, eta: 11:59:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.6802, loss_cls: 2.4593, loss: 2.4593, grad_norm: 6.9857 2021-12-03 00:16:25,927 - mmaction - INFO - Epoch [12][240/1793] lr: 7.500e-03, eta: 11:59:41, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6719, loss_cls: 2.6003, loss: 2.6003, grad_norm: 6.7533 2021-12-03 00:16:38,085 - mmaction - INFO - Epoch [12][260/1793] lr: 7.500e-03, eta: 11:59:28, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6729, loss_cls: 2.5689, loss: 2.5689, grad_norm: 7.0158 2021-12-03 00:16:50,243 - mmaction - INFO - Epoch [12][280/1793] lr: 7.500e-03, eta: 11:59:15, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.7052, loss_cls: 2.4538, loss: 2.4538, grad_norm: 7.0264 2021-12-03 00:17:02,402 - mmaction - INFO - Epoch [12][300/1793] lr: 7.500e-03, eta: 11:59:01, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6854, loss_cls: 2.5381, loss: 2.5381, grad_norm: 7.0775 2021-12-03 00:17:14,532 - mmaction - INFO - Epoch [12][320/1793] lr: 7.500e-03, eta: 11:58:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6385, loss_cls: 2.6959, loss: 2.6959, grad_norm: 7.0506 2021-12-03 00:17:26,681 - mmaction - INFO - Epoch [12][340/1793] lr: 7.500e-03, eta: 11:58:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3906, top5_acc: 0.6635, loss_cls: 2.5713, loss: 2.5713, grad_norm: 6.8761 2021-12-03 00:17:38,840 - mmaction - INFO - Epoch [12][360/1793] lr: 7.500e-03, eta: 11:58:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6562, loss_cls: 2.5983, loss: 2.5983, grad_norm: 7.1311 2021-12-03 00:17:50,996 - mmaction - INFO - Epoch [12][380/1793] lr: 7.500e-03, eta: 11:58:08, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6729, loss_cls: 2.4978, loss: 2.4978, grad_norm: 6.9685 2021-12-03 00:18:03,121 - mmaction - INFO - Epoch [12][400/1793] lr: 7.500e-03, eta: 11:57:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6656, loss_cls: 2.5527, loss: 2.5527, grad_norm: 7.2339 2021-12-03 00:18:15,274 - mmaction - INFO - Epoch [12][420/1793] lr: 7.500e-03, eta: 11:57:42, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6646, loss_cls: 2.6131, loss: 2.6131, grad_norm: 7.0078 2021-12-03 00:18:27,411 - mmaction - INFO - Epoch [12][440/1793] lr: 7.500e-03, eta: 11:57:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6615, loss_cls: 2.5762, loss: 2.5762, grad_norm: 6.7948 2021-12-03 00:18:39,555 - mmaction - INFO - Epoch [12][460/1793] lr: 7.500e-03, eta: 11:57:15, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6854, loss_cls: 2.5183, loss: 2.5183, grad_norm: 7.0344 2021-12-03 00:18:51,681 - mmaction - INFO - Epoch [12][480/1793] lr: 7.500e-03, eta: 11:57:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3635, top5_acc: 0.6531, loss_cls: 2.6535, loss: 2.6535, grad_norm: 6.8743 2021-12-03 00:19:03,815 - mmaction - INFO - Epoch [12][500/1793] lr: 7.500e-03, eta: 11:56:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.6927, loss_cls: 2.4348, loss: 2.4348, grad_norm: 6.6649 2021-12-03 00:19:15,938 - mmaction - INFO - Epoch [12][520/1793] lr: 7.500e-03, eta: 11:56:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6865, loss_cls: 2.5095, loss: 2.5095, grad_norm: 7.0126 2021-12-03 00:19:28,063 - mmaction - INFO - Epoch [12][540/1793] lr: 7.500e-03, eta: 11:56:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3615, top5_acc: 0.6917, loss_cls: 2.5822, loss: 2.5822, grad_norm: 6.9036 2021-12-03 00:19:40,194 - mmaction - INFO - Epoch [12][560/1793] lr: 7.500e-03, eta: 11:56:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6740, loss_cls: 2.5291, loss: 2.5291, grad_norm: 7.3033 2021-12-03 00:19:52,326 - mmaction - INFO - Epoch [12][580/1793] lr: 7.500e-03, eta: 11:55:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6604, loss_cls: 2.6301, loss: 2.6301, grad_norm: 7.2328 2021-12-03 00:20:04,455 - mmaction - INFO - Epoch [12][600/1793] lr: 7.500e-03, eta: 11:55:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3594, top5_acc: 0.6531, loss_cls: 2.6156, loss: 2.6156, grad_norm: 6.8287 2021-12-03 00:20:16,569 - mmaction - INFO - Epoch [12][620/1793] lr: 7.500e-03, eta: 11:55:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.6719, loss_cls: 2.5384, loss: 2.5384, grad_norm: 6.6396 2021-12-03 00:20:28,705 - mmaction - INFO - Epoch [12][640/1793] lr: 7.500e-03, eta: 11:55:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.6823, loss_cls: 2.4911, loss: 2.4911, grad_norm: 6.7839 2021-12-03 00:20:40,816 - mmaction - INFO - Epoch [12][660/1793] lr: 7.500e-03, eta: 11:55:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.6687, loss_cls: 2.5093, loss: 2.5093, grad_norm: 6.6594 2021-12-03 00:20:52,940 - mmaction - INFO - Epoch [12][680/1793] lr: 7.500e-03, eta: 11:54:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6719, loss_cls: 2.5975, loss: 2.5975, grad_norm: 6.7958 2021-12-03 00:21:05,049 - mmaction - INFO - Epoch [12][700/1793] lr: 7.500e-03, eta: 11:54:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3656, top5_acc: 0.6490, loss_cls: 2.5929, loss: 2.5929, grad_norm: 7.0627 2021-12-03 00:21:17,168 - mmaction - INFO - Epoch [12][720/1793] lr: 7.500e-03, eta: 11:54:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6583, loss_cls: 2.5617, loss: 2.5617, grad_norm: 6.8300 2021-12-03 00:21:29,303 - mmaction - INFO - Epoch [12][740/1793] lr: 7.500e-03, eta: 11:54:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3740, top5_acc: 0.6625, loss_cls: 2.5636, loss: 2.5636, grad_norm: 6.8910 2021-12-03 00:21:41,435 - mmaction - INFO - Epoch [12][760/1793] lr: 7.500e-03, eta: 11:53:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.7052, loss_cls: 2.4121, loss: 2.4121, grad_norm: 7.1107 2021-12-03 00:21:53,564 - mmaction - INFO - Epoch [12][780/1793] lr: 7.500e-03, eta: 11:53:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6760, loss_cls: 2.5239, loss: 2.5239, grad_norm: 6.7583 2021-12-03 00:22:05,677 - mmaction - INFO - Epoch [12][800/1793] lr: 7.500e-03, eta: 11:53:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6542, loss_cls: 2.6226, loss: 2.6226, grad_norm: 7.2622 2021-12-03 00:22:17,773 - mmaction - INFO - Epoch [12][820/1793] lr: 7.500e-03, eta: 11:53:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6719, loss_cls: 2.5828, loss: 2.5828, grad_norm: 6.9596 2021-12-03 00:22:29,888 - mmaction - INFO - Epoch [12][840/1793] lr: 7.500e-03, eta: 11:53:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.6937, loss_cls: 2.4658, loss: 2.4658, grad_norm: 7.2238 2021-12-03 00:22:42,010 - mmaction - INFO - Epoch [12][860/1793] lr: 7.500e-03, eta: 11:52:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6656, loss_cls: 2.5650, loss: 2.5650, grad_norm: 7.2634 2021-12-03 00:22:54,117 - mmaction - INFO - Epoch [12][880/1793] lr: 7.500e-03, eta: 11:52:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7052, loss_cls: 2.4034, loss: 2.4034, grad_norm: 7.6830 2021-12-03 00:23:06,258 - mmaction - INFO - Epoch [12][900/1793] lr: 7.500e-03, eta: 11:52:23, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6885, loss_cls: 2.5278, loss: 2.5278, grad_norm: 6.7958 2021-12-03 00:23:18,383 - mmaction - INFO - Epoch [12][920/1793] lr: 7.500e-03, eta: 11:52:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.6646, loss_cls: 2.5904, loss: 2.5904, grad_norm: 7.2075 2021-12-03 00:23:30,519 - mmaction - INFO - Epoch [12][940/1793] lr: 7.500e-03, eta: 11:51:57, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6896, loss_cls: 2.4889, loss: 2.4889, grad_norm: 6.7998 2021-12-03 00:23:42,643 - mmaction - INFO - Epoch [12][960/1793] lr: 7.500e-03, eta: 11:51:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6865, loss_cls: 2.4916, loss: 2.4916, grad_norm: 7.0637 2021-12-03 00:23:54,750 - mmaction - INFO - Epoch [12][980/1793] lr: 7.500e-03, eta: 11:51:30, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6865, loss_cls: 2.4758, loss: 2.4758, grad_norm: 7.1934 2021-12-03 00:24:06,883 - mmaction - INFO - Epoch [12][1000/1793] lr: 7.500e-03, eta: 11:51:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3823, top5_acc: 0.6729, loss_cls: 2.4911, loss: 2.4911, grad_norm: 7.0308 2021-12-03 00:24:19,012 - mmaction - INFO - Epoch [12][1020/1793] lr: 7.500e-03, eta: 11:51:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7073, loss_cls: 2.4011, loss: 2.4011, grad_norm: 7.5086 2021-12-03 00:24:31,143 - mmaction - INFO - Epoch [12][1040/1793] lr: 7.500e-03, eta: 11:50:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6729, loss_cls: 2.6091, loss: 2.6091, grad_norm: 6.8556 2021-12-03 00:24:43,276 - mmaction - INFO - Epoch [12][1060/1793] lr: 7.500e-03, eta: 11:50:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6687, loss_cls: 2.5200, loss: 2.5200, grad_norm: 7.4219 2021-12-03 00:24:55,391 - mmaction - INFO - Epoch [12][1080/1793] lr: 7.500e-03, eta: 11:50:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3667, top5_acc: 0.6677, loss_cls: 2.5639, loss: 2.5639, grad_norm: 7.2570 2021-12-03 00:25:07,511 - mmaction - INFO - Epoch [12][1100/1793] lr: 7.500e-03, eta: 11:50:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6573, loss_cls: 2.5565, loss: 2.5565, grad_norm: 7.2778 2021-12-03 00:25:19,620 - mmaction - INFO - Epoch [12][1120/1793] lr: 7.500e-03, eta: 11:49:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6573, loss_cls: 2.6094, loss: 2.6094, grad_norm: 7.2930 2021-12-03 00:25:31,726 - mmaction - INFO - Epoch [12][1140/1793] lr: 7.500e-03, eta: 11:49:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3771, top5_acc: 0.6698, loss_cls: 2.5498, loss: 2.5498, grad_norm: 7.0817 2021-12-03 00:25:43,840 - mmaction - INFO - Epoch [12][1160/1793] lr: 7.500e-03, eta: 11:49:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6677, loss_cls: 2.5248, loss: 2.5248, grad_norm: 6.8692 2021-12-03 00:25:55,950 - mmaction - INFO - Epoch [12][1180/1793] lr: 7.500e-03, eta: 11:49:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3854, top5_acc: 0.6802, loss_cls: 2.5756, loss: 2.5756, grad_norm: 7.1301 2021-12-03 00:26:08,074 - mmaction - INFO - Epoch [12][1200/1793] lr: 7.500e-03, eta: 11:49:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6729, loss_cls: 2.5006, loss: 2.5006, grad_norm: 7.0429 2021-12-03 00:26:20,187 - mmaction - INFO - Epoch [12][1220/1793] lr: 7.500e-03, eta: 11:48:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6677, loss_cls: 2.5570, loss: 2.5570, grad_norm: 7.0173 2021-12-03 00:26:32,312 - mmaction - INFO - Epoch [12][1240/1793] lr: 7.500e-03, eta: 11:48:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6844, loss_cls: 2.5177, loss: 2.5177, grad_norm: 6.7658 2021-12-03 00:26:44,428 - mmaction - INFO - Epoch [12][1260/1793] lr: 7.500e-03, eta: 11:48:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3625, top5_acc: 0.6740, loss_cls: 2.5714, loss: 2.5714, grad_norm: 7.0661 2021-12-03 00:26:56,550 - mmaction - INFO - Epoch [12][1280/1793] lr: 7.500e-03, eta: 11:48:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6646, loss_cls: 2.5690, loss: 2.5690, grad_norm: 6.5780 2021-12-03 00:27:08,669 - mmaction - INFO - Epoch [12][1300/1793] lr: 7.500e-03, eta: 11:47:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6792, loss_cls: 2.5526, loss: 2.5526, grad_norm: 6.8400 2021-12-03 00:27:20,802 - mmaction - INFO - Epoch [12][1320/1793] lr: 7.500e-03, eta: 11:47:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6896, loss_cls: 2.5417, loss: 2.5417, grad_norm: 7.1087 2021-12-03 00:27:32,941 - mmaction - INFO - Epoch [12][1340/1793] lr: 7.500e-03, eta: 11:47:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6510, loss_cls: 2.6800, loss: 2.6800, grad_norm: 6.8142 2021-12-03 00:27:45,073 - mmaction - INFO - Epoch [12][1360/1793] lr: 7.500e-03, eta: 11:47:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3573, top5_acc: 0.6573, loss_cls: 2.5938, loss: 2.5938, grad_norm: 6.9591 2021-12-03 00:27:57,211 - mmaction - INFO - Epoch [12][1380/1793] lr: 7.500e-03, eta: 11:47:05, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6667, loss_cls: 2.5097, loss: 2.5097, grad_norm: 6.6566 2021-12-03 00:28:09,350 - mmaction - INFO - Epoch [12][1400/1793] lr: 7.500e-03, eta: 11:46:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6615, loss_cls: 2.5739, loss: 2.5739, grad_norm: 7.1227 2021-12-03 00:28:21,476 - mmaction - INFO - Epoch [12][1420/1793] lr: 7.500e-03, eta: 11:46:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6823, loss_cls: 2.5053, loss: 2.5053, grad_norm: 6.8895 2021-12-03 00:28:33,611 - mmaction - INFO - Epoch [12][1440/1793] lr: 7.500e-03, eta: 11:46:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6656, loss_cls: 2.5614, loss: 2.5614, grad_norm: 6.9570 2021-12-03 00:28:45,728 - mmaction - INFO - Epoch [12][1460/1793] lr: 7.500e-03, eta: 11:46:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6781, loss_cls: 2.5693, loss: 2.5693, grad_norm: 6.8269 2021-12-03 00:28:57,879 - mmaction - INFO - Epoch [12][1480/1793] lr: 7.500e-03, eta: 11:46:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6698, loss_cls: 2.5570, loss: 2.5570, grad_norm: 6.9892 2021-12-03 00:29:10,026 - mmaction - INFO - Epoch [12][1500/1793] lr: 7.500e-03, eta: 11:45:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6781, loss_cls: 2.5277, loss: 2.5277, grad_norm: 7.0363 2021-12-03 00:29:22,163 - mmaction - INFO - Epoch [12][1520/1793] lr: 7.500e-03, eta: 11:45:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6813, loss_cls: 2.5069, loss: 2.5069, grad_norm: 6.9339 2021-12-03 00:29:34,285 - mmaction - INFO - Epoch [12][1540/1793] lr: 7.500e-03, eta: 11:45:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.6687, loss_cls: 2.5787, loss: 2.5787, grad_norm: 6.8874 2021-12-03 00:29:46,416 - mmaction - INFO - Epoch [12][1560/1793] lr: 7.500e-03, eta: 11:45:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.6844, loss_cls: 2.5061, loss: 2.5061, grad_norm: 6.9994 2021-12-03 00:29:58,552 - mmaction - INFO - Epoch [12][1580/1793] lr: 7.500e-03, eta: 11:44:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3583, top5_acc: 0.6625, loss_cls: 2.6093, loss: 2.6093, grad_norm: 7.1379 2021-12-03 00:30:10,695 - mmaction - INFO - Epoch [12][1600/1793] lr: 7.500e-03, eta: 11:44:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6740, loss_cls: 2.5605, loss: 2.5605, grad_norm: 6.9050 2021-12-03 00:30:22,835 - mmaction - INFO - Epoch [12][1620/1793] lr: 7.500e-03, eta: 11:44:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6583, loss_cls: 2.5999, loss: 2.5999, grad_norm: 6.9511 2021-12-03 00:30:34,960 - mmaction - INFO - Epoch [12][1640/1793] lr: 7.500e-03, eta: 11:44:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6896, loss_cls: 2.4752, loss: 2.4752, grad_norm: 6.6931 2021-12-03 00:30:47,106 - mmaction - INFO - Epoch [12][1660/1793] lr: 7.500e-03, eta: 11:44:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6906, loss_cls: 2.4691, loss: 2.4691, grad_norm: 7.2183 2021-12-03 00:30:59,246 - mmaction - INFO - Epoch [12][1680/1793] lr: 7.500e-03, eta: 11:43:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6750, loss_cls: 2.5284, loss: 2.5284, grad_norm: 6.8531 2021-12-03 00:31:11,386 - mmaction - INFO - Epoch [12][1700/1793] lr: 7.500e-03, eta: 11:43:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6656, loss_cls: 2.5805, loss: 2.5805, grad_norm: 7.2440 2021-12-03 00:31:23,527 - mmaction - INFO - Epoch [12][1720/1793] lr: 7.500e-03, eta: 11:43:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6625, loss_cls: 2.5904, loss: 2.5904, grad_norm: 7.3110 2021-12-03 00:31:35,671 - mmaction - INFO - Epoch [12][1740/1793] lr: 7.500e-03, eta: 11:43:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6771, loss_cls: 2.6004, loss: 2.6004, grad_norm: 6.8804 2021-12-03 00:31:47,801 - mmaction - INFO - Epoch [12][1760/1793] lr: 7.500e-03, eta: 11:42:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6979, loss_cls: 2.3966, loss: 2.3966, grad_norm: 7.1476 2021-12-03 00:31:59,925 - mmaction - INFO - Epoch [12][1780/1793] lr: 7.500e-03, eta: 11:42:42, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6729, loss_cls: 2.5787, loss: 2.5787, grad_norm: 7.3770 2021-12-03 00:33:20,193 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:33:20,347 - mmaction - INFO - top1_acc 0.2670 top5_acc 0.5591 2021-12-03 00:33:20,347 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:33:20,357 - mmaction - INFO - mean_acc 0.2510 2021-12-03 00:33:20,362 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-12-03 00:33:23,623 - mmaction - INFO - Epoch(val) [12][241] top1_acc: 0.2670, top5_acc: 0.5591, mean_class_accuracy: 0.2510 2021-12-03 00:34:02,012 - mmaction - INFO - Epoch [13][20/1793] lr: 7.500e-03, eta: 11:43:19, time: 1.919, data_time: 1.317, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6677, loss_cls: 2.5817, loss: 2.5817, grad_norm: 7.0797 2021-12-03 00:34:14,090 - mmaction - INFO - Epoch [13][40/1793] lr: 7.500e-03, eta: 11:43:05, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6865, loss_cls: 2.4783, loss: 2.4783, grad_norm: 6.9313 2021-12-03 00:34:26,172 - mmaction - INFO - Epoch [13][60/1793] lr: 7.500e-03, eta: 11:42:52, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6854, loss_cls: 2.4889, loss: 2.4889, grad_norm: 7.0505 2021-12-03 00:34:38,232 - mmaction - INFO - Epoch [13][80/1793] lr: 7.500e-03, eta: 11:42:39, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6927, loss_cls: 2.4302, loss: 2.4302, grad_norm: 7.0540 2021-12-03 00:34:50,307 - mmaction - INFO - Epoch [13][100/1793] lr: 7.500e-03, eta: 11:42:25, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7042, loss_cls: 2.3662, loss: 2.3662, grad_norm: 6.7970 2021-12-03 00:35:02,411 - mmaction - INFO - Epoch [13][120/1793] lr: 7.500e-03, eta: 11:42:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6896, loss_cls: 2.4615, loss: 2.4615, grad_norm: 7.0965 2021-12-03 00:35:14,516 - mmaction - INFO - Epoch [13][140/1793] lr: 7.500e-03, eta: 11:41:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7000, loss_cls: 2.3977, loss: 2.3977, grad_norm: 6.6768 2021-12-03 00:35:26,632 - mmaction - INFO - Epoch [13][160/1793] lr: 7.500e-03, eta: 11:41:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6708, loss_cls: 2.5483, loss: 2.5483, grad_norm: 6.7645 2021-12-03 00:35:38,733 - mmaction - INFO - Epoch [13][180/1793] lr: 7.500e-03, eta: 11:41:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6823, loss_cls: 2.4374, loss: 2.4374, grad_norm: 6.9740 2021-12-03 00:35:50,849 - mmaction - INFO - Epoch [13][200/1793] lr: 7.500e-03, eta: 11:41:19, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6635, loss_cls: 2.5737, loss: 2.5737, grad_norm: 6.7376 2021-12-03 00:36:02,959 - mmaction - INFO - Epoch [13][220/1793] lr: 7.500e-03, eta: 11:41:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6937, loss_cls: 2.5172, loss: 2.5172, grad_norm: 7.0786 2021-12-03 00:36:15,076 - mmaction - INFO - Epoch [13][240/1793] lr: 7.500e-03, eta: 11:40:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.6781, loss_cls: 2.4815, loss: 2.4815, grad_norm: 6.8632 2021-12-03 00:36:27,194 - mmaction - INFO - Epoch [13][260/1793] lr: 7.500e-03, eta: 11:40:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.6865, loss_cls: 2.4619, loss: 2.4619, grad_norm: 6.9022 2021-12-03 00:36:39,303 - mmaction - INFO - Epoch [13][280/1793] lr: 7.500e-03, eta: 11:40:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.7021, loss_cls: 2.4558, loss: 2.4558, grad_norm: 7.0847 2021-12-03 00:36:51,423 - mmaction - INFO - Epoch [13][300/1793] lr: 7.500e-03, eta: 11:40:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6906, loss_cls: 2.4438, loss: 2.4438, grad_norm: 7.0598 2021-12-03 00:37:03,534 - mmaction - INFO - Epoch [13][320/1793] lr: 7.500e-03, eta: 11:40:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6844, loss_cls: 2.4230, loss: 2.4230, grad_norm: 7.0468 2021-12-03 00:37:15,650 - mmaction - INFO - Epoch [13][340/1793] lr: 7.500e-03, eta: 11:39:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6615, loss_cls: 2.5126, loss: 2.5126, grad_norm: 7.1070 2021-12-03 00:37:27,761 - mmaction - INFO - Epoch [13][360/1793] lr: 7.500e-03, eta: 11:39:33, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3979, top5_acc: 0.7031, loss_cls: 2.4079, loss: 2.4079, grad_norm: 7.1052 2021-12-03 00:37:39,882 - mmaction - INFO - Epoch [13][380/1793] lr: 7.500e-03, eta: 11:39:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7063, loss_cls: 2.3539, loss: 2.3539, grad_norm: 7.1264 2021-12-03 00:37:52,003 - mmaction - INFO - Epoch [13][400/1793] lr: 7.500e-03, eta: 11:39:07, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6646, loss_cls: 2.5562, loss: 2.5562, grad_norm: 7.0347 2021-12-03 00:38:04,110 - mmaction - INFO - Epoch [13][420/1793] lr: 7.500e-03, eta: 11:38:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6948, loss_cls: 2.5479, loss: 2.5479, grad_norm: 7.0919 2021-12-03 00:38:16,223 - mmaction - INFO - Epoch [13][440/1793] lr: 7.500e-03, eta: 11:38:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3979, top5_acc: 0.6813, loss_cls: 2.4797, loss: 2.4797, grad_norm: 6.8896 2021-12-03 00:38:28,349 - mmaction - INFO - Epoch [13][460/1793] lr: 7.500e-03, eta: 11:38:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6677, loss_cls: 2.5478, loss: 2.5478, grad_norm: 7.0981 2021-12-03 00:38:40,460 - mmaction - INFO - Epoch [13][480/1793] lr: 7.500e-03, eta: 11:38:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6854, loss_cls: 2.5083, loss: 2.5083, grad_norm: 7.0085 2021-12-03 00:38:52,547 - mmaction - INFO - Epoch [13][500/1793] lr: 7.500e-03, eta: 11:38:00, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.6760, loss_cls: 2.5037, loss: 2.5037, grad_norm: 7.1155 2021-12-03 00:39:04,662 - mmaction - INFO - Epoch [13][520/1793] lr: 7.500e-03, eta: 11:37:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.6698, loss_cls: 2.4686, loss: 2.4686, grad_norm: 6.7419 2021-12-03 00:39:16,779 - mmaction - INFO - Epoch [13][540/1793] lr: 7.500e-03, eta: 11:37:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6885, loss_cls: 2.4984, loss: 2.4984, grad_norm: 6.9913 2021-12-03 00:39:28,914 - mmaction - INFO - Epoch [13][560/1793] lr: 7.500e-03, eta: 11:37:21, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3771, top5_acc: 0.6615, loss_cls: 2.5517, loss: 2.5517, grad_norm: 7.2881 2021-12-03 00:39:41,012 - mmaction - INFO - Epoch [13][580/1793] lr: 7.500e-03, eta: 11:37:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6698, loss_cls: 2.5655, loss: 2.5655, grad_norm: 7.1962 2021-12-03 00:39:53,119 - mmaction - INFO - Epoch [13][600/1793] lr: 7.500e-03, eta: 11:36:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3823, top5_acc: 0.6740, loss_cls: 2.5528, loss: 2.5528, grad_norm: 7.0050 2021-12-03 00:40:05,213 - mmaction - INFO - Epoch [13][620/1793] lr: 7.500e-03, eta: 11:36:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.6802, loss_cls: 2.3871, loss: 2.3871, grad_norm: 6.8218 2021-12-03 00:40:17,307 - mmaction - INFO - Epoch [13][640/1793] lr: 7.500e-03, eta: 11:36:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6844, loss_cls: 2.4753, loss: 2.4753, grad_norm: 7.0374 2021-12-03 00:40:29,425 - mmaction - INFO - Epoch [13][660/1793] lr: 7.500e-03, eta: 11:36:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6813, loss_cls: 2.5550, loss: 2.5550, grad_norm: 6.8042 2021-12-03 00:40:41,533 - mmaction - INFO - Epoch [13][680/1793] lr: 7.500e-03, eta: 11:36:01, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6875, loss_cls: 2.4522, loss: 2.4522, grad_norm: 7.4730 2021-12-03 00:40:53,611 - mmaction - INFO - Epoch [13][700/1793] lr: 7.500e-03, eta: 11:35:48, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6906, loss_cls: 2.4669, loss: 2.4669, grad_norm: 6.6020 2021-12-03 00:41:05,719 - mmaction - INFO - Epoch [13][720/1793] lr: 7.500e-03, eta: 11:35:35, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3979, top5_acc: 0.6708, loss_cls: 2.5064, loss: 2.5064, grad_norm: 7.2535 2021-12-03 00:41:17,831 - mmaction - INFO - Epoch [13][740/1793] lr: 7.500e-03, eta: 11:35:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.6979, loss_cls: 2.4362, loss: 2.4362, grad_norm: 7.1307 2021-12-03 00:41:29,959 - mmaction - INFO - Epoch [13][760/1793] lr: 7.500e-03, eta: 11:35:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6750, loss_cls: 2.4601, loss: 2.4601, grad_norm: 7.0016 2021-12-03 00:41:42,062 - mmaction - INFO - Epoch [13][780/1793] lr: 7.500e-03, eta: 11:34:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6615, loss_cls: 2.4826, loss: 2.4826, grad_norm: 7.2792 2021-12-03 00:41:54,163 - mmaction - INFO - Epoch [13][800/1793] lr: 7.500e-03, eta: 11:34:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6615, loss_cls: 2.5519, loss: 2.5519, grad_norm: 6.9930 2021-12-03 00:42:06,269 - mmaction - INFO - Epoch [13][820/1793] lr: 7.500e-03, eta: 11:34:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3823, top5_acc: 0.6646, loss_cls: 2.5288, loss: 2.5288, grad_norm: 7.1787 2021-12-03 00:42:18,356 - mmaction - INFO - Epoch [13][840/1793] lr: 7.500e-03, eta: 11:34:16, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6740, loss_cls: 2.5312, loss: 2.5312, grad_norm: 7.0926 2021-12-03 00:42:30,466 - mmaction - INFO - Epoch [13][860/1793] lr: 7.500e-03, eta: 11:34:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6948, loss_cls: 2.5012, loss: 2.5012, grad_norm: 6.9808 2021-12-03 00:42:42,555 - mmaction - INFO - Epoch [13][880/1793] lr: 7.500e-03, eta: 11:33:49, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6594, loss_cls: 2.5556, loss: 2.5556, grad_norm: 7.1687 2021-12-03 00:42:54,672 - mmaction - INFO - Epoch [13][900/1793] lr: 7.500e-03, eta: 11:33:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6740, loss_cls: 2.5820, loss: 2.5820, grad_norm: 7.2125 2021-12-03 00:43:06,775 - mmaction - INFO - Epoch [13][920/1793] lr: 7.500e-03, eta: 11:33:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6729, loss_cls: 2.5450, loss: 2.5450, grad_norm: 7.0922 2021-12-03 00:43:18,865 - mmaction - INFO - Epoch [13][940/1793] lr: 7.500e-03, eta: 11:33:10, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7031, loss_cls: 2.4360, loss: 2.4360, grad_norm: 7.0407 2021-12-03 00:43:30,987 - mmaction - INFO - Epoch [13][960/1793] lr: 7.500e-03, eta: 11:32:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6594, loss_cls: 2.6171, loss: 2.6171, grad_norm: 6.8619 2021-12-03 00:43:43,091 - mmaction - INFO - Epoch [13][980/1793] lr: 7.500e-03, eta: 11:32:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6906, loss_cls: 2.4769, loss: 2.4769, grad_norm: 6.8547 2021-12-03 00:43:55,231 - mmaction - INFO - Epoch [13][1000/1793] lr: 7.500e-03, eta: 11:32:30, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6937, loss_cls: 2.5034, loss: 2.5034, grad_norm: 7.1759 2021-12-03 00:44:07,353 - mmaction - INFO - Epoch [13][1020/1793] lr: 7.500e-03, eta: 11:32:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6917, loss_cls: 2.5139, loss: 2.5139, grad_norm: 7.1786 2021-12-03 00:44:19,479 - mmaction - INFO - Epoch [13][1040/1793] lr: 7.500e-03, eta: 11:32:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6937, loss_cls: 2.5104, loss: 2.5104, grad_norm: 7.2501 2021-12-03 00:44:31,614 - mmaction - INFO - Epoch [13][1060/1793] lr: 7.500e-03, eta: 11:31:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6885, loss_cls: 2.4985, loss: 2.4985, grad_norm: 7.1973 2021-12-03 00:44:43,748 - mmaction - INFO - Epoch [13][1080/1793] lr: 7.500e-03, eta: 11:31:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6698, loss_cls: 2.5838, loss: 2.5838, grad_norm: 7.2867 2021-12-03 00:44:55,879 - mmaction - INFO - Epoch [13][1100/1793] lr: 7.500e-03, eta: 11:31:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6729, loss_cls: 2.5757, loss: 2.5757, grad_norm: 7.2645 2021-12-03 00:45:08,044 - mmaction - INFO - Epoch [13][1120/1793] lr: 7.500e-03, eta: 11:31:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7063, loss_cls: 2.3960, loss: 2.3960, grad_norm: 7.3357 2021-12-03 00:45:20,197 - mmaction - INFO - Epoch [13][1140/1793] lr: 7.500e-03, eta: 11:30:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.7021, loss_cls: 2.4738, loss: 2.4738, grad_norm: 6.9245 2021-12-03 00:45:32,350 - mmaction - INFO - Epoch [13][1160/1793] lr: 7.500e-03, eta: 11:30:46, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6813, loss_cls: 2.5510, loss: 2.5510, grad_norm: 7.2146 2021-12-03 00:45:44,485 - mmaction - INFO - Epoch [13][1180/1793] lr: 7.500e-03, eta: 11:30:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6875, loss_cls: 2.4861, loss: 2.4861, grad_norm: 7.1465 2021-12-03 00:45:56,631 - mmaction - INFO - Epoch [13][1200/1793] lr: 7.500e-03, eta: 11:30:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6781, loss_cls: 2.5253, loss: 2.5253, grad_norm: 7.1981 2021-12-03 00:46:08,771 - mmaction - INFO - Epoch [13][1220/1793] lr: 7.500e-03, eta: 11:30:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6917, loss_cls: 2.4987, loss: 2.4987, grad_norm: 7.2646 2021-12-03 00:46:20,914 - mmaction - INFO - Epoch [13][1240/1793] lr: 7.500e-03, eta: 11:29:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3656, top5_acc: 0.6542, loss_cls: 2.5677, loss: 2.5677, grad_norm: 7.1421 2021-12-03 00:46:33,060 - mmaction - INFO - Epoch [13][1260/1793] lr: 7.500e-03, eta: 11:29:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7094, loss_cls: 2.3783, loss: 2.3783, grad_norm: 6.9500 2021-12-03 00:46:45,222 - mmaction - INFO - Epoch [13][1280/1793] lr: 7.500e-03, eta: 11:29:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3979, top5_acc: 0.6906, loss_cls: 2.4617, loss: 2.4617, grad_norm: 7.0669 2021-12-03 00:46:57,381 - mmaction - INFO - Epoch [13][1300/1793] lr: 7.500e-03, eta: 11:29:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6698, loss_cls: 2.5135, loss: 2.5135, grad_norm: 7.0169 2021-12-03 00:47:09,534 - mmaction - INFO - Epoch [13][1320/1793] lr: 7.500e-03, eta: 11:29:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6958, loss_cls: 2.4767, loss: 2.4767, grad_norm: 6.9149 2021-12-03 00:47:21,704 - mmaction - INFO - Epoch [13][1340/1793] lr: 7.500e-03, eta: 11:28:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6885, loss_cls: 2.4931, loss: 2.4931, grad_norm: 7.1356 2021-12-03 00:47:33,870 - mmaction - INFO - Epoch [13][1360/1793] lr: 7.500e-03, eta: 11:28:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4021, top5_acc: 0.6885, loss_cls: 2.4447, loss: 2.4447, grad_norm: 7.1339 2021-12-03 00:47:46,026 - mmaction - INFO - Epoch [13][1380/1793] lr: 7.500e-03, eta: 11:28:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6823, loss_cls: 2.5278, loss: 2.5278, grad_norm: 7.2613 2021-12-03 00:47:58,174 - mmaction - INFO - Epoch [13][1400/1793] lr: 7.500e-03, eta: 11:28:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3646, top5_acc: 0.6729, loss_cls: 2.6429, loss: 2.6429, grad_norm: 7.5053 2021-12-03 00:48:10,339 - mmaction - INFO - Epoch [13][1420/1793] lr: 7.500e-03, eta: 11:27:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3854, top5_acc: 0.6792, loss_cls: 2.5223, loss: 2.5223, grad_norm: 6.6584 2021-12-03 00:48:22,504 - mmaction - INFO - Epoch [13][1440/1793] lr: 7.500e-03, eta: 11:27:43, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6740, loss_cls: 2.5388, loss: 2.5388, grad_norm: 7.0919 2021-12-03 00:48:34,673 - mmaction - INFO - Epoch [13][1460/1793] lr: 7.500e-03, eta: 11:27:30, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.6906, loss_cls: 2.5068, loss: 2.5068, grad_norm: 6.8869 2021-12-03 00:48:46,849 - mmaction - INFO - Epoch [13][1480/1793] lr: 7.500e-03, eta: 11:27:17, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.4031, top5_acc: 0.6885, loss_cls: 2.4587, loss: 2.4587, grad_norm: 7.0286 2021-12-03 00:48:59,005 - mmaction - INFO - Epoch [13][1500/1793] lr: 7.500e-03, eta: 11:27:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6844, loss_cls: 2.4843, loss: 2.4843, grad_norm: 7.0031 2021-12-03 00:49:11,177 - mmaction - INFO - Epoch [13][1520/1793] lr: 7.500e-03, eta: 11:26:51, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7083, loss_cls: 2.3348, loss: 2.3348, grad_norm: 7.1797 2021-12-03 00:49:23,335 - mmaction - INFO - Epoch [13][1540/1793] lr: 7.500e-03, eta: 11:26:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6896, loss_cls: 2.4901, loss: 2.4901, grad_norm: 7.1209 2021-12-03 00:49:35,485 - mmaction - INFO - Epoch [13][1560/1793] lr: 7.500e-03, eta: 11:26:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3688, top5_acc: 0.6406, loss_cls: 2.5924, loss: 2.5924, grad_norm: 6.6585 2021-12-03 00:49:47,650 - mmaction - INFO - Epoch [13][1580/1793] lr: 7.500e-03, eta: 11:26:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.6813, loss_cls: 2.4835, loss: 2.4835, grad_norm: 6.8804 2021-12-03 00:49:59,803 - mmaction - INFO - Epoch [13][1600/1793] lr: 7.500e-03, eta: 11:25:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6802, loss_cls: 2.5050, loss: 2.5050, grad_norm: 7.0221 2021-12-03 00:50:11,977 - mmaction - INFO - Epoch [13][1620/1793] lr: 7.500e-03, eta: 11:25:46, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.7031, loss_cls: 2.4463, loss: 2.4463, grad_norm: 7.1136 2021-12-03 00:50:24,134 - mmaction - INFO - Epoch [13][1640/1793] lr: 7.500e-03, eta: 11:25:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6958, loss_cls: 2.4492, loss: 2.4492, grad_norm: 6.8705 2021-12-03 00:50:36,303 - mmaction - INFO - Epoch [13][1660/1793] lr: 7.500e-03, eta: 11:25:20, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6604, loss_cls: 2.6279, loss: 2.6279, grad_norm: 7.1058 2021-12-03 00:50:48,473 - mmaction - INFO - Epoch [13][1680/1793] lr: 7.500e-03, eta: 11:25:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6896, loss_cls: 2.4899, loss: 2.4899, grad_norm: 7.4435 2021-12-03 00:51:00,651 - mmaction - INFO - Epoch [13][1700/1793] lr: 7.500e-03, eta: 11:24:55, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.6677, loss_cls: 2.5544, loss: 2.5544, grad_norm: 7.4252 2021-12-03 00:51:12,801 - mmaction - INFO - Epoch [13][1720/1793] lr: 7.500e-03, eta: 11:24:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6917, loss_cls: 2.4339, loss: 2.4339, grad_norm: 6.9729 2021-12-03 00:51:24,960 - mmaction - INFO - Epoch [13][1740/1793] lr: 7.500e-03, eta: 11:24:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6813, loss_cls: 2.4970, loss: 2.4970, grad_norm: 7.4451 2021-12-03 00:51:37,098 - mmaction - INFO - Epoch [13][1760/1793] lr: 7.500e-03, eta: 11:24:16, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6760, loss_cls: 2.5188, loss: 2.5188, grad_norm: 7.2110 2021-12-03 00:51:49,237 - mmaction - INFO - Epoch [13][1780/1793] lr: 7.500e-03, eta: 11:24:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6844, loss_cls: 2.4810, loss: 2.4810, grad_norm: 7.5743 2021-12-03 00:53:09,488 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:53:09,642 - mmaction - INFO - top1_acc 0.2918 top5_acc 0.5769 2021-12-03 00:53:09,642 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:53:09,651 - mmaction - INFO - mean_acc 0.2717 2021-12-03 00:53:15,165 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2021-12-03 00:53:15,165 - mmaction - INFO - Best top1_acc is 0.2918 at 13 epoch. 2021-12-03 00:53:15,169 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-12-03 00:53:18,908 - mmaction - INFO - Epoch(val) [13][241] top1_acc: 0.2918, top5_acc: 0.5769, mean_class_accuracy: 0.2717 2021-12-03 00:53:57,099 - mmaction - INFO - Epoch [14][20/1793] lr: 7.500e-03, eta: 11:24:33, time: 1.909, data_time: 1.307, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6646, loss_cls: 2.6368, loss: 2.6368, grad_norm: 6.9493 2021-12-03 00:54:09,177 - mmaction - INFO - Epoch [14][40/1793] lr: 7.500e-03, eta: 11:24:19, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4146, top5_acc: 0.6792, loss_cls: 2.4756, loss: 2.4756, grad_norm: 6.7134 2021-12-03 00:54:21,261 - mmaction - INFO - Epoch [14][60/1793] lr: 7.500e-03, eta: 11:24:06, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4208, top5_acc: 0.6979, loss_cls: 2.3852, loss: 2.3852, grad_norm: 6.8661 2021-12-03 00:54:33,346 - mmaction - INFO - Epoch [14][80/1793] lr: 7.500e-03, eta: 11:23:53, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7042, loss_cls: 2.4142, loss: 2.4142, grad_norm: 6.7435 2021-12-03 00:54:45,419 - mmaction - INFO - Epoch [14][100/1793] lr: 7.500e-03, eta: 11:23:40, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.7083, loss_cls: 2.3931, loss: 2.3931, grad_norm: 7.3623 2021-12-03 00:54:57,522 - mmaction - INFO - Epoch [14][120/1793] lr: 7.500e-03, eta: 11:23:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7021, loss_cls: 2.4405, loss: 2.4405, grad_norm: 7.2599 2021-12-03 00:55:09,618 - mmaction - INFO - Epoch [14][140/1793] lr: 7.500e-03, eta: 11:23:13, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3823, top5_acc: 0.6729, loss_cls: 2.5582, loss: 2.5582, grad_norm: 7.7020 2021-12-03 00:55:21,696 - mmaction - INFO - Epoch [14][160/1793] lr: 7.500e-03, eta: 11:23:00, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.7010, loss_cls: 2.4314, loss: 2.4314, grad_norm: 7.2311 2021-12-03 00:55:33,776 - mmaction - INFO - Epoch [14][180/1793] lr: 7.500e-03, eta: 11:22:47, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7115, loss_cls: 2.3590, loss: 2.3590, grad_norm: 7.0170 2021-12-03 00:55:45,858 - mmaction - INFO - Epoch [14][200/1793] lr: 7.500e-03, eta: 11:22:33, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6844, loss_cls: 2.4514, loss: 2.4514, grad_norm: 7.0079 2021-12-03 00:55:57,945 - mmaction - INFO - Epoch [14][220/1793] lr: 7.500e-03, eta: 11:22:20, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6844, loss_cls: 2.4727, loss: 2.4727, grad_norm: 7.3109 2021-12-03 00:56:10,055 - mmaction - INFO - Epoch [14][240/1793] lr: 7.500e-03, eta: 11:22:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7167, loss_cls: 2.3281, loss: 2.3281, grad_norm: 7.2439 2021-12-03 00:56:22,177 - mmaction - INFO - Epoch [14][260/1793] lr: 7.500e-03, eta: 11:21:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4021, top5_acc: 0.6771, loss_cls: 2.4812, loss: 2.4812, grad_norm: 7.6737 2021-12-03 00:56:34,275 - mmaction - INFO - Epoch [14][280/1793] lr: 7.500e-03, eta: 11:21:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6802, loss_cls: 2.4486, loss: 2.4486, grad_norm: 7.3516 2021-12-03 00:56:46,388 - mmaction - INFO - Epoch [14][300/1793] lr: 7.500e-03, eta: 11:21:28, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6906, loss_cls: 2.4675, loss: 2.4675, grad_norm: 7.4094 2021-12-03 00:56:58,496 - mmaction - INFO - Epoch [14][320/1793] lr: 7.500e-03, eta: 11:21:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6771, loss_cls: 2.4971, loss: 2.4971, grad_norm: 7.5132 2021-12-03 00:57:10,627 - mmaction - INFO - Epoch [14][340/1793] lr: 7.500e-03, eta: 11:21:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6750, loss_cls: 2.4775, loss: 2.4775, grad_norm: 7.3996 2021-12-03 00:57:22,727 - mmaction - INFO - Epoch [14][360/1793] lr: 7.500e-03, eta: 11:20:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3750, top5_acc: 0.6583, loss_cls: 2.5838, loss: 2.5838, grad_norm: 7.6596 2021-12-03 00:57:34,854 - mmaction - INFO - Epoch [14][380/1793] lr: 7.500e-03, eta: 11:20:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.6854, loss_cls: 2.4872, loss: 2.4872, grad_norm: 6.9848 2021-12-03 00:57:46,988 - mmaction - INFO - Epoch [14][400/1793] lr: 7.500e-03, eta: 11:20:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6865, loss_cls: 2.4544, loss: 2.4544, grad_norm: 7.4134 2021-12-03 00:57:59,142 - mmaction - INFO - Epoch [14][420/1793] lr: 7.500e-03, eta: 11:20:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6708, loss_cls: 2.5837, loss: 2.5837, grad_norm: 7.7811 2021-12-03 00:58:11,281 - mmaction - INFO - Epoch [14][440/1793] lr: 7.500e-03, eta: 11:19:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6792, loss_cls: 2.5054, loss: 2.5054, grad_norm: 6.7220 2021-12-03 00:58:23,401 - mmaction - INFO - Epoch [14][460/1793] lr: 7.500e-03, eta: 11:19:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.7021, loss_cls: 2.4541, loss: 2.4541, grad_norm: 7.5092 2021-12-03 00:58:35,536 - mmaction - INFO - Epoch [14][480/1793] lr: 7.500e-03, eta: 11:19:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6781, loss_cls: 2.5199, loss: 2.5199, grad_norm: 7.3703 2021-12-03 00:58:47,656 - mmaction - INFO - Epoch [14][500/1793] lr: 7.500e-03, eta: 11:19:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6958, loss_cls: 2.4405, loss: 2.4405, grad_norm: 7.4309 2021-12-03 00:58:59,797 - mmaction - INFO - Epoch [14][520/1793] lr: 7.500e-03, eta: 11:19:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3979, top5_acc: 0.6937, loss_cls: 2.4367, loss: 2.4367, grad_norm: 7.3557 2021-12-03 00:59:11,896 - mmaction - INFO - Epoch [14][540/1793] lr: 7.500e-03, eta: 11:18:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6625, loss_cls: 2.6232, loss: 2.6232, grad_norm: 7.2623 2021-12-03 00:59:24,017 - mmaction - INFO - Epoch [14][560/1793] lr: 7.500e-03, eta: 11:18:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6865, loss_cls: 2.5044, loss: 2.5044, grad_norm: 6.9406 2021-12-03 00:59:36,111 - mmaction - INFO - Epoch [14][580/1793] lr: 7.500e-03, eta: 11:18:24, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6740, loss_cls: 2.5206, loss: 2.5206, grad_norm: 7.1028 2021-12-03 00:59:48,223 - mmaction - INFO - Epoch [14][600/1793] lr: 7.500e-03, eta: 11:18:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6823, loss_cls: 2.5446, loss: 2.5446, grad_norm: 6.9759 2021-12-03 01:00:00,346 - mmaction - INFO - Epoch [14][620/1793] lr: 7.500e-03, eta: 11:17:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6833, loss_cls: 2.4896, loss: 2.4896, grad_norm: 7.1108 2021-12-03 01:00:12,477 - mmaction - INFO - Epoch [14][640/1793] lr: 7.500e-03, eta: 11:17:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6906, loss_cls: 2.4206, loss: 2.4206, grad_norm: 7.3954 2021-12-03 01:00:24,564 - mmaction - INFO - Epoch [14][660/1793] lr: 7.500e-03, eta: 11:17:32, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3604, top5_acc: 0.6760, loss_cls: 2.4851, loss: 2.4851, grad_norm: 7.4020 2021-12-03 01:00:36,683 - mmaction - INFO - Epoch [14][680/1793] lr: 7.500e-03, eta: 11:17:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3781, top5_acc: 0.6771, loss_cls: 2.5116, loss: 2.5116, grad_norm: 7.2248 2021-12-03 01:00:48,787 - mmaction - INFO - Epoch [14][700/1793] lr: 7.500e-03, eta: 11:17:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7094, loss_cls: 2.3873, loss: 2.3873, grad_norm: 6.7343 2021-12-03 01:01:00,900 - mmaction - INFO - Epoch [14][720/1793] lr: 7.500e-03, eta: 11:16:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6771, loss_cls: 2.3908, loss: 2.3908, grad_norm: 7.4297 2021-12-03 01:01:12,965 - mmaction - INFO - Epoch [14][740/1793] lr: 7.500e-03, eta: 11:16:39, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.7031, loss_cls: 2.4468, loss: 2.4468, grad_norm: 7.4385 2021-12-03 01:01:25,080 - mmaction - INFO - Epoch [14][760/1793] lr: 7.500e-03, eta: 11:16:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.6906, loss_cls: 2.4457, loss: 2.4457, grad_norm: 6.7169 2021-12-03 01:01:37,190 - mmaction - INFO - Epoch [14][780/1793] lr: 7.500e-03, eta: 11:16:13, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6969, loss_cls: 2.4383, loss: 2.4383, grad_norm: 7.2619 2021-12-03 01:01:49,291 - mmaction - INFO - Epoch [14][800/1793] lr: 7.500e-03, eta: 11:16:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3792, top5_acc: 0.6635, loss_cls: 2.5869, loss: 2.5869, grad_norm: 7.1939 2021-12-03 01:02:01,397 - mmaction - INFO - Epoch [14][820/1793] lr: 7.500e-03, eta: 11:15:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3875, top5_acc: 0.6823, loss_cls: 2.4909, loss: 2.4909, grad_norm: 7.0421 2021-12-03 01:02:13,509 - mmaction - INFO - Epoch [14][840/1793] lr: 7.500e-03, eta: 11:15:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6865, loss_cls: 2.4416, loss: 2.4416, grad_norm: 6.8641 2021-12-03 01:02:25,647 - mmaction - INFO - Epoch [14][860/1793] lr: 7.500e-03, eta: 11:15:21, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6885, loss_cls: 2.4287, loss: 2.4287, grad_norm: 7.1400 2021-12-03 01:02:37,735 - mmaction - INFO - Epoch [14][880/1793] lr: 7.500e-03, eta: 11:15:08, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6979, loss_cls: 2.3998, loss: 2.3998, grad_norm: 6.7554 2021-12-03 01:02:49,837 - mmaction - INFO - Epoch [14][900/1793] lr: 7.500e-03, eta: 11:14:54, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4146, top5_acc: 0.6823, loss_cls: 2.4742, loss: 2.4742, grad_norm: 7.1847 2021-12-03 01:03:01,934 - mmaction - INFO - Epoch [14][920/1793] lr: 7.500e-03, eta: 11:14:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.7052, loss_cls: 2.4114, loss: 2.4114, grad_norm: 6.9269 2021-12-03 01:03:14,057 - mmaction - INFO - Epoch [14][940/1793] lr: 7.500e-03, eta: 11:14:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.6896, loss_cls: 2.4277, loss: 2.4277, grad_norm: 7.5678 2021-12-03 01:03:26,181 - mmaction - INFO - Epoch [14][960/1793] lr: 7.500e-03, eta: 11:14:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3677, top5_acc: 0.6760, loss_cls: 2.5235, loss: 2.5235, grad_norm: 7.3639 2021-12-03 01:03:38,285 - mmaction - INFO - Epoch [14][980/1793] lr: 7.500e-03, eta: 11:14:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3854, top5_acc: 0.6823, loss_cls: 2.6094, loss: 2.6094, grad_norm: 7.0133 2021-12-03 01:03:50,390 - mmaction - INFO - Epoch [14][1000/1793] lr: 7.500e-03, eta: 11:13:49, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.6677, loss_cls: 2.5387, loss: 2.5387, grad_norm: 7.1722 2021-12-03 01:04:02,515 - mmaction - INFO - Epoch [14][1020/1793] lr: 7.500e-03, eta: 11:13:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7104, loss_cls: 2.4005, loss: 2.4005, grad_norm: 7.2382 2021-12-03 01:04:14,636 - mmaction - INFO - Epoch [14][1040/1793] lr: 7.500e-03, eta: 11:13:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.7031, loss_cls: 2.4022, loss: 2.4022, grad_norm: 7.2108 2021-12-03 01:04:26,735 - mmaction - INFO - Epoch [14][1060/1793] lr: 7.500e-03, eta: 11:13:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6885, loss_cls: 2.4841, loss: 2.4841, grad_norm: 7.1731 2021-12-03 01:04:38,849 - mmaction - INFO - Epoch [14][1080/1793] lr: 7.500e-03, eta: 11:12:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6990, loss_cls: 2.4522, loss: 2.4522, grad_norm: 6.7343 2021-12-03 01:04:50,960 - mmaction - INFO - Epoch [14][1100/1793] lr: 7.500e-03, eta: 11:12:44, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6802, loss_cls: 2.4502, loss: 2.4502, grad_norm: 7.1431 2021-12-03 01:05:03,085 - mmaction - INFO - Epoch [14][1120/1793] lr: 7.500e-03, eta: 11:12:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6844, loss_cls: 2.4866, loss: 2.4866, grad_norm: 7.1827 2021-12-03 01:05:15,214 - mmaction - INFO - Epoch [14][1140/1793] lr: 7.500e-03, eta: 11:12:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.6875, loss_cls: 2.3869, loss: 2.3869, grad_norm: 7.0642 2021-12-03 01:05:27,314 - mmaction - INFO - Epoch [14][1160/1793] lr: 7.500e-03, eta: 11:12:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7125, loss_cls: 2.3881, loss: 2.3881, grad_norm: 7.7709 2021-12-03 01:05:39,416 - mmaction - INFO - Epoch [14][1180/1793] lr: 7.500e-03, eta: 11:11:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6760, loss_cls: 2.5397, loss: 2.5397, grad_norm: 7.3125 2021-12-03 01:05:51,524 - mmaction - INFO - Epoch [14][1200/1793] lr: 7.500e-03, eta: 11:11:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3771, top5_acc: 0.6635, loss_cls: 2.5829, loss: 2.5829, grad_norm: 7.4660 2021-12-03 01:06:03,635 - mmaction - INFO - Epoch [14][1220/1793] lr: 7.500e-03, eta: 11:11:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6635, loss_cls: 2.5416, loss: 2.5416, grad_norm: 6.9272 2021-12-03 01:06:15,758 - mmaction - INFO - Epoch [14][1240/1793] lr: 7.500e-03, eta: 11:11:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.7188, loss_cls: 2.3861, loss: 2.3861, grad_norm: 7.3874 2021-12-03 01:06:27,860 - mmaction - INFO - Epoch [14][1260/1793] lr: 7.500e-03, eta: 11:10:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6667, loss_cls: 2.5095, loss: 2.5095, grad_norm: 7.0148 2021-12-03 01:06:39,967 - mmaction - INFO - Epoch [14][1280/1793] lr: 7.500e-03, eta: 11:10:46, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6781, loss_cls: 2.4755, loss: 2.4755, grad_norm: 6.9353 2021-12-03 01:06:52,054 - mmaction - INFO - Epoch [14][1300/1793] lr: 7.500e-03, eta: 11:10:33, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3823, top5_acc: 0.6750, loss_cls: 2.4879, loss: 2.4879, grad_norm: 7.0808 2021-12-03 01:07:04,153 - mmaction - INFO - Epoch [14][1320/1793] lr: 7.500e-03, eta: 11:10:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3948, top5_acc: 0.7031, loss_cls: 2.4489, loss: 2.4489, grad_norm: 7.5370 2021-12-03 01:07:16,274 - mmaction - INFO - Epoch [14][1340/1793] lr: 7.500e-03, eta: 11:10:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6896, loss_cls: 2.4902, loss: 2.4902, grad_norm: 7.3539 2021-12-03 01:07:28,373 - mmaction - INFO - Epoch [14][1360/1793] lr: 7.500e-03, eta: 11:09:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6552, loss_cls: 2.5547, loss: 2.5547, grad_norm: 7.2852 2021-12-03 01:07:40,492 - mmaction - INFO - Epoch [14][1380/1793] lr: 7.500e-03, eta: 11:09:41, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3708, top5_acc: 0.6656, loss_cls: 2.5486, loss: 2.5486, grad_norm: 7.0937 2021-12-03 01:07:52,589 - mmaction - INFO - Epoch [14][1400/1793] lr: 7.500e-03, eta: 11:09:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6667, loss_cls: 2.5057, loss: 2.5057, grad_norm: 6.9656 2021-12-03 01:08:04,699 - mmaction - INFO - Epoch [14][1420/1793] lr: 7.500e-03, eta: 11:09:15, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6937, loss_cls: 2.4809, loss: 2.4809, grad_norm: 7.0917 2021-12-03 01:08:16,787 - mmaction - INFO - Epoch [14][1440/1793] lr: 7.500e-03, eta: 11:09:01, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.3906, top5_acc: 0.6844, loss_cls: 2.4949, loss: 2.4949, grad_norm: 7.3778 2021-12-03 01:08:28,872 - mmaction - INFO - Epoch [14][1460/1793] lr: 7.500e-03, eta: 11:08:48, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6802, loss_cls: 2.4918, loss: 2.4918, grad_norm: 7.5914 2021-12-03 01:08:40,977 - mmaction - INFO - Epoch [14][1480/1793] lr: 7.500e-03, eta: 11:08:35, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.7042, loss_cls: 2.4104, loss: 2.4104, grad_norm: 7.0886 2021-12-03 01:08:53,078 - mmaction - INFO - Epoch [14][1500/1793] lr: 7.500e-03, eta: 11:08:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6844, loss_cls: 2.4558, loss: 2.4558, grad_norm: 7.2212 2021-12-03 01:09:05,158 - mmaction - INFO - Epoch [14][1520/1793] lr: 7.500e-03, eta: 11:08:09, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7167, loss_cls: 2.2983, loss: 2.2983, grad_norm: 7.4776 2021-12-03 01:09:17,280 - mmaction - INFO - Epoch [14][1540/1793] lr: 7.500e-03, eta: 11:07:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7052, loss_cls: 2.3816, loss: 2.3816, grad_norm: 7.0038 2021-12-03 01:09:29,399 - mmaction - INFO - Epoch [14][1560/1793] lr: 7.500e-03, eta: 11:07:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7010, loss_cls: 2.4140, loss: 2.4140, grad_norm: 7.2874 2021-12-03 01:09:41,507 - mmaction - INFO - Epoch [14][1580/1793] lr: 7.500e-03, eta: 11:07:30, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.7021, loss_cls: 2.4153, loss: 2.4153, grad_norm: 7.2628 2021-12-03 01:09:53,631 - mmaction - INFO - Epoch [14][1600/1793] lr: 7.500e-03, eta: 11:07:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3979, top5_acc: 0.7000, loss_cls: 2.4342, loss: 2.4342, grad_norm: 6.9795 2021-12-03 01:10:05,736 - mmaction - INFO - Epoch [14][1620/1793] lr: 7.500e-03, eta: 11:07:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7083, loss_cls: 2.3752, loss: 2.3752, grad_norm: 7.1337 2021-12-03 01:10:17,864 - mmaction - INFO - Epoch [14][1640/1793] lr: 7.500e-03, eta: 11:06:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3979, top5_acc: 0.6771, loss_cls: 2.5148, loss: 2.5148, grad_norm: 7.0075 2021-12-03 01:10:29,991 - mmaction - INFO - Epoch [14][1660/1793] lr: 7.500e-03, eta: 11:06:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6937, loss_cls: 2.4957, loss: 2.4957, grad_norm: 7.2871 2021-12-03 01:10:42,105 - mmaction - INFO - Epoch [14][1680/1793] lr: 7.500e-03, eta: 11:06:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3990, top5_acc: 0.6625, loss_cls: 2.4381, loss: 2.4381, grad_norm: 7.0362 2021-12-03 01:10:54,227 - mmaction - INFO - Epoch [14][1700/1793] lr: 7.500e-03, eta: 11:06:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7167, loss_cls: 2.3542, loss: 2.3542, grad_norm: 6.8899 2021-12-03 01:11:06,349 - mmaction - INFO - Epoch [14][1720/1793] lr: 7.500e-03, eta: 11:05:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.7042, loss_cls: 2.4532, loss: 2.4532, grad_norm: 7.3636 2021-12-03 01:11:18,486 - mmaction - INFO - Epoch [14][1740/1793] lr: 7.500e-03, eta: 11:05:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6635, loss_cls: 2.5598, loss: 2.5598, grad_norm: 6.8904 2021-12-03 01:11:30,620 - mmaction - INFO - Epoch [14][1760/1793] lr: 7.500e-03, eta: 11:05:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6771, loss_cls: 2.5461, loss: 2.5461, grad_norm: 7.1355 2021-12-03 01:11:42,747 - mmaction - INFO - Epoch [14][1780/1793] lr: 7.500e-03, eta: 11:05:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6927, loss_cls: 2.3952, loss: 2.3952, grad_norm: 6.8705 2021-12-03 01:13:03,271 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:13:03,435 - mmaction - INFO - top1_acc 0.3013 top5_acc 0.5888 2021-12-03 01:13:03,435 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:13:03,444 - mmaction - INFO - mean_acc 0.2698 2021-12-03 01:13:09,198 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-12-03 01:13:09,198 - mmaction - INFO - Best top1_acc is 0.3013 at 14 epoch. 2021-12-03 01:13:09,202 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-12-03 01:13:13,631 - mmaction - INFO - Epoch(val) [14][241] top1_acc: 0.3013, top5_acc: 0.5888, mean_class_accuracy: 0.2698 2021-12-03 01:13:52,793 - mmaction - INFO - Epoch [15][20/1793] lr: 7.500e-03, eta: 11:05:48, time: 1.958, data_time: 1.354, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6740, loss_cls: 2.5256, loss: 2.5256, grad_norm: 7.2416 2021-12-03 01:14:04,873 - mmaction - INFO - Epoch [15][40/1793] lr: 7.500e-03, eta: 11:05:35, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6927, loss_cls: 2.4279, loss: 2.4279, grad_norm: 7.1269 2021-12-03 01:14:16,953 - mmaction - INFO - Epoch [15][60/1793] lr: 7.500e-03, eta: 11:05:21, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4240, top5_acc: 0.6698, loss_cls: 2.4404, loss: 2.4404, grad_norm: 6.6477 2021-12-03 01:14:29,031 - mmaction - INFO - Epoch [15][80/1793] lr: 7.500e-03, eta: 11:05:08, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7146, loss_cls: 2.3406, loss: 2.3406, grad_norm: 6.7735 2021-12-03 01:14:41,133 - mmaction - INFO - Epoch [15][100/1793] lr: 7.500e-03, eta: 11:04:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7208, loss_cls: 2.3076, loss: 2.3076, grad_norm: 7.0902 2021-12-03 01:14:53,250 - mmaction - INFO - Epoch [15][120/1793] lr: 7.500e-03, eta: 11:04:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7031, loss_cls: 2.3094, loss: 2.3094, grad_norm: 6.7352 2021-12-03 01:15:05,365 - mmaction - INFO - Epoch [15][140/1793] lr: 7.500e-03, eta: 11:04:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7302, loss_cls: 2.2370, loss: 2.2370, grad_norm: 7.2477 2021-12-03 01:15:17,484 - mmaction - INFO - Epoch [15][160/1793] lr: 7.500e-03, eta: 11:04:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7115, loss_cls: 2.3761, loss: 2.3761, grad_norm: 7.1856 2021-12-03 01:15:29,596 - mmaction - INFO - Epoch [15][180/1793] lr: 7.500e-03, eta: 11:04:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6885, loss_cls: 2.4259, loss: 2.4259, grad_norm: 7.1676 2021-12-03 01:15:41,721 - mmaction - INFO - Epoch [15][200/1793] lr: 7.500e-03, eta: 11:03:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6854, loss_cls: 2.4307, loss: 2.4307, grad_norm: 7.1025 2021-12-03 01:15:53,836 - mmaction - INFO - Epoch [15][220/1793] lr: 7.500e-03, eta: 11:03:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6792, loss_cls: 2.4561, loss: 2.4561, grad_norm: 7.2556 2021-12-03 01:16:05,966 - mmaction - INFO - Epoch [15][240/1793] lr: 7.500e-03, eta: 11:03:24, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6979, loss_cls: 2.4341, loss: 2.4341, grad_norm: 7.0208 2021-12-03 01:16:18,092 - mmaction - INFO - Epoch [15][260/1793] lr: 7.500e-03, eta: 11:03:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7104, loss_cls: 2.3440, loss: 2.3440, grad_norm: 6.9650 2021-12-03 01:16:30,229 - mmaction - INFO - Epoch [15][280/1793] lr: 7.500e-03, eta: 11:02:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7115, loss_cls: 2.3524, loss: 2.3524, grad_norm: 6.9057 2021-12-03 01:16:42,361 - mmaction - INFO - Epoch [15][300/1793] lr: 7.500e-03, eta: 11:02:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7052, loss_cls: 2.4060, loss: 2.4060, grad_norm: 7.2805 2021-12-03 01:16:54,493 - mmaction - INFO - Epoch [15][320/1793] lr: 7.500e-03, eta: 11:02:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3906, top5_acc: 0.6833, loss_cls: 2.4761, loss: 2.4761, grad_norm: 7.2377 2021-12-03 01:17:06,626 - mmaction - INFO - Epoch [15][340/1793] lr: 7.500e-03, eta: 11:02:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6937, loss_cls: 2.4303, loss: 2.4303, grad_norm: 7.1161 2021-12-03 01:17:18,769 - mmaction - INFO - Epoch [15][360/1793] lr: 7.500e-03, eta: 11:02:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6958, loss_cls: 2.4599, loss: 2.4599, grad_norm: 7.3765 2021-12-03 01:17:30,911 - mmaction - INFO - Epoch [15][380/1793] lr: 7.500e-03, eta: 11:01:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6844, loss_cls: 2.4927, loss: 2.4927, grad_norm: 6.8802 2021-12-03 01:17:43,072 - mmaction - INFO - Epoch [15][400/1793] lr: 7.500e-03, eta: 11:01:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6844, loss_cls: 2.5532, loss: 2.5532, grad_norm: 7.1540 2021-12-03 01:17:55,227 - mmaction - INFO - Epoch [15][420/1793] lr: 7.500e-03, eta: 11:01:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.6948, loss_cls: 2.3945, loss: 2.3945, grad_norm: 7.1537 2021-12-03 01:18:07,379 - mmaction - INFO - Epoch [15][440/1793] lr: 7.500e-03, eta: 11:01:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6979, loss_cls: 2.5094, loss: 2.5094, grad_norm: 7.1924 2021-12-03 01:18:19,528 - mmaction - INFO - Epoch [15][460/1793] lr: 7.500e-03, eta: 11:01:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.6958, loss_cls: 2.3808, loss: 2.3808, grad_norm: 7.3973 2021-12-03 01:18:31,692 - mmaction - INFO - Epoch [15][480/1793] lr: 7.500e-03, eta: 11:00:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7094, loss_cls: 2.3248, loss: 2.3248, grad_norm: 7.3256 2021-12-03 01:18:43,838 - mmaction - INFO - Epoch [15][500/1793] lr: 7.500e-03, eta: 11:00:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6854, loss_cls: 2.5006, loss: 2.5006, grad_norm: 7.7055 2021-12-03 01:18:55,992 - mmaction - INFO - Epoch [15][520/1793] lr: 7.500e-03, eta: 11:00:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3990, top5_acc: 0.7021, loss_cls: 2.4605, loss: 2.4605, grad_norm: 7.1522 2021-12-03 01:19:08,146 - mmaction - INFO - Epoch [15][540/1793] lr: 7.500e-03, eta: 11:00:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.7125, loss_cls: 2.3559, loss: 2.3559, grad_norm: 7.7909 2021-12-03 01:19:20,286 - mmaction - INFO - Epoch [15][560/1793] lr: 7.500e-03, eta: 10:59:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7010, loss_cls: 2.4601, loss: 2.4601, grad_norm: 7.1419 2021-12-03 01:19:32,431 - mmaction - INFO - Epoch [15][580/1793] lr: 7.500e-03, eta: 10:59:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.6969, loss_cls: 2.4605, loss: 2.4605, grad_norm: 7.3296 2021-12-03 01:19:44,576 - mmaction - INFO - Epoch [15][600/1793] lr: 7.500e-03, eta: 10:59:31, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6677, loss_cls: 2.5104, loss: 2.5104, grad_norm: 7.2771 2021-12-03 01:19:56,703 - mmaction - INFO - Epoch [15][620/1793] lr: 7.500e-03, eta: 10:59:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7375, loss_cls: 2.3300, loss: 2.3300, grad_norm: 6.8368 2021-12-03 01:20:08,843 - mmaction - INFO - Epoch [15][640/1793] lr: 7.500e-03, eta: 10:59:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6792, loss_cls: 2.5107, loss: 2.5107, grad_norm: 7.2974 2021-12-03 01:20:20,971 - mmaction - INFO - Epoch [15][660/1793] lr: 7.500e-03, eta: 10:58:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3854, top5_acc: 0.6813, loss_cls: 2.5275, loss: 2.5275, grad_norm: 7.4481 2021-12-03 01:20:33,128 - mmaction - INFO - Epoch [15][680/1793] lr: 7.500e-03, eta: 10:58:39, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7010, loss_cls: 2.3835, loss: 2.3835, grad_norm: 6.9579 2021-12-03 01:20:45,247 - mmaction - INFO - Epoch [15][700/1793] lr: 7.500e-03, eta: 10:58:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7000, loss_cls: 2.4011, loss: 2.4011, grad_norm: 7.2988 2021-12-03 01:20:57,366 - mmaction - INFO - Epoch [15][720/1793] lr: 7.500e-03, eta: 10:58:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.6917, loss_cls: 2.4339, loss: 2.4339, grad_norm: 7.0684 2021-12-03 01:21:09,487 - mmaction - INFO - Epoch [15][740/1793] lr: 7.500e-03, eta: 10:58:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.7188, loss_cls: 2.3670, loss: 2.3670, grad_norm: 7.1700 2021-12-03 01:21:21,620 - mmaction - INFO - Epoch [15][760/1793] lr: 7.500e-03, eta: 10:57:47, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7302, loss_cls: 2.2232, loss: 2.2232, grad_norm: 7.1028 2021-12-03 01:21:33,748 - mmaction - INFO - Epoch [15][780/1793] lr: 7.500e-03, eta: 10:57:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6771, loss_cls: 2.5399, loss: 2.5399, grad_norm: 7.5400 2021-12-03 01:21:45,880 - mmaction - INFO - Epoch [15][800/1793] lr: 7.500e-03, eta: 10:57:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3740, top5_acc: 0.6698, loss_cls: 2.5659, loss: 2.5659, grad_norm: 7.3749 2021-12-03 01:21:58,003 - mmaction - INFO - Epoch [15][820/1793] lr: 7.500e-03, eta: 10:57:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6708, loss_cls: 2.5268, loss: 2.5268, grad_norm: 6.9655 2021-12-03 01:22:10,128 - mmaction - INFO - Epoch [15][840/1793] lr: 7.500e-03, eta: 10:56:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6813, loss_cls: 2.4418, loss: 2.4418, grad_norm: 7.0499 2021-12-03 01:22:22,256 - mmaction - INFO - Epoch [15][860/1793] lr: 7.500e-03, eta: 10:56:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6698, loss_cls: 2.5068, loss: 2.5068, grad_norm: 7.4119 2021-12-03 01:22:34,384 - mmaction - INFO - Epoch [15][880/1793] lr: 7.500e-03, eta: 10:56:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7031, loss_cls: 2.4022, loss: 2.4022, grad_norm: 6.9740 2021-12-03 01:22:46,486 - mmaction - INFO - Epoch [15][900/1793] lr: 7.500e-03, eta: 10:56:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6854, loss_cls: 2.4561, loss: 2.4561, grad_norm: 7.5350 2021-12-03 01:22:58,603 - mmaction - INFO - Epoch [15][920/1793] lr: 7.500e-03, eta: 10:56:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6844, loss_cls: 2.4804, loss: 2.4804, grad_norm: 7.0242 2021-12-03 01:23:10,730 - mmaction - INFO - Epoch [15][940/1793] lr: 7.500e-03, eta: 10:55:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.6927, loss_cls: 2.4474, loss: 2.4474, grad_norm: 7.2595 2021-12-03 01:23:22,880 - mmaction - INFO - Epoch [15][960/1793] lr: 7.500e-03, eta: 10:55:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3760, top5_acc: 0.6708, loss_cls: 2.5890, loss: 2.5890, grad_norm: 7.2149 2021-12-03 01:23:35,032 - mmaction - INFO - Epoch [15][980/1793] lr: 7.500e-03, eta: 10:55:24, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6927, loss_cls: 2.4621, loss: 2.4621, grad_norm: 7.9190 2021-12-03 01:23:47,149 - mmaction - INFO - Epoch [15][1000/1793] lr: 7.500e-03, eta: 10:55:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6927, loss_cls: 2.4626, loss: 2.4626, grad_norm: 7.2867 2021-12-03 01:23:59,252 - mmaction - INFO - Epoch [15][1020/1793] lr: 7.500e-03, eta: 10:54:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7042, loss_cls: 2.3717, loss: 2.3717, grad_norm: 7.1983 2021-12-03 01:24:11,400 - mmaction - INFO - Epoch [15][1040/1793] lr: 7.500e-03, eta: 10:54:45, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6990, loss_cls: 2.4543, loss: 2.4543, grad_norm: 7.0290 2021-12-03 01:24:23,506 - mmaction - INFO - Epoch [15][1060/1793] lr: 7.500e-03, eta: 10:54:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.6958, loss_cls: 2.3871, loss: 2.3871, grad_norm: 7.1578 2021-12-03 01:24:35,621 - mmaction - INFO - Epoch [15][1080/1793] lr: 7.500e-03, eta: 10:54:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7135, loss_cls: 2.3091, loss: 2.3091, grad_norm: 7.2317 2021-12-03 01:24:47,723 - mmaction - INFO - Epoch [15][1100/1793] lr: 7.500e-03, eta: 10:54:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6927, loss_cls: 2.4725, loss: 2.4725, grad_norm: 7.2722 2021-12-03 01:24:59,850 - mmaction - INFO - Epoch [15][1120/1793] lr: 7.500e-03, eta: 10:53:53, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.3771, top5_acc: 0.6885, loss_cls: 2.4982, loss: 2.4982, grad_norm: 7.3174 2021-12-03 01:25:11,953 - mmaction - INFO - Epoch [15][1140/1793] lr: 7.500e-03, eta: 10:53:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.6802, loss_cls: 2.4909, loss: 2.4909, grad_norm: 6.9917 2021-12-03 01:25:24,094 - mmaction - INFO - Epoch [15][1160/1793] lr: 7.500e-03, eta: 10:53:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3948, top5_acc: 0.6906, loss_cls: 2.5056, loss: 2.5056, grad_norm: 7.4477 2021-12-03 01:25:36,224 - mmaction - INFO - Epoch [15][1180/1793] lr: 7.500e-03, eta: 10:53:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7083, loss_cls: 2.3486, loss: 2.3486, grad_norm: 7.2674 2021-12-03 01:25:48,365 - mmaction - INFO - Epoch [15][1200/1793] lr: 7.500e-03, eta: 10:53:01, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7271, loss_cls: 2.3424, loss: 2.3424, grad_norm: 7.1425 2021-12-03 01:26:00,494 - mmaction - INFO - Epoch [15][1220/1793] lr: 7.500e-03, eta: 10:52:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3802, top5_acc: 0.6927, loss_cls: 2.4804, loss: 2.4804, grad_norm: 7.0278 2021-12-03 01:26:12,634 - mmaction - INFO - Epoch [15][1240/1793] lr: 7.500e-03, eta: 10:52:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7177, loss_cls: 2.3418, loss: 2.3418, grad_norm: 7.0337 2021-12-03 01:26:24,762 - mmaction - INFO - Epoch [15][1260/1793] lr: 7.500e-03, eta: 10:52:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6865, loss_cls: 2.4626, loss: 2.4626, grad_norm: 7.1612 2021-12-03 01:26:36,899 - mmaction - INFO - Epoch [15][1280/1793] lr: 7.500e-03, eta: 10:52:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6813, loss_cls: 2.4608, loss: 2.4608, grad_norm: 7.0441 2021-12-03 01:26:49,013 - mmaction - INFO - Epoch [15][1300/1793] lr: 7.500e-03, eta: 10:51:56, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4031, top5_acc: 0.6885, loss_cls: 2.4448, loss: 2.4448, grad_norm: 7.0167 2021-12-03 01:27:01,128 - mmaction - INFO - Epoch [15][1320/1793] lr: 7.500e-03, eta: 10:51:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7063, loss_cls: 2.3328, loss: 2.3328, grad_norm: 6.9593 2021-12-03 01:27:13,269 - mmaction - INFO - Epoch [15][1340/1793] lr: 7.500e-03, eta: 10:51:31, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7219, loss_cls: 2.3247, loss: 2.3247, grad_norm: 7.1460 2021-12-03 01:27:25,416 - mmaction - INFO - Epoch [15][1360/1793] lr: 7.500e-03, eta: 10:51:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6865, loss_cls: 2.4956, loss: 2.4956, grad_norm: 7.7194 2021-12-03 01:27:37,539 - mmaction - INFO - Epoch [15][1380/1793] lr: 7.500e-03, eta: 10:51:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6740, loss_cls: 2.4768, loss: 2.4768, grad_norm: 6.7962 2021-12-03 01:27:49,687 - mmaction - INFO - Epoch [15][1400/1793] lr: 7.500e-03, eta: 10:50:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6865, loss_cls: 2.4181, loss: 2.4181, grad_norm: 7.0407 2021-12-03 01:28:01,841 - mmaction - INFO - Epoch [15][1420/1793] lr: 7.500e-03, eta: 10:50:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7010, loss_cls: 2.3555, loss: 2.3555, grad_norm: 7.1449 2021-12-03 01:28:13,987 - mmaction - INFO - Epoch [15][1440/1793] lr: 7.500e-03, eta: 10:50:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6896, loss_cls: 2.4169, loss: 2.4169, grad_norm: 7.0730 2021-12-03 01:28:26,148 - mmaction - INFO - Epoch [15][1460/1793] lr: 7.500e-03, eta: 10:50:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3990, top5_acc: 0.7052, loss_cls: 2.4193, loss: 2.4193, grad_norm: 7.0160 2021-12-03 01:28:38,307 - mmaction - INFO - Epoch [15][1480/1793] lr: 7.500e-03, eta: 10:50:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7198, loss_cls: 2.3181, loss: 2.3181, grad_norm: 7.0366 2021-12-03 01:28:50,466 - mmaction - INFO - Epoch [15][1500/1793] lr: 7.500e-03, eta: 10:49:47, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7135, loss_cls: 2.3327, loss: 2.3327, grad_norm: 7.1367 2021-12-03 01:29:02,600 - mmaction - INFO - Epoch [15][1520/1793] lr: 7.500e-03, eta: 10:49:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.6917, loss_cls: 2.4477, loss: 2.4477, grad_norm: 7.1519 2021-12-03 01:29:14,741 - mmaction - INFO - Epoch [15][1540/1793] lr: 7.500e-03, eta: 10:49:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3812, top5_acc: 0.6844, loss_cls: 2.5532, loss: 2.5532, grad_norm: 6.9687 2021-12-03 01:29:26,882 - mmaction - INFO - Epoch [15][1560/1793] lr: 7.500e-03, eta: 10:49:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7052, loss_cls: 2.4193, loss: 2.4193, grad_norm: 7.1932 2021-12-03 01:29:39,044 - mmaction - INFO - Epoch [15][1580/1793] lr: 7.500e-03, eta: 10:48:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6917, loss_cls: 2.5301, loss: 2.5301, grad_norm: 7.0608 2021-12-03 01:29:51,192 - mmaction - INFO - Epoch [15][1600/1793] lr: 7.500e-03, eta: 10:48:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7021, loss_cls: 2.4054, loss: 2.4054, grad_norm: 7.1345 2021-12-03 01:30:03,347 - mmaction - INFO - Epoch [15][1620/1793] lr: 7.500e-03, eta: 10:48:30, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6646, loss_cls: 2.5662, loss: 2.5662, grad_norm: 6.8157 2021-12-03 01:30:15,519 - mmaction - INFO - Epoch [15][1640/1793] lr: 7.500e-03, eta: 10:48:17, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7021, loss_cls: 2.3323, loss: 2.3323, grad_norm: 6.9728 2021-12-03 01:30:27,678 - mmaction - INFO - Epoch [15][1660/1793] lr: 7.500e-03, eta: 10:48:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7094, loss_cls: 2.3010, loss: 2.3010, grad_norm: 6.9738 2021-12-03 01:30:39,831 - mmaction - INFO - Epoch [15][1680/1793] lr: 7.500e-03, eta: 10:47:52, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.6979, loss_cls: 2.4106, loss: 2.4106, grad_norm: 7.2995 2021-12-03 01:30:51,975 - mmaction - INFO - Epoch [15][1700/1793] lr: 7.500e-03, eta: 10:47:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6896, loss_cls: 2.4429, loss: 2.4429, grad_norm: 6.7399 2021-12-03 01:31:04,111 - mmaction - INFO - Epoch [15][1720/1793] lr: 7.500e-03, eta: 10:47:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6979, loss_cls: 2.3819, loss: 2.3819, grad_norm: 7.1213 2021-12-03 01:31:16,266 - mmaction - INFO - Epoch [15][1740/1793] lr: 7.500e-03, eta: 10:47:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.7135, loss_cls: 2.4151, loss: 2.4151, grad_norm: 7.2772 2021-12-03 01:31:28,415 - mmaction - INFO - Epoch [15][1760/1793] lr: 7.500e-03, eta: 10:47:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.6833, loss_cls: 2.5496, loss: 2.5496, grad_norm: 7.0747 2021-12-03 01:31:40,574 - mmaction - INFO - Epoch [15][1780/1793] lr: 7.500e-03, eta: 10:46:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6802, loss_cls: 2.4783, loss: 2.4783, grad_norm: 7.0472 2021-12-03 01:33:01,902 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:33:02,074 - mmaction - INFO - top1_acc 0.3199 top5_acc 0.6120 2021-12-03 01:33:02,075 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:33:02,086 - mmaction - INFO - mean_acc 0.2927 2021-12-03 01:33:04,760 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-12-03 01:33:04,760 - mmaction - INFO - Best top1_acc is 0.3199 at 15 epoch. 2021-12-03 01:33:04,765 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-12-03 01:33:10,428 - mmaction - INFO - Epoch(val) [15][241] top1_acc: 0.3199, top5_acc: 0.6120, mean_class_accuracy: 0.2927 2021-12-03 01:33:49,159 - mmaction - INFO - Epoch [16][20/1793] lr: 7.500e-03, eta: 10:47:10, time: 1.936, data_time: 1.332, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7052, loss_cls: 2.3956, loss: 2.3956, grad_norm: 6.9998 2021-12-03 01:34:01,282 - mmaction - INFO - Epoch [16][40/1793] lr: 7.500e-03, eta: 10:46:57, time: 0.606, data_time: 0.002, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7063, loss_cls: 2.3640, loss: 2.3640, grad_norm: 7.0828 2021-12-03 01:34:13,370 - mmaction - INFO - Epoch [16][60/1793] lr: 7.500e-03, eta: 10:46:43, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7042, loss_cls: 2.4062, loss: 2.4062, grad_norm: 6.9234 2021-12-03 01:34:25,441 - mmaction - INFO - Epoch [16][80/1793] lr: 7.500e-03, eta: 10:46:30, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7312, loss_cls: 2.2878, loss: 2.2878, grad_norm: 7.2334 2021-12-03 01:34:37,518 - mmaction - INFO - Epoch [16][100/1793] lr: 7.500e-03, eta: 10:46:17, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6917, loss_cls: 2.4524, loss: 2.4524, grad_norm: 7.3972 2021-12-03 01:34:49,628 - mmaction - INFO - Epoch [16][120/1793] lr: 7.500e-03, eta: 10:46:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6896, loss_cls: 2.4353, loss: 2.4353, grad_norm: 6.7792 2021-12-03 01:35:01,749 - mmaction - INFO - Epoch [16][140/1793] lr: 7.500e-03, eta: 10:45:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7375, loss_cls: 2.2795, loss: 2.2795, grad_norm: 7.1733 2021-12-03 01:35:13,867 - mmaction - INFO - Epoch [16][160/1793] lr: 7.500e-03, eta: 10:45:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.6969, loss_cls: 2.3609, loss: 2.3609, grad_norm: 7.3659 2021-12-03 01:35:26,004 - mmaction - INFO - Epoch [16][180/1793] lr: 7.500e-03, eta: 10:45:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7125, loss_cls: 2.4102, loss: 2.4102, grad_norm: 7.4289 2021-12-03 01:35:38,147 - mmaction - INFO - Epoch [16][200/1793] lr: 7.500e-03, eta: 10:45:13, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6990, loss_cls: 2.4357, loss: 2.4357, grad_norm: 7.2084 2021-12-03 01:35:50,268 - mmaction - INFO - Epoch [16][220/1793] lr: 7.500e-03, eta: 10:45:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6885, loss_cls: 2.4467, loss: 2.4467, grad_norm: 7.0904 2021-12-03 01:36:02,417 - mmaction - INFO - Epoch [16][240/1793] lr: 7.500e-03, eta: 10:44:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7021, loss_cls: 2.4139, loss: 2.4139, grad_norm: 6.8172 2021-12-03 01:36:14,531 - mmaction - INFO - Epoch [16][260/1793] lr: 7.500e-03, eta: 10:44:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7167, loss_cls: 2.3436, loss: 2.3436, grad_norm: 7.1683 2021-12-03 01:36:26,663 - mmaction - INFO - Epoch [16][280/1793] lr: 7.500e-03, eta: 10:44:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7073, loss_cls: 2.3486, loss: 2.3486, grad_norm: 7.1430 2021-12-03 01:36:38,776 - mmaction - INFO - Epoch [16][300/1793] lr: 7.500e-03, eta: 10:44:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7219, loss_cls: 2.3384, loss: 2.3384, grad_norm: 7.2420 2021-12-03 01:36:50,909 - mmaction - INFO - Epoch [16][320/1793] lr: 7.500e-03, eta: 10:43:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3990, top5_acc: 0.6792, loss_cls: 2.4951, loss: 2.4951, grad_norm: 7.2270 2021-12-03 01:37:03,029 - mmaction - INFO - Epoch [16][340/1793] lr: 7.500e-03, eta: 10:43:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7115, loss_cls: 2.3401, loss: 2.3401, grad_norm: 7.1429 2021-12-03 01:37:15,124 - mmaction - INFO - Epoch [16][360/1793] lr: 7.500e-03, eta: 10:43:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7219, loss_cls: 2.3996, loss: 2.3996, grad_norm: 7.1487 2021-12-03 01:37:27,255 - mmaction - INFO - Epoch [16][380/1793] lr: 7.500e-03, eta: 10:43:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3854, top5_acc: 0.6917, loss_cls: 2.4589, loss: 2.4589, grad_norm: 7.1845 2021-12-03 01:37:39,400 - mmaction - INFO - Epoch [16][400/1793] lr: 7.500e-03, eta: 10:43:03, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4104, top5_acc: 0.6937, loss_cls: 2.3791, loss: 2.3791, grad_norm: 7.3016 2021-12-03 01:37:51,511 - mmaction - INFO - Epoch [16][420/1793] lr: 7.500e-03, eta: 10:42:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6854, loss_cls: 2.4162, loss: 2.4162, grad_norm: 7.2763 2021-12-03 01:38:03,635 - mmaction - INFO - Epoch [16][440/1793] lr: 7.500e-03, eta: 10:42:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7000, loss_cls: 2.4197, loss: 2.4197, grad_norm: 7.3349 2021-12-03 01:38:15,771 - mmaction - INFO - Epoch [16][460/1793] lr: 7.500e-03, eta: 10:42:24, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7135, loss_cls: 2.3683, loss: 2.3683, grad_norm: 7.1408 2021-12-03 01:38:27,888 - mmaction - INFO - Epoch [16][480/1793] lr: 7.500e-03, eta: 10:42:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7063, loss_cls: 2.3915, loss: 2.3915, grad_norm: 7.1873 2021-12-03 01:38:40,014 - mmaction - INFO - Epoch [16][500/1793] lr: 7.500e-03, eta: 10:41:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6813, loss_cls: 2.4697, loss: 2.4697, grad_norm: 7.4429 2021-12-03 01:38:52,141 - mmaction - INFO - Epoch [16][520/1793] lr: 7.500e-03, eta: 10:41:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7333, loss_cls: 2.2219, loss: 2.2219, grad_norm: 7.1828 2021-12-03 01:39:04,259 - mmaction - INFO - Epoch [16][540/1793] lr: 7.500e-03, eta: 10:41:32, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4135, top5_acc: 0.6937, loss_cls: 2.4204, loss: 2.4204, grad_norm: 7.2097 2021-12-03 01:39:16,374 - mmaction - INFO - Epoch [16][560/1793] lr: 7.500e-03, eta: 10:41:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.6948, loss_cls: 2.3599, loss: 2.3599, grad_norm: 6.9675 2021-12-03 01:39:28,491 - mmaction - INFO - Epoch [16][580/1793] lr: 7.500e-03, eta: 10:41:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7281, loss_cls: 2.3358, loss: 2.3358, grad_norm: 7.4881 2021-12-03 01:39:40,606 - mmaction - INFO - Epoch [16][600/1793] lr: 7.500e-03, eta: 10:40:53, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7146, loss_cls: 2.3293, loss: 2.3293, grad_norm: 7.0086 2021-12-03 01:39:52,722 - mmaction - INFO - Epoch [16][620/1793] lr: 7.500e-03, eta: 10:40:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7177, loss_cls: 2.2870, loss: 2.2870, grad_norm: 7.4939 2021-12-03 01:40:04,841 - mmaction - INFO - Epoch [16][640/1793] lr: 7.500e-03, eta: 10:40:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7135, loss_cls: 2.3387, loss: 2.3387, grad_norm: 7.2288 2021-12-03 01:40:16,972 - mmaction - INFO - Epoch [16][660/1793] lr: 7.500e-03, eta: 10:40:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7167, loss_cls: 2.3139, loss: 2.3139, grad_norm: 7.2792 2021-12-03 01:40:29,083 - mmaction - INFO - Epoch [16][680/1793] lr: 7.500e-03, eta: 10:40:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7177, loss_cls: 2.3424, loss: 2.3424, grad_norm: 7.6751 2021-12-03 01:40:41,199 - mmaction - INFO - Epoch [16][700/1793] lr: 7.500e-03, eta: 10:39:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3854, top5_acc: 0.6677, loss_cls: 2.5244, loss: 2.5244, grad_norm: 7.1923 2021-12-03 01:40:53,332 - mmaction - INFO - Epoch [16][720/1793] lr: 7.500e-03, eta: 10:39:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7083, loss_cls: 2.3454, loss: 2.3454, grad_norm: 6.8916 2021-12-03 01:41:05,448 - mmaction - INFO - Epoch [16][740/1793] lr: 7.500e-03, eta: 10:39:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6990, loss_cls: 2.3833, loss: 2.3833, grad_norm: 7.2920 2021-12-03 01:41:17,569 - mmaction - INFO - Epoch [16][760/1793] lr: 7.500e-03, eta: 10:39:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7083, loss_cls: 2.3904, loss: 2.3904, grad_norm: 7.2423 2021-12-03 01:41:29,713 - mmaction - INFO - Epoch [16][780/1793] lr: 7.500e-03, eta: 10:38:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6792, loss_cls: 2.4939, loss: 2.4939, grad_norm: 7.1187 2021-12-03 01:41:41,845 - mmaction - INFO - Epoch [16][800/1793] lr: 7.500e-03, eta: 10:38:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.6969, loss_cls: 2.3809, loss: 2.3809, grad_norm: 7.2767 2021-12-03 01:41:53,966 - mmaction - INFO - Epoch [16][820/1793] lr: 7.500e-03, eta: 10:38:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.6854, loss_cls: 2.4560, loss: 2.4560, grad_norm: 7.1018 2021-12-03 01:42:06,122 - mmaction - INFO - Epoch [16][840/1793] lr: 7.500e-03, eta: 10:38:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4021, top5_acc: 0.6771, loss_cls: 2.4823, loss: 2.4823, grad_norm: 7.0350 2021-12-03 01:42:18,250 - mmaction - INFO - Epoch [16][860/1793] lr: 7.500e-03, eta: 10:38:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7240, loss_cls: 2.2864, loss: 2.2864, grad_norm: 6.9678 2021-12-03 01:42:30,372 - mmaction - INFO - Epoch [16][880/1793] lr: 7.500e-03, eta: 10:37:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3979, top5_acc: 0.6865, loss_cls: 2.4658, loss: 2.4658, grad_norm: 6.9885 2021-12-03 01:42:42,505 - mmaction - INFO - Epoch [16][900/1793] lr: 7.500e-03, eta: 10:37:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3948, top5_acc: 0.7010, loss_cls: 2.3493, loss: 2.3493, grad_norm: 7.1254 2021-12-03 01:42:54,641 - mmaction - INFO - Epoch [16][920/1793] lr: 7.500e-03, eta: 10:37:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7198, loss_cls: 2.3884, loss: 2.3884, grad_norm: 7.1044 2021-12-03 01:43:06,784 - mmaction - INFO - Epoch [16][940/1793] lr: 7.500e-03, eta: 10:37:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7115, loss_cls: 2.3849, loss: 2.3849, grad_norm: 7.1605 2021-12-03 01:43:18,934 - mmaction - INFO - Epoch [16][960/1793] lr: 7.500e-03, eta: 10:37:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3979, top5_acc: 0.6927, loss_cls: 2.4584, loss: 2.4584, grad_norm: 7.1299 2021-12-03 01:43:31,096 - mmaction - INFO - Epoch [16][980/1793] lr: 7.500e-03, eta: 10:36:48, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3969, top5_acc: 0.7146, loss_cls: 2.4420, loss: 2.4420, grad_norm: 7.0824 2021-12-03 01:43:43,251 - mmaction - INFO - Epoch [16][1000/1793] lr: 7.500e-03, eta: 10:36:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6865, loss_cls: 2.4664, loss: 2.4664, grad_norm: 6.8125 2021-12-03 01:43:55,414 - mmaction - INFO - Epoch [16][1020/1793] lr: 7.500e-03, eta: 10:36:22, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.3969, top5_acc: 0.7010, loss_cls: 2.4257, loss: 2.4257, grad_norm: 7.1542 2021-12-03 01:44:07,555 - mmaction - INFO - Epoch [16][1040/1793] lr: 7.500e-03, eta: 10:36:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6927, loss_cls: 2.3995, loss: 2.3995, grad_norm: 7.7240 2021-12-03 01:44:19,698 - mmaction - INFO - Epoch [16][1060/1793] lr: 7.500e-03, eta: 10:35:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4021, top5_acc: 0.7010, loss_cls: 2.3665, loss: 2.3665, grad_norm: 7.1886 2021-12-03 01:44:31,857 - mmaction - INFO - Epoch [16][1080/1793] lr: 7.500e-03, eta: 10:35:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7135, loss_cls: 2.3413, loss: 2.3413, grad_norm: 7.0939 2021-12-03 01:44:44,020 - mmaction - INFO - Epoch [16][1100/1793] lr: 7.500e-03, eta: 10:35:31, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7021, loss_cls: 2.3399, loss: 2.3399, grad_norm: 7.3645 2021-12-03 01:44:56,171 - mmaction - INFO - Epoch [16][1120/1793] lr: 7.500e-03, eta: 10:35:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.6875, loss_cls: 2.4267, loss: 2.4267, grad_norm: 6.9358 2021-12-03 01:45:08,330 - mmaction - INFO - Epoch [16][1140/1793] lr: 7.500e-03, eta: 10:35:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.6990, loss_cls: 2.3467, loss: 2.3467, grad_norm: 7.0811 2021-12-03 01:45:20,492 - mmaction - INFO - Epoch [16][1160/1793] lr: 7.500e-03, eta: 10:34:53, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.7188, loss_cls: 2.3414, loss: 2.3414, grad_norm: 7.1155 2021-12-03 01:45:32,653 - mmaction - INFO - Epoch [16][1180/1793] lr: 7.500e-03, eta: 10:34:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.6917, loss_cls: 2.4614, loss: 2.4614, grad_norm: 7.2078 2021-12-03 01:45:44,807 - mmaction - INFO - Epoch [16][1200/1793] lr: 7.500e-03, eta: 10:34:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.7000, loss_cls: 2.4345, loss: 2.4345, grad_norm: 6.8733 2021-12-03 01:45:56,961 - mmaction - INFO - Epoch [16][1220/1793] lr: 7.500e-03, eta: 10:34:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7063, loss_cls: 2.3612, loss: 2.3612, grad_norm: 7.0997 2021-12-03 01:46:09,141 - mmaction - INFO - Epoch [16][1240/1793] lr: 7.500e-03, eta: 10:34:01, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7010, loss_cls: 2.3620, loss: 2.3620, grad_norm: 6.9769 2021-12-03 01:46:21,295 - mmaction - INFO - Epoch [16][1260/1793] lr: 7.500e-03, eta: 10:33:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7240, loss_cls: 2.3013, loss: 2.3013, grad_norm: 7.0625 2021-12-03 01:46:33,473 - mmaction - INFO - Epoch [16][1280/1793] lr: 7.500e-03, eta: 10:33:36, time: 0.609, data_time: 0.001, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6990, loss_cls: 2.4230, loss: 2.4230, grad_norm: 6.6100 2021-12-03 01:46:45,626 - mmaction - INFO - Epoch [16][1300/1793] lr: 7.500e-03, eta: 10:33:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7052, loss_cls: 2.3521, loss: 2.3521, grad_norm: 7.4183 2021-12-03 01:46:57,777 - mmaction - INFO - Epoch [16][1320/1793] lr: 7.500e-03, eta: 10:33:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7177, loss_cls: 2.3582, loss: 2.3582, grad_norm: 7.3687 2021-12-03 01:47:09,929 - mmaction - INFO - Epoch [16][1340/1793] lr: 7.500e-03, eta: 10:32:57, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3823, top5_acc: 0.6927, loss_cls: 2.4445, loss: 2.4445, grad_norm: 7.3632 2021-12-03 01:47:22,084 - mmaction - INFO - Epoch [16][1360/1793] lr: 7.500e-03, eta: 10:32:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7146, loss_cls: 2.3905, loss: 2.3905, grad_norm: 6.9785 2021-12-03 01:47:34,250 - mmaction - INFO - Epoch [16][1380/1793] lr: 7.500e-03, eta: 10:32:32, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7073, loss_cls: 2.3326, loss: 2.3326, grad_norm: 7.1325 2021-12-03 01:47:46,407 - mmaction - INFO - Epoch [16][1400/1793] lr: 7.500e-03, eta: 10:32:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3885, top5_acc: 0.7031, loss_cls: 2.4519, loss: 2.4519, grad_norm: 7.3747 2021-12-03 01:47:58,563 - mmaction - INFO - Epoch [16][1420/1793] lr: 7.500e-03, eta: 10:32:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6990, loss_cls: 2.4058, loss: 2.4058, grad_norm: 7.0736 2021-12-03 01:48:10,717 - mmaction - INFO - Epoch [16][1440/1793] lr: 7.500e-03, eta: 10:31:53, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6719, loss_cls: 2.4672, loss: 2.4672, grad_norm: 7.0897 2021-12-03 01:48:22,872 - mmaction - INFO - Epoch [16][1460/1793] lr: 7.500e-03, eta: 10:31:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6833, loss_cls: 2.5406, loss: 2.5406, grad_norm: 7.3032 2021-12-03 01:48:35,019 - mmaction - INFO - Epoch [16][1480/1793] lr: 7.500e-03, eta: 10:31:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6990, loss_cls: 2.3929, loss: 2.3929, grad_norm: 7.0128 2021-12-03 01:48:47,181 - mmaction - INFO - Epoch [16][1500/1793] lr: 7.500e-03, eta: 10:31:15, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.6750, loss_cls: 2.4188, loss: 2.4188, grad_norm: 7.1640 2021-12-03 01:48:59,320 - mmaction - INFO - Epoch [16][1520/1793] lr: 7.500e-03, eta: 10:31:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6990, loss_cls: 2.4175, loss: 2.4175, grad_norm: 7.2897 2021-12-03 01:49:11,457 - mmaction - INFO - Epoch [16][1540/1793] lr: 7.500e-03, eta: 10:30:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7229, loss_cls: 2.2993, loss: 2.2993, grad_norm: 7.0376 2021-12-03 01:49:23,586 - mmaction - INFO - Epoch [16][1560/1793] lr: 7.500e-03, eta: 10:30:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.6854, loss_cls: 2.4511, loss: 2.4511, grad_norm: 7.0258 2021-12-03 01:49:35,728 - mmaction - INFO - Epoch [16][1580/1793] lr: 7.500e-03, eta: 10:30:23, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7135, loss_cls: 2.3642, loss: 2.3642, grad_norm: 6.9351 2021-12-03 01:49:47,857 - mmaction - INFO - Epoch [16][1600/1793] lr: 7.500e-03, eta: 10:30:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.6969, loss_cls: 2.4095, loss: 2.4095, grad_norm: 7.3485 2021-12-03 01:49:59,982 - mmaction - INFO - Epoch [16][1620/1793] lr: 7.500e-03, eta: 10:29:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7063, loss_cls: 2.4605, loss: 2.4605, grad_norm: 7.1265 2021-12-03 01:50:12,114 - mmaction - INFO - Epoch [16][1640/1793] lr: 7.500e-03, eta: 10:29:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7260, loss_cls: 2.2992, loss: 2.2992, grad_norm: 7.3071 2021-12-03 01:50:24,239 - mmaction - INFO - Epoch [16][1660/1793] lr: 7.500e-03, eta: 10:29:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7083, loss_cls: 2.3408, loss: 2.3408, grad_norm: 7.3671 2021-12-03 01:50:36,374 - mmaction - INFO - Epoch [16][1680/1793] lr: 7.500e-03, eta: 10:29:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7354, loss_cls: 2.2709, loss: 2.2709, grad_norm: 7.1330 2021-12-03 01:50:48,519 - mmaction - INFO - Epoch [16][1700/1793] lr: 7.500e-03, eta: 10:29:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7125, loss_cls: 2.3312, loss: 2.3312, grad_norm: 7.4067 2021-12-03 01:51:00,651 - mmaction - INFO - Epoch [16][1720/1793] lr: 7.500e-03, eta: 10:28:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6969, loss_cls: 2.4142, loss: 2.4142, grad_norm: 7.1552 2021-12-03 01:51:12,781 - mmaction - INFO - Epoch [16][1740/1793] lr: 7.500e-03, eta: 10:28:40, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6792, loss_cls: 2.5278, loss: 2.5278, grad_norm: 7.4089 2021-12-03 01:51:24,913 - mmaction - INFO - Epoch [16][1760/1793] lr: 7.500e-03, eta: 10:28:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.6958, loss_cls: 2.4342, loss: 2.4342, grad_norm: 7.1841 2021-12-03 01:51:37,043 - mmaction - INFO - Epoch [16][1780/1793] lr: 7.500e-03, eta: 10:28:14, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4021, top5_acc: 0.6896, loss_cls: 2.4508, loss: 2.4508, grad_norm: 7.4218 2021-12-03 01:52:58,301 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:52:58,456 - mmaction - INFO - top1_acc 0.3275 top5_acc 0.6171 2021-12-03 01:52:58,456 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:52:58,466 - mmaction - INFO - mean_acc 0.2930 2021-12-03 01:53:03,758 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-12-03 01:53:03,759 - mmaction - INFO - Best top1_acc is 0.3275 at 16 epoch. 2021-12-03 01:53:03,763 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-12-03 01:53:07,456 - mmaction - INFO - Epoch(val) [16][241] top1_acc: 0.3275, top5_acc: 0.6171, mean_class_accuracy: 0.2930 2021-12-03 01:53:46,021 - mmaction - INFO - Epoch [17][20/1793] lr: 7.500e-03, eta: 10:28:33, time: 1.928, data_time: 1.326, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7167, loss_cls: 2.3125, loss: 2.3125, grad_norm: 7.1887 2021-12-03 01:53:58,115 - mmaction - INFO - Epoch [17][40/1793] lr: 7.500e-03, eta: 10:28:20, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4042, top5_acc: 0.7000, loss_cls: 2.4296, loss: 2.4296, grad_norm: 7.3899 2021-12-03 01:54:10,215 - mmaction - INFO - Epoch [17][60/1793] lr: 7.500e-03, eta: 10:28:07, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4052, top5_acc: 0.7198, loss_cls: 2.3495, loss: 2.3495, grad_norm: 7.2528 2021-12-03 01:54:22,281 - mmaction - INFO - Epoch [17][80/1793] lr: 7.500e-03, eta: 10:27:54, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7646, loss_cls: 2.0755, loss: 2.0755, grad_norm: 7.1747 2021-12-03 01:54:34,352 - mmaction - INFO - Epoch [17][100/1793] lr: 7.500e-03, eta: 10:27:41, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7021, loss_cls: 2.3803, loss: 2.3803, grad_norm: 7.5303 2021-12-03 01:54:46,424 - mmaction - INFO - Epoch [17][120/1793] lr: 7.500e-03, eta: 10:27:28, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7021, loss_cls: 2.4216, loss: 2.4216, grad_norm: 7.2624 2021-12-03 01:54:58,517 - mmaction - INFO - Epoch [17][140/1793] lr: 7.500e-03, eta: 10:27:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6813, loss_cls: 2.4084, loss: 2.4084, grad_norm: 7.2992 2021-12-03 01:55:10,613 - mmaction - INFO - Epoch [17][160/1793] lr: 7.500e-03, eta: 10:27:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.6990, loss_cls: 2.2901, loss: 2.2901, grad_norm: 6.9817 2021-12-03 01:55:22,686 - mmaction - INFO - Epoch [17][180/1793] lr: 7.500e-03, eta: 10:26:49, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.7073, loss_cls: 2.3889, loss: 2.3889, grad_norm: 7.2786 2021-12-03 01:55:34,749 - mmaction - INFO - Epoch [17][200/1793] lr: 7.500e-03, eta: 10:26:36, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.2754, loss: 2.2754, grad_norm: 7.2299 2021-12-03 01:55:46,821 - mmaction - INFO - Epoch [17][220/1793] lr: 7.500e-03, eta: 10:26:23, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7188, loss_cls: 2.3223, loss: 2.3223, grad_norm: 7.2069 2021-12-03 01:55:58,901 - mmaction - INFO - Epoch [17][240/1793] lr: 7.500e-03, eta: 10:26:10, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7135, loss_cls: 2.2992, loss: 2.2992, grad_norm: 7.6419 2021-12-03 01:56:10,999 - mmaction - INFO - Epoch [17][260/1793] lr: 7.500e-03, eta: 10:25:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6937, loss_cls: 2.4187, loss: 2.4187, grad_norm: 7.2974 2021-12-03 01:56:23,108 - mmaction - INFO - Epoch [17][280/1793] lr: 7.500e-03, eta: 10:25:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.7063, loss_cls: 2.3980, loss: 2.3980, grad_norm: 7.6558 2021-12-03 01:56:35,194 - mmaction - INFO - Epoch [17][300/1793] lr: 7.500e-03, eta: 10:25:31, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4052, top5_acc: 0.6687, loss_cls: 2.4849, loss: 2.4849, grad_norm: 7.2337 2021-12-03 01:56:47,309 - mmaction - INFO - Epoch [17][320/1793] lr: 7.500e-03, eta: 10:25:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.7115, loss_cls: 2.3929, loss: 2.3929, grad_norm: 7.1238 2021-12-03 01:56:59,428 - mmaction - INFO - Epoch [17][340/1793] lr: 7.500e-03, eta: 10:25:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7115, loss_cls: 2.3147, loss: 2.3147, grad_norm: 6.9756 2021-12-03 01:57:11,555 - mmaction - INFO - Epoch [17][360/1793] lr: 7.500e-03, eta: 10:24:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6979, loss_cls: 2.3928, loss: 2.3928, grad_norm: 7.1700 2021-12-03 01:57:23,691 - mmaction - INFO - Epoch [17][380/1793] lr: 7.500e-03, eta: 10:24:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7083, loss_cls: 2.3592, loss: 2.3592, grad_norm: 7.1946 2021-12-03 01:57:35,799 - mmaction - INFO - Epoch [17][400/1793] lr: 7.500e-03, eta: 10:24:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7260, loss_cls: 2.2482, loss: 2.2482, grad_norm: 7.2646 2021-12-03 01:57:47,945 - mmaction - INFO - Epoch [17][420/1793] lr: 7.500e-03, eta: 10:24:13, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7323, loss_cls: 2.2933, loss: 2.2933, grad_norm: 7.3450 2021-12-03 01:58:00,089 - mmaction - INFO - Epoch [17][440/1793] lr: 7.500e-03, eta: 10:24:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.6969, loss_cls: 2.3476, loss: 2.3476, grad_norm: 7.0785 2021-12-03 01:58:12,240 - mmaction - INFO - Epoch [17][460/1793] lr: 7.500e-03, eta: 10:23:48, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4073, top5_acc: 0.7000, loss_cls: 2.4212, loss: 2.4212, grad_norm: 7.1115 2021-12-03 01:58:24,388 - mmaction - INFO - Epoch [17][480/1793] lr: 7.500e-03, eta: 10:23:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.7073, loss_cls: 2.4230, loss: 2.4230, grad_norm: 7.2764 2021-12-03 01:58:36,540 - mmaction - INFO - Epoch [17][500/1793] lr: 7.500e-03, eta: 10:23:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7198, loss_cls: 2.3126, loss: 2.3126, grad_norm: 6.8688 2021-12-03 01:58:48,707 - mmaction - INFO - Epoch [17][520/1793] lr: 7.500e-03, eta: 10:23:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7271, loss_cls: 2.2933, loss: 2.2933, grad_norm: 7.0981 2021-12-03 01:59:00,867 - mmaction - INFO - Epoch [17][540/1793] lr: 7.500e-03, eta: 10:22:56, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7104, loss_cls: 2.3442, loss: 2.3442, grad_norm: 7.3016 2021-12-03 01:59:13,017 - mmaction - INFO - Epoch [17][560/1793] lr: 7.500e-03, eta: 10:22:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7167, loss_cls: 2.3523, loss: 2.3523, grad_norm: 7.2630 2021-12-03 01:59:25,173 - mmaction - INFO - Epoch [17][580/1793] lr: 7.500e-03, eta: 10:22:31, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7146, loss_cls: 2.2997, loss: 2.2997, grad_norm: 7.5025 2021-12-03 01:59:37,337 - mmaction - INFO - Epoch [17][600/1793] lr: 7.500e-03, eta: 10:22:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6917, loss_cls: 2.4399, loss: 2.4399, grad_norm: 7.5291 2021-12-03 01:59:49,489 - mmaction - INFO - Epoch [17][620/1793] lr: 7.500e-03, eta: 10:22:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7010, loss_cls: 2.3855, loss: 2.3855, grad_norm: 7.6098 2021-12-03 02:00:01,638 - mmaction - INFO - Epoch [17][640/1793] lr: 7.500e-03, eta: 10:21:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3865, top5_acc: 0.7000, loss_cls: 2.4601, loss: 2.4601, grad_norm: 7.4258 2021-12-03 02:00:13,831 - mmaction - INFO - Epoch [17][660/1793] lr: 7.500e-03, eta: 10:21:40, time: 0.610, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7021, loss_cls: 2.3446, loss: 2.3446, grad_norm: 7.2765 2021-12-03 02:00:25,999 - mmaction - INFO - Epoch [17][680/1793] lr: 7.500e-03, eta: 10:21:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.6854, loss_cls: 2.4767, loss: 2.4767, grad_norm: 7.3607 2021-12-03 02:00:38,170 - mmaction - INFO - Epoch [17][700/1793] lr: 7.500e-03, eta: 10:21:14, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.6948, loss_cls: 2.3468, loss: 2.3468, grad_norm: 6.9717 2021-12-03 02:00:50,337 - mmaction - INFO - Epoch [17][720/1793] lr: 7.500e-03, eta: 10:21:01, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4010, top5_acc: 0.7021, loss_cls: 2.3919, loss: 2.3919, grad_norm: 7.7457 2021-12-03 02:01:02,502 - mmaction - INFO - Epoch [17][740/1793] lr: 7.500e-03, eta: 10:20:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7260, loss_cls: 2.1855, loss: 2.1855, grad_norm: 7.2009 2021-12-03 02:01:14,653 - mmaction - INFO - Epoch [17][760/1793] lr: 7.500e-03, eta: 10:20:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7312, loss_cls: 2.2544, loss: 2.2544, grad_norm: 7.3282 2021-12-03 02:01:26,815 - mmaction - INFO - Epoch [17][780/1793] lr: 7.500e-03, eta: 10:20:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3698, top5_acc: 0.6958, loss_cls: 2.4853, loss: 2.4853, grad_norm: 7.4771 2021-12-03 02:01:38,972 - mmaction - INFO - Epoch [17][800/1793] lr: 7.500e-03, eta: 10:20:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3917, top5_acc: 0.6917, loss_cls: 2.4665, loss: 2.4665, grad_norm: 7.3840 2021-12-03 02:01:51,114 - mmaction - INFO - Epoch [17][820/1793] lr: 7.500e-03, eta: 10:19:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6937, loss_cls: 2.4710, loss: 2.4710, grad_norm: 7.3206 2021-12-03 02:02:03,273 - mmaction - INFO - Epoch [17][840/1793] lr: 7.500e-03, eta: 10:19:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6885, loss_cls: 2.3751, loss: 2.3751, grad_norm: 7.4947 2021-12-03 02:02:15,427 - mmaction - INFO - Epoch [17][860/1793] lr: 7.500e-03, eta: 10:19:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7052, loss_cls: 2.4095, loss: 2.4095, grad_norm: 7.0523 2021-12-03 02:02:27,580 - mmaction - INFO - Epoch [17][880/1793] lr: 7.500e-03, eta: 10:19:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7208, loss_cls: 2.3274, loss: 2.3274, grad_norm: 7.0961 2021-12-03 02:02:39,734 - mmaction - INFO - Epoch [17][900/1793] lr: 7.500e-03, eta: 10:19:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7260, loss_cls: 2.3130, loss: 2.3130, grad_norm: 7.3713 2021-12-03 02:02:51,882 - mmaction - INFO - Epoch [17][920/1793] lr: 7.500e-03, eta: 10:18:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.6990, loss_cls: 2.4666, loss: 2.4666, grad_norm: 7.5703 2021-12-03 02:03:04,030 - mmaction - INFO - Epoch [17][940/1793] lr: 7.500e-03, eta: 10:18:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7063, loss_cls: 2.4113, loss: 2.4113, grad_norm: 7.1702 2021-12-03 02:03:16,161 - mmaction - INFO - Epoch [17][960/1793] lr: 7.500e-03, eta: 10:18:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7167, loss_cls: 2.3058, loss: 2.3058, grad_norm: 7.0810 2021-12-03 02:03:28,308 - mmaction - INFO - Epoch [17][980/1793] lr: 7.500e-03, eta: 10:18:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7115, loss_cls: 2.3424, loss: 2.3424, grad_norm: 7.0552 2021-12-03 02:03:40,458 - mmaction - INFO - Epoch [17][1000/1793] lr: 7.500e-03, eta: 10:18:02, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7083, loss_cls: 2.3338, loss: 2.3338, grad_norm: 7.3031 2021-12-03 02:03:52,603 - mmaction - INFO - Epoch [17][1020/1793] lr: 7.500e-03, eta: 10:17:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6979, loss_cls: 2.3631, loss: 2.3631, grad_norm: 7.2848 2021-12-03 02:04:04,752 - mmaction - INFO - Epoch [17][1040/1793] lr: 7.500e-03, eta: 10:17:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.7198, loss_cls: 2.3769, loss: 2.3769, grad_norm: 7.0671 2021-12-03 02:04:16,881 - mmaction - INFO - Epoch [17][1060/1793] lr: 7.500e-03, eta: 10:17:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7104, loss_cls: 2.3335, loss: 2.3335, grad_norm: 7.1460 2021-12-03 02:04:29,007 - mmaction - INFO - Epoch [17][1080/1793] lr: 7.500e-03, eta: 10:17:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7396, loss_cls: 2.2227, loss: 2.2227, grad_norm: 7.3205 2021-12-03 02:04:41,122 - mmaction - INFO - Epoch [17][1100/1793] lr: 7.500e-03, eta: 10:16:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7104, loss_cls: 2.3109, loss: 2.3109, grad_norm: 7.4831 2021-12-03 02:04:53,240 - mmaction - INFO - Epoch [17][1120/1793] lr: 7.500e-03, eta: 10:16:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.7104, loss_cls: 2.3714, loss: 2.3714, grad_norm: 7.2691 2021-12-03 02:05:05,362 - mmaction - INFO - Epoch [17][1140/1793] lr: 7.500e-03, eta: 10:16:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7188, loss_cls: 2.2688, loss: 2.2688, grad_norm: 7.1306 2021-12-03 02:05:17,494 - mmaction - INFO - Epoch [17][1160/1793] lr: 7.500e-03, eta: 10:16:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.6844, loss_cls: 2.4550, loss: 2.4550, grad_norm: 7.3487 2021-12-03 02:05:29,616 - mmaction - INFO - Epoch [17][1180/1793] lr: 7.500e-03, eta: 10:16:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3990, top5_acc: 0.6948, loss_cls: 2.4358, loss: 2.4358, grad_norm: 7.0997 2021-12-03 02:05:41,748 - mmaction - INFO - Epoch [17][1200/1793] lr: 7.500e-03, eta: 10:15:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7448, loss_cls: 2.2623, loss: 2.2623, grad_norm: 7.3498 2021-12-03 02:05:53,851 - mmaction - INFO - Epoch [17][1220/1793] lr: 7.500e-03, eta: 10:15:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7198, loss_cls: 2.3087, loss: 2.3087, grad_norm: 7.2844 2021-12-03 02:06:05,988 - mmaction - INFO - Epoch [17][1240/1793] lr: 7.500e-03, eta: 10:15:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.6813, loss_cls: 2.4259, loss: 2.4259, grad_norm: 7.2782 2021-12-03 02:06:18,123 - mmaction - INFO - Epoch [17][1260/1793] lr: 7.500e-03, eta: 10:15:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7063, loss_cls: 2.3671, loss: 2.3671, grad_norm: 7.4117 2021-12-03 02:06:30,247 - mmaction - INFO - Epoch [17][1280/1793] lr: 7.500e-03, eta: 10:15:02, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7115, loss_cls: 2.3101, loss: 2.3101, grad_norm: 7.2343 2021-12-03 02:06:42,379 - mmaction - INFO - Epoch [17][1300/1793] lr: 7.500e-03, eta: 10:14:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7031, loss_cls: 2.3808, loss: 2.3808, grad_norm: 7.4444 2021-12-03 02:06:54,489 - mmaction - INFO - Epoch [17][1320/1793] lr: 7.500e-03, eta: 10:14:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6917, loss_cls: 2.4385, loss: 2.4385, grad_norm: 7.3810 2021-12-03 02:07:06,591 - mmaction - INFO - Epoch [17][1340/1793] lr: 7.500e-03, eta: 10:14:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7167, loss_cls: 2.3678, loss: 2.3678, grad_norm: 7.3631 2021-12-03 02:07:18,715 - mmaction - INFO - Epoch [17][1360/1793] lr: 7.500e-03, eta: 10:14:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6906, loss_cls: 2.4879, loss: 2.4879, grad_norm: 7.3480 2021-12-03 02:07:30,822 - mmaction - INFO - Epoch [17][1380/1793] lr: 7.500e-03, eta: 10:13:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7156, loss_cls: 2.3022, loss: 2.3022, grad_norm: 7.2492 2021-12-03 02:07:42,944 - mmaction - INFO - Epoch [17][1400/1793] lr: 7.500e-03, eta: 10:13:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7344, loss_cls: 2.2581, loss: 2.2581, grad_norm: 7.2491 2021-12-03 02:07:55,081 - mmaction - INFO - Epoch [17][1420/1793] lr: 7.500e-03, eta: 10:13:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7156, loss_cls: 2.3224, loss: 2.3224, grad_norm: 7.2497 2021-12-03 02:08:07,185 - mmaction - INFO - Epoch [17][1440/1793] lr: 7.500e-03, eta: 10:13:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.3833, top5_acc: 0.6917, loss_cls: 2.4869, loss: 2.4869, grad_norm: 7.3381 2021-12-03 02:08:19,329 - mmaction - INFO - Epoch [17][1460/1793] lr: 7.500e-03, eta: 10:13:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3844, top5_acc: 0.6865, loss_cls: 2.4617, loss: 2.4617, grad_norm: 7.6734 2021-12-03 02:08:31,451 - mmaction - INFO - Epoch [17][1480/1793] lr: 7.500e-03, eta: 10:12:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7042, loss_cls: 2.4527, loss: 2.4527, grad_norm: 7.1962 2021-12-03 02:08:43,584 - mmaction - INFO - Epoch [17][1500/1793] lr: 7.500e-03, eta: 10:12:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7083, loss_cls: 2.4078, loss: 2.4078, grad_norm: 7.1419 2021-12-03 02:08:55,713 - mmaction - INFO - Epoch [17][1520/1793] lr: 7.500e-03, eta: 10:12:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7281, loss_cls: 2.3431, loss: 2.3431, grad_norm: 7.5443 2021-12-03 02:09:07,840 - mmaction - INFO - Epoch [17][1540/1793] lr: 7.500e-03, eta: 10:12:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7208, loss_cls: 2.3329, loss: 2.3329, grad_norm: 7.2773 2021-12-03 02:09:19,952 - mmaction - INFO - Epoch [17][1560/1793] lr: 7.500e-03, eta: 10:12:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7375, loss_cls: 2.2962, loss: 2.2962, grad_norm: 7.6624 2021-12-03 02:09:32,049 - mmaction - INFO - Epoch [17][1580/1793] lr: 7.500e-03, eta: 10:11:49, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6760, loss_cls: 2.4668, loss: 2.4668, grad_norm: 7.2797 2021-12-03 02:09:44,175 - mmaction - INFO - Epoch [17][1600/1793] lr: 7.500e-03, eta: 10:11:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7010, loss_cls: 2.3700, loss: 2.3700, grad_norm: 7.4686 2021-12-03 02:09:56,289 - mmaction - INFO - Epoch [17][1620/1793] lr: 7.500e-03, eta: 10:11:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7031, loss_cls: 2.3985, loss: 2.3985, grad_norm: 7.4352 2021-12-03 02:10:08,409 - mmaction - INFO - Epoch [17][1640/1793] lr: 7.500e-03, eta: 10:11:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.6906, loss_cls: 2.4251, loss: 2.4251, grad_norm: 7.2225 2021-12-03 02:10:20,533 - mmaction - INFO - Epoch [17][1660/1793] lr: 7.500e-03, eta: 10:10:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.6958, loss_cls: 2.4011, loss: 2.4011, grad_norm: 7.4510 2021-12-03 02:10:32,671 - mmaction - INFO - Epoch [17][1680/1793] lr: 7.500e-03, eta: 10:10:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.6979, loss_cls: 2.4124, loss: 2.4124, grad_norm: 7.3790 2021-12-03 02:10:44,818 - mmaction - INFO - Epoch [17][1700/1793] lr: 7.500e-03, eta: 10:10:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7333, loss_cls: 2.3173, loss: 2.3173, grad_norm: 7.4005 2021-12-03 02:10:56,931 - mmaction - INFO - Epoch [17][1720/1793] lr: 7.500e-03, eta: 10:10:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7188, loss_cls: 2.3258, loss: 2.3258, grad_norm: 7.3147 2021-12-03 02:11:09,059 - mmaction - INFO - Epoch [17][1740/1793] lr: 7.500e-03, eta: 10:10:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.7104, loss_cls: 2.4038, loss: 2.4038, grad_norm: 7.5970 2021-12-03 02:11:21,188 - mmaction - INFO - Epoch [17][1760/1793] lr: 7.500e-03, eta: 10:09:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.6969, loss_cls: 2.3705, loss: 2.3705, grad_norm: 7.0960 2021-12-03 02:11:33,300 - mmaction - INFO - Epoch [17][1780/1793] lr: 7.500e-03, eta: 10:09:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7042, loss_cls: 2.3246, loss: 2.3246, grad_norm: 7.2546 2021-12-03 02:12:59,504 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:12:59,659 - mmaction - INFO - top1_acc 0.3132 top5_acc 0.6178 2021-12-03 02:12:59,659 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:12:59,668 - mmaction - INFO - mean_acc 0.2894 2021-12-03 02:12:59,674 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-12-03 02:13:03,449 - mmaction - INFO - Epoch(val) [17][241] top1_acc: 0.3132, top5_acc: 0.6178, mean_class_accuracy: 0.2894 2021-12-03 02:13:42,203 - mmaction - INFO - Epoch [18][20/1793] lr: 7.500e-03, eta: 10:09:56, time: 1.937, data_time: 1.333, memory: 10469, top1_acc: 0.4062, top5_acc: 0.6896, loss_cls: 2.4737, loss: 2.4737, grad_norm: 7.2196 2021-12-03 02:13:54,298 - mmaction - INFO - Epoch [18][40/1793] lr: 7.500e-03, eta: 10:09:43, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7250, loss_cls: 2.3279, loss: 2.3279, grad_norm: 7.3156 2021-12-03 02:14:06,383 - mmaction - INFO - Epoch [18][60/1793] lr: 7.500e-03, eta: 10:09:30, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7000, loss_cls: 2.4038, loss: 2.4038, grad_norm: 7.4842 2021-12-03 02:14:18,497 - mmaction - INFO - Epoch [18][80/1793] lr: 7.500e-03, eta: 10:09:17, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4010, top5_acc: 0.7333, loss_cls: 2.3231, loss: 2.3231, grad_norm: 7.3650 2021-12-03 02:14:30,625 - mmaction - INFO - Epoch [18][100/1793] lr: 7.500e-03, eta: 10:09:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7094, loss_cls: 2.2831, loss: 2.2831, grad_norm: 7.4492 2021-12-03 02:14:42,737 - mmaction - INFO - Epoch [18][120/1793] lr: 7.500e-03, eta: 10:08:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.6969, loss_cls: 2.4118, loss: 2.4118, grad_norm: 7.7240 2021-12-03 02:14:54,847 - mmaction - INFO - Epoch [18][140/1793] lr: 7.500e-03, eta: 10:08:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7115, loss_cls: 2.3074, loss: 2.3074, grad_norm: 7.0483 2021-12-03 02:15:06,975 - mmaction - INFO - Epoch [18][160/1793] lr: 7.500e-03, eta: 10:08:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7094, loss_cls: 2.3046, loss: 2.3046, grad_norm: 7.6049 2021-12-03 02:15:19,133 - mmaction - INFO - Epoch [18][180/1793] lr: 7.500e-03, eta: 10:08:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7177, loss_cls: 2.2852, loss: 2.2852, grad_norm: 7.5184 2021-12-03 02:15:31,271 - mmaction - INFO - Epoch [18][200/1793] lr: 7.500e-03, eta: 10:08:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.6896, loss_cls: 2.3880, loss: 2.3880, grad_norm: 7.6220 2021-12-03 02:15:43,428 - mmaction - INFO - Epoch [18][220/1793] lr: 7.500e-03, eta: 10:07:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7229, loss_cls: 2.3458, loss: 2.3458, grad_norm: 7.6509 2021-12-03 02:15:55,589 - mmaction - INFO - Epoch [18][240/1793] lr: 7.500e-03, eta: 10:07:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7354, loss_cls: 2.2925, loss: 2.2925, grad_norm: 7.3611 2021-12-03 02:16:07,743 - mmaction - INFO - Epoch [18][260/1793] lr: 7.500e-03, eta: 10:07:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7135, loss_cls: 2.2424, loss: 2.2424, grad_norm: 7.7866 2021-12-03 02:16:19,901 - mmaction - INFO - Epoch [18][280/1793] lr: 7.500e-03, eta: 10:07:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.6948, loss_cls: 2.4211, loss: 2.4211, grad_norm: 7.7188 2021-12-03 02:16:32,053 - mmaction - INFO - Epoch [18][300/1793] lr: 7.500e-03, eta: 10:06:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7323, loss_cls: 2.2459, loss: 2.2459, grad_norm: 9.0773 2021-12-03 02:16:44,222 - mmaction - INFO - Epoch [18][320/1793] lr: 7.500e-03, eta: 10:06:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.3729, top5_acc: 0.6760, loss_cls: 2.5342, loss: 2.5342, grad_norm: 7.6767 2021-12-03 02:16:56,403 - mmaction - INFO - Epoch [18][340/1793] lr: 7.500e-03, eta: 10:06:31, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.3969, top5_acc: 0.6656, loss_cls: 2.4959, loss: 2.4959, grad_norm: 7.4128 2021-12-03 02:17:08,553 - mmaction - INFO - Epoch [18][360/1793] lr: 7.500e-03, eta: 10:06:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7250, loss_cls: 2.3375, loss: 2.3375, grad_norm: 7.1552 2021-12-03 02:17:20,697 - mmaction - INFO - Epoch [18][380/1793] lr: 7.500e-03, eta: 10:06:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7271, loss_cls: 2.2277, loss: 2.2277, grad_norm: 7.6300 2021-12-03 02:17:32,836 - mmaction - INFO - Epoch [18][400/1793] lr: 7.500e-03, eta: 10:05:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.6937, loss_cls: 2.4374, loss: 2.4374, grad_norm: 7.6869 2021-12-03 02:17:44,989 - mmaction - INFO - Epoch [18][420/1793] lr: 7.500e-03, eta: 10:05:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7208, loss_cls: 2.2996, loss: 2.2996, grad_norm: 7.5764 2021-12-03 02:17:57,153 - mmaction - INFO - Epoch [18][440/1793] lr: 7.500e-03, eta: 10:05:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7250, loss_cls: 2.3009, loss: 2.3009, grad_norm: 7.9772 2021-12-03 02:18:09,314 - mmaction - INFO - Epoch [18][460/1793] lr: 7.500e-03, eta: 10:05:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.7094, loss_cls: 2.3800, loss: 2.3800, grad_norm: 7.4537 2021-12-03 02:18:21,470 - mmaction - INFO - Epoch [18][480/1793] lr: 7.500e-03, eta: 10:05:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7115, loss_cls: 2.3199, loss: 2.3199, grad_norm: 7.1033 2021-12-03 02:18:33,612 - mmaction - INFO - Epoch [18][500/1793] lr: 7.500e-03, eta: 10:04:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7031, loss_cls: 2.3142, loss: 2.3142, grad_norm: 7.2178 2021-12-03 02:18:45,766 - mmaction - INFO - Epoch [18][520/1793] lr: 7.500e-03, eta: 10:04:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7135, loss_cls: 2.3400, loss: 2.3400, grad_norm: 7.1242 2021-12-03 02:18:57,884 - mmaction - INFO - Epoch [18][540/1793] lr: 7.500e-03, eta: 10:04:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7417, loss_cls: 2.3158, loss: 2.3158, grad_norm: 7.2978 2021-12-03 02:19:10,007 - mmaction - INFO - Epoch [18][560/1793] lr: 7.500e-03, eta: 10:04:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7406, loss_cls: 2.2033, loss: 2.2033, grad_norm: 7.2598 2021-12-03 02:19:22,153 - mmaction - INFO - Epoch [18][580/1793] lr: 7.500e-03, eta: 10:03:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.6969, loss_cls: 2.3603, loss: 2.3603, grad_norm: 7.3966 2021-12-03 02:19:34,279 - mmaction - INFO - Epoch [18][600/1793] lr: 7.500e-03, eta: 10:03:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.7000, loss_cls: 2.3909, loss: 2.3909, grad_norm: 7.5200 2021-12-03 02:19:46,433 - mmaction - INFO - Epoch [18][620/1793] lr: 7.500e-03, eta: 10:03:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.6958, loss_cls: 2.3555, loss: 2.3555, grad_norm: 7.6336 2021-12-03 02:19:58,560 - mmaction - INFO - Epoch [18][640/1793] lr: 7.500e-03, eta: 10:03:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7052, loss_cls: 2.3852, loss: 2.3852, grad_norm: 7.4836 2021-12-03 02:20:10,684 - mmaction - INFO - Epoch [18][660/1793] lr: 7.500e-03, eta: 10:03:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7177, loss_cls: 2.3344, loss: 2.3344, grad_norm: 7.4356 2021-12-03 02:20:22,806 - mmaction - INFO - Epoch [18][680/1793] lr: 7.500e-03, eta: 10:02:53, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7031, loss_cls: 2.4009, loss: 2.4009, grad_norm: 7.8449 2021-12-03 02:20:34,943 - mmaction - INFO - Epoch [18][700/1793] lr: 7.500e-03, eta: 10:02:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3906, top5_acc: 0.6854, loss_cls: 2.4810, loss: 2.4810, grad_norm: 7.4451 2021-12-03 02:20:47,091 - mmaction - INFO - Epoch [18][720/1793] lr: 7.500e-03, eta: 10:02:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7240, loss_cls: 2.3257, loss: 2.3257, grad_norm: 7.6594 2021-12-03 02:20:59,214 - mmaction - INFO - Epoch [18][740/1793] lr: 7.500e-03, eta: 10:02:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7042, loss_cls: 2.3499, loss: 2.3499, grad_norm: 7.4368 2021-12-03 02:21:11,305 - mmaction - INFO - Epoch [18][760/1793] lr: 7.500e-03, eta: 10:02:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7271, loss_cls: 2.2951, loss: 2.2951, grad_norm: 7.4763 2021-12-03 02:21:23,420 - mmaction - INFO - Epoch [18][780/1793] lr: 7.500e-03, eta: 10:01:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7042, loss_cls: 2.3441, loss: 2.3441, grad_norm: 7.3053 2021-12-03 02:21:35,535 - mmaction - INFO - Epoch [18][800/1793] lr: 7.500e-03, eta: 10:01:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7198, loss_cls: 2.2448, loss: 2.2448, grad_norm: 7.0740 2021-12-03 02:21:47,655 - mmaction - INFO - Epoch [18][820/1793] lr: 7.500e-03, eta: 10:01:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7021, loss_cls: 2.3678, loss: 2.3678, grad_norm: 7.3195 2021-12-03 02:21:59,765 - mmaction - INFO - Epoch [18][840/1793] lr: 7.500e-03, eta: 10:01:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7063, loss_cls: 2.3720, loss: 2.3720, grad_norm: 7.4888 2021-12-03 02:22:11,883 - mmaction - INFO - Epoch [18][860/1793] lr: 7.500e-03, eta: 10:00:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7115, loss_cls: 2.3538, loss: 2.3538, grad_norm: 7.2170 2021-12-03 02:22:24,016 - mmaction - INFO - Epoch [18][880/1793] lr: 7.500e-03, eta: 10:00:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7219, loss_cls: 2.3563, loss: 2.3563, grad_norm: 7.3933 2021-12-03 02:22:36,146 - mmaction - INFO - Epoch [18][900/1793] lr: 7.500e-03, eta: 10:00:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.6802, loss_cls: 2.4322, loss: 2.4322, grad_norm: 7.2405 2021-12-03 02:22:48,262 - mmaction - INFO - Epoch [18][920/1793] lr: 7.500e-03, eta: 10:00:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7094, loss_cls: 2.3296, loss: 2.3296, grad_norm: 7.1288 2021-12-03 02:23:00,376 - mmaction - INFO - Epoch [18][940/1793] lr: 7.500e-03, eta: 10:00:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6990, loss_cls: 2.3759, loss: 2.3759, grad_norm: 7.3574 2021-12-03 02:23:12,478 - mmaction - INFO - Epoch [18][960/1793] lr: 7.500e-03, eta: 9:59:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7063, loss_cls: 2.3200, loss: 2.3200, grad_norm: 7.4802 2021-12-03 02:23:24,595 - mmaction - INFO - Epoch [18][980/1793] lr: 7.500e-03, eta: 9:59:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.7104, loss_cls: 2.3976, loss: 2.3976, grad_norm: 7.4702 2021-12-03 02:23:36,703 - mmaction - INFO - Epoch [18][1000/1793] lr: 7.500e-03, eta: 9:59:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.6979, loss_cls: 2.3469, loss: 2.3469, grad_norm: 7.4251 2021-12-03 02:23:48,809 - mmaction - INFO - Epoch [18][1020/1793] lr: 7.500e-03, eta: 9:59:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7042, loss_cls: 2.4192, loss: 2.4192, grad_norm: 7.2806 2021-12-03 02:24:00,915 - mmaction - INFO - Epoch [18][1040/1793] lr: 7.500e-03, eta: 9:59:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7021, loss_cls: 2.3545, loss: 2.3545, grad_norm: 7.3654 2021-12-03 02:24:13,046 - mmaction - INFO - Epoch [18][1060/1793] lr: 7.500e-03, eta: 9:58:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7052, loss_cls: 2.4033, loss: 2.4033, grad_norm: 7.5815 2021-12-03 02:24:25,168 - mmaction - INFO - Epoch [18][1080/1793] lr: 7.500e-03, eta: 9:58:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.6990, loss_cls: 2.3636, loss: 2.3636, grad_norm: 7.1488 2021-12-03 02:24:37,289 - mmaction - INFO - Epoch [18][1100/1793] lr: 7.500e-03, eta: 9:58:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4021, top5_acc: 0.6917, loss_cls: 2.4200, loss: 2.4200, grad_norm: 7.5225 2021-12-03 02:24:49,399 - mmaction - INFO - Epoch [18][1120/1793] lr: 7.500e-03, eta: 9:58:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4167, top5_acc: 0.7156, loss_cls: 2.3313, loss: 2.3313, grad_norm: 7.3427 2021-12-03 02:25:01,503 - mmaction - INFO - Epoch [18][1140/1793] lr: 7.500e-03, eta: 9:57:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7292, loss_cls: 2.2851, loss: 2.2851, grad_norm: 7.4980 2021-12-03 02:25:13,626 - mmaction - INFO - Epoch [18][1160/1793] lr: 7.500e-03, eta: 9:57:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7073, loss_cls: 2.3884, loss: 2.3884, grad_norm: 7.1981 2021-12-03 02:25:25,754 - mmaction - INFO - Epoch [18][1180/1793] lr: 7.500e-03, eta: 9:57:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7125, loss_cls: 2.3932, loss: 2.3932, grad_norm: 7.4948 2021-12-03 02:25:37,871 - mmaction - INFO - Epoch [18][1200/1793] lr: 7.500e-03, eta: 9:57:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7229, loss_cls: 2.2783, loss: 2.2783, grad_norm: 7.3588 2021-12-03 02:25:49,979 - mmaction - INFO - Epoch [18][1220/1793] lr: 7.500e-03, eta: 9:57:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7010, loss_cls: 2.3610, loss: 2.3610, grad_norm: 7.6362 2021-12-03 02:26:02,108 - mmaction - INFO - Epoch [18][1240/1793] lr: 7.500e-03, eta: 9:56:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7188, loss_cls: 2.3147, loss: 2.3147, grad_norm: 7.6048 2021-12-03 02:26:14,242 - mmaction - INFO - Epoch [18][1260/1793] lr: 7.500e-03, eta: 9:56:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.7083, loss_cls: 2.4140, loss: 2.4140, grad_norm: 7.8271 2021-12-03 02:26:26,351 - mmaction - INFO - Epoch [18][1280/1793] lr: 7.500e-03, eta: 9:56:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.7125, loss_cls: 2.4148, loss: 2.4148, grad_norm: 7.4860 2021-12-03 02:26:38,458 - mmaction - INFO - Epoch [18][1300/1793] lr: 7.500e-03, eta: 9:56:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.6937, loss_cls: 2.4685, loss: 2.4685, grad_norm: 7.7760 2021-12-03 02:26:50,546 - mmaction - INFO - Epoch [18][1320/1793] lr: 7.500e-03, eta: 9:56:03, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.3896, top5_acc: 0.6813, loss_cls: 2.5346, loss: 2.5346, grad_norm: 7.1849 2021-12-03 02:27:02,639 - mmaction - INFO - Epoch [18][1340/1793] lr: 7.500e-03, eta: 9:55:50, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7177, loss_cls: 2.3037, loss: 2.3037, grad_norm: 6.9784 2021-12-03 02:27:14,776 - mmaction - INFO - Epoch [18][1360/1793] lr: 7.500e-03, eta: 9:55:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7031, loss_cls: 2.3892, loss: 2.3892, grad_norm: 7.2694 2021-12-03 02:27:26,899 - mmaction - INFO - Epoch [18][1380/1793] lr: 7.500e-03, eta: 9:55:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.6948, loss_cls: 2.3032, loss: 2.3032, grad_norm: 7.2129 2021-12-03 02:27:39,015 - mmaction - INFO - Epoch [18][1400/1793] lr: 7.500e-03, eta: 9:55:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7188, loss_cls: 2.2667, loss: 2.2667, grad_norm: 7.3325 2021-12-03 02:27:51,140 - mmaction - INFO - Epoch [18][1420/1793] lr: 7.500e-03, eta: 9:54:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7271, loss_cls: 2.2219, loss: 2.2219, grad_norm: 7.1894 2021-12-03 02:28:03,262 - mmaction - INFO - Epoch [18][1440/1793] lr: 7.500e-03, eta: 9:54:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7010, loss_cls: 2.3833, loss: 2.3833, grad_norm: 7.1234 2021-12-03 02:28:15,402 - mmaction - INFO - Epoch [18][1460/1793] lr: 7.500e-03, eta: 9:54:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3990, top5_acc: 0.7042, loss_cls: 2.4258, loss: 2.4258, grad_norm: 7.4558 2021-12-03 02:28:27,526 - mmaction - INFO - Epoch [18][1480/1793] lr: 7.500e-03, eta: 9:54:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.6958, loss_cls: 2.4222, loss: 2.4222, grad_norm: 7.4022 2021-12-03 02:28:39,663 - mmaction - INFO - Epoch [18][1500/1793] lr: 7.500e-03, eta: 9:54:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7271, loss_cls: 2.3513, loss: 2.3513, grad_norm: 7.2442 2021-12-03 02:28:51,801 - mmaction - INFO - Epoch [18][1520/1793] lr: 7.500e-03, eta: 9:53:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7365, loss_cls: 2.2336, loss: 2.2336, grad_norm: 7.2294 2021-12-03 02:29:03,930 - mmaction - INFO - Epoch [18][1540/1793] lr: 7.500e-03, eta: 9:53:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3719, top5_acc: 0.6781, loss_cls: 2.5182, loss: 2.5182, grad_norm: 7.3852 2021-12-03 02:29:16,061 - mmaction - INFO - Epoch [18][1560/1793] lr: 7.500e-03, eta: 9:53:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7031, loss_cls: 2.3722, loss: 2.3722, grad_norm: 7.4642 2021-12-03 02:29:28,177 - mmaction - INFO - Epoch [18][1580/1793] lr: 7.500e-03, eta: 9:53:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.6833, loss_cls: 2.3874, loss: 2.3874, grad_norm: 7.4273 2021-12-03 02:29:40,295 - mmaction - INFO - Epoch [18][1600/1793] lr: 7.500e-03, eta: 9:53:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7156, loss_cls: 2.3195, loss: 2.3195, grad_norm: 7.7196 2021-12-03 02:29:52,430 - mmaction - INFO - Epoch [18][1620/1793] lr: 7.500e-03, eta: 9:52:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7365, loss_cls: 2.2345, loss: 2.2345, grad_norm: 7.5299 2021-12-03 02:30:04,551 - mmaction - INFO - Epoch [18][1640/1793] lr: 7.500e-03, eta: 9:52:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.6979, loss_cls: 2.4144, loss: 2.4144, grad_norm: 7.1659 2021-12-03 02:30:16,694 - mmaction - INFO - Epoch [18][1660/1793] lr: 7.500e-03, eta: 9:52:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7188, loss_cls: 2.3121, loss: 2.3121, grad_norm: 7.8601 2021-12-03 02:30:28,830 - mmaction - INFO - Epoch [18][1680/1793] lr: 7.500e-03, eta: 9:52:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7177, loss_cls: 2.3355, loss: 2.3355, grad_norm: 7.4503 2021-12-03 02:30:40,957 - mmaction - INFO - Epoch [18][1700/1793] lr: 7.500e-03, eta: 9:52:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7333, loss_cls: 2.2787, loss: 2.2787, grad_norm: 7.5720 2021-12-03 02:30:53,087 - mmaction - INFO - Epoch [18][1720/1793] lr: 7.500e-03, eta: 9:51:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.6865, loss_cls: 2.4619, loss: 2.4619, grad_norm: 7.3677 2021-12-03 02:31:05,236 - mmaction - INFO - Epoch [18][1740/1793] lr: 7.500e-03, eta: 9:51:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.6833, loss_cls: 2.4616, loss: 2.4616, grad_norm: 7.2871 2021-12-03 02:31:17,390 - mmaction - INFO - Epoch [18][1760/1793] lr: 7.500e-03, eta: 9:51:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7167, loss_cls: 2.3495, loss: 2.3495, grad_norm: 7.2835 2021-12-03 02:31:29,531 - mmaction - INFO - Epoch [18][1780/1793] lr: 7.500e-03, eta: 9:51:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.7125, loss_cls: 2.3798, loss: 2.3798, grad_norm: 7.4869 2021-12-03 02:32:51,448 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:32:51,603 - mmaction - INFO - top1_acc 0.2952 top5_acc 0.5679 2021-12-03 02:32:51,603 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:32:51,612 - mmaction - INFO - mean_acc 0.2683 2021-12-03 02:32:51,617 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-12-03 02:32:56,669 - mmaction - INFO - Epoch(val) [18][241] top1_acc: 0.2952, top5_acc: 0.5679, mean_class_accuracy: 0.2683 2021-12-03 02:33:35,252 - mmaction - INFO - Epoch [19][20/1793] lr: 7.500e-03, eta: 9:51:21, time: 1.929, data_time: 1.326, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7104, loss_cls: 2.3071, loss: 2.3071, grad_norm: 7.3329 2021-12-03 02:33:47,332 - mmaction - INFO - Epoch [19][40/1793] lr: 7.500e-03, eta: 9:51:08, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7271, loss_cls: 2.2486, loss: 2.2486, grad_norm: 7.3062 2021-12-03 02:33:59,411 - mmaction - INFO - Epoch [19][60/1793] lr: 7.500e-03, eta: 9:50:55, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7396, loss_cls: 2.2445, loss: 2.2445, grad_norm: 7.7160 2021-12-03 02:34:11,484 - mmaction - INFO - Epoch [19][80/1793] lr: 7.500e-03, eta: 9:50:42, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7260, loss_cls: 2.2255, loss: 2.2255, grad_norm: 7.2871 2021-12-03 02:34:23,563 - mmaction - INFO - Epoch [19][100/1793] lr: 7.500e-03, eta: 9:50:29, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7083, loss_cls: 2.3878, loss: 2.3878, grad_norm: 7.1342 2021-12-03 02:34:35,619 - mmaction - INFO - Epoch [19][120/1793] lr: 7.500e-03, eta: 9:50:16, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7302, loss_cls: 2.2849, loss: 2.2849, grad_norm: 7.4293 2021-12-03 02:34:47,738 - mmaction - INFO - Epoch [19][140/1793] lr: 7.500e-03, eta: 9:50:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.6917, loss_cls: 2.3741, loss: 2.3741, grad_norm: 7.8096 2021-12-03 02:34:59,797 - mmaction - INFO - Epoch [19][160/1793] lr: 7.500e-03, eta: 9:49:50, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7323, loss_cls: 2.2774, loss: 2.2774, grad_norm: 7.5809 2021-12-03 02:35:11,874 - mmaction - INFO - Epoch [19][180/1793] lr: 7.500e-03, eta: 9:49:37, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7052, loss_cls: 2.3784, loss: 2.3784, grad_norm: 7.3449 2021-12-03 02:35:23,975 - mmaction - INFO - Epoch [19][200/1793] lr: 7.500e-03, eta: 9:49:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4010, top5_acc: 0.6896, loss_cls: 2.4197, loss: 2.4197, grad_norm: 7.7546 2021-12-03 02:35:36,083 - mmaction - INFO - Epoch [19][220/1793] lr: 7.500e-03, eta: 9:49:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7000, loss_cls: 2.3470, loss: 2.3470, grad_norm: 7.5619 2021-12-03 02:35:48,219 - mmaction - INFO - Epoch [19][240/1793] lr: 7.500e-03, eta: 9:48:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7115, loss_cls: 2.2802, loss: 2.2802, grad_norm: 7.6228 2021-12-03 02:36:00,302 - mmaction - INFO - Epoch [19][260/1793] lr: 7.500e-03, eta: 9:48:46, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7260, loss_cls: 2.1969, loss: 2.1969, grad_norm: 7.3562 2021-12-03 02:36:12,420 - mmaction - INFO - Epoch [19][280/1793] lr: 7.500e-03, eta: 9:48:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7042, loss_cls: 2.3704, loss: 2.3704, grad_norm: 7.6673 2021-12-03 02:36:24,542 - mmaction - INFO - Epoch [19][300/1793] lr: 7.500e-03, eta: 9:48:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7063, loss_cls: 2.3922, loss: 2.3922, grad_norm: 7.4195 2021-12-03 02:36:36,668 - mmaction - INFO - Epoch [19][320/1793] lr: 7.500e-03, eta: 9:48:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.7146, loss_cls: 2.4468, loss: 2.4468, grad_norm: 7.7169 2021-12-03 02:36:48,797 - mmaction - INFO - Epoch [19][340/1793] lr: 7.500e-03, eta: 9:47:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4000, top5_acc: 0.7031, loss_cls: 2.3603, loss: 2.3603, grad_norm: 7.4976 2021-12-03 02:37:00,918 - mmaction - INFO - Epoch [19][360/1793] lr: 7.500e-03, eta: 9:47:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.6990, loss_cls: 2.4294, loss: 2.4294, grad_norm: 7.4628 2021-12-03 02:37:13,033 - mmaction - INFO - Epoch [19][380/1793] lr: 7.500e-03, eta: 9:47:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7188, loss_cls: 2.3227, loss: 2.3227, grad_norm: 7.2092 2021-12-03 02:37:25,116 - mmaction - INFO - Epoch [19][400/1793] lr: 7.500e-03, eta: 9:47:16, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.7156, loss_cls: 2.2819, loss: 2.2819, grad_norm: 7.3343 2021-12-03 02:37:37,227 - mmaction - INFO - Epoch [19][420/1793] lr: 7.500e-03, eta: 9:47:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7240, loss_cls: 2.2740, loss: 2.2740, grad_norm: 7.6770 2021-12-03 02:37:49,348 - mmaction - INFO - Epoch [19][440/1793] lr: 7.500e-03, eta: 9:46:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3958, top5_acc: 0.7229, loss_cls: 2.3368, loss: 2.3368, grad_norm: 7.8489 2021-12-03 02:38:01,446 - mmaction - INFO - Epoch [19][460/1793] lr: 7.500e-03, eta: 9:46:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.6969, loss_cls: 2.4022, loss: 2.4022, grad_norm: 7.2485 2021-12-03 02:38:13,575 - mmaction - INFO - Epoch [19][480/1793] lr: 7.500e-03, eta: 9:46:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7156, loss_cls: 2.2480, loss: 2.2480, grad_norm: 7.4016 2021-12-03 02:38:25,699 - mmaction - INFO - Epoch [19][500/1793] lr: 7.500e-03, eta: 9:46:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7323, loss_cls: 2.2659, loss: 2.2659, grad_norm: 7.2673 2021-12-03 02:38:37,808 - mmaction - INFO - Epoch [19][520/1793] lr: 7.500e-03, eta: 9:46:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7052, loss_cls: 2.3397, loss: 2.3397, grad_norm: 7.7558 2021-12-03 02:38:49,903 - mmaction - INFO - Epoch [19][540/1793] lr: 7.500e-03, eta: 9:45:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7063, loss_cls: 2.3134, loss: 2.3134, grad_norm: 7.1610 2021-12-03 02:39:01,988 - mmaction - INFO - Epoch [19][560/1793] lr: 7.500e-03, eta: 9:45:34, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.6979, loss_cls: 2.3482, loss: 2.3482, grad_norm: 7.6072 2021-12-03 02:39:14,104 - mmaction - INFO - Epoch [19][580/1793] lr: 7.500e-03, eta: 9:45:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.6844, loss_cls: 2.3674, loss: 2.3674, grad_norm: 7.6878 2021-12-03 02:39:26,218 - mmaction - INFO - Epoch [19][600/1793] lr: 7.500e-03, eta: 9:45:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7365, loss_cls: 2.2720, loss: 2.2720, grad_norm: 7.5735 2021-12-03 02:39:38,289 - mmaction - INFO - Epoch [19][620/1793] lr: 7.500e-03, eta: 9:44:55, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7177, loss_cls: 2.3808, loss: 2.3808, grad_norm: 7.4507 2021-12-03 02:39:50,411 - mmaction - INFO - Epoch [19][640/1793] lr: 7.500e-03, eta: 9:44:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7010, loss_cls: 2.3224, loss: 2.3224, grad_norm: 7.0684 2021-12-03 02:40:02,525 - mmaction - INFO - Epoch [19][660/1793] lr: 7.500e-03, eta: 9:44:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7229, loss_cls: 2.2275, loss: 2.2275, grad_norm: 7.5581 2021-12-03 02:40:14,647 - mmaction - INFO - Epoch [19][680/1793] lr: 7.500e-03, eta: 9:44:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7146, loss_cls: 2.3085, loss: 2.3085, grad_norm: 7.7565 2021-12-03 02:40:26,759 - mmaction - INFO - Epoch [19][700/1793] lr: 7.500e-03, eta: 9:44:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7250, loss_cls: 2.2790, loss: 2.2790, grad_norm: 7.3344 2021-12-03 02:40:38,865 - mmaction - INFO - Epoch [19][720/1793] lr: 7.500e-03, eta: 9:43:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7083, loss_cls: 2.3143, loss: 2.3143, grad_norm: 7.5507 2021-12-03 02:40:50,965 - mmaction - INFO - Epoch [19][740/1793] lr: 7.500e-03, eta: 9:43:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7177, loss_cls: 2.2764, loss: 2.2764, grad_norm: 7.1747 2021-12-03 02:41:03,084 - mmaction - INFO - Epoch [19][760/1793] lr: 7.500e-03, eta: 9:43:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7177, loss_cls: 2.3352, loss: 2.3352, grad_norm: 7.3315 2021-12-03 02:41:15,210 - mmaction - INFO - Epoch [19][780/1793] lr: 7.500e-03, eta: 9:43:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7052, loss_cls: 2.3406, loss: 2.3406, grad_norm: 7.3614 2021-12-03 02:41:27,344 - mmaction - INFO - Epoch [19][800/1793] lr: 7.500e-03, eta: 9:43:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7260, loss_cls: 2.3351, loss: 2.3351, grad_norm: 7.3619 2021-12-03 02:41:39,474 - mmaction - INFO - Epoch [19][820/1793] lr: 7.500e-03, eta: 9:42:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7156, loss_cls: 2.3457, loss: 2.3457, grad_norm: 7.1155 2021-12-03 02:41:51,586 - mmaction - INFO - Epoch [19][840/1793] lr: 7.500e-03, eta: 9:42:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7333, loss_cls: 2.2831, loss: 2.2831, grad_norm: 7.6116 2021-12-03 02:42:03,710 - mmaction - INFO - Epoch [19][860/1793] lr: 7.500e-03, eta: 9:42:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.3937, top5_acc: 0.6927, loss_cls: 2.4083, loss: 2.4083, grad_norm: 7.3277 2021-12-03 02:42:15,830 - mmaction - INFO - Epoch [19][880/1793] lr: 7.500e-03, eta: 9:42:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7188, loss_cls: 2.3422, loss: 2.3422, grad_norm: 7.5926 2021-12-03 02:42:27,964 - mmaction - INFO - Epoch [19][900/1793] lr: 7.500e-03, eta: 9:41:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7250, loss_cls: 2.3409, loss: 2.3409, grad_norm: 7.5199 2021-12-03 02:42:40,094 - mmaction - INFO - Epoch [19][920/1793] lr: 7.500e-03, eta: 9:41:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7104, loss_cls: 2.3652, loss: 2.3652, grad_norm: 7.6245 2021-12-03 02:42:52,220 - mmaction - INFO - Epoch [19][940/1793] lr: 7.500e-03, eta: 9:41:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7083, loss_cls: 2.2546, loss: 2.2546, grad_norm: 7.2275 2021-12-03 02:43:04,349 - mmaction - INFO - Epoch [19][960/1793] lr: 7.500e-03, eta: 9:41:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7396, loss_cls: 2.2531, loss: 2.2531, grad_norm: 7.1526 2021-12-03 02:43:16,487 - mmaction - INFO - Epoch [19][980/1793] lr: 7.500e-03, eta: 9:41:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.7010, loss_cls: 2.3712, loss: 2.3712, grad_norm: 7.6895 2021-12-03 02:43:28,614 - mmaction - INFO - Epoch [19][1000/1793] lr: 7.500e-03, eta: 9:40:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.6937, loss_cls: 2.3543, loss: 2.3543, grad_norm: 7.8787 2021-12-03 02:43:40,757 - mmaction - INFO - Epoch [19][1020/1793] lr: 7.500e-03, eta: 9:40:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7031, loss_cls: 2.3705, loss: 2.3705, grad_norm: 6.9894 2021-12-03 02:43:52,898 - mmaction - INFO - Epoch [19][1040/1793] lr: 7.500e-03, eta: 9:40:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7208, loss_cls: 2.2714, loss: 2.2714, grad_norm: 7.0890 2021-12-03 02:44:05,045 - mmaction - INFO - Epoch [19][1060/1793] lr: 7.500e-03, eta: 9:40:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7146, loss_cls: 2.3354, loss: 2.3354, grad_norm: 7.6968 2021-12-03 02:44:17,184 - mmaction - INFO - Epoch [19][1080/1793] lr: 7.500e-03, eta: 9:40:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7312, loss_cls: 2.1446, loss: 2.1446, grad_norm: 7.1192 2021-12-03 02:44:29,330 - mmaction - INFO - Epoch [19][1100/1793] lr: 7.500e-03, eta: 9:39:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7240, loss_cls: 2.2802, loss: 2.2802, grad_norm: 7.6970 2021-12-03 02:44:41,488 - mmaction - INFO - Epoch [19][1120/1793] lr: 7.500e-03, eta: 9:39:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7063, loss_cls: 2.3862, loss: 2.3862, grad_norm: 7.3488 2021-12-03 02:44:53,623 - mmaction - INFO - Epoch [19][1140/1793] lr: 7.500e-03, eta: 9:39:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7094, loss_cls: 2.3358, loss: 2.3358, grad_norm: 7.4972 2021-12-03 02:45:05,776 - mmaction - INFO - Epoch [19][1160/1793] lr: 7.500e-03, eta: 9:39:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.6937, loss_cls: 2.3829, loss: 2.3829, grad_norm: 7.5738 2021-12-03 02:45:17,926 - mmaction - INFO - Epoch [19][1180/1793] lr: 7.500e-03, eta: 9:38:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.3927, top5_acc: 0.7229, loss_cls: 2.3915, loss: 2.3915, grad_norm: 7.4919 2021-12-03 02:45:30,067 - mmaction - INFO - Epoch [19][1200/1793] lr: 7.500e-03, eta: 9:38:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7135, loss_cls: 2.3633, loss: 2.3633, grad_norm: 7.4500 2021-12-03 02:45:42,220 - mmaction - INFO - Epoch [19][1220/1793] lr: 7.500e-03, eta: 9:38:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.7073, loss_cls: 2.4040, loss: 2.4040, grad_norm: 7.4694 2021-12-03 02:45:54,365 - mmaction - INFO - Epoch [19][1240/1793] lr: 7.500e-03, eta: 9:38:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4062, top5_acc: 0.7063, loss_cls: 2.3579, loss: 2.3579, grad_norm: 7.3593 2021-12-03 02:46:06,490 - mmaction - INFO - Epoch [19][1260/1793] lr: 7.500e-03, eta: 9:38:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7188, loss_cls: 2.2969, loss: 2.2969, grad_norm: 7.4852 2021-12-03 02:46:18,653 - mmaction - INFO - Epoch [19][1280/1793] lr: 7.500e-03, eta: 9:37:54, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.6990, loss_cls: 2.3316, loss: 2.3316, grad_norm: 7.2885 2021-12-03 02:46:30,809 - mmaction - INFO - Epoch [19][1300/1793] lr: 7.500e-03, eta: 9:37:42, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7260, loss_cls: 2.2871, loss: 2.2871, grad_norm: 7.7493 2021-12-03 02:46:42,962 - mmaction - INFO - Epoch [19][1320/1793] lr: 7.500e-03, eta: 9:37:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7031, loss_cls: 2.3921, loss: 2.3921, grad_norm: 7.4876 2021-12-03 02:46:55,117 - mmaction - INFO - Epoch [19][1340/1793] lr: 7.500e-03, eta: 9:37:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7177, loss_cls: 2.3240, loss: 2.3240, grad_norm: 7.5791 2021-12-03 02:47:07,271 - mmaction - INFO - Epoch [19][1360/1793] lr: 7.500e-03, eta: 9:37:03, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7188, loss_cls: 2.3358, loss: 2.3358, grad_norm: 7.4492 2021-12-03 02:47:19,426 - mmaction - INFO - Epoch [19][1380/1793] lr: 7.500e-03, eta: 9:36:51, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7125, loss_cls: 2.3036, loss: 2.3036, grad_norm: 7.1109 2021-12-03 02:47:31,567 - mmaction - INFO - Epoch [19][1400/1793] lr: 7.500e-03, eta: 9:36:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7240, loss_cls: 2.3437, loss: 2.3437, grad_norm: 7.7089 2021-12-03 02:47:43,702 - mmaction - INFO - Epoch [19][1420/1793] lr: 7.500e-03, eta: 9:36:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7198, loss_cls: 2.3004, loss: 2.3004, grad_norm: 7.3490 2021-12-03 02:47:55,851 - mmaction - INFO - Epoch [19][1440/1793] lr: 7.500e-03, eta: 9:36:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7490, loss_cls: 2.1837, loss: 2.1837, grad_norm: 7.6313 2021-12-03 02:48:08,014 - mmaction - INFO - Epoch [19][1460/1793] lr: 7.500e-03, eta: 9:36:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.6854, loss_cls: 2.4222, loss: 2.4222, grad_norm: 7.5960 2021-12-03 02:48:20,145 - mmaction - INFO - Epoch [19][1480/1793] lr: 7.500e-03, eta: 9:35:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7177, loss_cls: 2.3883, loss: 2.3883, grad_norm: 7.4341 2021-12-03 02:48:32,281 - mmaction - INFO - Epoch [19][1500/1793] lr: 7.500e-03, eta: 9:35:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7021, loss_cls: 2.3137, loss: 2.3137, grad_norm: 7.2603 2021-12-03 02:48:44,424 - mmaction - INFO - Epoch [19][1520/1793] lr: 7.500e-03, eta: 9:35:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7417, loss_cls: 2.2399, loss: 2.2399, grad_norm: 7.1244 2021-12-03 02:48:56,580 - mmaction - INFO - Epoch [19][1540/1793] lr: 7.500e-03, eta: 9:35:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7167, loss_cls: 2.3241, loss: 2.3241, grad_norm: 7.3591 2021-12-03 02:49:08,725 - mmaction - INFO - Epoch [19][1560/1793] lr: 7.500e-03, eta: 9:34:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.6969, loss_cls: 2.4254, loss: 2.4254, grad_norm: 7.6226 2021-12-03 02:49:20,861 - mmaction - INFO - Epoch [19][1580/1793] lr: 7.500e-03, eta: 9:34:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7167, loss_cls: 2.2668, loss: 2.2668, grad_norm: 7.1396 2021-12-03 02:49:33,001 - mmaction - INFO - Epoch [19][1600/1793] lr: 7.500e-03, eta: 9:34:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7031, loss_cls: 2.3658, loss: 2.3658, grad_norm: 7.5240 2021-12-03 02:49:45,121 - mmaction - INFO - Epoch [19][1620/1793] lr: 7.500e-03, eta: 9:34:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7167, loss_cls: 2.3381, loss: 2.3381, grad_norm: 7.7011 2021-12-03 02:49:57,250 - mmaction - INFO - Epoch [19][1640/1793] lr: 7.500e-03, eta: 9:34:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7281, loss_cls: 2.2938, loss: 2.2938, grad_norm: 7.6193 2021-12-03 02:50:09,417 - mmaction - INFO - Epoch [19][1660/1793] lr: 7.500e-03, eta: 9:33:53, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7125, loss_cls: 2.3783, loss: 2.3783, grad_norm: 7.5094 2021-12-03 02:50:21,568 - mmaction - INFO - Epoch [19][1680/1793] lr: 7.500e-03, eta: 9:33:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.6958, loss_cls: 2.3591, loss: 2.3591, grad_norm: 7.4140 2021-12-03 02:50:33,720 - mmaction - INFO - Epoch [19][1700/1793] lr: 7.500e-03, eta: 9:33:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7010, loss_cls: 2.3903, loss: 2.3903, grad_norm: 7.2673 2021-12-03 02:50:45,869 - mmaction - INFO - Epoch [19][1720/1793] lr: 7.500e-03, eta: 9:33:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.2866, loss: 2.2866, grad_norm: 7.3272 2021-12-03 02:50:57,990 - mmaction - INFO - Epoch [19][1740/1793] lr: 7.500e-03, eta: 9:33:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7063, loss_cls: 2.3394, loss: 2.3394, grad_norm: 7.5177 2021-12-03 02:51:10,129 - mmaction - INFO - Epoch [19][1760/1793] lr: 7.500e-03, eta: 9:32:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2218, loss: 2.2218, grad_norm: 8.0195 2021-12-03 02:51:22,262 - mmaction - INFO - Epoch [19][1780/1793] lr: 7.500e-03, eta: 9:32:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4083, top5_acc: 0.7010, loss_cls: 2.4296, loss: 2.4296, grad_norm: 7.3831 2021-12-03 02:52:43,353 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:52:43,518 - mmaction - INFO - top1_acc 0.2579 top5_acc 0.5010 2021-12-03 02:52:43,518 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:52:43,529 - mmaction - INFO - mean_acc 0.2324 2021-12-03 02:52:43,536 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-12-03 02:52:47,743 - mmaction - INFO - Epoch(val) [19][241] top1_acc: 0.2579, top5_acc: 0.5010, mean_class_accuracy: 0.2324 2021-12-03 02:53:26,503 - mmaction - INFO - Epoch [20][20/1793] lr: 7.500e-03, eta: 9:32:46, time: 1.938, data_time: 1.335, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7208, loss_cls: 2.3530, loss: 2.3530, grad_norm: 7.4075 2021-12-03 02:53:38,604 - mmaction - INFO - Epoch [20][40/1793] lr: 7.500e-03, eta: 9:32:33, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7281, loss_cls: 2.2589, loss: 2.2589, grad_norm: 7.4237 2021-12-03 02:53:50,699 - mmaction - INFO - Epoch [20][60/1793] lr: 7.500e-03, eta: 9:32:20, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7229, loss_cls: 2.2954, loss: 2.2954, grad_norm: 7.6105 2021-12-03 02:54:02,787 - mmaction - INFO - Epoch [20][80/1793] lr: 7.500e-03, eta: 9:32:07, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7312, loss_cls: 2.3139, loss: 2.3139, grad_norm: 7.3033 2021-12-03 02:54:14,859 - mmaction - INFO - Epoch [20][100/1793] lr: 7.500e-03, eta: 9:31:55, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.6937, loss_cls: 2.3673, loss: 2.3673, grad_norm: 7.3825 2021-12-03 02:54:26,942 - mmaction - INFO - Epoch [20][120/1793] lr: 7.500e-03, eta: 9:31:42, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7490, loss_cls: 2.1947, loss: 2.1947, grad_norm: 7.2541 2021-12-03 02:54:39,049 - mmaction - INFO - Epoch [20][140/1793] lr: 7.500e-03, eta: 9:31:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7302, loss_cls: 2.2676, loss: 2.2676, grad_norm: 7.8070 2021-12-03 02:54:51,150 - mmaction - INFO - Epoch [20][160/1793] lr: 7.500e-03, eta: 9:31:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7167, loss_cls: 2.2668, loss: 2.2668, grad_norm: 7.5128 2021-12-03 02:55:03,239 - mmaction - INFO - Epoch [20][180/1793] lr: 7.500e-03, eta: 9:31:03, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7167, loss_cls: 2.3263, loss: 2.3263, grad_norm: 7.5986 2021-12-03 02:55:15,349 - mmaction - INFO - Epoch [20][200/1793] lr: 7.500e-03, eta: 9:30:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7312, loss_cls: 2.2850, loss: 2.2850, grad_norm: 7.8489 2021-12-03 02:55:27,462 - mmaction - INFO - Epoch [20][220/1793] lr: 7.500e-03, eta: 9:30:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7104, loss_cls: 2.3674, loss: 2.3674, grad_norm: 7.4905 2021-12-03 02:55:39,579 - mmaction - INFO - Epoch [20][240/1793] lr: 7.500e-03, eta: 9:30:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7427, loss_cls: 2.2303, loss: 2.2303, grad_norm: 7.5151 2021-12-03 02:55:51,711 - mmaction - INFO - Epoch [20][260/1793] lr: 7.500e-03, eta: 9:30:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7146, loss_cls: 2.3528, loss: 2.3528, grad_norm: 7.5418 2021-12-03 02:56:03,852 - mmaction - INFO - Epoch [20][280/1793] lr: 7.500e-03, eta: 9:29:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7219, loss_cls: 2.2779, loss: 2.2779, grad_norm: 7.7011 2021-12-03 02:56:15,975 - mmaction - INFO - Epoch [20][300/1793] lr: 7.500e-03, eta: 9:29:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7354, loss_cls: 2.2627, loss: 2.2627, grad_norm: 7.1313 2021-12-03 02:56:28,103 - mmaction - INFO - Epoch [20][320/1793] lr: 7.500e-03, eta: 9:29:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7115, loss_cls: 2.2987, loss: 2.2987, grad_norm: 7.1566 2021-12-03 02:56:40,226 - mmaction - INFO - Epoch [20][340/1793] lr: 7.500e-03, eta: 9:29:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7156, loss_cls: 2.3257, loss: 2.3257, grad_norm: 7.5111 2021-12-03 02:56:52,329 - mmaction - INFO - Epoch [20][360/1793] lr: 7.500e-03, eta: 9:29:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7427, loss_cls: 2.1867, loss: 2.1867, grad_norm: 7.5193 2021-12-03 02:57:04,451 - mmaction - INFO - Epoch [20][380/1793] lr: 7.500e-03, eta: 9:28:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7042, loss_cls: 2.3059, loss: 2.3059, grad_norm: 7.2016 2021-12-03 02:57:16,586 - mmaction - INFO - Epoch [20][400/1793] lr: 7.500e-03, eta: 9:28:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7146, loss_cls: 2.2897, loss: 2.2897, grad_norm: 7.6902 2021-12-03 02:57:28,708 - mmaction - INFO - Epoch [20][420/1793] lr: 7.500e-03, eta: 9:28:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7229, loss_cls: 2.2876, loss: 2.2876, grad_norm: 7.2972 2021-12-03 02:57:40,853 - mmaction - INFO - Epoch [20][440/1793] lr: 7.500e-03, eta: 9:28:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7229, loss_cls: 2.2660, loss: 2.2660, grad_norm: 7.3597 2021-12-03 02:57:52,996 - mmaction - INFO - Epoch [20][460/1793] lr: 7.500e-03, eta: 9:28:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4031, top5_acc: 0.7219, loss_cls: 2.3514, loss: 2.3514, grad_norm: 7.6040 2021-12-03 02:58:05,126 - mmaction - INFO - Epoch [20][480/1793] lr: 7.500e-03, eta: 9:27:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7208, loss_cls: 2.2969, loss: 2.2969, grad_norm: 7.3231 2021-12-03 02:58:17,272 - mmaction - INFO - Epoch [20][500/1793] lr: 7.500e-03, eta: 9:27:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7271, loss_cls: 2.2964, loss: 2.2964, grad_norm: 7.4236 2021-12-03 02:58:29,403 - mmaction - INFO - Epoch [20][520/1793] lr: 7.500e-03, eta: 9:27:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7312, loss_cls: 2.1660, loss: 2.1660, grad_norm: 7.5227 2021-12-03 02:58:41,532 - mmaction - INFO - Epoch [20][540/1793] lr: 7.500e-03, eta: 9:27:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7156, loss_cls: 2.3246, loss: 2.3246, grad_norm: 7.4255 2021-12-03 02:58:53,643 - mmaction - INFO - Epoch [20][560/1793] lr: 7.500e-03, eta: 9:27:01, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7052, loss_cls: 2.3323, loss: 2.3323, grad_norm: 7.1402 2021-12-03 02:59:05,771 - mmaction - INFO - Epoch [20][580/1793] lr: 7.500e-03, eta: 9:26:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7177, loss_cls: 2.2331, loss: 2.2331, grad_norm: 7.2636 2021-12-03 02:59:17,891 - mmaction - INFO - Epoch [20][600/1793] lr: 7.500e-03, eta: 9:26:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7125, loss_cls: 2.3036, loss: 2.3036, grad_norm: 7.5811 2021-12-03 02:59:29,989 - mmaction - INFO - Epoch [20][620/1793] lr: 7.500e-03, eta: 9:26:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7198, loss_cls: 2.2508, loss: 2.2508, grad_norm: 7.0407 2021-12-03 02:59:42,096 - mmaction - INFO - Epoch [20][640/1793] lr: 7.500e-03, eta: 9:26:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4115, top5_acc: 0.7021, loss_cls: 2.3685, loss: 2.3685, grad_norm: 7.4461 2021-12-03 02:59:54,252 - mmaction - INFO - Epoch [20][660/1793] lr: 7.500e-03, eta: 9:25:57, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7104, loss_cls: 2.3332, loss: 2.3332, grad_norm: 7.3264 2021-12-03 03:00:06,400 - mmaction - INFO - Epoch [20][680/1793] lr: 7.500e-03, eta: 9:25:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7250, loss_cls: 2.3247, loss: 2.3247, grad_norm: 7.3534 2021-12-03 03:00:18,517 - mmaction - INFO - Epoch [20][700/1793] lr: 7.500e-03, eta: 9:25:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4125, top5_acc: 0.7083, loss_cls: 2.4043, loss: 2.4043, grad_norm: 7.5329 2021-12-03 03:00:30,657 - mmaction - INFO - Epoch [20][720/1793] lr: 7.500e-03, eta: 9:25:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7094, loss_cls: 2.3419, loss: 2.3419, grad_norm: 7.2936 2021-12-03 03:00:42,751 - mmaction - INFO - Epoch [20][740/1793] lr: 7.500e-03, eta: 9:25:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7427, loss_cls: 2.2475, loss: 2.2475, grad_norm: 7.4224 2021-12-03 03:00:54,884 - mmaction - INFO - Epoch [20][760/1793] lr: 7.500e-03, eta: 9:24:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7542, loss_cls: 2.1866, loss: 2.1866, grad_norm: 7.1913 2021-12-03 03:01:07,002 - mmaction - INFO - Epoch [20][780/1793] lr: 7.500e-03, eta: 9:24:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.6969, loss_cls: 2.3466, loss: 2.3466, grad_norm: 7.5843 2021-12-03 03:01:19,122 - mmaction - INFO - Epoch [20][800/1793] lr: 7.500e-03, eta: 9:24:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7115, loss_cls: 2.3110, loss: 2.3110, grad_norm: 7.3351 2021-12-03 03:01:31,248 - mmaction - INFO - Epoch [20][820/1793] lr: 7.500e-03, eta: 9:24:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7177, loss_cls: 2.3069, loss: 2.3069, grad_norm: 7.3843 2021-12-03 03:01:43,371 - mmaction - INFO - Epoch [20][840/1793] lr: 7.500e-03, eta: 9:24:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.6833, loss_cls: 2.3906, loss: 2.3906, grad_norm: 7.3999 2021-12-03 03:01:55,503 - mmaction - INFO - Epoch [20][860/1793] lr: 7.500e-03, eta: 9:23:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4156, top5_acc: 0.7156, loss_cls: 2.3208, loss: 2.3208, grad_norm: 7.3008 2021-12-03 03:02:07,631 - mmaction - INFO - Epoch [20][880/1793] lr: 7.500e-03, eta: 9:23:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7125, loss_cls: 2.2911, loss: 2.2911, grad_norm: 7.5475 2021-12-03 03:02:19,760 - mmaction - INFO - Epoch [20][900/1793] lr: 7.500e-03, eta: 9:23:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7260, loss_cls: 2.2956, loss: 2.2956, grad_norm: 7.7513 2021-12-03 03:02:31,892 - mmaction - INFO - Epoch [20][920/1793] lr: 7.500e-03, eta: 9:23:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7104, loss_cls: 2.3545, loss: 2.3545, grad_norm: 7.4070 2021-12-03 03:02:44,007 - mmaction - INFO - Epoch [20][940/1793] lr: 7.500e-03, eta: 9:22:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7344, loss_cls: 2.2586, loss: 2.2586, grad_norm: 7.2545 2021-12-03 03:02:56,121 - mmaction - INFO - Epoch [20][960/1793] lr: 7.500e-03, eta: 9:22:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7146, loss_cls: 2.3422, loss: 2.3422, grad_norm: 7.3469 2021-12-03 03:03:08,221 - mmaction - INFO - Epoch [20][980/1793] lr: 7.500e-03, eta: 9:22:33, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7208, loss_cls: 2.2923, loss: 2.2923, grad_norm: 7.5761 2021-12-03 03:03:20,340 - mmaction - INFO - Epoch [20][1000/1793] lr: 7.500e-03, eta: 9:22:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7167, loss_cls: 2.3836, loss: 2.3836, grad_norm: 7.6001 2021-12-03 03:03:32,461 - mmaction - INFO - Epoch [20][1020/1793] lr: 7.500e-03, eta: 9:22:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7198, loss_cls: 2.2532, loss: 2.2532, grad_norm: 7.0123 2021-12-03 03:03:44,577 - mmaction - INFO - Epoch [20][1040/1793] lr: 7.500e-03, eta: 9:21:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7344, loss_cls: 2.1989, loss: 2.1989, grad_norm: 7.1716 2021-12-03 03:03:56,707 - mmaction - INFO - Epoch [20][1060/1793] lr: 7.500e-03, eta: 9:21:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7344, loss_cls: 2.2459, loss: 2.2459, grad_norm: 7.5974 2021-12-03 03:04:08,836 - mmaction - INFO - Epoch [20][1080/1793] lr: 7.500e-03, eta: 9:21:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7292, loss_cls: 2.3034, loss: 2.3034, grad_norm: 7.5464 2021-12-03 03:04:20,973 - mmaction - INFO - Epoch [20][1100/1793] lr: 7.500e-03, eta: 9:21:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7177, loss_cls: 2.3357, loss: 2.3357, grad_norm: 7.4835 2021-12-03 03:04:33,085 - mmaction - INFO - Epoch [20][1120/1793] lr: 7.500e-03, eta: 9:21:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7188, loss_cls: 2.3217, loss: 2.3217, grad_norm: 7.6888 2021-12-03 03:04:45,207 - mmaction - INFO - Epoch [20][1140/1793] lr: 7.500e-03, eta: 9:20:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7292, loss_cls: 2.2419, loss: 2.2419, grad_norm: 7.5625 2021-12-03 03:04:57,325 - mmaction - INFO - Epoch [20][1160/1793] lr: 7.500e-03, eta: 9:20:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7073, loss_cls: 2.3313, loss: 2.3313, grad_norm: 7.4664 2021-12-03 03:05:09,451 - mmaction - INFO - Epoch [20][1180/1793] lr: 7.500e-03, eta: 9:20:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7083, loss_cls: 2.3490, loss: 2.3490, grad_norm: 7.3552 2021-12-03 03:05:21,572 - mmaction - INFO - Epoch [20][1200/1793] lr: 7.500e-03, eta: 9:20:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7135, loss_cls: 2.2802, loss: 2.2802, grad_norm: 7.1802 2021-12-03 03:05:33,694 - mmaction - INFO - Epoch [20][1220/1793] lr: 7.500e-03, eta: 9:20:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7198, loss_cls: 2.3249, loss: 2.3249, grad_norm: 7.4419 2021-12-03 03:05:45,819 - mmaction - INFO - Epoch [20][1240/1793] lr: 7.500e-03, eta: 9:19:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3583, loss: 2.3583, grad_norm: 7.3372 2021-12-03 03:05:57,940 - mmaction - INFO - Epoch [20][1260/1793] lr: 7.500e-03, eta: 9:19:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7188, loss_cls: 2.3098, loss: 2.3098, grad_norm: 7.5190 2021-12-03 03:06:10,076 - mmaction - INFO - Epoch [20][1280/1793] lr: 7.500e-03, eta: 9:19:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7333, loss_cls: 2.2315, loss: 2.2315, grad_norm: 7.2602 2021-12-03 03:06:22,212 - mmaction - INFO - Epoch [20][1300/1793] lr: 7.500e-03, eta: 9:19:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7177, loss_cls: 2.2731, loss: 2.2731, grad_norm: 7.5121 2021-12-03 03:06:34,351 - mmaction - INFO - Epoch [20][1320/1793] lr: 7.500e-03, eta: 9:18:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7167, loss_cls: 2.3846, loss: 2.3846, grad_norm: 7.5628 2021-12-03 03:06:46,468 - mmaction - INFO - Epoch [20][1340/1793] lr: 7.500e-03, eta: 9:18:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7083, loss_cls: 2.3811, loss: 2.3811, grad_norm: 7.8862 2021-12-03 03:06:58,577 - mmaction - INFO - Epoch [20][1360/1793] lr: 7.500e-03, eta: 9:18:31, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7219, loss_cls: 2.3384, loss: 2.3384, grad_norm: 7.3966 2021-12-03 03:07:10,676 - mmaction - INFO - Epoch [20][1380/1793] lr: 7.500e-03, eta: 9:18:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4042, top5_acc: 0.6885, loss_cls: 2.4335, loss: 2.4335, grad_norm: 7.5142 2021-12-03 03:07:22,786 - mmaction - INFO - Epoch [20][1400/1793] lr: 7.500e-03, eta: 9:18:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7240, loss_cls: 2.3523, loss: 2.3523, grad_norm: 7.2155 2021-12-03 03:07:34,898 - mmaction - INFO - Epoch [20][1420/1793] lr: 7.500e-03, eta: 9:17:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7208, loss_cls: 2.2230, loss: 2.2230, grad_norm: 7.1503 2021-12-03 03:07:47,013 - mmaction - INFO - Epoch [20][1440/1793] lr: 7.500e-03, eta: 9:17:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7073, loss_cls: 2.3164, loss: 2.3164, grad_norm: 7.5138 2021-12-03 03:07:59,116 - mmaction - INFO - Epoch [20][1460/1793] lr: 7.500e-03, eta: 9:17:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7510, loss_cls: 2.1844, loss: 2.1844, grad_norm: 7.3510 2021-12-03 03:08:11,238 - mmaction - INFO - Epoch [20][1480/1793] lr: 7.500e-03, eta: 9:17:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7188, loss_cls: 2.3342, loss: 2.3342, grad_norm: 7.4661 2021-12-03 03:08:23,354 - mmaction - INFO - Epoch [20][1500/1793] lr: 7.500e-03, eta: 9:17:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7312, loss_cls: 2.2364, loss: 2.2364, grad_norm: 7.1895 2021-12-03 03:08:35,488 - mmaction - INFO - Epoch [20][1520/1793] lr: 7.500e-03, eta: 9:16:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7344, loss_cls: 2.2435, loss: 2.2435, grad_norm: 7.0864 2021-12-03 03:08:47,603 - mmaction - INFO - Epoch [20][1540/1793] lr: 7.500e-03, eta: 9:16:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7385, loss_cls: 2.1613, loss: 2.1613, grad_norm: 7.1140 2021-12-03 03:08:59,719 - mmaction - INFO - Epoch [20][1560/1793] lr: 7.500e-03, eta: 9:16:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7219, loss_cls: 2.2616, loss: 2.2616, grad_norm: 7.5624 2021-12-03 03:09:11,808 - mmaction - INFO - Epoch [20][1580/1793] lr: 7.500e-03, eta: 9:16:11, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7063, loss_cls: 2.3727, loss: 2.3727, grad_norm: 7.1670 2021-12-03 03:09:23,905 - mmaction - INFO - Epoch [20][1600/1793] lr: 7.500e-03, eta: 9:15:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7333, loss_cls: 2.2830, loss: 2.2830, grad_norm: 7.3977 2021-12-03 03:09:36,016 - mmaction - INFO - Epoch [20][1620/1793] lr: 7.500e-03, eta: 9:15:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7260, loss_cls: 2.2519, loss: 2.2519, grad_norm: 7.2208 2021-12-03 03:09:48,151 - mmaction - INFO - Epoch [20][1640/1793] lr: 7.500e-03, eta: 9:15:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7042, loss_cls: 2.3436, loss: 2.3436, grad_norm: 7.2925 2021-12-03 03:10:00,279 - mmaction - INFO - Epoch [20][1660/1793] lr: 7.500e-03, eta: 9:15:20, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7177, loss_cls: 2.3499, loss: 2.3499, grad_norm: 7.1981 2021-12-03 03:10:12,402 - mmaction - INFO - Epoch [20][1680/1793] lr: 7.500e-03, eta: 9:15:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7229, loss_cls: 2.2881, loss: 2.2881, grad_norm: 7.4086 2021-12-03 03:10:24,510 - mmaction - INFO - Epoch [20][1700/1793] lr: 7.500e-03, eta: 9:14:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7042, loss_cls: 2.3092, loss: 2.3092, grad_norm: 7.4546 2021-12-03 03:10:36,629 - mmaction - INFO - Epoch [20][1720/1793] lr: 7.500e-03, eta: 9:14:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7156, loss_cls: 2.3613, loss: 2.3613, grad_norm: 7.4929 2021-12-03 03:10:48,761 - mmaction - INFO - Epoch [20][1740/1793] lr: 7.500e-03, eta: 9:14:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.6937, loss_cls: 2.3558, loss: 2.3558, grad_norm: 7.0578 2021-12-03 03:11:00,897 - mmaction - INFO - Epoch [20][1760/1793] lr: 7.500e-03, eta: 9:14:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7188, loss_cls: 2.2773, loss: 2.2773, grad_norm: 7.5668 2021-12-03 03:11:13,027 - mmaction - INFO - Epoch [20][1780/1793] lr: 7.500e-03, eta: 9:14:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7302, loss_cls: 2.2419, loss: 2.2419, grad_norm: 7.1740 2021-12-03 03:12:34,377 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:12:34,531 - mmaction - INFO - top1_acc 0.3318 top5_acc 0.6337 2021-12-03 03:12:34,532 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:12:34,541 - mmaction - INFO - mean_acc 0.3001 2021-12-03 03:12:39,035 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-12-03 03:12:39,035 - mmaction - INFO - Best top1_acc is 0.3318 at 20 epoch. 2021-12-03 03:12:39,040 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-12-03 03:12:43,893 - mmaction - INFO - Epoch(val) [20][241] top1_acc: 0.3318, top5_acc: 0.6337, mean_class_accuracy: 0.3001 2021-12-03 03:13:22,364 - mmaction - INFO - Epoch [21][20/1793] lr: 7.500e-03, eta: 9:14:11, time: 1.923, data_time: 1.321, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7406, loss_cls: 2.2139, loss: 2.2139, grad_norm: 7.3943 2021-12-03 03:13:34,448 - mmaction - INFO - Epoch [21][40/1793] lr: 7.500e-03, eta: 9:13:58, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7271, loss_cls: 2.2176, loss: 2.2176, grad_norm: 7.6404 2021-12-03 03:13:46,540 - mmaction - INFO - Epoch [21][60/1793] lr: 7.500e-03, eta: 9:13:45, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7354, loss_cls: 2.2517, loss: 2.2517, grad_norm: 7.4576 2021-12-03 03:13:58,638 - mmaction - INFO - Epoch [21][80/1793] lr: 7.500e-03, eta: 9:13:33, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7302, loss_cls: 2.2688, loss: 2.2688, grad_norm: 7.0947 2021-12-03 03:14:10,741 - mmaction - INFO - Epoch [21][100/1793] lr: 7.500e-03, eta: 9:13:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7375, loss_cls: 2.2062, loss: 2.2062, grad_norm: 7.1806 2021-12-03 03:14:22,857 - mmaction - INFO - Epoch [21][120/1793] lr: 7.500e-03, eta: 9:13:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7219, loss_cls: 2.2488, loss: 2.2488, grad_norm: 7.4395 2021-12-03 03:14:34,974 - mmaction - INFO - Epoch [21][140/1793] lr: 7.500e-03, eta: 9:12:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7365, loss_cls: 2.2369, loss: 2.2369, grad_norm: 7.5156 2021-12-03 03:14:47,127 - mmaction - INFO - Epoch [21][160/1793] lr: 7.500e-03, eta: 9:12:42, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7417, loss_cls: 2.2031, loss: 2.2031, grad_norm: 7.5941 2021-12-03 03:14:59,264 - mmaction - INFO - Epoch [21][180/1793] lr: 7.500e-03, eta: 9:12:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7427, loss_cls: 2.2495, loss: 2.2495, grad_norm: 7.2527 2021-12-03 03:15:11,396 - mmaction - INFO - Epoch [21][200/1793] lr: 7.500e-03, eta: 9:12:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7448, loss_cls: 2.1906, loss: 2.1906, grad_norm: 7.3501 2021-12-03 03:15:23,541 - mmaction - INFO - Epoch [21][220/1793] lr: 7.500e-03, eta: 9:12:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7125, loss_cls: 2.2939, loss: 2.2939, grad_norm: 7.4081 2021-12-03 03:15:35,681 - mmaction - INFO - Epoch [21][240/1793] lr: 7.500e-03, eta: 9:11:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.6979, loss_cls: 2.3574, loss: 2.3574, grad_norm: 7.7234 2021-12-03 03:15:47,841 - mmaction - INFO - Epoch [21][260/1793] lr: 7.500e-03, eta: 9:11:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7406, loss_cls: 2.2351, loss: 2.2351, grad_norm: 7.6547 2021-12-03 03:15:59,976 - mmaction - INFO - Epoch [21][280/1793] lr: 7.500e-03, eta: 9:11:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7177, loss_cls: 2.2811, loss: 2.2811, grad_norm: 7.4222 2021-12-03 03:16:12,126 - mmaction - INFO - Epoch [21][300/1793] lr: 7.500e-03, eta: 9:11:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7156, loss_cls: 2.2601, loss: 2.2601, grad_norm: 6.8153 2021-12-03 03:16:24,277 - mmaction - INFO - Epoch [21][320/1793] lr: 7.500e-03, eta: 9:11:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7312, loss_cls: 2.2859, loss: 2.2859, grad_norm: 7.5488 2021-12-03 03:16:36,428 - mmaction - INFO - Epoch [21][340/1793] lr: 7.500e-03, eta: 9:10:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7052, loss_cls: 2.3245, loss: 2.3245, grad_norm: 7.3588 2021-12-03 03:16:48,579 - mmaction - INFO - Epoch [21][360/1793] lr: 7.500e-03, eta: 9:10:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7125, loss_cls: 2.3441, loss: 2.3441, grad_norm: 7.7334 2021-12-03 03:17:00,713 - mmaction - INFO - Epoch [21][380/1793] lr: 7.500e-03, eta: 9:10:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1488, loss: 2.1488, grad_norm: 7.4821 2021-12-03 03:17:12,870 - mmaction - INFO - Epoch [21][400/1793] lr: 7.500e-03, eta: 9:10:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7188, loss_cls: 2.2540, loss: 2.2540, grad_norm: 7.4828 2021-12-03 03:17:25,008 - mmaction - INFO - Epoch [21][420/1793] lr: 7.500e-03, eta: 9:09:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7365, loss_cls: 2.2954, loss: 2.2954, grad_norm: 7.5268 2021-12-03 03:17:37,162 - mmaction - INFO - Epoch [21][440/1793] lr: 7.500e-03, eta: 9:09:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7365, loss_cls: 2.3025, loss: 2.3025, grad_norm: 7.6328 2021-12-03 03:17:49,298 - mmaction - INFO - Epoch [21][460/1793] lr: 7.500e-03, eta: 9:09:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7385, loss_cls: 2.1852, loss: 2.1852, grad_norm: 7.0788 2021-12-03 03:18:01,436 - mmaction - INFO - Epoch [21][480/1793] lr: 7.500e-03, eta: 9:09:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7219, loss_cls: 2.2490, loss: 2.2490, grad_norm: 7.2201 2021-12-03 03:18:13,590 - mmaction - INFO - Epoch [21][500/1793] lr: 7.500e-03, eta: 9:09:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7271, loss_cls: 2.2669, loss: 2.2669, grad_norm: 7.1672 2021-12-03 03:18:25,733 - mmaction - INFO - Epoch [21][520/1793] lr: 7.500e-03, eta: 9:08:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7125, loss_cls: 2.3223, loss: 2.3223, grad_norm: 7.5065 2021-12-03 03:18:37,887 - mmaction - INFO - Epoch [21][540/1793] lr: 7.500e-03, eta: 9:08:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7240, loss_cls: 2.2204, loss: 2.2204, grad_norm: 7.2328 2021-12-03 03:18:50,033 - mmaction - INFO - Epoch [21][560/1793] lr: 7.500e-03, eta: 9:08:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7396, loss_cls: 2.2301, loss: 2.2301, grad_norm: 7.1617 2021-12-03 03:19:02,178 - mmaction - INFO - Epoch [21][580/1793] lr: 7.500e-03, eta: 9:08:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7365, loss_cls: 2.2671, loss: 2.2671, grad_norm: 7.5197 2021-12-03 03:19:14,318 - mmaction - INFO - Epoch [21][600/1793] lr: 7.500e-03, eta: 9:08:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7417, loss_cls: 2.2329, loss: 2.2329, grad_norm: 7.4981 2021-12-03 03:19:26,442 - mmaction - INFO - Epoch [21][620/1793] lr: 7.500e-03, eta: 9:07:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7177, loss_cls: 2.2668, loss: 2.2668, grad_norm: 7.6578 2021-12-03 03:19:38,575 - mmaction - INFO - Epoch [21][640/1793] lr: 7.500e-03, eta: 9:07:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7635, loss_cls: 2.1325, loss: 2.1325, grad_norm: 7.7043 2021-12-03 03:19:50,708 - mmaction - INFO - Epoch [21][660/1793] lr: 7.500e-03, eta: 9:07:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7094, loss_cls: 2.3191, loss: 2.3191, grad_norm: 7.5913 2021-12-03 03:20:02,818 - mmaction - INFO - Epoch [21][680/1793] lr: 7.500e-03, eta: 9:07:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7406, loss_cls: 2.2262, loss: 2.2262, grad_norm: 7.3377 2021-12-03 03:20:14,950 - mmaction - INFO - Epoch [21][700/1793] lr: 7.500e-03, eta: 9:06:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7302, loss_cls: 2.2087, loss: 2.2087, grad_norm: 7.6020 2021-12-03 03:20:27,094 - mmaction - INFO - Epoch [21][720/1793] lr: 7.500e-03, eta: 9:06:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7219, loss_cls: 2.2667, loss: 2.2667, grad_norm: 7.4461 2021-12-03 03:20:39,224 - mmaction - INFO - Epoch [21][740/1793] lr: 7.500e-03, eta: 9:06:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7281, loss_cls: 2.2355, loss: 2.2355, grad_norm: 7.5476 2021-12-03 03:20:51,371 - mmaction - INFO - Epoch [21][760/1793] lr: 7.500e-03, eta: 9:06:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4760, top5_acc: 0.7406, loss_cls: 2.1297, loss: 2.1297, grad_norm: 7.5464 2021-12-03 03:21:03,506 - mmaction - INFO - Epoch [21][780/1793] lr: 7.500e-03, eta: 9:06:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7302, loss_cls: 2.3126, loss: 2.3126, grad_norm: 7.8722 2021-12-03 03:21:15,646 - mmaction - INFO - Epoch [21][800/1793] lr: 7.500e-03, eta: 9:05:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7417, loss_cls: 2.2200, loss: 2.2200, grad_norm: 7.2153 2021-12-03 03:21:27,782 - mmaction - INFO - Epoch [21][820/1793] lr: 7.500e-03, eta: 9:05:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7240, loss_cls: 2.3122, loss: 2.3122, grad_norm: 7.4072 2021-12-03 03:21:39,919 - mmaction - INFO - Epoch [21][840/1793] lr: 7.500e-03, eta: 9:05:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7562, loss_cls: 2.2147, loss: 2.2147, grad_norm: 7.6040 2021-12-03 03:21:52,059 - mmaction - INFO - Epoch [21][860/1793] lr: 7.500e-03, eta: 9:05:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7406, loss_cls: 2.2137, loss: 2.2137, grad_norm: 7.2857 2021-12-03 03:22:04,184 - mmaction - INFO - Epoch [21][880/1793] lr: 7.500e-03, eta: 9:05:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7146, loss_cls: 2.2557, loss: 2.2557, grad_norm: 7.7348 2021-12-03 03:22:16,292 - mmaction - INFO - Epoch [21][900/1793] lr: 7.500e-03, eta: 9:04:52, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7271, loss_cls: 2.2070, loss: 2.2070, grad_norm: 7.2879 2021-12-03 03:22:28,427 - mmaction - INFO - Epoch [21][920/1793] lr: 7.500e-03, eta: 9:04:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7135, loss_cls: 2.2936, loss: 2.2936, grad_norm: 7.7189 2021-12-03 03:22:40,563 - mmaction - INFO - Epoch [21][940/1793] lr: 7.500e-03, eta: 9:04:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7312, loss_cls: 2.3180, loss: 2.3180, grad_norm: 7.4125 2021-12-03 03:22:52,693 - mmaction - INFO - Epoch [21][960/1793] lr: 7.500e-03, eta: 9:04:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7365, loss_cls: 2.2607, loss: 2.2607, grad_norm: 7.4028 2021-12-03 03:23:04,816 - mmaction - INFO - Epoch [21][980/1793] lr: 7.500e-03, eta: 9:04:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7042, loss_cls: 2.3542, loss: 2.3542, grad_norm: 7.7638 2021-12-03 03:23:16,952 - mmaction - INFO - Epoch [21][1000/1793] lr: 7.500e-03, eta: 9:03:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4094, top5_acc: 0.6906, loss_cls: 2.3964, loss: 2.3964, grad_norm: 7.2815 2021-12-03 03:23:29,084 - mmaction - INFO - Epoch [21][1020/1793] lr: 7.500e-03, eta: 9:03:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7177, loss_cls: 2.2789, loss: 2.2789, grad_norm: 7.3222 2021-12-03 03:23:41,217 - mmaction - INFO - Epoch [21][1040/1793] lr: 7.500e-03, eta: 9:03:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7260, loss_cls: 2.2946, loss: 2.2946, grad_norm: 7.5209 2021-12-03 03:23:53,354 - mmaction - INFO - Epoch [21][1060/1793] lr: 7.500e-03, eta: 9:03:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7167, loss_cls: 2.3200, loss: 2.3200, grad_norm: 7.2771 2021-12-03 03:24:05,472 - mmaction - INFO - Epoch [21][1080/1793] lr: 7.500e-03, eta: 9:02:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7271, loss_cls: 2.2315, loss: 2.2315, grad_norm: 7.5839 2021-12-03 03:24:17,589 - mmaction - INFO - Epoch [21][1100/1793] lr: 7.500e-03, eta: 9:02:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.6979, loss_cls: 2.3977, loss: 2.3977, grad_norm: 7.4800 2021-12-03 03:24:29,717 - mmaction - INFO - Epoch [21][1120/1793] lr: 7.500e-03, eta: 9:02:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7167, loss_cls: 2.2827, loss: 2.2827, grad_norm: 7.5196 2021-12-03 03:24:41,828 - mmaction - INFO - Epoch [21][1140/1793] lr: 7.500e-03, eta: 9:02:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7427, loss_cls: 2.1917, loss: 2.1917, grad_norm: 7.7488 2021-12-03 03:24:53,971 - mmaction - INFO - Epoch [21][1160/1793] lr: 7.500e-03, eta: 9:02:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7365, loss_cls: 2.2489, loss: 2.2489, grad_norm: 7.5506 2021-12-03 03:25:06,110 - mmaction - INFO - Epoch [21][1180/1793] lr: 7.500e-03, eta: 9:01:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7135, loss_cls: 2.2487, loss: 2.2487, grad_norm: 7.4558 2021-12-03 03:25:18,244 - mmaction - INFO - Epoch [21][1200/1793] lr: 7.500e-03, eta: 9:01:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7333, loss_cls: 2.2622, loss: 2.2622, grad_norm: 7.3749 2021-12-03 03:25:30,383 - mmaction - INFO - Epoch [21][1220/1793] lr: 7.500e-03, eta: 9:01:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7219, loss_cls: 2.2682, loss: 2.2682, grad_norm: 7.3453 2021-12-03 03:25:42,528 - mmaction - INFO - Epoch [21][1240/1793] lr: 7.500e-03, eta: 9:01:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7250, loss_cls: 2.2474, loss: 2.2474, grad_norm: 7.5059 2021-12-03 03:25:54,662 - mmaction - INFO - Epoch [21][1260/1793] lr: 7.500e-03, eta: 9:01:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7385, loss_cls: 2.2429, loss: 2.2429, grad_norm: 7.3010 2021-12-03 03:26:06,795 - mmaction - INFO - Epoch [21][1280/1793] lr: 7.500e-03, eta: 9:00:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7365, loss_cls: 2.1374, loss: 2.1374, grad_norm: 7.4462 2021-12-03 03:26:18,927 - mmaction - INFO - Epoch [21][1300/1793] lr: 7.500e-03, eta: 9:00:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7250, loss_cls: 2.2758, loss: 2.2758, grad_norm: 7.6622 2021-12-03 03:26:31,061 - mmaction - INFO - Epoch [21][1320/1793] lr: 7.500e-03, eta: 9:00:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2242, loss: 2.2242, grad_norm: 7.6106 2021-12-03 03:26:43,189 - mmaction - INFO - Epoch [21][1340/1793] lr: 7.500e-03, eta: 9:00:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7135, loss_cls: 2.2697, loss: 2.2697, grad_norm: 7.3631 2021-12-03 03:26:55,332 - mmaction - INFO - Epoch [21][1360/1793] lr: 7.500e-03, eta: 9:00:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7052, loss_cls: 2.2712, loss: 2.2712, grad_norm: 7.8943 2021-12-03 03:27:07,479 - mmaction - INFO - Epoch [21][1380/1793] lr: 7.500e-03, eta: 8:59:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7135, loss_cls: 2.3909, loss: 2.3909, grad_norm: 7.3225 2021-12-03 03:27:19,616 - mmaction - INFO - Epoch [21][1400/1793] lr: 7.500e-03, eta: 8:59:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7479, loss_cls: 2.2471, loss: 2.2471, grad_norm: 7.3682 2021-12-03 03:27:31,768 - mmaction - INFO - Epoch [21][1420/1793] lr: 7.500e-03, eta: 8:59:22, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7323, loss_cls: 2.3078, loss: 2.3078, grad_norm: 7.1964 2021-12-03 03:27:43,925 - mmaction - INFO - Epoch [21][1440/1793] lr: 7.500e-03, eta: 8:59:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7281, loss_cls: 2.2390, loss: 2.2390, grad_norm: 7.0371 2021-12-03 03:27:56,072 - mmaction - INFO - Epoch [21][1460/1793] lr: 7.500e-03, eta: 8:58:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4104, top5_acc: 0.7177, loss_cls: 2.3769, loss: 2.3769, grad_norm: 7.5908 2021-12-03 03:28:08,201 - mmaction - INFO - Epoch [21][1480/1793] lr: 7.500e-03, eta: 8:58:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7125, loss_cls: 2.2881, loss: 2.2881, grad_norm: 7.6650 2021-12-03 03:28:20,342 - mmaction - INFO - Epoch [21][1500/1793] lr: 7.500e-03, eta: 8:58:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7240, loss_cls: 2.2515, loss: 2.2515, grad_norm: 7.1335 2021-12-03 03:28:32,491 - mmaction - INFO - Epoch [21][1520/1793] lr: 7.500e-03, eta: 8:58:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7323, loss_cls: 2.1979, loss: 2.1979, grad_norm: 7.3141 2021-12-03 03:28:44,635 - mmaction - INFO - Epoch [21][1540/1793] lr: 7.500e-03, eta: 8:58:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7396, loss_cls: 2.1798, loss: 2.1798, grad_norm: 7.3662 2021-12-03 03:28:56,778 - mmaction - INFO - Epoch [21][1560/1793] lr: 7.500e-03, eta: 8:57:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7250, loss_cls: 2.2719, loss: 2.2719, grad_norm: 7.6215 2021-12-03 03:29:08,922 - mmaction - INFO - Epoch [21][1580/1793] lr: 7.500e-03, eta: 8:57:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7052, loss_cls: 2.4352, loss: 2.4352, grad_norm: 7.6981 2021-12-03 03:29:21,083 - mmaction - INFO - Epoch [21][1600/1793] lr: 7.500e-03, eta: 8:57:28, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7240, loss_cls: 2.2779, loss: 2.2779, grad_norm: 7.2126 2021-12-03 03:29:33,230 - mmaction - INFO - Epoch [21][1620/1793] lr: 7.500e-03, eta: 8:57:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7135, loss_cls: 2.3150, loss: 2.3150, grad_norm: 7.5291 2021-12-03 03:29:45,392 - mmaction - INFO - Epoch [21][1640/1793] lr: 7.500e-03, eta: 8:57:03, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.6896, loss_cls: 2.3632, loss: 2.3632, grad_norm: 7.2126 2021-12-03 03:29:57,554 - mmaction - INFO - Epoch [21][1660/1793] lr: 7.500e-03, eta: 8:56:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7250, loss_cls: 2.2506, loss: 2.2506, grad_norm: 7.3546 2021-12-03 03:30:09,712 - mmaction - INFO - Epoch [21][1680/1793] lr: 7.500e-03, eta: 8:56:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7229, loss_cls: 2.3009, loss: 2.3009, grad_norm: 7.7463 2021-12-03 03:30:21,876 - mmaction - INFO - Epoch [21][1700/1793] lr: 7.500e-03, eta: 8:56:25, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7323, loss_cls: 2.2699, loss: 2.2699, grad_norm: 7.4862 2021-12-03 03:30:34,035 - mmaction - INFO - Epoch [21][1720/1793] lr: 7.500e-03, eta: 8:56:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7229, loss_cls: 2.3189, loss: 2.3189, grad_norm: 7.5248 2021-12-03 03:30:46,191 - mmaction - INFO - Epoch [21][1740/1793] lr: 7.500e-03, eta: 8:56:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7271, loss_cls: 2.3175, loss: 2.3175, grad_norm: 7.3813 2021-12-03 03:30:58,349 - mmaction - INFO - Epoch [21][1760/1793] lr: 7.500e-03, eta: 8:55:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7396, loss_cls: 2.2930, loss: 2.2930, grad_norm: 7.3313 2021-12-03 03:31:10,501 - mmaction - INFO - Epoch [21][1780/1793] lr: 7.500e-03, eta: 8:55:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7271, loss_cls: 2.3071, loss: 2.3071, grad_norm: 7.3947 2021-12-03 03:32:32,380 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:32:32,535 - mmaction - INFO - top1_acc 0.3565 top5_acc 0.6427 2021-12-03 03:32:32,535 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:32:32,545 - mmaction - INFO - mean_acc 0.3112 2021-12-03 03:32:37,253 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2021-12-03 03:32:37,254 - mmaction - INFO - Best top1_acc is 0.3565 at 21 epoch. 2021-12-03 03:32:37,258 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-12-03 03:32:41,320 - mmaction - INFO - Epoch(val) [21][241] top1_acc: 0.3565, top5_acc: 0.6427, mean_class_accuracy: 0.3112 2021-12-03 03:33:19,783 - mmaction - INFO - Epoch [22][20/1793] lr: 7.500e-03, eta: 8:55:39, time: 1.923, data_time: 1.319, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7271, loss_cls: 2.3013, loss: 2.3013, grad_norm: 7.3584 2021-12-03 03:33:31,882 - mmaction - INFO - Epoch [22][40/1793] lr: 7.500e-03, eta: 8:55:26, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7385, loss_cls: 2.2174, loss: 2.2174, grad_norm: 7.5147 2021-12-03 03:33:43,958 - mmaction - INFO - Epoch [22][60/1793] lr: 7.500e-03, eta: 8:55:14, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7333, loss_cls: 2.2394, loss: 2.2394, grad_norm: 7.6131 2021-12-03 03:33:56,036 - mmaction - INFO - Epoch [22][80/1793] lr: 7.500e-03, eta: 8:55:01, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7333, loss_cls: 2.2414, loss: 2.2414, grad_norm: 7.2922 2021-12-03 03:34:08,111 - mmaction - INFO - Epoch [22][100/1793] lr: 7.500e-03, eta: 8:54:48, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7354, loss_cls: 2.2414, loss: 2.2414, grad_norm: 7.3009 2021-12-03 03:34:20,234 - mmaction - INFO - Epoch [22][120/1793] lr: 7.500e-03, eta: 8:54:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7333, loss_cls: 2.2035, loss: 2.2035, grad_norm: 7.3703 2021-12-03 03:34:32,333 - mmaction - INFO - Epoch [22][140/1793] lr: 7.500e-03, eta: 8:54:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7333, loss_cls: 2.2107, loss: 2.2107, grad_norm: 7.2935 2021-12-03 03:34:44,449 - mmaction - INFO - Epoch [22][160/1793] lr: 7.500e-03, eta: 8:54:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7396, loss_cls: 2.1850, loss: 2.1850, grad_norm: 7.5656 2021-12-03 03:34:56,556 - mmaction - INFO - Epoch [22][180/1793] lr: 7.500e-03, eta: 8:53:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7240, loss_cls: 2.2387, loss: 2.2387, grad_norm: 7.6122 2021-12-03 03:35:08,668 - mmaction - INFO - Epoch [22][200/1793] lr: 7.500e-03, eta: 8:53:44, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7385, loss_cls: 2.1698, loss: 2.1698, grad_norm: 7.5161 2021-12-03 03:35:20,773 - mmaction - INFO - Epoch [22][220/1793] lr: 7.500e-03, eta: 8:53:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7240, loss_cls: 2.2770, loss: 2.2770, grad_norm: 7.3891 2021-12-03 03:35:32,917 - mmaction - INFO - Epoch [22][240/1793] lr: 7.500e-03, eta: 8:53:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7417, loss_cls: 2.1634, loss: 2.1634, grad_norm: 7.5500 2021-12-03 03:35:45,037 - mmaction - INFO - Epoch [22][260/1793] lr: 7.500e-03, eta: 8:53:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7208, loss_cls: 2.2856, loss: 2.2856, grad_norm: 7.4834 2021-12-03 03:35:57,162 - mmaction - INFO - Epoch [22][280/1793] lr: 7.500e-03, eta: 8:52:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.7292, loss_cls: 2.3268, loss: 2.3268, grad_norm: 7.4185 2021-12-03 03:36:09,296 - mmaction - INFO - Epoch [22][300/1793] lr: 7.500e-03, eta: 8:52:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4802, top5_acc: 0.7510, loss_cls: 2.1699, loss: 2.1699, grad_norm: 6.9455 2021-12-03 03:36:21,403 - mmaction - INFO - Epoch [22][320/1793] lr: 7.500e-03, eta: 8:52:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7490, loss_cls: 2.2306, loss: 2.2306, grad_norm: 7.6040 2021-12-03 03:36:33,539 - mmaction - INFO - Epoch [22][340/1793] lr: 7.500e-03, eta: 8:52:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7531, loss_cls: 2.1445, loss: 2.1445, grad_norm: 7.7900 2021-12-03 03:36:45,683 - mmaction - INFO - Epoch [22][360/1793] lr: 7.500e-03, eta: 8:52:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7250, loss_cls: 2.1980, loss: 2.1980, grad_norm: 7.6680 2021-12-03 03:36:57,826 - mmaction - INFO - Epoch [22][380/1793] lr: 7.500e-03, eta: 8:51:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7333, loss_cls: 2.2388, loss: 2.2388, grad_norm: 7.4022 2021-12-03 03:37:09,962 - mmaction - INFO - Epoch [22][400/1793] lr: 7.500e-03, eta: 8:51:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7146, loss_cls: 2.2167, loss: 2.2167, grad_norm: 7.6565 2021-12-03 03:37:22,104 - mmaction - INFO - Epoch [22][420/1793] lr: 7.500e-03, eta: 8:51:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4073, top5_acc: 0.7146, loss_cls: 2.3800, loss: 2.3800, grad_norm: 7.8014 2021-12-03 03:37:34,216 - mmaction - INFO - Epoch [22][440/1793] lr: 7.500e-03, eta: 8:51:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7542, loss_cls: 2.1566, loss: 2.1566, grad_norm: 7.7138 2021-12-03 03:37:46,350 - mmaction - INFO - Epoch [22][460/1793] lr: 7.500e-03, eta: 8:51:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7542, loss_cls: 2.1324, loss: 2.1324, grad_norm: 7.5543 2021-12-03 03:37:58,492 - mmaction - INFO - Epoch [22][480/1793] lr: 7.500e-03, eta: 8:50:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7448, loss_cls: 2.2133, loss: 2.2133, grad_norm: 7.3522 2021-12-03 03:38:10,618 - mmaction - INFO - Epoch [22][500/1793] lr: 7.500e-03, eta: 8:50:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7312, loss_cls: 2.2102, loss: 2.2102, grad_norm: 7.3803 2021-12-03 03:38:22,766 - mmaction - INFO - Epoch [22][520/1793] lr: 7.500e-03, eta: 8:50:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7271, loss_cls: 2.3087, loss: 2.3087, grad_norm: 7.4622 2021-12-03 03:38:34,894 - mmaction - INFO - Epoch [22][540/1793] lr: 7.500e-03, eta: 8:50:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7229, loss_cls: 2.2554, loss: 2.2554, grad_norm: 7.1641 2021-12-03 03:38:47,048 - mmaction - INFO - Epoch [22][560/1793] lr: 7.500e-03, eta: 8:49:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7312, loss_cls: 2.2155, loss: 2.2155, grad_norm: 7.5883 2021-12-03 03:38:59,171 - mmaction - INFO - Epoch [22][580/1793] lr: 7.500e-03, eta: 8:49:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7208, loss_cls: 2.3273, loss: 2.3273, grad_norm: 7.5326 2021-12-03 03:39:11,298 - mmaction - INFO - Epoch [22][600/1793] lr: 7.500e-03, eta: 8:49:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7198, loss_cls: 2.2828, loss: 2.2828, grad_norm: 7.7094 2021-12-03 03:39:23,420 - mmaction - INFO - Epoch [22][620/1793] lr: 7.500e-03, eta: 8:49:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7510, loss_cls: 2.1144, loss: 2.1144, grad_norm: 7.4322 2021-12-03 03:39:35,574 - mmaction - INFO - Epoch [22][640/1793] lr: 7.500e-03, eta: 8:49:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7406, loss_cls: 2.1877, loss: 2.1877, grad_norm: 7.6287 2021-12-03 03:39:47,716 - mmaction - INFO - Epoch [22][660/1793] lr: 7.500e-03, eta: 8:48:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7333, loss_cls: 2.2638, loss: 2.2638, grad_norm: 7.9628 2021-12-03 03:39:59,857 - mmaction - INFO - Epoch [22][680/1793] lr: 7.500e-03, eta: 8:48:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7125, loss_cls: 2.3199, loss: 2.3199, grad_norm: 7.6070 2021-12-03 03:40:12,006 - mmaction - INFO - Epoch [22][700/1793] lr: 7.500e-03, eta: 8:48:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7417, loss_cls: 2.2355, loss: 2.2355, grad_norm: 7.4582 2021-12-03 03:40:24,142 - mmaction - INFO - Epoch [22][720/1793] lr: 7.500e-03, eta: 8:48:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7240, loss_cls: 2.3109, loss: 2.3109, grad_norm: 7.8699 2021-12-03 03:40:36,269 - mmaction - INFO - Epoch [22][740/1793] lr: 7.500e-03, eta: 8:48:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7354, loss_cls: 2.1793, loss: 2.1793, grad_norm: 7.3644 2021-12-03 03:40:48,422 - mmaction - INFO - Epoch [22][760/1793] lr: 7.500e-03, eta: 8:47:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7469, loss_cls: 2.1723, loss: 2.1723, grad_norm: 7.3771 2021-12-03 03:41:00,596 - mmaction - INFO - Epoch [22][780/1793] lr: 7.500e-03, eta: 8:47:37, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7219, loss_cls: 2.2819, loss: 2.2819, grad_norm: 7.8397 2021-12-03 03:41:12,741 - mmaction - INFO - Epoch [22][800/1793] lr: 7.500e-03, eta: 8:47:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7167, loss_cls: 2.2855, loss: 2.2855, grad_norm: 7.3468 2021-12-03 03:41:24,871 - mmaction - INFO - Epoch [22][820/1793] lr: 7.500e-03, eta: 8:47:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7271, loss_cls: 2.2294, loss: 2.2294, grad_norm: 7.5181 2021-12-03 03:41:37,030 - mmaction - INFO - Epoch [22][840/1793] lr: 7.500e-03, eta: 8:46:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7115, loss_cls: 2.2846, loss: 2.2846, grad_norm: 7.2205 2021-12-03 03:41:49,179 - mmaction - INFO - Epoch [22][860/1793] lr: 7.500e-03, eta: 8:46:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7135, loss_cls: 2.3026, loss: 2.3026, grad_norm: 7.4582 2021-12-03 03:42:01,334 - mmaction - INFO - Epoch [22][880/1793] lr: 7.500e-03, eta: 8:46:34, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7354, loss_cls: 2.2701, loss: 2.2701, grad_norm: 7.4784 2021-12-03 03:42:13,477 - mmaction - INFO - Epoch [22][900/1793] lr: 7.500e-03, eta: 8:46:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7188, loss_cls: 2.2835, loss: 2.2835, grad_norm: 7.6231 2021-12-03 03:42:25,620 - mmaction - INFO - Epoch [22][920/1793] lr: 7.500e-03, eta: 8:46:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7229, loss_cls: 2.2574, loss: 2.2574, grad_norm: 7.8011 2021-12-03 03:42:37,774 - mmaction - INFO - Epoch [22][940/1793] lr: 7.500e-03, eta: 8:45:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7406, loss_cls: 2.2227, loss: 2.2227, grad_norm: 7.5709 2021-12-03 03:42:49,919 - mmaction - INFO - Epoch [22][960/1793] lr: 7.500e-03, eta: 8:45:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7333, loss_cls: 2.2043, loss: 2.2043, grad_norm: 7.3661 2021-12-03 03:43:02,072 - mmaction - INFO - Epoch [22][980/1793] lr: 7.500e-03, eta: 8:45:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7365, loss_cls: 2.1484, loss: 2.1484, grad_norm: 7.5996 2021-12-03 03:43:14,221 - mmaction - INFO - Epoch [22][1000/1793] lr: 7.500e-03, eta: 8:45:18, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7208, loss_cls: 2.2797, loss: 2.2797, grad_norm: 7.3684 2021-12-03 03:43:26,368 - mmaction - INFO - Epoch [22][1020/1793] lr: 7.500e-03, eta: 8:45:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7615, loss_cls: 2.1904, loss: 2.1904, grad_norm: 7.6679 2021-12-03 03:43:38,505 - mmaction - INFO - Epoch [22][1040/1793] lr: 7.500e-03, eta: 8:44:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7438, loss_cls: 2.1786, loss: 2.1786, grad_norm: 7.5972 2021-12-03 03:43:50,640 - mmaction - INFO - Epoch [22][1060/1793] lr: 7.500e-03, eta: 8:44:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7302, loss_cls: 2.2481, loss: 2.2481, grad_norm: 7.6782 2021-12-03 03:44:02,792 - mmaction - INFO - Epoch [22][1080/1793] lr: 7.500e-03, eta: 8:44:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7177, loss_cls: 2.2417, loss: 2.2417, grad_norm: 7.5286 2021-12-03 03:44:14,932 - mmaction - INFO - Epoch [22][1100/1793] lr: 7.500e-03, eta: 8:44:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.6833, loss_cls: 2.4355, loss: 2.4355, grad_norm: 7.6026 2021-12-03 03:44:27,088 - mmaction - INFO - Epoch [22][1120/1793] lr: 7.500e-03, eta: 8:44:02, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7188, loss_cls: 2.3070, loss: 2.3070, grad_norm: 7.2681 2021-12-03 03:44:39,242 - mmaction - INFO - Epoch [22][1140/1793] lr: 7.500e-03, eta: 8:43:49, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7281, loss_cls: 2.3189, loss: 2.3189, grad_norm: 7.1306 2021-12-03 03:44:51,404 - mmaction - INFO - Epoch [22][1160/1793] lr: 7.500e-03, eta: 8:43:37, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4958, top5_acc: 0.7812, loss_cls: 2.0613, loss: 2.0613, grad_norm: 7.2536 2021-12-03 03:45:03,558 - mmaction - INFO - Epoch [22][1180/1793] lr: 7.500e-03, eta: 8:43:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7229, loss_cls: 2.2914, loss: 2.2914, grad_norm: 7.3839 2021-12-03 03:45:15,716 - mmaction - INFO - Epoch [22][1200/1793] lr: 7.500e-03, eta: 8:43:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7490, loss_cls: 2.1812, loss: 2.1812, grad_norm: 7.5098 2021-12-03 03:45:27,862 - mmaction - INFO - Epoch [22][1220/1793] lr: 7.500e-03, eta: 8:42:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7333, loss_cls: 2.2210, loss: 2.2210, grad_norm: 7.4997 2021-12-03 03:45:40,019 - mmaction - INFO - Epoch [22][1240/1793] lr: 7.500e-03, eta: 8:42:46, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7250, loss_cls: 2.2631, loss: 2.2631, grad_norm: 7.7334 2021-12-03 03:45:52,167 - mmaction - INFO - Epoch [22][1260/1793] lr: 7.500e-03, eta: 8:42:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7312, loss_cls: 2.1710, loss: 2.1710, grad_norm: 7.4388 2021-12-03 03:46:04,296 - mmaction - INFO - Epoch [22][1280/1793] lr: 7.500e-03, eta: 8:42:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7510, loss_cls: 2.1360, loss: 2.1360, grad_norm: 7.6422 2021-12-03 03:46:16,439 - mmaction - INFO - Epoch [22][1300/1793] lr: 7.500e-03, eta: 8:42:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4250, top5_acc: 0.7156, loss_cls: 2.3339, loss: 2.3339, grad_norm: 7.7028 2021-12-03 03:46:28,595 - mmaction - INFO - Epoch [22][1320/1793] lr: 7.500e-03, eta: 8:41:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7135, loss_cls: 2.3273, loss: 2.3273, grad_norm: 7.4075 2021-12-03 03:46:40,723 - mmaction - INFO - Epoch [22][1340/1793] lr: 7.500e-03, eta: 8:41:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7344, loss_cls: 2.2586, loss: 2.2586, grad_norm: 7.6487 2021-12-03 03:46:52,864 - mmaction - INFO - Epoch [22][1360/1793] lr: 7.500e-03, eta: 8:41:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7469, loss_cls: 2.2362, loss: 2.2362, grad_norm: 7.6166 2021-12-03 03:47:05,020 - mmaction - INFO - Epoch [22][1380/1793] lr: 7.500e-03, eta: 8:41:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4135, top5_acc: 0.7094, loss_cls: 2.3679, loss: 2.3679, grad_norm: 7.5613 2021-12-03 03:47:17,158 - mmaction - INFO - Epoch [22][1400/1793] lr: 7.500e-03, eta: 8:41:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7156, loss_cls: 2.2750, loss: 2.2750, grad_norm: 7.3377 2021-12-03 03:47:29,280 - mmaction - INFO - Epoch [22][1420/1793] lr: 7.500e-03, eta: 8:40:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7146, loss_cls: 2.3221, loss: 2.3221, grad_norm: 7.2795 2021-12-03 03:47:41,407 - mmaction - INFO - Epoch [22][1440/1793] lr: 7.500e-03, eta: 8:40:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7052, loss_cls: 2.4046, loss: 2.4046, grad_norm: 7.4621 2021-12-03 03:47:53,529 - mmaction - INFO - Epoch [22][1460/1793] lr: 7.500e-03, eta: 8:40:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7260, loss_cls: 2.3060, loss: 2.3060, grad_norm: 7.3196 2021-12-03 03:48:05,681 - mmaction - INFO - Epoch [22][1480/1793] lr: 7.500e-03, eta: 8:40:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7417, loss_cls: 2.2476, loss: 2.2476, grad_norm: 7.5229 2021-12-03 03:48:17,822 - mmaction - INFO - Epoch [22][1500/1793] lr: 7.500e-03, eta: 8:40:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7479, loss_cls: 2.1580, loss: 2.1580, grad_norm: 6.9855 2021-12-03 03:48:29,958 - mmaction - INFO - Epoch [22][1520/1793] lr: 7.500e-03, eta: 8:39:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4760, top5_acc: 0.7427, loss_cls: 2.1548, loss: 2.1548, grad_norm: 7.1467 2021-12-03 03:48:42,090 - mmaction - INFO - Epoch [22][1540/1793] lr: 7.500e-03, eta: 8:39:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7302, loss_cls: 2.2154, loss: 2.2154, grad_norm: 7.1372 2021-12-03 03:48:54,224 - mmaction - INFO - Epoch [22][1560/1793] lr: 7.500e-03, eta: 8:39:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7240, loss_cls: 2.2717, loss: 2.2717, grad_norm: 7.2911 2021-12-03 03:49:06,346 - mmaction - INFO - Epoch [22][1580/1793] lr: 7.500e-03, eta: 8:39:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7042, loss_cls: 2.3543, loss: 2.3543, grad_norm: 7.5474 2021-12-03 03:49:18,464 - mmaction - INFO - Epoch [22][1600/1793] lr: 7.500e-03, eta: 8:38:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.1868, loss: 2.1868, grad_norm: 7.1488 2021-12-03 03:49:30,578 - mmaction - INFO - Epoch [22][1620/1793] lr: 7.500e-03, eta: 8:38:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7260, loss_cls: 2.2106, loss: 2.2106, grad_norm: 7.4933 2021-12-03 03:49:42,705 - mmaction - INFO - Epoch [22][1640/1793] lr: 7.500e-03, eta: 8:38:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7104, loss_cls: 2.3335, loss: 2.3335, grad_norm: 7.2269 2021-12-03 03:49:54,840 - mmaction - INFO - Epoch [22][1660/1793] lr: 7.500e-03, eta: 8:38:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7365, loss_cls: 2.2046, loss: 2.2046, grad_norm: 7.3687 2021-12-03 03:50:06,990 - mmaction - INFO - Epoch [22][1680/1793] lr: 7.500e-03, eta: 8:38:08, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7333, loss_cls: 2.2672, loss: 2.2672, grad_norm: 7.1164 2021-12-03 03:50:19,131 - mmaction - INFO - Epoch [22][1700/1793] lr: 7.500e-03, eta: 8:37:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7260, loss_cls: 2.2133, loss: 2.2133, grad_norm: 7.3750 2021-12-03 03:50:31,268 - mmaction - INFO - Epoch [22][1720/1793] lr: 7.500e-03, eta: 8:37:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7219, loss_cls: 2.2316, loss: 2.2316, grad_norm: 7.4625 2021-12-03 03:50:43,384 - mmaction - INFO - Epoch [22][1740/1793] lr: 7.500e-03, eta: 8:37:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7469, loss_cls: 2.1846, loss: 2.1846, grad_norm: 7.1973 2021-12-03 03:50:55,523 - mmaction - INFO - Epoch [22][1760/1793] lr: 7.500e-03, eta: 8:37:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7438, loss_cls: 2.2247, loss: 2.2247, grad_norm: 7.5283 2021-12-03 03:51:07,653 - mmaction - INFO - Epoch [22][1780/1793] lr: 7.500e-03, eta: 8:37:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7031, loss_cls: 2.3750, loss: 2.3750, grad_norm: 7.5652 2021-12-03 03:52:27,464 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:52:27,618 - mmaction - INFO - top1_acc 0.3219 top5_acc 0.6220 2021-12-03 03:52:27,618 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:52:27,627 - mmaction - INFO - mean_acc 0.2939 2021-12-03 03:52:27,629 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-12-03 03:52:31,272 - mmaction - INFO - Epoch(val) [22][241] top1_acc: 0.3219, top5_acc: 0.6220, mean_class_accuracy: 0.2939 2021-12-03 03:53:09,972 - mmaction - INFO - Epoch [23][20/1793] lr: 7.500e-03, eta: 8:37:08, time: 1.935, data_time: 1.332, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7271, loss_cls: 2.2207, loss: 2.2207, grad_norm: 7.4214 2021-12-03 03:53:22,067 - mmaction - INFO - Epoch [23][40/1793] lr: 7.500e-03, eta: 8:36:55, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7219, loss_cls: 2.2631, loss: 2.2631, grad_norm: 7.2424 2021-12-03 03:53:34,163 - mmaction - INFO - Epoch [23][60/1793] lr: 7.500e-03, eta: 8:36:42, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7594, loss_cls: 2.1396, loss: 2.1396, grad_norm: 7.5608 2021-12-03 03:53:46,226 - mmaction - INFO - Epoch [23][80/1793] lr: 7.500e-03, eta: 8:36:29, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7417, loss_cls: 2.1612, loss: 2.1612, grad_norm: 7.5759 2021-12-03 03:53:58,284 - mmaction - INFO - Epoch [23][100/1793] lr: 7.500e-03, eta: 8:36:17, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7406, loss_cls: 2.1725, loss: 2.1725, grad_norm: 7.7594 2021-12-03 03:54:10,385 - mmaction - INFO - Epoch [23][120/1793] lr: 7.500e-03, eta: 8:36:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7312, loss_cls: 2.2617, loss: 2.2617, grad_norm: 7.5364 2021-12-03 03:54:22,467 - mmaction - INFO - Epoch [23][140/1793] lr: 7.500e-03, eta: 8:35:51, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7250, loss_cls: 2.2289, loss: 2.2289, grad_norm: 7.5870 2021-12-03 03:54:34,583 - mmaction - INFO - Epoch [23][160/1793] lr: 7.500e-03, eta: 8:35:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7521, loss_cls: 2.1665, loss: 2.1665, grad_norm: 7.4580 2021-12-03 03:54:46,713 - mmaction - INFO - Epoch [23][180/1793] lr: 7.500e-03, eta: 8:35:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7531, loss_cls: 2.1501, loss: 2.1501, grad_norm: 7.5488 2021-12-03 03:54:58,829 - mmaction - INFO - Epoch [23][200/1793] lr: 7.500e-03, eta: 8:35:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7552, loss_cls: 2.1759, loss: 2.1759, grad_norm: 7.6532 2021-12-03 03:55:10,913 - mmaction - INFO - Epoch [23][220/1793] lr: 7.500e-03, eta: 8:35:01, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7354, loss_cls: 2.2197, loss: 2.2197, grad_norm: 7.4220 2021-12-03 03:55:23,004 - mmaction - INFO - Epoch [23][240/1793] lr: 7.500e-03, eta: 8:34:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7469, loss_cls: 2.1723, loss: 2.1723, grad_norm: 7.6605 2021-12-03 03:55:35,103 - mmaction - INFO - Epoch [23][260/1793] lr: 7.500e-03, eta: 8:34:35, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7365, loss_cls: 2.1717, loss: 2.1717, grad_norm: 7.5409 2021-12-03 03:55:47,207 - mmaction - INFO - Epoch [23][280/1793] lr: 7.500e-03, eta: 8:34:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7323, loss_cls: 2.2464, loss: 2.2464, grad_norm: 7.9122 2021-12-03 03:55:59,306 - mmaction - INFO - Epoch [23][300/1793] lr: 7.500e-03, eta: 8:34:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7448, loss_cls: 2.1512, loss: 2.1512, grad_norm: 7.2653 2021-12-03 03:56:11,409 - mmaction - INFO - Epoch [23][320/1793] lr: 7.500e-03, eta: 8:33:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7500, loss_cls: 2.1409, loss: 2.1409, grad_norm: 7.5528 2021-12-03 03:56:23,504 - mmaction - INFO - Epoch [23][340/1793] lr: 7.500e-03, eta: 8:33:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.1588, loss: 2.1588, grad_norm: 7.8926 2021-12-03 03:56:35,614 - mmaction - INFO - Epoch [23][360/1793] lr: 7.500e-03, eta: 8:33:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7281, loss_cls: 2.2752, loss: 2.2752, grad_norm: 7.7167 2021-12-03 03:56:47,721 - mmaction - INFO - Epoch [23][380/1793] lr: 7.500e-03, eta: 8:33:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7438, loss_cls: 2.1776, loss: 2.1776, grad_norm: 7.4569 2021-12-03 03:56:59,844 - mmaction - INFO - Epoch [23][400/1793] lr: 7.500e-03, eta: 8:33:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7271, loss_cls: 2.2574, loss: 2.2574, grad_norm: 7.7019 2021-12-03 03:57:11,943 - mmaction - INFO - Epoch [23][420/1793] lr: 7.500e-03, eta: 8:32:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7260, loss_cls: 2.3174, loss: 2.3174, grad_norm: 7.6323 2021-12-03 03:57:24,038 - mmaction - INFO - Epoch [23][440/1793] lr: 7.500e-03, eta: 8:32:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7302, loss_cls: 2.2152, loss: 2.2152, grad_norm: 7.5349 2021-12-03 03:57:36,162 - mmaction - INFO - Epoch [23][460/1793] lr: 7.500e-03, eta: 8:32:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7552, loss_cls: 2.2246, loss: 2.2246, grad_norm: 7.5016 2021-12-03 03:57:48,261 - mmaction - INFO - Epoch [23][480/1793] lr: 7.500e-03, eta: 8:32:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7385, loss_cls: 2.1889, loss: 2.1889, grad_norm: 7.2817 2021-12-03 03:58:00,360 - mmaction - INFO - Epoch [23][500/1793] lr: 7.500e-03, eta: 8:32:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7490, loss_cls: 2.2222, loss: 2.2222, grad_norm: 7.5451 2021-12-03 03:58:12,479 - mmaction - INFO - Epoch [23][520/1793] lr: 7.500e-03, eta: 8:31:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7292, loss_cls: 2.2523, loss: 2.2523, grad_norm: 7.8186 2021-12-03 03:58:24,610 - mmaction - INFO - Epoch [23][540/1793] lr: 7.500e-03, eta: 8:31:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7073, loss_cls: 2.3125, loss: 2.3125, grad_norm: 7.2809 2021-12-03 03:58:36,740 - mmaction - INFO - Epoch [23][560/1793] lr: 7.500e-03, eta: 8:31:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7302, loss_cls: 2.2546, loss: 2.2546, grad_norm: 7.2852 2021-12-03 03:58:48,868 - mmaction - INFO - Epoch [23][580/1793] lr: 7.500e-03, eta: 8:31:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7448, loss_cls: 2.1583, loss: 2.1583, grad_norm: 7.5574 2021-12-03 03:59:00,971 - mmaction - INFO - Epoch [23][600/1793] lr: 7.500e-03, eta: 8:31:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7417, loss_cls: 2.2603, loss: 2.2603, grad_norm: 7.6800 2021-12-03 03:59:13,107 - mmaction - INFO - Epoch [23][620/1793] lr: 7.500e-03, eta: 8:30:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4177, top5_acc: 0.7188, loss_cls: 2.3066, loss: 2.3066, grad_norm: 7.8306 2021-12-03 03:59:25,239 - mmaction - INFO - Epoch [23][640/1793] lr: 7.500e-03, eta: 8:30:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7385, loss_cls: 2.2203, loss: 2.2203, grad_norm: 7.2826 2021-12-03 03:59:37,386 - mmaction - INFO - Epoch [23][660/1793] lr: 7.500e-03, eta: 8:30:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7083, loss_cls: 2.2848, loss: 2.2848, grad_norm: 7.0079 2021-12-03 03:59:49,503 - mmaction - INFO - Epoch [23][680/1793] lr: 7.500e-03, eta: 8:30:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7531, loss_cls: 2.1470, loss: 2.1470, grad_norm: 7.3018 2021-12-03 04:00:01,642 - mmaction - INFO - Epoch [23][700/1793] lr: 7.500e-03, eta: 8:29:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7229, loss_cls: 2.3008, loss: 2.3008, grad_norm: 7.7607 2021-12-03 04:00:13,763 - mmaction - INFO - Epoch [23][720/1793] lr: 7.500e-03, eta: 8:29:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7479, loss_cls: 2.1802, loss: 2.1802, grad_norm: 7.5842 2021-12-03 04:00:25,876 - mmaction - INFO - Epoch [23][740/1793] lr: 7.500e-03, eta: 8:29:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7292, loss_cls: 2.1966, loss: 2.1966, grad_norm: 7.3626 2021-12-03 04:00:38,029 - mmaction - INFO - Epoch [23][760/1793] lr: 7.500e-03, eta: 8:29:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7500, loss_cls: 2.2016, loss: 2.2016, grad_norm: 8.0993 2021-12-03 04:00:50,158 - mmaction - INFO - Epoch [23][780/1793] lr: 7.500e-03, eta: 8:29:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7271, loss_cls: 2.2794, loss: 2.2794, grad_norm: 7.6893 2021-12-03 04:01:02,285 - mmaction - INFO - Epoch [23][800/1793] lr: 7.500e-03, eta: 8:28:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7385, loss_cls: 2.2382, loss: 2.2382, grad_norm: 7.7858 2021-12-03 04:01:14,406 - mmaction - INFO - Epoch [23][820/1793] lr: 7.500e-03, eta: 8:28:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7083, loss_cls: 2.3233, loss: 2.3233, grad_norm: 7.5521 2021-12-03 04:01:26,527 - mmaction - INFO - Epoch [23][840/1793] lr: 7.500e-03, eta: 8:28:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7365, loss_cls: 2.2274, loss: 2.2274, grad_norm: 7.4571 2021-12-03 04:01:38,664 - mmaction - INFO - Epoch [23][860/1793] lr: 7.500e-03, eta: 8:28:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.6990, loss_cls: 2.3179, loss: 2.3179, grad_norm: 7.5273 2021-12-03 04:01:50,777 - mmaction - INFO - Epoch [23][880/1793] lr: 7.500e-03, eta: 8:28:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.1170, loss: 2.1170, grad_norm: 7.5671 2021-12-03 04:02:02,890 - mmaction - INFO - Epoch [23][900/1793] lr: 7.500e-03, eta: 8:27:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7229, loss_cls: 2.3632, loss: 2.3632, grad_norm: 7.7201 2021-12-03 04:02:15,004 - mmaction - INFO - Epoch [23][920/1793] lr: 7.500e-03, eta: 8:27:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7417, loss_cls: 2.2186, loss: 2.2186, grad_norm: 7.4398 2021-12-03 04:02:27,148 - mmaction - INFO - Epoch [23][940/1793] lr: 7.500e-03, eta: 8:27:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7406, loss_cls: 2.1742, loss: 2.1742, grad_norm: 7.5474 2021-12-03 04:02:39,302 - mmaction - INFO - Epoch [23][960/1793] lr: 7.500e-03, eta: 8:27:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7302, loss_cls: 2.1631, loss: 2.1631, grad_norm: 7.3718 2021-12-03 04:02:51,439 - mmaction - INFO - Epoch [23][980/1793] lr: 7.500e-03, eta: 8:26:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7281, loss_cls: 2.2466, loss: 2.2466, grad_norm: 7.3298 2021-12-03 04:03:03,580 - mmaction - INFO - Epoch [23][1000/1793] lr: 7.500e-03, eta: 8:26:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7427, loss_cls: 2.1825, loss: 2.1825, grad_norm: 7.2195 2021-12-03 04:03:15,726 - mmaction - INFO - Epoch [23][1020/1793] lr: 7.500e-03, eta: 8:26:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7354, loss_cls: 2.2451, loss: 2.2451, grad_norm: 7.7310 2021-12-03 04:03:27,845 - mmaction - INFO - Epoch [23][1040/1793] lr: 7.500e-03, eta: 8:26:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7365, loss_cls: 2.2035, loss: 2.2035, grad_norm: 7.1428 2021-12-03 04:03:39,974 - mmaction - INFO - Epoch [23][1060/1793] lr: 7.500e-03, eta: 8:26:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7219, loss_cls: 2.2782, loss: 2.2782, grad_norm: 7.4605 2021-12-03 04:03:52,133 - mmaction - INFO - Epoch [23][1080/1793] lr: 7.500e-03, eta: 8:25:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4146, top5_acc: 0.6833, loss_cls: 2.3846, loss: 2.3846, grad_norm: 7.4991 2021-12-03 04:04:04,270 - mmaction - INFO - Epoch [23][1100/1793] lr: 7.500e-03, eta: 8:25:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7208, loss_cls: 2.2876, loss: 2.2876, grad_norm: 7.4051 2021-12-03 04:04:16,394 - mmaction - INFO - Epoch [23][1120/1793] lr: 7.500e-03, eta: 8:25:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7385, loss_cls: 2.2306, loss: 2.2306, grad_norm: 7.5757 2021-12-03 04:04:28,509 - mmaction - INFO - Epoch [23][1140/1793] lr: 7.500e-03, eta: 8:25:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7573, loss_cls: 2.1971, loss: 2.1971, grad_norm: 7.6538 2021-12-03 04:04:40,639 - mmaction - INFO - Epoch [23][1160/1793] lr: 7.500e-03, eta: 8:25:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7323, loss_cls: 2.3156, loss: 2.3156, grad_norm: 7.5608 2021-12-03 04:04:52,741 - mmaction - INFO - Epoch [23][1180/1793] lr: 7.500e-03, eta: 8:24:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7406, loss_cls: 2.2296, loss: 2.2296, grad_norm: 7.2665 2021-12-03 04:05:04,846 - mmaction - INFO - Epoch [23][1200/1793] lr: 7.500e-03, eta: 8:24:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7260, loss_cls: 2.3070, loss: 2.3070, grad_norm: 7.9267 2021-12-03 04:05:16,962 - mmaction - INFO - Epoch [23][1220/1793] lr: 7.500e-03, eta: 8:24:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7417, loss_cls: 2.2026, loss: 2.2026, grad_norm: 7.2674 2021-12-03 04:05:29,080 - mmaction - INFO - Epoch [23][1240/1793] lr: 7.500e-03, eta: 8:24:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7260, loss_cls: 2.3117, loss: 2.3117, grad_norm: 7.4764 2021-12-03 04:05:41,203 - mmaction - INFO - Epoch [23][1260/1793] lr: 7.500e-03, eta: 8:24:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7448, loss_cls: 2.1913, loss: 2.1913, grad_norm: 7.4796 2021-12-03 04:05:53,318 - mmaction - INFO - Epoch [23][1280/1793] lr: 7.500e-03, eta: 8:23:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7177, loss_cls: 2.3159, loss: 2.3159, grad_norm: 7.1262 2021-12-03 04:06:05,451 - mmaction - INFO - Epoch [23][1300/1793] lr: 7.500e-03, eta: 8:23:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7490, loss_cls: 2.2044, loss: 2.2044, grad_norm: 7.7783 2021-12-03 04:06:17,583 - mmaction - INFO - Epoch [23][1320/1793] lr: 7.500e-03, eta: 8:23:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7260, loss_cls: 2.2688, loss: 2.2688, grad_norm: 7.6592 2021-12-03 04:06:29,712 - mmaction - INFO - Epoch [23][1340/1793] lr: 7.500e-03, eta: 8:23:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7323, loss_cls: 2.2923, loss: 2.2923, grad_norm: 7.8830 2021-12-03 04:06:41,829 - mmaction - INFO - Epoch [23][1360/1793] lr: 7.500e-03, eta: 8:22:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7365, loss_cls: 2.2465, loss: 2.2465, grad_norm: 7.3541 2021-12-03 04:06:53,946 - mmaction - INFO - Epoch [23][1380/1793] lr: 7.500e-03, eta: 8:22:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7323, loss_cls: 2.2322, loss: 2.2322, grad_norm: 7.4191 2021-12-03 04:07:06,066 - mmaction - INFO - Epoch [23][1400/1793] lr: 7.500e-03, eta: 8:22:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4760, top5_acc: 0.7708, loss_cls: 2.0550, loss: 2.0550, grad_norm: 7.3655 2021-12-03 04:07:18,168 - mmaction - INFO - Epoch [23][1420/1793] lr: 7.500e-03, eta: 8:22:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7344, loss_cls: 2.2170, loss: 2.2170, grad_norm: 7.7411 2021-12-03 04:07:30,311 - mmaction - INFO - Epoch [23][1440/1793] lr: 7.500e-03, eta: 8:22:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7229, loss_cls: 2.3228, loss: 2.3228, grad_norm: 7.7321 2021-12-03 04:07:42,453 - mmaction - INFO - Epoch [23][1460/1793] lr: 7.500e-03, eta: 8:21:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4240, top5_acc: 0.7240, loss_cls: 2.2807, loss: 2.2807, grad_norm: 7.3427 2021-12-03 04:07:54,585 - mmaction - INFO - Epoch [23][1480/1793] lr: 7.500e-03, eta: 8:21:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7219, loss_cls: 2.2039, loss: 2.2039, grad_norm: 7.7238 2021-12-03 04:08:06,715 - mmaction - INFO - Epoch [23][1500/1793] lr: 7.500e-03, eta: 8:21:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7375, loss_cls: 2.1709, loss: 2.1709, grad_norm: 7.2568 2021-12-03 04:08:18,823 - mmaction - INFO - Epoch [23][1520/1793] lr: 7.500e-03, eta: 8:21:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7292, loss_cls: 2.2512, loss: 2.2512, grad_norm: 7.5240 2021-12-03 04:08:30,939 - mmaction - INFO - Epoch [23][1540/1793] lr: 7.500e-03, eta: 8:21:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7250, loss_cls: 2.2647, loss: 2.2647, grad_norm: 7.6753 2021-12-03 04:08:43,059 - mmaction - INFO - Epoch [23][1560/1793] lr: 7.500e-03, eta: 8:20:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7500, loss_cls: 2.1826, loss: 2.1826, grad_norm: 7.2325 2021-12-03 04:08:55,191 - mmaction - INFO - Epoch [23][1580/1793] lr: 7.500e-03, eta: 8:20:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7188, loss_cls: 2.2318, loss: 2.2318, grad_norm: 7.4313 2021-12-03 04:09:07,307 - mmaction - INFO - Epoch [23][1600/1793] lr: 7.500e-03, eta: 8:20:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7323, loss_cls: 2.2406, loss: 2.2406, grad_norm: 7.9236 2021-12-03 04:09:19,432 - mmaction - INFO - Epoch [23][1620/1793] lr: 7.500e-03, eta: 8:20:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7156, loss_cls: 2.2541, loss: 2.2541, grad_norm: 7.1864 2021-12-03 04:09:31,563 - mmaction - INFO - Epoch [23][1640/1793] lr: 7.500e-03, eta: 8:20:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7323, loss_cls: 2.2084, loss: 2.2084, grad_norm: 7.3007 2021-12-03 04:09:43,699 - mmaction - INFO - Epoch [23][1660/1793] lr: 7.500e-03, eta: 8:19:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7333, loss_cls: 2.2490, loss: 2.2490, grad_norm: 7.4330 2021-12-03 04:09:55,847 - mmaction - INFO - Epoch [23][1680/1793] lr: 7.500e-03, eta: 8:19:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7156, loss_cls: 2.2446, loss: 2.2446, grad_norm: 7.5024 2021-12-03 04:10:07,997 - mmaction - INFO - Epoch [23][1700/1793] lr: 7.500e-03, eta: 8:19:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7323, loss_cls: 2.2375, loss: 2.2375, grad_norm: 7.4416 2021-12-03 04:10:20,128 - mmaction - INFO - Epoch [23][1720/1793] lr: 7.500e-03, eta: 8:19:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7417, loss_cls: 2.1928, loss: 2.1928, grad_norm: 7.8256 2021-12-03 04:10:32,281 - mmaction - INFO - Epoch [23][1740/1793] lr: 7.500e-03, eta: 8:18:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7250, loss_cls: 2.2341, loss: 2.2341, grad_norm: 7.2336 2021-12-03 04:10:44,406 - mmaction - INFO - Epoch [23][1760/1793] lr: 7.500e-03, eta: 8:18:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7469, loss_cls: 2.1619, loss: 2.1619, grad_norm: 7.7196 2021-12-03 04:10:56,550 - mmaction - INFO - Epoch [23][1780/1793] lr: 7.500e-03, eta: 8:18:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7302, loss_cls: 2.2243, loss: 2.2243, grad_norm: 7.7315 2021-12-03 04:12:17,645 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:12:17,804 - mmaction - INFO - top1_acc 0.3354 top5_acc 0.6405 2021-12-03 04:12:17,805 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:12:17,816 - mmaction - INFO - mean_acc 0.2996 2021-12-03 04:12:17,822 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-12-03 04:12:21,709 - mmaction - INFO - Epoch(val) [23][241] top1_acc: 0.3354, top5_acc: 0.6405, mean_class_accuracy: 0.2996 2021-12-03 04:13:00,052 - mmaction - INFO - Epoch [24][20/1793] lr: 7.500e-03, eta: 8:18:35, time: 1.917, data_time: 1.312, memory: 10469, top1_acc: 0.4760, top5_acc: 0.7583, loss_cls: 2.1029, loss: 2.1029, grad_norm: 7.2779 2021-12-03 04:13:12,143 - mmaction - INFO - Epoch [24][40/1793] lr: 7.500e-03, eta: 8:18:22, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7302, loss_cls: 2.2025, loss: 2.2025, grad_norm: 7.5520 2021-12-03 04:13:24,233 - mmaction - INFO - Epoch [24][60/1793] lr: 7.500e-03, eta: 8:18:09, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4885, top5_acc: 0.7583, loss_cls: 2.0913, loss: 2.0913, grad_norm: 7.3445 2021-12-03 04:13:36,379 - mmaction - INFO - Epoch [24][80/1793] lr: 7.500e-03, eta: 8:17:57, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7583, loss_cls: 2.1662, loss: 2.1662, grad_norm: 7.6952 2021-12-03 04:13:48,501 - mmaction - INFO - Epoch [24][100/1793] lr: 7.500e-03, eta: 8:17:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7323, loss_cls: 2.1780, loss: 2.1780, grad_norm: 7.7408 2021-12-03 04:14:00,627 - mmaction - INFO - Epoch [24][120/1793] lr: 7.500e-03, eta: 8:17:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7135, loss_cls: 2.3036, loss: 2.3036, grad_norm: 7.6657 2021-12-03 04:14:12,776 - mmaction - INFO - Epoch [24][140/1793] lr: 7.500e-03, eta: 8:17:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7448, loss_cls: 2.1691, loss: 2.1691, grad_norm: 7.5018 2021-12-03 04:14:24,944 - mmaction - INFO - Epoch [24][160/1793] lr: 7.500e-03, eta: 8:17:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7469, loss_cls: 2.1887, loss: 2.1887, grad_norm: 7.6001 2021-12-03 04:14:37,090 - mmaction - INFO - Epoch [24][180/1793] lr: 7.500e-03, eta: 8:16:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7510, loss_cls: 2.1372, loss: 2.1372, grad_norm: 7.5234 2021-12-03 04:14:49,234 - mmaction - INFO - Epoch [24][200/1793] lr: 7.500e-03, eta: 8:16:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7333, loss_cls: 2.2051, loss: 2.2051, grad_norm: 7.4351 2021-12-03 04:15:01,389 - mmaction - INFO - Epoch [24][220/1793] lr: 7.500e-03, eta: 8:16:28, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7438, loss_cls: 2.2248, loss: 2.2248, grad_norm: 7.5507 2021-12-03 04:15:13,545 - mmaction - INFO - Epoch [24][240/1793] lr: 7.500e-03, eta: 8:16:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7427, loss_cls: 2.1090, loss: 2.1090, grad_norm: 7.4072 2021-12-03 04:15:25,715 - mmaction - INFO - Epoch [24][260/1793] lr: 7.500e-03, eta: 8:16:03, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7448, loss_cls: 2.1259, loss: 2.1259, grad_norm: 7.3242 2021-12-03 04:15:37,868 - mmaction - INFO - Epoch [24][280/1793] lr: 7.500e-03, eta: 8:15:51, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7385, loss_cls: 2.2401, loss: 2.2401, grad_norm: 7.6121 2021-12-03 04:15:50,036 - mmaction - INFO - Epoch [24][300/1793] lr: 7.500e-03, eta: 8:15:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7458, loss_cls: 2.2254, loss: 2.2254, grad_norm: 7.7062 2021-12-03 04:16:02,178 - mmaction - INFO - Epoch [24][320/1793] lr: 7.500e-03, eta: 8:15:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7396, loss_cls: 2.1979, loss: 2.1979, grad_norm: 7.7750 2021-12-03 04:16:14,336 - mmaction - INFO - Epoch [24][340/1793] lr: 7.500e-03, eta: 8:15:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7469, loss_cls: 2.1585, loss: 2.1585, grad_norm: 7.5482 2021-12-03 04:16:26,477 - mmaction - INFO - Epoch [24][360/1793] lr: 7.500e-03, eta: 8:15:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2626, loss: 2.2626, grad_norm: 7.7454 2021-12-03 04:16:38,625 - mmaction - INFO - Epoch [24][380/1793] lr: 7.500e-03, eta: 8:14:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7427, loss_cls: 2.1690, loss: 2.1690, grad_norm: 7.7505 2021-12-03 04:16:50,782 - mmaction - INFO - Epoch [24][400/1793] lr: 7.500e-03, eta: 8:14:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7229, loss_cls: 2.2941, loss: 2.2941, grad_norm: 8.0646 2021-12-03 04:17:02,935 - mmaction - INFO - Epoch [24][420/1793] lr: 7.500e-03, eta: 8:14:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7344, loss_cls: 2.2430, loss: 2.2430, grad_norm: 7.6977 2021-12-03 04:17:15,093 - mmaction - INFO - Epoch [24][440/1793] lr: 7.500e-03, eta: 8:14:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7260, loss_cls: 2.3057, loss: 2.3057, grad_norm: 7.1860 2021-12-03 04:17:27,247 - mmaction - INFO - Epoch [24][460/1793] lr: 7.500e-03, eta: 8:13:57, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7417, loss_cls: 2.1898, loss: 2.1898, grad_norm: 7.3636 2021-12-03 04:17:39,398 - mmaction - INFO - Epoch [24][480/1793] lr: 7.500e-03, eta: 8:13:45, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7125, loss_cls: 2.2957, loss: 2.2957, grad_norm: 7.7633 2021-12-03 04:17:51,562 - mmaction - INFO - Epoch [24][500/1793] lr: 7.500e-03, eta: 8:13:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7292, loss_cls: 2.2258, loss: 2.2258, grad_norm: 7.5218 2021-12-03 04:18:03,729 - mmaction - INFO - Epoch [24][520/1793] lr: 7.500e-03, eta: 8:13:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7292, loss_cls: 2.3056, loss: 2.3056, grad_norm: 7.5543 2021-12-03 04:18:15,866 - mmaction - INFO - Epoch [24][540/1793] lr: 7.500e-03, eta: 8:13:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4781, top5_acc: 0.7219, loss_cls: 2.1729, loss: 2.1729, grad_norm: 7.4051 2021-12-03 04:18:28,016 - mmaction - INFO - Epoch [24][560/1793] lr: 7.500e-03, eta: 8:12:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7229, loss_cls: 2.2557, loss: 2.2557, grad_norm: 7.5962 2021-12-03 04:18:40,160 - mmaction - INFO - Epoch [24][580/1793] lr: 7.500e-03, eta: 8:12:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7323, loss_cls: 2.2557, loss: 2.2557, grad_norm: 7.5061 2021-12-03 04:18:52,317 - mmaction - INFO - Epoch [24][600/1793] lr: 7.500e-03, eta: 8:12:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7333, loss_cls: 2.2403, loss: 2.2403, grad_norm: 7.3333 2021-12-03 04:19:04,437 - mmaction - INFO - Epoch [24][620/1793] lr: 7.500e-03, eta: 8:12:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7604, loss_cls: 2.1622, loss: 2.1622, grad_norm: 7.4013 2021-12-03 04:19:16,561 - mmaction - INFO - Epoch [24][640/1793] lr: 7.500e-03, eta: 8:12:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7323, loss_cls: 2.2633, loss: 2.2633, grad_norm: 7.5928 2021-12-03 04:19:28,690 - mmaction - INFO - Epoch [24][660/1793] lr: 7.500e-03, eta: 8:11:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7312, loss_cls: 2.2125, loss: 2.2125, grad_norm: 7.5554 2021-12-03 04:19:40,836 - mmaction - INFO - Epoch [24][680/1793] lr: 7.500e-03, eta: 8:11:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7375, loss_cls: 2.2101, loss: 2.2101, grad_norm: 7.1132 2021-12-03 04:19:52,979 - mmaction - INFO - Epoch [24][700/1793] lr: 7.500e-03, eta: 8:11:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7531, loss_cls: 2.1328, loss: 2.1328, grad_norm: 7.6397 2021-12-03 04:20:05,128 - mmaction - INFO - Epoch [24][720/1793] lr: 7.500e-03, eta: 8:11:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7333, loss_cls: 2.1342, loss: 2.1342, grad_norm: 7.5077 2021-12-03 04:20:17,283 - mmaction - INFO - Epoch [24][740/1793] lr: 7.500e-03, eta: 8:11:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7375, loss_cls: 2.2229, loss: 2.2229, grad_norm: 7.6940 2021-12-03 04:20:29,422 - mmaction - INFO - Epoch [24][760/1793] lr: 7.500e-03, eta: 8:10:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7552, loss_cls: 2.1324, loss: 2.1324, grad_norm: 7.4438 2021-12-03 04:20:41,549 - mmaction - INFO - Epoch [24][780/1793] lr: 7.500e-03, eta: 8:10:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7323, loss_cls: 2.1834, loss: 2.1834, grad_norm: 7.8361 2021-12-03 04:20:53,683 - mmaction - INFO - Epoch [24][800/1793] lr: 7.500e-03, eta: 8:10:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7521, loss_cls: 2.1480, loss: 2.1480, grad_norm: 7.4151 2021-12-03 04:21:05,838 - mmaction - INFO - Epoch [24][820/1793] lr: 7.500e-03, eta: 8:10:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7375, loss_cls: 2.1617, loss: 2.1617, grad_norm: 7.5216 2021-12-03 04:21:17,991 - mmaction - INFO - Epoch [24][840/1793] lr: 7.500e-03, eta: 8:09:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7312, loss_cls: 2.2158, loss: 2.2158, grad_norm: 7.6565 2021-12-03 04:21:30,153 - mmaction - INFO - Epoch [24][860/1793] lr: 7.500e-03, eta: 8:09:45, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7135, loss_cls: 2.3046, loss: 2.3046, grad_norm: 7.2356 2021-12-03 04:21:42,285 - mmaction - INFO - Epoch [24][880/1793] lr: 7.500e-03, eta: 8:09:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7490, loss_cls: 2.1507, loss: 2.1507, grad_norm: 7.5518 2021-12-03 04:21:54,443 - mmaction - INFO - Epoch [24][900/1793] lr: 7.500e-03, eta: 8:09:20, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7125, loss_cls: 2.2775, loss: 2.2775, grad_norm: 8.0126 2021-12-03 04:22:06,605 - mmaction - INFO - Epoch [24][920/1793] lr: 7.500e-03, eta: 8:09:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7271, loss_cls: 2.1774, loss: 2.1774, grad_norm: 7.4383 2021-12-03 04:22:18,729 - mmaction - INFO - Epoch [24][940/1793] lr: 7.500e-03, eta: 8:08:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7667, loss_cls: 2.0653, loss: 2.0653, grad_norm: 7.5587 2021-12-03 04:22:30,867 - mmaction - INFO - Epoch [24][960/1793] lr: 7.500e-03, eta: 8:08:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7333, loss_cls: 2.1921, loss: 2.1921, grad_norm: 7.7111 2021-12-03 04:22:43,028 - mmaction - INFO - Epoch [24][980/1793] lr: 7.500e-03, eta: 8:08:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7438, loss_cls: 2.1661, loss: 2.1661, grad_norm: 7.5185 2021-12-03 04:22:55,180 - mmaction - INFO - Epoch [24][1000/1793] lr: 7.500e-03, eta: 8:08:17, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7240, loss_cls: 2.1710, loss: 2.1710, grad_norm: 7.4165 2021-12-03 04:23:07,335 - mmaction - INFO - Epoch [24][1020/1793] lr: 7.500e-03, eta: 8:08:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7479, loss_cls: 2.1689, loss: 2.1689, grad_norm: 7.7292 2021-12-03 04:23:19,495 - mmaction - INFO - Epoch [24][1040/1793] lr: 7.500e-03, eta: 8:07:52, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7417, loss_cls: 2.1753, loss: 2.1753, grad_norm: 7.6550 2021-12-03 04:23:31,632 - mmaction - INFO - Epoch [24][1060/1793] lr: 7.500e-03, eta: 8:07:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7344, loss_cls: 2.2461, loss: 2.2461, grad_norm: 7.5030 2021-12-03 04:23:43,769 - mmaction - INFO - Epoch [24][1080/1793] lr: 7.500e-03, eta: 8:07:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7375, loss_cls: 2.2498, loss: 2.2498, grad_norm: 8.0968 2021-12-03 04:23:55,893 - mmaction - INFO - Epoch [24][1100/1793] lr: 7.500e-03, eta: 8:07:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4229, top5_acc: 0.7115, loss_cls: 2.3188, loss: 2.3188, grad_norm: 7.7966 2021-12-03 04:24:08,014 - mmaction - INFO - Epoch [24][1120/1793] lr: 7.500e-03, eta: 8:07:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7458, loss_cls: 2.2228, loss: 2.2228, grad_norm: 7.8412 2021-12-03 04:24:20,138 - mmaction - INFO - Epoch [24][1140/1793] lr: 7.500e-03, eta: 8:06:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7188, loss_cls: 2.3383, loss: 2.3383, grad_norm: 7.4853 2021-12-03 04:24:32,239 - mmaction - INFO - Epoch [24][1160/1793] lr: 7.500e-03, eta: 8:06:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7448, loss_cls: 2.2151, loss: 2.2151, grad_norm: 7.6459 2021-12-03 04:24:44,362 - mmaction - INFO - Epoch [24][1180/1793] lr: 7.500e-03, eta: 8:06:23, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7125, loss_cls: 2.3439, loss: 2.3439, grad_norm: 7.6195 2021-12-03 04:24:56,479 - mmaction - INFO - Epoch [24][1200/1793] lr: 7.500e-03, eta: 8:06:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7344, loss_cls: 2.2436, loss: 2.2436, grad_norm: 7.4667 2021-12-03 04:25:08,607 - mmaction - INFO - Epoch [24][1220/1793] lr: 7.500e-03, eta: 8:05:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7438, loss_cls: 2.2307, loss: 2.2307, grad_norm: 7.4470 2021-12-03 04:25:20,734 - mmaction - INFO - Epoch [24][1240/1793] lr: 7.500e-03, eta: 8:05:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7302, loss_cls: 2.1912, loss: 2.1912, grad_norm: 7.8244 2021-12-03 04:25:32,848 - mmaction - INFO - Epoch [24][1260/1793] lr: 7.500e-03, eta: 8:05:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7146, loss_cls: 2.2417, loss: 2.2417, grad_norm: 7.5382 2021-12-03 04:25:44,950 - mmaction - INFO - Epoch [24][1280/1793] lr: 7.500e-03, eta: 8:05:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7521, loss_cls: 2.1841, loss: 2.1841, grad_norm: 7.6514 2021-12-03 04:25:57,066 - mmaction - INFO - Epoch [24][1300/1793] lr: 7.500e-03, eta: 8:05:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7365, loss_cls: 2.2454, loss: 2.2454, grad_norm: 7.1694 2021-12-03 04:26:09,194 - mmaction - INFO - Epoch [24][1320/1793] lr: 7.500e-03, eta: 8:04:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7146, loss_cls: 2.2581, loss: 2.2581, grad_norm: 7.2006 2021-12-03 04:26:21,324 - mmaction - INFO - Epoch [24][1340/1793] lr: 7.500e-03, eta: 8:04:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7323, loss_cls: 2.1946, loss: 2.1946, grad_norm: 7.5152 2021-12-03 04:26:33,465 - mmaction - INFO - Epoch [24][1360/1793] lr: 7.500e-03, eta: 8:04:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7438, loss_cls: 2.1364, loss: 2.1364, grad_norm: 7.2338 2021-12-03 04:26:45,595 - mmaction - INFO - Epoch [24][1380/1793] lr: 7.500e-03, eta: 8:04:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7135, loss_cls: 2.2707, loss: 2.2707, grad_norm: 7.9846 2021-12-03 04:26:57,734 - mmaction - INFO - Epoch [24][1400/1793] lr: 7.500e-03, eta: 8:04:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7250, loss_cls: 2.2931, loss: 2.2931, grad_norm: 7.7726 2021-12-03 04:27:09,857 - mmaction - INFO - Epoch [24][1420/1793] lr: 7.500e-03, eta: 8:03:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7458, loss_cls: 2.1919, loss: 2.1919, grad_norm: 7.3045 2021-12-03 04:27:21,974 - mmaction - INFO - Epoch [24][1440/1793] lr: 7.500e-03, eta: 8:03:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7469, loss_cls: 2.2102, loss: 2.2102, grad_norm: 7.6776 2021-12-03 04:27:34,072 - mmaction - INFO - Epoch [24][1460/1793] lr: 7.500e-03, eta: 8:03:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7260, loss_cls: 2.2489, loss: 2.2489, grad_norm: 7.4647 2021-12-03 04:27:46,198 - mmaction - INFO - Epoch [24][1480/1793] lr: 7.500e-03, eta: 8:03:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7312, loss_cls: 2.2531, loss: 2.2531, grad_norm: 7.4745 2021-12-03 04:27:58,287 - mmaction - INFO - Epoch [24][1500/1793] lr: 7.500e-03, eta: 8:03:01, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7625, loss_cls: 2.1343, loss: 2.1343, grad_norm: 7.5070 2021-12-03 04:28:10,403 - mmaction - INFO - Epoch [24][1520/1793] lr: 7.500e-03, eta: 8:02:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7198, loss_cls: 2.2590, loss: 2.2590, grad_norm: 7.7174 2021-12-03 04:28:22,535 - mmaction - INFO - Epoch [24][1540/1793] lr: 7.500e-03, eta: 8:02:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7354, loss_cls: 2.2227, loss: 2.2227, grad_norm: 7.6625 2021-12-03 04:28:34,648 - mmaction - INFO - Epoch [24][1560/1793] lr: 7.500e-03, eta: 8:02:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7479, loss_cls: 2.1749, loss: 2.1749, grad_norm: 7.6296 2021-12-03 04:28:46,775 - mmaction - INFO - Epoch [24][1580/1793] lr: 7.500e-03, eta: 8:02:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7240, loss_cls: 2.3037, loss: 2.3037, grad_norm: 8.0414 2021-12-03 04:28:58,917 - mmaction - INFO - Epoch [24][1600/1793] lr: 7.500e-03, eta: 8:01:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7573, loss_cls: 2.1660, loss: 2.1660, grad_norm: 7.8849 2021-12-03 04:29:11,047 - mmaction - INFO - Epoch [24][1620/1793] lr: 7.500e-03, eta: 8:01:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7115, loss_cls: 2.3533, loss: 2.3533, grad_norm: 7.5727 2021-12-03 04:29:23,184 - mmaction - INFO - Epoch [24][1640/1793] lr: 7.500e-03, eta: 8:01:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7271, loss_cls: 2.2372, loss: 2.2372, grad_norm: 7.5976 2021-12-03 04:29:35,299 - mmaction - INFO - Epoch [24][1660/1793] lr: 7.500e-03, eta: 8:01:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7385, loss_cls: 2.2373, loss: 2.2373, grad_norm: 7.4025 2021-12-03 04:29:47,430 - mmaction - INFO - Epoch [24][1680/1793] lr: 7.500e-03, eta: 8:01:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7385, loss_cls: 2.2224, loss: 2.2224, grad_norm: 7.4609 2021-12-03 04:29:59,545 - mmaction - INFO - Epoch [24][1700/1793] lr: 7.500e-03, eta: 8:00:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.3112, loss: 2.3112, grad_norm: 7.4801 2021-12-03 04:30:11,665 - mmaction - INFO - Epoch [24][1720/1793] lr: 7.500e-03, eta: 8:00:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7240, loss_cls: 2.2134, loss: 2.2134, grad_norm: 7.5918 2021-12-03 04:30:23,778 - mmaction - INFO - Epoch [24][1740/1793] lr: 7.500e-03, eta: 8:00:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7531, loss_cls: 2.2083, loss: 2.2083, grad_norm: 7.8652 2021-12-03 04:30:35,892 - mmaction - INFO - Epoch [24][1760/1793] lr: 7.500e-03, eta: 8:00:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7354, loss_cls: 2.2310, loss: 2.2310, grad_norm: 7.7738 2021-12-03 04:30:47,992 - mmaction - INFO - Epoch [24][1780/1793] lr: 7.500e-03, eta: 8:00:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7479, loss_cls: 2.2181, loss: 2.2181, grad_norm: 7.7017 2021-12-03 04:32:08,895 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:32:09,049 - mmaction - INFO - top1_acc 0.3472 top5_acc 0.6463 2021-12-03 04:32:09,049 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:32:09,058 - mmaction - INFO - mean_acc 0.3100 2021-12-03 04:32:09,060 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-12-03 04:32:13,474 - mmaction - INFO - Epoch(val) [24][241] top1_acc: 0.3472, top5_acc: 0.6463, mean_class_accuracy: 0.3100 2021-12-03 04:32:51,776 - mmaction - INFO - Epoch [25][20/1793] lr: 7.500e-03, eta: 8:00:04, time: 1.915, data_time: 1.313, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7438, loss_cls: 2.1615, loss: 2.1615, grad_norm: 7.4846 2021-12-03 04:33:03,856 - mmaction - INFO - Epoch [25][40/1793] lr: 7.500e-03, eta: 7:59:51, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7406, loss_cls: 2.1782, loss: 2.1782, grad_norm: 7.6117 2021-12-03 04:33:15,916 - mmaction - INFO - Epoch [25][60/1793] lr: 7.500e-03, eta: 7:59:39, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7354, loss_cls: 2.1717, loss: 2.1717, grad_norm: 7.3836 2021-12-03 04:33:27,998 - mmaction - INFO - Epoch [25][80/1793] lr: 7.500e-03, eta: 7:59:26, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7323, loss_cls: 2.1878, loss: 2.1878, grad_norm: 7.7407 2021-12-03 04:33:40,061 - mmaction - INFO - Epoch [25][100/1793] lr: 7.500e-03, eta: 7:59:13, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7385, loss_cls: 2.2446, loss: 2.2446, grad_norm: 7.7331 2021-12-03 04:33:52,158 - mmaction - INFO - Epoch [25][120/1793] lr: 7.500e-03, eta: 7:59:01, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7635, loss_cls: 2.0606, loss: 2.0606, grad_norm: 7.6945 2021-12-03 04:34:04,258 - mmaction - INFO - Epoch [25][140/1793] lr: 7.500e-03, eta: 7:58:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7625, loss_cls: 2.1595, loss: 2.1595, grad_norm: 7.8660 2021-12-03 04:34:16,353 - mmaction - INFO - Epoch [25][160/1793] lr: 7.500e-03, eta: 7:58:35, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7385, loss_cls: 2.1999, loss: 2.1999, grad_norm: 7.9362 2021-12-03 04:34:28,460 - mmaction - INFO - Epoch [25][180/1793] lr: 7.500e-03, eta: 7:58:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7417, loss_cls: 2.2626, loss: 2.2626, grad_norm: 7.6670 2021-12-03 04:34:40,580 - mmaction - INFO - Epoch [25][200/1793] lr: 7.500e-03, eta: 7:58:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7427, loss_cls: 2.1923, loss: 2.1923, grad_norm: 7.3907 2021-12-03 04:34:52,700 - mmaction - INFO - Epoch [25][220/1793] lr: 7.500e-03, eta: 7:57:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7448, loss_cls: 2.1620, loss: 2.1620, grad_norm: 7.5258 2021-12-03 04:35:04,814 - mmaction - INFO - Epoch [25][240/1793] lr: 7.500e-03, eta: 7:57:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7333, loss_cls: 2.1929, loss: 2.1929, grad_norm: 7.6431 2021-12-03 04:35:16,945 - mmaction - INFO - Epoch [25][260/1793] lr: 7.500e-03, eta: 7:57:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7396, loss_cls: 2.2249, loss: 2.2249, grad_norm: 7.5571 2021-12-03 04:35:29,057 - mmaction - INFO - Epoch [25][280/1793] lr: 7.500e-03, eta: 7:57:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7333, loss_cls: 2.2033, loss: 2.2033, grad_norm: 7.5101 2021-12-03 04:35:41,194 - mmaction - INFO - Epoch [25][300/1793] lr: 7.500e-03, eta: 7:57:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4260, top5_acc: 0.7240, loss_cls: 2.2756, loss: 2.2756, grad_norm: 7.6858 2021-12-03 04:35:53,344 - mmaction - INFO - Epoch [25][320/1793] lr: 7.500e-03, eta: 7:56:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7625, loss_cls: 2.1814, loss: 2.1814, grad_norm: 7.5857 2021-12-03 04:36:05,476 - mmaction - INFO - Epoch [25][340/1793] lr: 7.500e-03, eta: 7:56:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7385, loss_cls: 2.1725, loss: 2.1725, grad_norm: 7.9394 2021-12-03 04:36:17,608 - mmaction - INFO - Epoch [25][360/1793] lr: 7.500e-03, eta: 7:56:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7635, loss_cls: 2.0430, loss: 2.0430, grad_norm: 7.8146 2021-12-03 04:36:29,734 - mmaction - INFO - Epoch [25][380/1793] lr: 7.500e-03, eta: 7:56:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7396, loss_cls: 2.1568, loss: 2.1568, grad_norm: 7.5364 2021-12-03 04:36:41,892 - mmaction - INFO - Epoch [25][400/1793] lr: 7.500e-03, eta: 7:56:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7240, loss_cls: 2.2329, loss: 2.2329, grad_norm: 7.5081 2021-12-03 04:36:54,049 - mmaction - INFO - Epoch [25][420/1793] lr: 7.500e-03, eta: 7:55:51, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7406, loss_cls: 2.1220, loss: 2.1220, grad_norm: 7.6738 2021-12-03 04:37:06,208 - mmaction - INFO - Epoch [25][440/1793] lr: 7.500e-03, eta: 7:55:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7271, loss_cls: 2.2845, loss: 2.2845, grad_norm: 7.8607 2021-12-03 04:37:18,339 - mmaction - INFO - Epoch [25][460/1793] lr: 7.500e-03, eta: 7:55:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7469, loss_cls: 2.2125, loss: 2.2125, grad_norm: 7.3683 2021-12-03 04:37:30,485 - mmaction - INFO - Epoch [25][480/1793] lr: 7.500e-03, eta: 7:55:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7365, loss_cls: 2.2207, loss: 2.2207, grad_norm: 7.9266 2021-12-03 04:37:42,647 - mmaction - INFO - Epoch [25][500/1793] lr: 7.500e-03, eta: 7:55:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7323, loss_cls: 2.2708, loss: 2.2708, grad_norm: 7.6884 2021-12-03 04:37:54,802 - mmaction - INFO - Epoch [25][520/1793] lr: 7.500e-03, eta: 7:54:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7458, loss_cls: 2.1719, loss: 2.1719, grad_norm: 7.4760 2021-12-03 04:38:06,945 - mmaction - INFO - Epoch [25][540/1793] lr: 7.500e-03, eta: 7:54:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7438, loss_cls: 2.1506, loss: 2.1506, grad_norm: 7.6031 2021-12-03 04:38:19,092 - mmaction - INFO - Epoch [25][560/1793] lr: 7.500e-03, eta: 7:54:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1627, loss: 2.1627, grad_norm: 7.5721 2021-12-03 04:38:31,255 - mmaction - INFO - Epoch [25][580/1793] lr: 7.500e-03, eta: 7:54:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7250, loss_cls: 2.2601, loss: 2.2601, grad_norm: 7.5751 2021-12-03 04:38:43,405 - mmaction - INFO - Epoch [25][600/1793] lr: 7.500e-03, eta: 7:53:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7531, loss_cls: 2.1746, loss: 2.1746, grad_norm: 7.6951 2021-12-03 04:38:55,559 - mmaction - INFO - Epoch [25][620/1793] lr: 7.500e-03, eta: 7:53:46, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7573, loss_cls: 2.0855, loss: 2.0855, grad_norm: 7.3505 2021-12-03 04:39:07,730 - mmaction - INFO - Epoch [25][640/1793] lr: 7.500e-03, eta: 7:53:33, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7135, loss_cls: 2.2705, loss: 2.2705, grad_norm: 7.9319 2021-12-03 04:39:19,887 - mmaction - INFO - Epoch [25][660/1793] lr: 7.500e-03, eta: 7:53:20, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4323, top5_acc: 0.7271, loss_cls: 2.2909, loss: 2.2909, grad_norm: 7.9215 2021-12-03 04:39:32,048 - mmaction - INFO - Epoch [25][680/1793] lr: 7.500e-03, eta: 7:53:08, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7281, loss_cls: 2.2385, loss: 2.2385, grad_norm: 7.8025 2021-12-03 04:39:44,199 - mmaction - INFO - Epoch [25][700/1793] lr: 7.500e-03, eta: 7:52:55, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7177, loss_cls: 2.2733, loss: 2.2733, grad_norm: 7.5182 2021-12-03 04:39:56,354 - mmaction - INFO - Epoch [25][720/1793] lr: 7.500e-03, eta: 7:52:43, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.6865, loss_cls: 2.3669, loss: 2.3669, grad_norm: 7.4781 2021-12-03 04:40:08,507 - mmaction - INFO - Epoch [25][740/1793] lr: 7.500e-03, eta: 7:52:30, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7052, loss_cls: 2.3071, loss: 2.3071, grad_norm: 7.5116 2021-12-03 04:40:20,664 - mmaction - INFO - Epoch [25][760/1793] lr: 7.500e-03, eta: 7:52:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7531, loss_cls: 2.1056, loss: 2.1056, grad_norm: 7.5122 2021-12-03 04:40:32,817 - mmaction - INFO - Epoch [25][780/1793] lr: 7.500e-03, eta: 7:52:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7375, loss_cls: 2.2685, loss: 2.2685, grad_norm: 7.4872 2021-12-03 04:40:44,958 - mmaction - INFO - Epoch [25][800/1793] lr: 7.500e-03, eta: 7:51:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7312, loss_cls: 2.1975, loss: 2.1975, grad_norm: 7.5468 2021-12-03 04:40:57,106 - mmaction - INFO - Epoch [25][820/1793] lr: 7.500e-03, eta: 7:51:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7240, loss_cls: 2.3106, loss: 2.3106, grad_norm: 7.8804 2021-12-03 04:41:09,236 - mmaction - INFO - Epoch [25][840/1793] lr: 7.500e-03, eta: 7:51:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4906, top5_acc: 0.7542, loss_cls: 2.1078, loss: 2.1078, grad_norm: 7.3110 2021-12-03 04:41:21,383 - mmaction - INFO - Epoch [25][860/1793] lr: 7.500e-03, eta: 7:51:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7417, loss_cls: 2.1917, loss: 2.1917, grad_norm: 7.6047 2021-12-03 04:41:33,516 - mmaction - INFO - Epoch [25][880/1793] lr: 7.500e-03, eta: 7:51:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7354, loss_cls: 2.2170, loss: 2.2170, grad_norm: 7.1586 2021-12-03 04:41:45,665 - mmaction - INFO - Epoch [25][900/1793] lr: 7.500e-03, eta: 7:50:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7615, loss_cls: 2.0785, loss: 2.0785, grad_norm: 7.7450 2021-12-03 04:41:57,793 - mmaction - INFO - Epoch [25][920/1793] lr: 7.500e-03, eta: 7:50:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7396, loss_cls: 2.2920, loss: 2.2920, grad_norm: 7.9029 2021-12-03 04:42:09,921 - mmaction - INFO - Epoch [25][940/1793] lr: 7.500e-03, eta: 7:50:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7292, loss_cls: 2.2183, loss: 2.2183, grad_norm: 7.2161 2021-12-03 04:42:22,046 - mmaction - INFO - Epoch [25][960/1793] lr: 7.500e-03, eta: 7:50:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7302, loss_cls: 2.2221, loss: 2.2221, grad_norm: 7.7378 2021-12-03 04:42:34,167 - mmaction - INFO - Epoch [25][980/1793] lr: 7.500e-03, eta: 7:49:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7583, loss_cls: 2.1632, loss: 2.1632, grad_norm: 7.7424 2021-12-03 04:42:46,309 - mmaction - INFO - Epoch [25][1000/1793] lr: 7.500e-03, eta: 7:49:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7219, loss_cls: 2.2226, loss: 2.2226, grad_norm: 7.5862 2021-12-03 04:42:58,455 - mmaction - INFO - Epoch [25][1020/1793] lr: 7.500e-03, eta: 7:49:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.1207, loss: 2.1207, grad_norm: 7.1330 2021-12-03 04:43:10,583 - mmaction - INFO - Epoch [25][1040/1793] lr: 7.500e-03, eta: 7:49:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7604, loss_cls: 2.1123, loss: 2.1123, grad_norm: 7.5402 2021-12-03 04:43:22,709 - mmaction - INFO - Epoch [25][1060/1793] lr: 7.500e-03, eta: 7:49:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7438, loss_cls: 2.1839, loss: 2.1839, grad_norm: 7.7463 2021-12-03 04:43:34,834 - mmaction - INFO - Epoch [25][1080/1793] lr: 7.500e-03, eta: 7:48:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7552, loss_cls: 2.1427, loss: 2.1427, grad_norm: 7.5495 2021-12-03 04:43:46,962 - mmaction - INFO - Epoch [25][1100/1793] lr: 7.500e-03, eta: 7:48:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.7250, loss_cls: 2.3061, loss: 2.3061, grad_norm: 7.7345 2021-12-03 04:43:59,120 - mmaction - INFO - Epoch [25][1120/1793] lr: 7.500e-03, eta: 7:48:31, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7396, loss_cls: 2.2416, loss: 2.2416, grad_norm: 7.4825 2021-12-03 04:44:11,245 - mmaction - INFO - Epoch [25][1140/1793] lr: 7.500e-03, eta: 7:48:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7083, loss_cls: 2.3147, loss: 2.3147, grad_norm: 7.4070 2021-12-03 04:44:23,348 - mmaction - INFO - Epoch [25][1160/1793] lr: 7.500e-03, eta: 7:48:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7479, loss_cls: 2.1749, loss: 2.1749, grad_norm: 7.2379 2021-12-03 04:44:35,466 - mmaction - INFO - Epoch [25][1180/1793] lr: 7.500e-03, eta: 7:47:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7615, loss_cls: 2.1380, loss: 2.1380, grad_norm: 7.6192 2021-12-03 04:44:47,591 - mmaction - INFO - Epoch [25][1200/1793] lr: 7.500e-03, eta: 7:47:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7177, loss_cls: 2.2601, loss: 2.2601, grad_norm: 7.4824 2021-12-03 04:44:59,727 - mmaction - INFO - Epoch [25][1220/1793] lr: 7.500e-03, eta: 7:47:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7281, loss_cls: 2.2370, loss: 2.2370, grad_norm: 7.6809 2021-12-03 04:45:11,839 - mmaction - INFO - Epoch [25][1240/1793] lr: 7.500e-03, eta: 7:47:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7542, loss_cls: 2.1454, loss: 2.1454, grad_norm: 7.8338 2021-12-03 04:45:23,947 - mmaction - INFO - Epoch [25][1260/1793] lr: 7.500e-03, eta: 7:47:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7333, loss_cls: 2.2554, loss: 2.2554, grad_norm: 7.7867 2021-12-03 04:45:36,044 - mmaction - INFO - Epoch [25][1280/1793] lr: 7.500e-03, eta: 7:46:50, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1577, loss: 2.1577, grad_norm: 7.7619 2021-12-03 04:45:48,149 - mmaction - INFO - Epoch [25][1300/1793] lr: 7.500e-03, eta: 7:46:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7615, loss_cls: 2.1087, loss: 2.1087, grad_norm: 7.7725 2021-12-03 04:46:00,260 - mmaction - INFO - Epoch [25][1320/1793] lr: 7.500e-03, eta: 7:46:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.1326, loss: 2.1326, grad_norm: 7.8174 2021-12-03 04:46:12,375 - mmaction - INFO - Epoch [25][1340/1793] lr: 7.500e-03, eta: 7:46:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1766, loss: 2.1766, grad_norm: 7.5721 2021-12-03 04:46:24,470 - mmaction - INFO - Epoch [25][1360/1793] lr: 7.500e-03, eta: 7:46:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7333, loss_cls: 2.1804, loss: 2.1804, grad_norm: 7.1186 2021-12-03 04:46:36,591 - mmaction - INFO - Epoch [25][1380/1793] lr: 7.500e-03, eta: 7:45:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7240, loss_cls: 2.2673, loss: 2.2673, grad_norm: 7.5061 2021-12-03 04:46:48,705 - mmaction - INFO - Epoch [25][1400/1793] lr: 7.500e-03, eta: 7:45:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7531, loss_cls: 2.1247, loss: 2.1247, grad_norm: 7.3558 2021-12-03 04:47:00,825 - mmaction - INFO - Epoch [25][1420/1793] lr: 7.500e-03, eta: 7:45:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5010, top5_acc: 0.7583, loss_cls: 2.0627, loss: 2.0627, grad_norm: 7.7773 2021-12-03 04:47:12,959 - mmaction - INFO - Epoch [25][1440/1793] lr: 7.500e-03, eta: 7:45:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7188, loss_cls: 2.3156, loss: 2.3156, grad_norm: 7.5492 2021-12-03 04:47:25,087 - mmaction - INFO - Epoch [25][1460/1793] lr: 7.500e-03, eta: 7:44:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7198, loss_cls: 2.2758, loss: 2.2758, grad_norm: 7.4711 2021-12-03 04:47:37,217 - mmaction - INFO - Epoch [25][1480/1793] lr: 7.500e-03, eta: 7:44:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7427, loss_cls: 2.2432, loss: 2.2432, grad_norm: 7.7870 2021-12-03 04:47:49,353 - mmaction - INFO - Epoch [25][1500/1793] lr: 7.500e-03, eta: 7:44:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7208, loss_cls: 2.3004, loss: 2.3004, grad_norm: 7.1910 2021-12-03 04:48:01,493 - mmaction - INFO - Epoch [25][1520/1793] lr: 7.500e-03, eta: 7:44:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7365, loss_cls: 2.1539, loss: 2.1539, grad_norm: 7.6304 2021-12-03 04:48:13,635 - mmaction - INFO - Epoch [25][1540/1793] lr: 7.500e-03, eta: 7:44:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7396, loss_cls: 2.2025, loss: 2.2025, grad_norm: 7.9449 2021-12-03 04:48:25,766 - mmaction - INFO - Epoch [25][1560/1793] lr: 7.500e-03, eta: 7:43:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7417, loss_cls: 2.2666, loss: 2.2666, grad_norm: 7.6732 2021-12-03 04:48:37,899 - mmaction - INFO - Epoch [25][1580/1793] lr: 7.500e-03, eta: 7:43:41, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7312, loss_cls: 2.2519, loss: 2.2519, grad_norm: 7.5693 2021-12-03 04:48:50,026 - mmaction - INFO - Epoch [25][1600/1793] lr: 7.500e-03, eta: 7:43:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7188, loss_cls: 2.2663, loss: 2.2663, grad_norm: 7.3828 2021-12-03 04:49:02,154 - mmaction - INFO - Epoch [25][1620/1793] lr: 7.500e-03, eta: 7:43:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7260, loss_cls: 2.1934, loss: 2.1934, grad_norm: 7.5020 2021-12-03 04:49:14,298 - mmaction - INFO - Epoch [25][1640/1793] lr: 7.500e-03, eta: 7:43:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7469, loss_cls: 2.1958, loss: 2.1958, grad_norm: 7.9060 2021-12-03 04:49:26,429 - mmaction - INFO - Epoch [25][1660/1793] lr: 7.500e-03, eta: 7:42:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7396, loss_cls: 2.2087, loss: 2.2087, grad_norm: 7.7699 2021-12-03 04:49:38,578 - mmaction - INFO - Epoch [25][1680/1793] lr: 7.500e-03, eta: 7:42:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7385, loss_cls: 2.1675, loss: 2.1675, grad_norm: 7.5557 2021-12-03 04:49:50,723 - mmaction - INFO - Epoch [25][1700/1793] lr: 7.500e-03, eta: 7:42:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7344, loss_cls: 2.2187, loss: 2.2187, grad_norm: 7.8451 2021-12-03 04:50:02,852 - mmaction - INFO - Epoch [25][1720/1793] lr: 7.500e-03, eta: 7:42:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7458, loss_cls: 2.2120, loss: 2.2120, grad_norm: 7.6720 2021-12-03 04:50:14,981 - mmaction - INFO - Epoch [25][1740/1793] lr: 7.500e-03, eta: 7:42:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7323, loss_cls: 2.2638, loss: 2.2638, grad_norm: 7.6171 2021-12-03 04:50:27,138 - mmaction - INFO - Epoch [25][1760/1793] lr: 7.500e-03, eta: 7:41:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7521, loss_cls: 2.1536, loss: 2.1536, grad_norm: 7.7516 2021-12-03 04:50:39,287 - mmaction - INFO - Epoch [25][1780/1793] lr: 7.500e-03, eta: 7:41:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7260, loss_cls: 2.2290, loss: 2.2290, grad_norm: 7.7098 2021-12-03 04:52:00,564 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:52:00,718 - mmaction - INFO - top1_acc 0.3413 top5_acc 0.6479 2021-12-03 04:52:00,718 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:52:00,727 - mmaction - INFO - mean_acc 0.3143 2021-12-03 04:52:00,733 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-12-03 04:52:06,968 - mmaction - INFO - Epoch(val) [25][241] top1_acc: 0.3413, top5_acc: 0.6479, mean_class_accuracy: 0.3143 2021-12-03 04:52:45,691 - mmaction - INFO - Epoch [26][20/1793] lr: 7.500e-03, eta: 7:41:33, time: 1.936, data_time: 1.332, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7354, loss_cls: 2.2318, loss: 2.2318, grad_norm: 7.5559 2021-12-03 04:52:57,788 - mmaction - INFO - Epoch [26][40/1793] lr: 7.500e-03, eta: 7:41:21, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7312, loss_cls: 2.1965, loss: 2.1965, grad_norm: 7.3603 2021-12-03 04:53:09,915 - mmaction - INFO - Epoch [26][60/1793] lr: 7.500e-03, eta: 7:41:08, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7531, loss_cls: 2.1447, loss: 2.1447, grad_norm: 7.7127 2021-12-03 04:53:22,032 - mmaction - INFO - Epoch [26][80/1793] lr: 7.500e-03, eta: 7:40:56, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7490, loss_cls: 2.1412, loss: 2.1412, grad_norm: 7.7538 2021-12-03 04:53:34,155 - mmaction - INFO - Epoch [26][100/1793] lr: 7.500e-03, eta: 7:40:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7594, loss_cls: 2.1296, loss: 2.1296, grad_norm: 7.6981 2021-12-03 04:53:46,284 - mmaction - INFO - Epoch [26][120/1793] lr: 7.500e-03, eta: 7:40:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7354, loss_cls: 2.1621, loss: 2.1621, grad_norm: 7.6492 2021-12-03 04:53:58,410 - mmaction - INFO - Epoch [26][140/1793] lr: 7.500e-03, eta: 7:40:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7479, loss_cls: 2.1937, loss: 2.1937, grad_norm: 7.4995 2021-12-03 04:54:10,547 - mmaction - INFO - Epoch [26][160/1793] lr: 7.500e-03, eta: 7:40:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7427, loss_cls: 2.1455, loss: 2.1455, grad_norm: 7.8597 2021-12-03 04:54:22,699 - mmaction - INFO - Epoch [26][180/1793] lr: 7.500e-03, eta: 7:39:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7167, loss_cls: 2.2533, loss: 2.2533, grad_norm: 7.5467 2021-12-03 04:54:34,852 - mmaction - INFO - Epoch [26][200/1793] lr: 7.500e-03, eta: 7:39:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7479, loss_cls: 2.1528, loss: 2.1528, grad_norm: 7.6332 2021-12-03 04:54:46,993 - mmaction - INFO - Epoch [26][220/1793] lr: 7.500e-03, eta: 7:39:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7240, loss_cls: 2.2225, loss: 2.2225, grad_norm: 7.4774 2021-12-03 04:54:59,137 - mmaction - INFO - Epoch [26][240/1793] lr: 7.500e-03, eta: 7:39:15, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7594, loss_cls: 2.0809, loss: 2.0809, grad_norm: 7.3769 2021-12-03 04:55:11,270 - mmaction - INFO - Epoch [26][260/1793] lr: 7.500e-03, eta: 7:39:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7365, loss_cls: 2.1983, loss: 2.1983, grad_norm: 7.8547 2021-12-03 04:55:23,434 - mmaction - INFO - Epoch [26][280/1793] lr: 7.500e-03, eta: 7:38:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7354, loss_cls: 2.2150, loss: 2.2150, grad_norm: 7.5400 2021-12-03 04:55:35,579 - mmaction - INFO - Epoch [26][300/1793] lr: 7.500e-03, eta: 7:38:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7427, loss_cls: 2.1802, loss: 2.1802, grad_norm: 7.7046 2021-12-03 04:55:47,745 - mmaction - INFO - Epoch [26][320/1793] lr: 7.500e-03, eta: 7:38:25, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7396, loss_cls: 2.2763, loss: 2.2763, grad_norm: 7.6046 2021-12-03 04:55:59,913 - mmaction - INFO - Epoch [26][340/1793] lr: 7.500e-03, eta: 7:38:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7667, loss_cls: 2.1156, loss: 2.1156, grad_norm: 7.5178 2021-12-03 04:56:12,068 - mmaction - INFO - Epoch [26][360/1793] lr: 7.500e-03, eta: 7:38:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7542, loss_cls: 2.1418, loss: 2.1418, grad_norm: 7.6847 2021-12-03 04:56:24,223 - mmaction - INFO - Epoch [26][380/1793] lr: 7.500e-03, eta: 7:37:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7635, loss_cls: 2.0294, loss: 2.0294, grad_norm: 7.3081 2021-12-03 04:56:36,371 - mmaction - INFO - Epoch [26][400/1793] lr: 7.500e-03, eta: 7:37:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1402, loss: 2.1402, grad_norm: 7.7637 2021-12-03 04:56:48,526 - mmaction - INFO - Epoch [26][420/1793] lr: 7.500e-03, eta: 7:37:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7469, loss_cls: 2.1296, loss: 2.1296, grad_norm: 8.2695 2021-12-03 04:57:00,686 - mmaction - INFO - Epoch [26][440/1793] lr: 7.500e-03, eta: 7:37:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7406, loss_cls: 2.2104, loss: 2.2104, grad_norm: 7.6117 2021-12-03 04:57:12,845 - mmaction - INFO - Epoch [26][460/1793] lr: 7.500e-03, eta: 7:36:57, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7323, loss_cls: 2.2514, loss: 2.2514, grad_norm: 7.8765 2021-12-03 04:57:25,001 - mmaction - INFO - Epoch [26][480/1793] lr: 7.500e-03, eta: 7:36:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7375, loss_cls: 2.2439, loss: 2.2439, grad_norm: 7.5566 2021-12-03 04:57:37,158 - mmaction - INFO - Epoch [26][500/1793] lr: 7.500e-03, eta: 7:36:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7594, loss_cls: 2.1409, loss: 2.1409, grad_norm: 7.7386 2021-12-03 04:57:49,299 - mmaction - INFO - Epoch [26][520/1793] lr: 7.500e-03, eta: 7:36:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7354, loss_cls: 2.1388, loss: 2.1388, grad_norm: 7.5178 2021-12-03 04:58:01,421 - mmaction - INFO - Epoch [26][540/1793] lr: 7.500e-03, eta: 7:36:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7500, loss_cls: 2.1624, loss: 2.1624, grad_norm: 7.8313 2021-12-03 04:58:13,586 - mmaction - INFO - Epoch [26][560/1793] lr: 7.500e-03, eta: 7:35:54, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7292, loss_cls: 2.2307, loss: 2.2307, grad_norm: 7.5302 2021-12-03 04:58:25,734 - mmaction - INFO - Epoch [26][580/1793] lr: 7.500e-03, eta: 7:35:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7604, loss_cls: 2.0678, loss: 2.0678, grad_norm: 7.3122 2021-12-03 04:58:37,872 - mmaction - INFO - Epoch [26][600/1793] lr: 7.500e-03, eta: 7:35:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7646, loss_cls: 2.1476, loss: 2.1476, grad_norm: 7.6560 2021-12-03 04:58:50,042 - mmaction - INFO - Epoch [26][620/1793] lr: 7.500e-03, eta: 7:35:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7302, loss_cls: 2.2460, loss: 2.2460, grad_norm: 8.0572 2021-12-03 04:59:02,183 - mmaction - INFO - Epoch [26][640/1793] lr: 7.500e-03, eta: 7:35:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7667, loss_cls: 2.1507, loss: 2.1507, grad_norm: 7.9355 2021-12-03 04:59:14,311 - mmaction - INFO - Epoch [26][660/1793] lr: 7.500e-03, eta: 7:34:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4208, top5_acc: 0.7031, loss_cls: 2.3277, loss: 2.3277, grad_norm: 7.6242 2021-12-03 04:59:26,449 - mmaction - INFO - Epoch [26][680/1793] lr: 7.500e-03, eta: 7:34:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7385, loss_cls: 2.2441, loss: 2.2441, grad_norm: 7.6740 2021-12-03 04:59:38,597 - mmaction - INFO - Epoch [26][700/1793] lr: 7.500e-03, eta: 7:34:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7500, loss_cls: 2.1258, loss: 2.1258, grad_norm: 7.5369 2021-12-03 04:59:50,747 - mmaction - INFO - Epoch [26][720/1793] lr: 7.500e-03, eta: 7:34:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7365, loss_cls: 2.1955, loss: 2.1955, grad_norm: 7.8305 2021-12-03 05:00:02,892 - mmaction - INFO - Epoch [26][740/1793] lr: 7.500e-03, eta: 7:34:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7521, loss_cls: 2.1122, loss: 2.1122, grad_norm: 7.6703 2021-12-03 05:00:15,047 - mmaction - INFO - Epoch [26][760/1793] lr: 7.500e-03, eta: 7:33:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4802, top5_acc: 0.7708, loss_cls: 2.0854, loss: 2.0854, grad_norm: 7.9353 2021-12-03 05:00:27,205 - mmaction - INFO - Epoch [26][780/1793] lr: 7.500e-03, eta: 7:33:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4219, top5_acc: 0.7302, loss_cls: 2.3148, loss: 2.3148, grad_norm: 7.5116 2021-12-03 05:00:39,340 - mmaction - INFO - Epoch [26][800/1793] lr: 7.500e-03, eta: 7:33:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7510, loss_cls: 2.1611, loss: 2.1611, grad_norm: 7.9039 2021-12-03 05:00:51,481 - mmaction - INFO - Epoch [26][820/1793] lr: 7.500e-03, eta: 7:33:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7354, loss_cls: 2.1968, loss: 2.1968, grad_norm: 7.6693 2021-12-03 05:01:03,610 - mmaction - INFO - Epoch [26][840/1793] lr: 7.500e-03, eta: 7:32:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7542, loss_cls: 2.1308, loss: 2.1308, grad_norm: 7.5822 2021-12-03 05:01:15,722 - mmaction - INFO - Epoch [26][860/1793] lr: 7.500e-03, eta: 7:32:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7417, loss_cls: 2.2203, loss: 2.2203, grad_norm: 7.5498 2021-12-03 05:01:27,841 - mmaction - INFO - Epoch [26][880/1793] lr: 7.500e-03, eta: 7:32:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7292, loss_cls: 2.2521, loss: 2.2521, grad_norm: 7.3794 2021-12-03 05:01:39,971 - mmaction - INFO - Epoch [26][900/1793] lr: 7.500e-03, eta: 7:32:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7292, loss_cls: 2.2752, loss: 2.2752, grad_norm: 7.7042 2021-12-03 05:01:52,097 - mmaction - INFO - Epoch [26][920/1793] lr: 7.500e-03, eta: 7:32:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7531, loss_cls: 2.1800, loss: 2.1800, grad_norm: 7.6040 2021-12-03 05:02:04,220 - mmaction - INFO - Epoch [26][940/1793] lr: 7.500e-03, eta: 7:31:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7448, loss_cls: 2.1616, loss: 2.1616, grad_norm: 7.7936 2021-12-03 05:02:16,367 - mmaction - INFO - Epoch [26][960/1793] lr: 7.500e-03, eta: 7:31:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7271, loss_cls: 2.2267, loss: 2.2267, grad_norm: 7.8028 2021-12-03 05:02:28,504 - mmaction - INFO - Epoch [26][980/1793] lr: 7.500e-03, eta: 7:31:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7302, loss_cls: 2.1785, loss: 2.1785, grad_norm: 7.8400 2021-12-03 05:02:40,644 - mmaction - INFO - Epoch [26][1000/1793] lr: 7.500e-03, eta: 7:31:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7500, loss_cls: 2.1814, loss: 2.1814, grad_norm: 7.5241 2021-12-03 05:02:52,785 - mmaction - INFO - Epoch [26][1020/1793] lr: 7.500e-03, eta: 7:31:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7406, loss_cls: 2.0968, loss: 2.0968, grad_norm: 7.3154 2021-12-03 05:03:04,932 - mmaction - INFO - Epoch [26][1040/1793] lr: 7.500e-03, eta: 7:30:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4271, top5_acc: 0.7208, loss_cls: 2.2675, loss: 2.2675, grad_norm: 8.0180 2021-12-03 05:03:17,081 - mmaction - INFO - Epoch [26][1060/1793] lr: 7.500e-03, eta: 7:30:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7406, loss_cls: 2.2260, loss: 2.2260, grad_norm: 7.9550 2021-12-03 05:03:29,229 - mmaction - INFO - Epoch [26][1080/1793] lr: 7.500e-03, eta: 7:30:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7531, loss_cls: 2.2176, loss: 2.2176, grad_norm: 7.4856 2021-12-03 05:03:41,370 - mmaction - INFO - Epoch [26][1100/1793] lr: 7.500e-03, eta: 7:30:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7344, loss_cls: 2.2516, loss: 2.2516, grad_norm: 7.8463 2021-12-03 05:03:53,510 - mmaction - INFO - Epoch [26][1120/1793] lr: 7.500e-03, eta: 7:30:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7302, loss_cls: 2.2645, loss: 2.2645, grad_norm: 7.9468 2021-12-03 05:04:05,673 - mmaction - INFO - Epoch [26][1140/1793] lr: 7.500e-03, eta: 7:29:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7469, loss_cls: 2.1565, loss: 2.1565, grad_norm: 7.7002 2021-12-03 05:04:17,827 - mmaction - INFO - Epoch [26][1160/1793] lr: 7.500e-03, eta: 7:29:37, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7583, loss_cls: 2.1345, loss: 2.1345, grad_norm: 7.5134 2021-12-03 05:04:29,985 - mmaction - INFO - Epoch [26][1180/1793] lr: 7.500e-03, eta: 7:29:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7333, loss_cls: 2.2662, loss: 2.2662, grad_norm: 7.8596 2021-12-03 05:04:42,121 - mmaction - INFO - Epoch [26][1200/1793] lr: 7.500e-03, eta: 7:29:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7354, loss_cls: 2.2440, loss: 2.2440, grad_norm: 7.3957 2021-12-03 05:04:54,273 - mmaction - INFO - Epoch [26][1220/1793] lr: 7.500e-03, eta: 7:28:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7594, loss_cls: 2.0647, loss: 2.0647, grad_norm: 7.3727 2021-12-03 05:05:06,427 - mmaction - INFO - Epoch [26][1240/1793] lr: 7.500e-03, eta: 7:28:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7521, loss_cls: 2.2001, loss: 2.2001, grad_norm: 7.8434 2021-12-03 05:05:18,588 - mmaction - INFO - Epoch [26][1260/1793] lr: 7.500e-03, eta: 7:28:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7510, loss_cls: 2.1929, loss: 2.1929, grad_norm: 7.6514 2021-12-03 05:05:30,735 - mmaction - INFO - Epoch [26][1280/1793] lr: 7.500e-03, eta: 7:28:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.1340, loss: 2.1340, grad_norm: 7.6572 2021-12-03 05:05:42,881 - mmaction - INFO - Epoch [26][1300/1793] lr: 7.500e-03, eta: 7:28:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7458, loss_cls: 2.2104, loss: 2.2104, grad_norm: 7.7090 2021-12-03 05:05:55,016 - mmaction - INFO - Epoch [26][1320/1793] lr: 7.500e-03, eta: 7:27:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7490, loss_cls: 2.1530, loss: 2.1530, grad_norm: 7.4248 2021-12-03 05:06:07,184 - mmaction - INFO - Epoch [26][1340/1793] lr: 7.500e-03, eta: 7:27:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7688, loss_cls: 2.0796, loss: 2.0796, grad_norm: 7.4162 2021-12-03 05:06:19,347 - mmaction - INFO - Epoch [26][1360/1793] lr: 7.500e-03, eta: 7:27:31, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7188, loss_cls: 2.2152, loss: 2.2152, grad_norm: 7.3437 2021-12-03 05:06:31,493 - mmaction - INFO - Epoch [26][1380/1793] lr: 7.500e-03, eta: 7:27:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7719, loss_cls: 2.1251, loss: 2.1251, grad_norm: 7.7360 2021-12-03 05:06:43,649 - mmaction - INFO - Epoch [26][1400/1793] lr: 7.500e-03, eta: 7:27:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7344, loss_cls: 2.2275, loss: 2.2275, grad_norm: 8.0455 2021-12-03 05:06:55,806 - mmaction - INFO - Epoch [26][1420/1793] lr: 7.500e-03, eta: 7:26:54, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7479, loss_cls: 2.1907, loss: 2.1907, grad_norm: 7.5325 2021-12-03 05:07:07,956 - mmaction - INFO - Epoch [26][1440/1793] lr: 7.500e-03, eta: 7:26:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7469, loss_cls: 2.1592, loss: 2.1592, grad_norm: 7.6347 2021-12-03 05:07:20,108 - mmaction - INFO - Epoch [26][1460/1793] lr: 7.500e-03, eta: 7:26:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7417, loss_cls: 2.1139, loss: 2.1139, grad_norm: 7.5747 2021-12-03 05:07:32,263 - mmaction - INFO - Epoch [26][1480/1793] lr: 7.500e-03, eta: 7:26:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7260, loss_cls: 2.2708, loss: 2.2708, grad_norm: 7.8152 2021-12-03 05:07:44,447 - mmaction - INFO - Epoch [26][1500/1793] lr: 7.500e-03, eta: 7:26:04, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 2.0794, loss: 2.0794, grad_norm: 7.4940 2021-12-03 05:07:56,632 - mmaction - INFO - Epoch [26][1520/1793] lr: 7.500e-03, eta: 7:25:51, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7469, loss_cls: 2.1602, loss: 2.1602, grad_norm: 7.1261 2021-12-03 05:08:08,801 - mmaction - INFO - Epoch [26][1540/1793] lr: 7.500e-03, eta: 7:25:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7167, loss_cls: 2.2369, loss: 2.2369, grad_norm: 7.6631 2021-12-03 05:08:20,976 - mmaction - INFO - Epoch [26][1560/1793] lr: 7.500e-03, eta: 7:25:26, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7292, loss_cls: 2.2807, loss: 2.2807, grad_norm: 7.7954 2021-12-03 05:08:33,146 - mmaction - INFO - Epoch [26][1580/1793] lr: 7.500e-03, eta: 7:25:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7458, loss_cls: 2.1822, loss: 2.1822, grad_norm: 7.3788 2021-12-03 05:08:45,309 - mmaction - INFO - Epoch [26][1600/1793] lr: 7.500e-03, eta: 7:25:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7427, loss_cls: 2.1841, loss: 2.1841, grad_norm: 7.8000 2021-12-03 05:08:57,473 - mmaction - INFO - Epoch [26][1620/1793] lr: 7.500e-03, eta: 7:24:49, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7500, loss_cls: 2.1474, loss: 2.1474, grad_norm: 7.3926 2021-12-03 05:09:09,632 - mmaction - INFO - Epoch [26][1640/1793] lr: 7.500e-03, eta: 7:24:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7646, loss_cls: 2.0885, loss: 2.0885, grad_norm: 7.2034 2021-12-03 05:09:21,784 - mmaction - INFO - Epoch [26][1660/1793] lr: 7.500e-03, eta: 7:24:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7594, loss_cls: 2.1585, loss: 2.1585, grad_norm: 7.6086 2021-12-03 05:09:33,951 - mmaction - INFO - Epoch [26][1680/1793] lr: 7.500e-03, eta: 7:24:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7323, loss_cls: 2.2351, loss: 2.2351, grad_norm: 7.5776 2021-12-03 05:09:46,126 - mmaction - INFO - Epoch [26][1700/1793] lr: 7.500e-03, eta: 7:23:58, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7240, loss_cls: 2.2250, loss: 2.2250, grad_norm: 7.7600 2021-12-03 05:09:58,301 - mmaction - INFO - Epoch [26][1720/1793] lr: 7.500e-03, eta: 7:23:46, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7281, loss_cls: 2.2135, loss: 2.2135, grad_norm: 7.4957 2021-12-03 05:10:10,472 - mmaction - INFO - Epoch [26][1740/1793] lr: 7.500e-03, eta: 7:23:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7500, loss_cls: 2.1654, loss: 2.1654, grad_norm: 7.5367 2021-12-03 05:10:22,635 - mmaction - INFO - Epoch [26][1760/1793] lr: 7.500e-03, eta: 7:23:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7073, loss_cls: 2.3409, loss: 2.3409, grad_norm: 7.1885 2021-12-03 05:10:34,808 - mmaction - INFO - Epoch [26][1780/1793] lr: 7.500e-03, eta: 7:23:08, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7438, loss_cls: 2.2382, loss: 2.2382, grad_norm: 7.5129 2021-12-03 05:11:54,681 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:11:54,834 - mmaction - INFO - top1_acc 0.3470 top5_acc 0.6424 2021-12-03 05:11:54,834 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:11:54,844 - mmaction - INFO - mean_acc 0.3089 2021-12-03 05:11:54,849 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-12-03 05:12:00,059 - mmaction - INFO - Epoch(val) [26][241] top1_acc: 0.3470, top5_acc: 0.6424, mean_class_accuracy: 0.3089 2021-12-03 05:12:38,603 - mmaction - INFO - Epoch [27][20/1793] lr: 7.500e-03, eta: 7:23:05, time: 1.927, data_time: 1.322, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7396, loss_cls: 2.1807, loss: 2.1807, grad_norm: 7.2167 2021-12-03 05:12:50,698 - mmaction - INFO - Epoch [27][40/1793] lr: 7.500e-03, eta: 7:22:52, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7427, loss_cls: 2.1362, loss: 2.1362, grad_norm: 7.7619 2021-12-03 05:13:02,796 - mmaction - INFO - Epoch [27][60/1793] lr: 7.500e-03, eta: 7:22:39, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7417, loss_cls: 2.1590, loss: 2.1590, grad_norm: 7.8149 2021-12-03 05:13:14,890 - mmaction - INFO - Epoch [27][80/1793] lr: 7.500e-03, eta: 7:22:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7250, loss_cls: 2.2156, loss: 2.2156, grad_norm: 7.5593 2021-12-03 05:13:27,027 - mmaction - INFO - Epoch [27][100/1793] lr: 7.500e-03, eta: 7:22:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7708, loss_cls: 2.0724, loss: 2.0724, grad_norm: 7.5862 2021-12-03 05:13:39,169 - mmaction - INFO - Epoch [27][120/1793] lr: 7.500e-03, eta: 7:22:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7562, loss_cls: 2.1259, loss: 2.1259, grad_norm: 7.6837 2021-12-03 05:13:51,303 - mmaction - INFO - Epoch [27][140/1793] lr: 7.500e-03, eta: 7:21:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7312, loss_cls: 2.2185, loss: 2.2185, grad_norm: 7.7012 2021-12-03 05:14:03,438 - mmaction - INFO - Epoch [27][160/1793] lr: 7.500e-03, eta: 7:21:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7417, loss_cls: 2.1448, loss: 2.1448, grad_norm: 7.7208 2021-12-03 05:14:15,583 - mmaction - INFO - Epoch [27][180/1793] lr: 7.500e-03, eta: 7:21:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7406, loss_cls: 2.1766, loss: 2.1766, grad_norm: 7.7848 2021-12-03 05:14:27,720 - mmaction - INFO - Epoch [27][200/1793] lr: 7.500e-03, eta: 7:21:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7552, loss_cls: 2.1858, loss: 2.1858, grad_norm: 7.5728 2021-12-03 05:14:39,856 - mmaction - INFO - Epoch [27][220/1793] lr: 7.500e-03, eta: 7:20:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7417, loss_cls: 2.2682, loss: 2.2682, grad_norm: 8.4501 2021-12-03 05:14:51,998 - mmaction - INFO - Epoch [27][240/1793] lr: 7.500e-03, eta: 7:20:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7542, loss_cls: 2.1556, loss: 2.1556, grad_norm: 7.5760 2021-12-03 05:15:04,127 - mmaction - INFO - Epoch [27][260/1793] lr: 7.500e-03, eta: 7:20:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7604, loss_cls: 2.0755, loss: 2.0755, grad_norm: 7.5239 2021-12-03 05:15:16,243 - mmaction - INFO - Epoch [27][280/1793] lr: 7.500e-03, eta: 7:20:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7510, loss_cls: 2.1421, loss: 2.1421, grad_norm: 7.6366 2021-12-03 05:15:28,370 - mmaction - INFO - Epoch [27][300/1793] lr: 7.500e-03, eta: 7:20:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4875, top5_acc: 0.7656, loss_cls: 2.0175, loss: 2.0175, grad_norm: 7.7735 2021-12-03 05:15:40,535 - mmaction - INFO - Epoch [27][320/1793] lr: 7.500e-03, eta: 7:19:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4917, top5_acc: 0.7646, loss_cls: 2.0269, loss: 2.0269, grad_norm: 7.6173 2021-12-03 05:15:52,647 - mmaction - INFO - Epoch [27][340/1793] lr: 7.500e-03, eta: 7:19:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7667, loss_cls: 2.0881, loss: 2.0881, grad_norm: 8.2454 2021-12-03 05:16:04,768 - mmaction - INFO - Epoch [27][360/1793] lr: 7.500e-03, eta: 7:19:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7344, loss_cls: 2.2717, loss: 2.2717, grad_norm: 7.9018 2021-12-03 05:16:16,884 - mmaction - INFO - Epoch [27][380/1793] lr: 7.500e-03, eta: 7:19:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7740, loss_cls: 2.0833, loss: 2.0833, grad_norm: 7.3005 2021-12-03 05:16:29,033 - mmaction - INFO - Epoch [27][400/1793] lr: 7.500e-03, eta: 7:19:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7344, loss_cls: 2.2043, loss: 2.2043, grad_norm: 8.0574 2021-12-03 05:16:41,145 - mmaction - INFO - Epoch [27][420/1793] lr: 7.500e-03, eta: 7:18:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7510, loss_cls: 2.1694, loss: 2.1694, grad_norm: 7.5845 2021-12-03 05:16:53,281 - mmaction - INFO - Epoch [27][440/1793] lr: 7.500e-03, eta: 7:18:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7208, loss_cls: 2.2396, loss: 2.2396, grad_norm: 7.5940 2021-12-03 05:17:05,409 - mmaction - INFO - Epoch [27][460/1793] lr: 7.500e-03, eta: 7:18:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7594, loss_cls: 2.1896, loss: 2.1896, grad_norm: 7.8596 2021-12-03 05:17:17,548 - mmaction - INFO - Epoch [27][480/1793] lr: 7.500e-03, eta: 7:18:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7469, loss_cls: 2.1287, loss: 2.1287, grad_norm: 8.0452 2021-12-03 05:17:29,683 - mmaction - INFO - Epoch [27][500/1793] lr: 7.500e-03, eta: 7:18:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7490, loss_cls: 2.0872, loss: 2.0872, grad_norm: 7.8366 2021-12-03 05:17:41,775 - mmaction - INFO - Epoch [27][520/1793] lr: 7.500e-03, eta: 7:17:50, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.5073, top5_acc: 0.7479, loss_cls: 2.0450, loss: 2.0450, grad_norm: 7.5262 2021-12-03 05:17:53,885 - mmaction - INFO - Epoch [27][540/1793] lr: 7.500e-03, eta: 7:17:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7562, loss_cls: 2.1422, loss: 2.1422, grad_norm: 7.6595 2021-12-03 05:18:06,005 - mmaction - INFO - Epoch [27][560/1793] lr: 7.500e-03, eta: 7:17:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7500, loss_cls: 2.1647, loss: 2.1647, grad_norm: 7.7581 2021-12-03 05:18:18,157 - mmaction - INFO - Epoch [27][580/1793] lr: 7.500e-03, eta: 7:17:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7292, loss_cls: 2.2135, loss: 2.2135, grad_norm: 7.9250 2021-12-03 05:18:30,290 - mmaction - INFO - Epoch [27][600/1793] lr: 7.500e-03, eta: 7:17:00, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7562, loss_cls: 2.1211, loss: 2.1211, grad_norm: 7.7902 2021-12-03 05:18:42,446 - mmaction - INFO - Epoch [27][620/1793] lr: 7.500e-03, eta: 7:16:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7510, loss_cls: 2.1443, loss: 2.1443, grad_norm: 7.7509 2021-12-03 05:18:54,597 - mmaction - INFO - Epoch [27][640/1793] lr: 7.500e-03, eta: 7:16:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7250, loss_cls: 2.2237, loss: 2.2237, grad_norm: 7.5468 2021-12-03 05:19:06,740 - mmaction - INFO - Epoch [27][660/1793] lr: 7.500e-03, eta: 7:16:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7688, loss_cls: 2.1236, loss: 2.1236, grad_norm: 7.6342 2021-12-03 05:19:18,862 - mmaction - INFO - Epoch [27][680/1793] lr: 7.500e-03, eta: 7:16:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7625, loss_cls: 2.0910, loss: 2.0910, grad_norm: 7.6175 2021-12-03 05:19:31,011 - mmaction - INFO - Epoch [27][700/1793] lr: 7.500e-03, eta: 7:15:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.2395, loss: 2.2395, grad_norm: 7.9862 2021-12-03 05:19:43,141 - mmaction - INFO - Epoch [27][720/1793] lr: 7.500e-03, eta: 7:15:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7469, loss_cls: 2.1192, loss: 2.1192, grad_norm: 7.2965 2021-12-03 05:19:55,270 - mmaction - INFO - Epoch [27][740/1793] lr: 7.500e-03, eta: 7:15:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7365, loss_cls: 2.1865, loss: 2.1865, grad_norm: 8.0159 2021-12-03 05:20:07,417 - mmaction - INFO - Epoch [27][760/1793] lr: 7.500e-03, eta: 7:15:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7344, loss_cls: 2.2557, loss: 2.2557, grad_norm: 7.8404 2021-12-03 05:20:19,569 - mmaction - INFO - Epoch [27][780/1793] lr: 7.500e-03, eta: 7:15:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7656, loss_cls: 2.1139, loss: 2.1139, grad_norm: 7.5338 2021-12-03 05:20:31,728 - mmaction - INFO - Epoch [27][800/1793] lr: 7.500e-03, eta: 7:14:55, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7635, loss_cls: 2.1487, loss: 2.1487, grad_norm: 7.5373 2021-12-03 05:20:43,870 - mmaction - INFO - Epoch [27][820/1793] lr: 7.500e-03, eta: 7:14:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7479, loss_cls: 2.2117, loss: 2.2117, grad_norm: 7.7413 2021-12-03 05:20:56,011 - mmaction - INFO - Epoch [27][840/1793] lr: 7.500e-03, eta: 7:14:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7510, loss_cls: 2.1731, loss: 2.1731, grad_norm: 7.8517 2021-12-03 05:21:08,141 - mmaction - INFO - Epoch [27][860/1793] lr: 7.500e-03, eta: 7:14:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7302, loss_cls: 2.1812, loss: 2.1812, grad_norm: 7.9164 2021-12-03 05:21:20,281 - mmaction - INFO - Epoch [27][880/1793] lr: 7.500e-03, eta: 7:14:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7344, loss_cls: 2.1856, loss: 2.1856, grad_norm: 7.5670 2021-12-03 05:21:32,421 - mmaction - INFO - Epoch [27][900/1793] lr: 7.500e-03, eta: 7:13:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7417, loss_cls: 2.1573, loss: 2.1573, grad_norm: 7.8087 2021-12-03 05:21:44,556 - mmaction - INFO - Epoch [27][920/1793] lr: 7.500e-03, eta: 7:13:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7479, loss_cls: 2.1751, loss: 2.1751, grad_norm: 7.6757 2021-12-03 05:21:56,702 - mmaction - INFO - Epoch [27][940/1793] lr: 7.500e-03, eta: 7:13:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7250, loss_cls: 2.2064, loss: 2.2064, grad_norm: 7.4146 2021-12-03 05:22:08,839 - mmaction - INFO - Epoch [27][960/1793] lr: 7.500e-03, eta: 7:13:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7365, loss_cls: 2.1661, loss: 2.1661, grad_norm: 7.4197 2021-12-03 05:22:20,987 - mmaction - INFO - Epoch [27][980/1793] lr: 7.500e-03, eta: 7:13:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4938, top5_acc: 0.7677, loss_cls: 2.0127, loss: 2.0127, grad_norm: 7.4895 2021-12-03 05:22:33,119 - mmaction - INFO - Epoch [27][1000/1793] lr: 7.500e-03, eta: 7:12:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4188, top5_acc: 0.7219, loss_cls: 2.3076, loss: 2.3076, grad_norm: 7.6704 2021-12-03 05:22:45,243 - mmaction - INFO - Epoch [27][1020/1793] lr: 7.500e-03, eta: 7:12:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7219, loss_cls: 2.2976, loss: 2.2976, grad_norm: 7.7162 2021-12-03 05:22:57,382 - mmaction - INFO - Epoch [27][1040/1793] lr: 7.500e-03, eta: 7:12:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7375, loss_cls: 2.2042, loss: 2.2042, grad_norm: 7.8767 2021-12-03 05:23:09,543 - mmaction - INFO - Epoch [27][1060/1793] lr: 7.500e-03, eta: 7:12:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7375, loss_cls: 2.2130, loss: 2.2130, grad_norm: 7.4386 2021-12-03 05:23:21,685 - mmaction - INFO - Epoch [27][1080/1793] lr: 7.500e-03, eta: 7:11:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4885, top5_acc: 0.7635, loss_cls: 2.0659, loss: 2.0659, grad_norm: 7.7828 2021-12-03 05:23:33,823 - mmaction - INFO - Epoch [27][1100/1793] lr: 7.500e-03, eta: 7:11:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4313, top5_acc: 0.7344, loss_cls: 2.2105, loss: 2.2105, grad_norm: 7.9723 2021-12-03 05:23:45,954 - mmaction - INFO - Epoch [27][1120/1793] lr: 7.500e-03, eta: 7:11:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7552, loss_cls: 2.1076, loss: 2.1076, grad_norm: 7.3712 2021-12-03 05:23:58,080 - mmaction - INFO - Epoch [27][1140/1793] lr: 7.500e-03, eta: 7:11:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7427, loss_cls: 2.1891, loss: 2.1891, grad_norm: 7.5803 2021-12-03 05:24:10,211 - mmaction - INFO - Epoch [27][1160/1793] lr: 7.500e-03, eta: 7:11:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.2530, loss: 2.2530, grad_norm: 7.5892 2021-12-03 05:24:22,341 - mmaction - INFO - Epoch [27][1180/1793] lr: 7.500e-03, eta: 7:10:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7344, loss_cls: 2.1842, loss: 2.1842, grad_norm: 7.2435 2021-12-03 05:24:34,487 - mmaction - INFO - Epoch [27][1200/1793] lr: 7.500e-03, eta: 7:10:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7396, loss_cls: 2.2004, loss: 2.2004, grad_norm: 7.6310 2021-12-03 05:24:46,636 - mmaction - INFO - Epoch [27][1220/1793] lr: 7.500e-03, eta: 7:10:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7365, loss_cls: 2.2455, loss: 2.2455, grad_norm: 8.0943 2021-12-03 05:24:58,790 - mmaction - INFO - Epoch [27][1240/1793] lr: 7.500e-03, eta: 7:10:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7406, loss_cls: 2.2319, loss: 2.2319, grad_norm: 7.7265 2021-12-03 05:25:10,947 - mmaction - INFO - Epoch [27][1260/1793] lr: 7.500e-03, eta: 7:10:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7698, loss_cls: 2.0930, loss: 2.0930, grad_norm: 7.7509 2021-12-03 05:25:23,084 - mmaction - INFO - Epoch [27][1280/1793] lr: 7.500e-03, eta: 7:09:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7438, loss_cls: 2.1768, loss: 2.1768, grad_norm: 7.7244 2021-12-03 05:25:35,232 - mmaction - INFO - Epoch [27][1300/1793] lr: 7.500e-03, eta: 7:09:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7469, loss_cls: 2.2216, loss: 2.2216, grad_norm: 7.9167 2021-12-03 05:25:47,380 - mmaction - INFO - Epoch [27][1320/1793] lr: 7.500e-03, eta: 7:09:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7458, loss_cls: 2.1546, loss: 2.1546, grad_norm: 7.5727 2021-12-03 05:25:59,525 - mmaction - INFO - Epoch [27][1340/1793] lr: 7.500e-03, eta: 7:09:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4802, top5_acc: 0.7552, loss_cls: 2.0796, loss: 2.0796, grad_norm: 7.5912 2021-12-03 05:26:11,670 - mmaction - INFO - Epoch [27][1360/1793] lr: 7.500e-03, eta: 7:09:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7385, loss_cls: 2.1701, loss: 2.1701, grad_norm: 7.4559 2021-12-03 05:26:23,827 - mmaction - INFO - Epoch [27][1380/1793] lr: 7.500e-03, eta: 7:08:51, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7385, loss_cls: 2.1659, loss: 2.1659, grad_norm: 7.7699 2021-12-03 05:26:35,983 - mmaction - INFO - Epoch [27][1400/1793] lr: 7.500e-03, eta: 7:08:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7281, loss_cls: 2.2629, loss: 2.2629, grad_norm: 7.6183 2021-12-03 05:26:48,113 - mmaction - INFO - Epoch [27][1420/1793] lr: 7.500e-03, eta: 7:08:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4760, top5_acc: 0.7490, loss_cls: 2.0856, loss: 2.0856, grad_norm: 7.3899 2021-12-03 05:27:00,243 - mmaction - INFO - Epoch [27][1440/1793] lr: 7.500e-03, eta: 7:08:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7323, loss_cls: 2.1906, loss: 2.1906, grad_norm: 7.6493 2021-12-03 05:27:12,425 - mmaction - INFO - Epoch [27][1460/1793] lr: 7.500e-03, eta: 7:08:01, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7427, loss_cls: 2.1161, loss: 2.1161, grad_norm: 7.6636 2021-12-03 05:27:24,598 - mmaction - INFO - Epoch [27][1480/1793] lr: 7.500e-03, eta: 7:07:48, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7479, loss_cls: 2.1449, loss: 2.1449, grad_norm: 7.5750 2021-12-03 05:27:36,761 - mmaction - INFO - Epoch [27][1500/1793] lr: 7.500e-03, eta: 7:07:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7458, loss_cls: 2.1617, loss: 2.1617, grad_norm: 7.5549 2021-12-03 05:27:48,917 - mmaction - INFO - Epoch [27][1520/1793] lr: 7.500e-03, eta: 7:07:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7677, loss_cls: 2.1047, loss: 2.1047, grad_norm: 7.5243 2021-12-03 05:28:01,070 - mmaction - INFO - Epoch [27][1540/1793] lr: 7.500e-03, eta: 7:07:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7198, loss_cls: 2.2662, loss: 2.2662, grad_norm: 8.0063 2021-12-03 05:28:13,220 - mmaction - INFO - Epoch [27][1560/1793] lr: 7.500e-03, eta: 7:06:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7365, loss_cls: 2.1608, loss: 2.1608, grad_norm: 7.5625 2021-12-03 05:28:25,368 - mmaction - INFO - Epoch [27][1580/1793] lr: 7.500e-03, eta: 7:06:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7615, loss_cls: 2.0747, loss: 2.0747, grad_norm: 7.4944 2021-12-03 05:28:37,520 - mmaction - INFO - Epoch [27][1600/1793] lr: 7.500e-03, eta: 7:06:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7365, loss_cls: 2.2224, loss: 2.2224, grad_norm: 8.0607 2021-12-03 05:28:49,670 - mmaction - INFO - Epoch [27][1620/1793] lr: 7.500e-03, eta: 7:06:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4875, top5_acc: 0.7729, loss_cls: 2.0550, loss: 2.0550, grad_norm: 7.4558 2021-12-03 05:29:01,816 - mmaction - INFO - Epoch [27][1640/1793] lr: 7.500e-03, eta: 7:06:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7406, loss_cls: 2.2175, loss: 2.2175, grad_norm: 7.9150 2021-12-03 05:29:13,946 - mmaction - INFO - Epoch [27][1660/1793] lr: 7.500e-03, eta: 7:05:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7198, loss_cls: 2.3238, loss: 2.3238, grad_norm: 7.6319 2021-12-03 05:29:26,082 - mmaction - INFO - Epoch [27][1680/1793] lr: 7.500e-03, eta: 7:05:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7208, loss_cls: 2.3219, loss: 2.3219, grad_norm: 7.4686 2021-12-03 05:29:38,225 - mmaction - INFO - Epoch [27][1700/1793] lr: 7.500e-03, eta: 7:05:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7344, loss_cls: 2.2590, loss: 2.2590, grad_norm: 7.8075 2021-12-03 05:29:50,359 - mmaction - INFO - Epoch [27][1720/1793] lr: 7.500e-03, eta: 7:05:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7333, loss_cls: 2.2631, loss: 2.2631, grad_norm: 7.7881 2021-12-03 05:30:02,506 - mmaction - INFO - Epoch [27][1740/1793] lr: 7.500e-03, eta: 7:05:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7458, loss_cls: 2.2319, loss: 2.2319, grad_norm: 7.2759 2021-12-03 05:30:14,651 - mmaction - INFO - Epoch [27][1760/1793] lr: 7.500e-03, eta: 7:04:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7479, loss_cls: 2.2347, loss: 2.2347, grad_norm: 7.4449 2021-12-03 05:30:26,768 - mmaction - INFO - Epoch [27][1780/1793] lr: 7.500e-03, eta: 7:04:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7385, loss_cls: 2.2555, loss: 2.2555, grad_norm: 7.6339 2021-12-03 05:31:46,991 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:31:47,144 - mmaction - INFO - top1_acc 0.3483 top5_acc 0.6345 2021-12-03 05:31:47,145 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:31:47,154 - mmaction - INFO - mean_acc 0.3084 2021-12-03 05:31:47,160 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-12-03 05:31:51,633 - mmaction - INFO - Epoch(val) [27][241] top1_acc: 0.3483, top5_acc: 0.6345, mean_class_accuracy: 0.3084 2021-12-03 05:32:29,919 - mmaction - INFO - Epoch [28][20/1793] lr: 7.500e-03, eta: 7:04:35, time: 1.914, data_time: 1.312, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7406, loss_cls: 2.1421, loss: 2.1421, grad_norm: 7.2705 2021-12-03 05:32:42,000 - mmaction - INFO - Epoch [28][40/1793] lr: 7.500e-03, eta: 7:04:22, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7458, loss_cls: 2.1614, loss: 2.1614, grad_norm: 7.6892 2021-12-03 05:32:54,070 - mmaction - INFO - Epoch [28][60/1793] lr: 7.500e-03, eta: 7:04:10, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7562, loss_cls: 2.1546, loss: 2.1546, grad_norm: 7.8420 2021-12-03 05:33:06,184 - mmaction - INFO - Epoch [28][80/1793] lr: 7.500e-03, eta: 7:03:57, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4969, top5_acc: 0.7510, loss_cls: 2.0907, loss: 2.0907, grad_norm: 7.6329 2021-12-03 05:33:18,294 - mmaction - INFO - Epoch [28][100/1793] lr: 7.500e-03, eta: 7:03:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7646, loss_cls: 2.1429, loss: 2.1429, grad_norm: 7.6131 2021-12-03 05:33:30,371 - mmaction - INFO - Epoch [28][120/1793] lr: 7.500e-03, eta: 7:03:32, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4844, top5_acc: 0.7833, loss_cls: 2.0218, loss: 2.0218, grad_norm: 7.4663 2021-12-03 05:33:42,453 - mmaction - INFO - Epoch [28][140/1793] lr: 7.500e-03, eta: 7:03:19, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4844, top5_acc: 0.7573, loss_cls: 2.1004, loss: 2.1004, grad_norm: 7.9314 2021-12-03 05:33:54,569 - mmaction - INFO - Epoch [28][160/1793] lr: 7.500e-03, eta: 7:03:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7771, loss_cls: 2.0107, loss: 2.0107, grad_norm: 7.9926 2021-12-03 05:34:06,681 - mmaction - INFO - Epoch [28][180/1793] lr: 7.500e-03, eta: 7:02:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7479, loss_cls: 2.1562, loss: 2.1562, grad_norm: 7.9521 2021-12-03 05:34:18,778 - mmaction - INFO - Epoch [28][200/1793] lr: 7.500e-03, eta: 7:02:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7510, loss_cls: 2.1814, loss: 2.1814, grad_norm: 7.7313 2021-12-03 05:34:30,880 - mmaction - INFO - Epoch [28][220/1793] lr: 7.500e-03, eta: 7:02:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.5021, top5_acc: 0.7542, loss_cls: 2.0559, loss: 2.0559, grad_norm: 7.7374 2021-12-03 05:34:42,966 - mmaction - INFO - Epoch [28][240/1793] lr: 7.500e-03, eta: 7:02:16, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.5062, top5_acc: 0.7542, loss_cls: 2.0336, loss: 2.0336, grad_norm: 7.2848 2021-12-03 05:34:55,069 - mmaction - INFO - Epoch [28][260/1793] lr: 7.500e-03, eta: 7:02:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7688, loss_cls: 2.1619, loss: 2.1619, grad_norm: 8.1123 2021-12-03 05:35:07,177 - mmaction - INFO - Epoch [28][280/1793] lr: 7.500e-03, eta: 7:01:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7552, loss_cls: 2.0731, loss: 2.0731, grad_norm: 7.6791 2021-12-03 05:35:19,309 - mmaction - INFO - Epoch [28][300/1793] lr: 7.500e-03, eta: 7:01:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7521, loss_cls: 2.1233, loss: 2.1233, grad_norm: 7.3583 2021-12-03 05:35:31,427 - mmaction - INFO - Epoch [28][320/1793] lr: 7.500e-03, eta: 7:01:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4802, top5_acc: 0.7500, loss_cls: 2.1069, loss: 2.1069, grad_norm: 7.5284 2021-12-03 05:35:43,547 - mmaction - INFO - Epoch [28][340/1793] lr: 7.500e-03, eta: 7:01:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7698, loss_cls: 2.0613, loss: 2.0613, grad_norm: 7.4322 2021-12-03 05:35:55,671 - mmaction - INFO - Epoch [28][360/1793] lr: 7.500e-03, eta: 7:01:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7427, loss_cls: 2.1907, loss: 2.1907, grad_norm: 7.6024 2021-12-03 05:36:07,797 - mmaction - INFO - Epoch [28][380/1793] lr: 7.500e-03, eta: 7:00:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7448, loss_cls: 2.1180, loss: 2.1180, grad_norm: 7.5785 2021-12-03 05:36:19,921 - mmaction - INFO - Epoch [28][400/1793] lr: 7.500e-03, eta: 7:00:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7312, loss_cls: 2.2354, loss: 2.2354, grad_norm: 7.5345 2021-12-03 05:36:32,049 - mmaction - INFO - Epoch [28][420/1793] lr: 7.500e-03, eta: 7:00:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7469, loss_cls: 2.1681, loss: 2.1681, grad_norm: 7.8274 2021-12-03 05:36:44,181 - mmaction - INFO - Epoch [28][440/1793] lr: 7.500e-03, eta: 7:00:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7417, loss_cls: 2.1653, loss: 2.1653, grad_norm: 7.6147 2021-12-03 05:36:56,301 - mmaction - INFO - Epoch [28][460/1793] lr: 7.500e-03, eta: 6:59:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7365, loss_cls: 2.2188, loss: 2.2188, grad_norm: 7.8264 2021-12-03 05:37:08,412 - mmaction - INFO - Epoch [28][480/1793] lr: 7.500e-03, eta: 6:59:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7521, loss_cls: 2.1858, loss: 2.1858, grad_norm: 7.6597 2021-12-03 05:37:20,527 - mmaction - INFO - Epoch [28][500/1793] lr: 7.500e-03, eta: 6:59:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7542, loss_cls: 2.1538, loss: 2.1538, grad_norm: 7.4314 2021-12-03 05:37:32,645 - mmaction - INFO - Epoch [28][520/1793] lr: 7.500e-03, eta: 6:59:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4896, top5_acc: 0.7500, loss_cls: 2.1473, loss: 2.1473, grad_norm: 7.9763 2021-12-03 05:37:44,786 - mmaction - INFO - Epoch [28][540/1793] lr: 7.500e-03, eta: 6:59:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7542, loss_cls: 2.1198, loss: 2.1198, grad_norm: 7.8346 2021-12-03 05:37:56,912 - mmaction - INFO - Epoch [28][560/1793] lr: 7.500e-03, eta: 6:58:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7562, loss_cls: 2.1047, loss: 2.1047, grad_norm: 7.6922 2021-12-03 05:38:09,020 - mmaction - INFO - Epoch [28][580/1793] lr: 7.500e-03, eta: 6:58:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7583, loss_cls: 2.1301, loss: 2.1301, grad_norm: 7.7931 2021-12-03 05:38:21,128 - mmaction - INFO - Epoch [28][600/1793] lr: 7.500e-03, eta: 6:58:30, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7458, loss_cls: 2.1531, loss: 2.1531, grad_norm: 8.0289 2021-12-03 05:38:33,241 - mmaction - INFO - Epoch [28][620/1793] lr: 7.500e-03, eta: 6:58:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7323, loss_cls: 2.2291, loss: 2.2291, grad_norm: 7.5678 2021-12-03 05:38:45,355 - mmaction - INFO - Epoch [28][640/1793] lr: 7.500e-03, eta: 6:58:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4938, top5_acc: 0.7698, loss_cls: 2.0462, loss: 2.0462, grad_norm: 7.5115 2021-12-03 05:38:57,487 - mmaction - INFO - Epoch [28][660/1793] lr: 7.500e-03, eta: 6:57:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7448, loss_cls: 2.1334, loss: 2.1334, grad_norm: 8.0252 2021-12-03 05:39:09,600 - mmaction - INFO - Epoch [28][680/1793] lr: 7.500e-03, eta: 6:57:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7719, loss_cls: 2.0903, loss: 2.0903, grad_norm: 7.6425 2021-12-03 05:39:21,730 - mmaction - INFO - Epoch [28][700/1793] lr: 7.500e-03, eta: 6:57:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7542, loss_cls: 2.1196, loss: 2.1196, grad_norm: 7.9215 2021-12-03 05:39:33,859 - mmaction - INFO - Epoch [28][720/1793] lr: 7.500e-03, eta: 6:57:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7302, loss_cls: 2.1865, loss: 2.1865, grad_norm: 7.4871 2021-12-03 05:39:45,975 - mmaction - INFO - Epoch [28][740/1793] lr: 7.500e-03, eta: 6:57:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4938, top5_acc: 0.7646, loss_cls: 2.0528, loss: 2.0528, grad_norm: 7.6150 2021-12-03 05:39:58,087 - mmaction - INFO - Epoch [28][760/1793] lr: 7.500e-03, eta: 6:56:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7521, loss_cls: 2.1401, loss: 2.1401, grad_norm: 7.4993 2021-12-03 05:40:10,170 - mmaction - INFO - Epoch [28][780/1793] lr: 7.500e-03, eta: 6:56:37, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7396, loss_cls: 2.1423, loss: 2.1423, grad_norm: 7.4403 2021-12-03 05:40:22,271 - mmaction - INFO - Epoch [28][800/1793] lr: 7.500e-03, eta: 6:56:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7312, loss_cls: 2.1722, loss: 2.1722, grad_norm: 7.6184 2021-12-03 05:40:34,369 - mmaction - INFO - Epoch [28][820/1793] lr: 7.500e-03, eta: 6:56:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7333, loss_cls: 2.2156, loss: 2.2156, grad_norm: 7.7498 2021-12-03 05:40:46,515 - mmaction - INFO - Epoch [28][840/1793] lr: 7.500e-03, eta: 6:56:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4938, top5_acc: 0.7771, loss_cls: 2.0448, loss: 2.0448, grad_norm: 7.8474 2021-12-03 05:40:58,650 - mmaction - INFO - Epoch [28][860/1793] lr: 7.500e-03, eta: 6:55:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7656, loss_cls: 2.1296, loss: 2.1296, grad_norm: 7.8168 2021-12-03 05:41:10,767 - mmaction - INFO - Epoch [28][880/1793] lr: 7.500e-03, eta: 6:55:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7448, loss_cls: 2.2577, loss: 2.2577, grad_norm: 7.5708 2021-12-03 05:41:22,905 - mmaction - INFO - Epoch [28][900/1793] lr: 7.500e-03, eta: 6:55:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4396, top5_acc: 0.7094, loss_cls: 2.3227, loss: 2.3227, grad_norm: 7.6903 2021-12-03 05:41:35,014 - mmaction - INFO - Epoch [28][920/1793] lr: 7.500e-03, eta: 6:55:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4792, top5_acc: 0.7396, loss_cls: 2.1753, loss: 2.1753, grad_norm: 7.7062 2021-12-03 05:41:47,174 - mmaction - INFO - Epoch [28][940/1793] lr: 7.500e-03, eta: 6:54:57, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7583, loss_cls: 2.1218, loss: 2.1218, grad_norm: 7.9910 2021-12-03 05:41:59,325 - mmaction - INFO - Epoch [28][960/1793] lr: 7.500e-03, eta: 6:54:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7583, loss_cls: 2.1122, loss: 2.1122, grad_norm: 7.8306 2021-12-03 05:42:11,449 - mmaction - INFO - Epoch [28][980/1793] lr: 7.500e-03, eta: 6:54:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7406, loss_cls: 2.1306, loss: 2.1306, grad_norm: 8.0172 2021-12-03 05:42:23,601 - mmaction - INFO - Epoch [28][1000/1793] lr: 7.500e-03, eta: 6:54:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7344, loss_cls: 2.2280, loss: 2.2280, grad_norm: 8.2077 2021-12-03 05:42:35,752 - mmaction - INFO - Epoch [28][1020/1793] lr: 7.500e-03, eta: 6:54:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4344, top5_acc: 0.7417, loss_cls: 2.1844, loss: 2.1844, grad_norm: 7.5049 2021-12-03 05:42:47,894 - mmaction - INFO - Epoch [28][1040/1793] lr: 7.500e-03, eta: 6:53:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7271, loss_cls: 2.2725, loss: 2.2725, grad_norm: 7.6024 2021-12-03 05:43:00,037 - mmaction - INFO - Epoch [28][1060/1793] lr: 7.500e-03, eta: 6:53:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7719, loss_cls: 2.1575, loss: 2.1575, grad_norm: 7.8614 2021-12-03 05:43:12,153 - mmaction - INFO - Epoch [28][1080/1793] lr: 7.500e-03, eta: 6:53:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7583, loss_cls: 2.1241, loss: 2.1241, grad_norm: 7.5959 2021-12-03 05:43:24,312 - mmaction - INFO - Epoch [28][1100/1793] lr: 7.500e-03, eta: 6:53:17, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4354, top5_acc: 0.7240, loss_cls: 2.3069, loss: 2.3069, grad_norm: 7.8943 2021-12-03 05:43:36,463 - mmaction - INFO - Epoch [28][1120/1793] lr: 7.500e-03, eta: 6:53:04, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7323, loss_cls: 2.2337, loss: 2.2337, grad_norm: 7.9120 2021-12-03 05:43:48,617 - mmaction - INFO - Epoch [28][1140/1793] lr: 7.500e-03, eta: 6:52:52, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7490, loss_cls: 2.1351, loss: 2.1351, grad_norm: 7.7459 2021-12-03 05:44:00,759 - mmaction - INFO - Epoch [28][1160/1793] lr: 7.500e-03, eta: 6:52:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7365, loss_cls: 2.1720, loss: 2.1720, grad_norm: 7.7191 2021-12-03 05:44:12,902 - mmaction - INFO - Epoch [28][1180/1793] lr: 7.500e-03, eta: 6:52:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7635, loss_cls: 2.1775, loss: 2.1775, grad_norm: 7.8822 2021-12-03 05:44:25,016 - mmaction - INFO - Epoch [28][1200/1793] lr: 7.500e-03, eta: 6:52:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7375, loss_cls: 2.1812, loss: 2.1812, grad_norm: 7.8620 2021-12-03 05:44:37,137 - mmaction - INFO - Epoch [28][1220/1793] lr: 7.500e-03, eta: 6:52:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7458, loss_cls: 2.1975, loss: 2.1975, grad_norm: 7.9573 2021-12-03 05:44:49,269 - mmaction - INFO - Epoch [28][1240/1793] lr: 7.500e-03, eta: 6:51:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7510, loss_cls: 2.1567, loss: 2.1567, grad_norm: 7.3908 2021-12-03 05:45:01,425 - mmaction - INFO - Epoch [28][1260/1793] lr: 7.500e-03, eta: 6:51:37, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7583, loss_cls: 2.1243, loss: 2.1243, grad_norm: 7.7423 2021-12-03 05:45:13,553 - mmaction - INFO - Epoch [28][1280/1793] lr: 7.500e-03, eta: 6:51:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7562, loss_cls: 2.1653, loss: 2.1653, grad_norm: 7.9424 2021-12-03 05:45:25,680 - mmaction - INFO - Epoch [28][1300/1793] lr: 7.500e-03, eta: 6:51:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4302, top5_acc: 0.6906, loss_cls: 2.3372, loss: 2.3372, grad_norm: 7.9031 2021-12-03 05:45:37,823 - mmaction - INFO - Epoch [28][1320/1793] lr: 7.500e-03, eta: 6:50:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7438, loss_cls: 2.1692, loss: 2.1692, grad_norm: 8.0607 2021-12-03 05:45:49,959 - mmaction - INFO - Epoch [28][1340/1793] lr: 7.500e-03, eta: 6:50:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4417, top5_acc: 0.7375, loss_cls: 2.2519, loss: 2.2519, grad_norm: 7.8763 2021-12-03 05:46:02,087 - mmaction - INFO - Epoch [28][1360/1793] lr: 7.500e-03, eta: 6:50:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7219, loss_cls: 2.2585, loss: 2.2585, grad_norm: 7.7731 2021-12-03 05:46:14,216 - mmaction - INFO - Epoch [28][1380/1793] lr: 7.500e-03, eta: 6:50:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7438, loss_cls: 2.2188, loss: 2.2188, grad_norm: 7.6038 2021-12-03 05:46:26,351 - mmaction - INFO - Epoch [28][1400/1793] lr: 7.500e-03, eta: 6:50:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7573, loss_cls: 2.1241, loss: 2.1241, grad_norm: 7.8234 2021-12-03 05:46:38,455 - mmaction - INFO - Epoch [28][1420/1793] lr: 7.500e-03, eta: 6:49:56, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7604, loss_cls: 2.1327, loss: 2.1327, grad_norm: 7.9850 2021-12-03 05:46:50,583 - mmaction - INFO - Epoch [28][1440/1793] lr: 7.500e-03, eta: 6:49:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7260, loss_cls: 2.2429, loss: 2.2429, grad_norm: 7.6711 2021-12-03 05:47:02,701 - mmaction - INFO - Epoch [28][1460/1793] lr: 7.500e-03, eta: 6:49:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7656, loss_cls: 2.0931, loss: 2.0931, grad_norm: 7.5874 2021-12-03 05:47:14,816 - mmaction - INFO - Epoch [28][1480/1793] lr: 7.500e-03, eta: 6:49:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7344, loss_cls: 2.1737, loss: 2.1737, grad_norm: 7.3100 2021-12-03 05:47:26,935 - mmaction - INFO - Epoch [28][1500/1793] lr: 7.500e-03, eta: 6:49:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7500, loss_cls: 2.1268, loss: 2.1268, grad_norm: 7.2945 2021-12-03 05:47:39,064 - mmaction - INFO - Epoch [28][1520/1793] lr: 7.500e-03, eta: 6:48:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7375, loss_cls: 2.1969, loss: 2.1969, grad_norm: 7.4056 2021-12-03 05:47:51,199 - mmaction - INFO - Epoch [28][1540/1793] lr: 7.500e-03, eta: 6:48:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7500, loss_cls: 2.1636, loss: 2.1636, grad_norm: 7.6029 2021-12-03 05:48:03,317 - mmaction - INFO - Epoch [28][1560/1793] lr: 7.500e-03, eta: 6:48:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7354, loss_cls: 2.1538, loss: 2.1538, grad_norm: 7.9043 2021-12-03 05:48:15,430 - mmaction - INFO - Epoch [28][1580/1793] lr: 7.500e-03, eta: 6:48:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7302, loss_cls: 2.1699, loss: 2.1699, grad_norm: 7.5167 2021-12-03 05:48:27,543 - mmaction - INFO - Epoch [28][1600/1793] lr: 7.500e-03, eta: 6:48:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7229, loss_cls: 2.2833, loss: 2.2833, grad_norm: 7.9340 2021-12-03 05:48:39,653 - mmaction - INFO - Epoch [28][1620/1793] lr: 7.500e-03, eta: 6:47:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7646, loss_cls: 2.1454, loss: 2.1454, grad_norm: 7.4667 2021-12-03 05:48:51,775 - mmaction - INFO - Epoch [28][1640/1793] lr: 7.500e-03, eta: 6:47:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7292, loss_cls: 2.2421, loss: 2.2421, grad_norm: 7.6224 2021-12-03 05:49:03,897 - mmaction - INFO - Epoch [28][1660/1793] lr: 7.500e-03, eta: 6:47:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7583, loss_cls: 2.1005, loss: 2.1005, grad_norm: 7.6422 2021-12-03 05:49:16,028 - mmaction - INFO - Epoch [28][1680/1793] lr: 7.500e-03, eta: 6:47:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4198, top5_acc: 0.7000, loss_cls: 2.3346, loss: 2.3346, grad_norm: 7.7341 2021-12-03 05:49:28,148 - mmaction - INFO - Epoch [28][1700/1793] lr: 7.500e-03, eta: 6:47:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7490, loss_cls: 2.1440, loss: 2.1440, grad_norm: 7.7157 2021-12-03 05:49:40,273 - mmaction - INFO - Epoch [28][1720/1793] lr: 7.500e-03, eta: 6:46:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4427, top5_acc: 0.7385, loss_cls: 2.2313, loss: 2.2313, grad_norm: 7.8289 2021-12-03 05:49:52,407 - mmaction - INFO - Epoch [28][1740/1793] lr: 7.500e-03, eta: 6:46:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7406, loss_cls: 2.2487, loss: 2.2487, grad_norm: 7.6195 2021-12-03 05:50:04,545 - mmaction - INFO - Epoch [28][1760/1793] lr: 7.500e-03, eta: 6:46:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7312, loss_cls: 2.2522, loss: 2.2522, grad_norm: 7.7682 2021-12-03 05:50:16,644 - mmaction - INFO - Epoch [28][1780/1793] lr: 7.500e-03, eta: 6:46:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7302, loss_cls: 2.2586, loss: 2.2586, grad_norm: 7.4298 2021-12-03 05:51:36,763 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:51:36,916 - mmaction - INFO - top1_acc 0.3489 top5_acc 0.6501 2021-12-03 05:51:36,916 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:51:36,925 - mmaction - INFO - mean_acc 0.3196 2021-12-03 05:51:36,931 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-12-03 05:51:40,815 - mmaction - INFO - Epoch(val) [28][241] top1_acc: 0.3489, top5_acc: 0.6501, mean_class_accuracy: 0.3196 2021-12-03 05:52:19,138 - mmaction - INFO - Epoch [29][20/1793] lr: 7.500e-03, eta: 6:46:04, time: 1.916, data_time: 1.313, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7667, loss_cls: 2.1108, loss: 2.1108, grad_norm: 7.9966 2021-12-03 05:52:31,218 - mmaction - INFO - Epoch [29][40/1793] lr: 7.500e-03, eta: 6:45:52, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7781, loss_cls: 2.1067, loss: 2.1067, grad_norm: 7.9519 2021-12-03 05:52:43,282 - mmaction - INFO - Epoch [29][60/1793] lr: 7.500e-03, eta: 6:45:39, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7646, loss_cls: 2.0379, loss: 2.0379, grad_norm: 7.9184 2021-12-03 05:52:55,383 - mmaction - INFO - Epoch [29][80/1793] lr: 7.500e-03, eta: 6:45:27, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7469, loss_cls: 2.1921, loss: 2.1921, grad_norm: 7.8749 2021-12-03 05:53:07,476 - mmaction - INFO - Epoch [29][100/1793] lr: 7.500e-03, eta: 6:45:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7667, loss_cls: 2.0956, loss: 2.0956, grad_norm: 7.5794 2021-12-03 05:53:19,595 - mmaction - INFO - Epoch [29][120/1793] lr: 7.500e-03, eta: 6:45:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7531, loss_cls: 2.1259, loss: 2.1259, grad_norm: 7.5398 2021-12-03 05:53:31,722 - mmaction - INFO - Epoch [29][140/1793] lr: 7.500e-03, eta: 6:44:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7458, loss_cls: 2.1571, loss: 2.1571, grad_norm: 7.7166 2021-12-03 05:53:43,864 - mmaction - INFO - Epoch [29][160/1793] lr: 7.500e-03, eta: 6:44:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5062, top5_acc: 0.7521, loss_cls: 2.0690, loss: 2.0690, grad_norm: 7.6371 2021-12-03 05:53:55,998 - mmaction - INFO - Epoch [29][180/1793] lr: 7.500e-03, eta: 6:44:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.1489, loss: 2.1489, grad_norm: 7.8544 2021-12-03 05:54:08,136 - mmaction - INFO - Epoch [29][200/1793] lr: 7.500e-03, eta: 6:44:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7490, loss_cls: 2.1272, loss: 2.1272, grad_norm: 7.9150 2021-12-03 05:54:20,276 - mmaction - INFO - Epoch [29][220/1793] lr: 7.500e-03, eta: 6:43:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7542, loss_cls: 2.1323, loss: 2.1323, grad_norm: 7.5649 2021-12-03 05:54:32,432 - mmaction - INFO - Epoch [29][240/1793] lr: 7.500e-03, eta: 6:43:46, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7521, loss_cls: 2.1011, loss: 2.1011, grad_norm: 7.6223 2021-12-03 05:54:44,571 - mmaction - INFO - Epoch [29][260/1793] lr: 7.500e-03, eta: 6:43:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7438, loss_cls: 2.1346, loss: 2.1346, grad_norm: 7.8692 2021-12-03 05:54:56,716 - mmaction - INFO - Epoch [29][280/1793] lr: 7.500e-03, eta: 6:43:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4906, top5_acc: 0.7500, loss_cls: 2.0822, loss: 2.0822, grad_norm: 8.0265 2021-12-03 05:55:08,866 - mmaction - INFO - Epoch [29][300/1793] lr: 7.500e-03, eta: 6:43:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7604, loss_cls: 2.1719, loss: 2.1719, grad_norm: 7.8716 2021-12-03 05:55:21,045 - mmaction - INFO - Epoch [29][320/1793] lr: 7.500e-03, eta: 6:42:56, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.4510, top5_acc: 0.7625, loss_cls: 2.1719, loss: 2.1719, grad_norm: 7.8260 2021-12-03 05:55:33,181 - mmaction - INFO - Epoch [29][340/1793] lr: 7.500e-03, eta: 6:42:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7583, loss_cls: 2.1369, loss: 2.1369, grad_norm: 7.9495 2021-12-03 05:55:45,311 - mmaction - INFO - Epoch [29][360/1793] lr: 7.500e-03, eta: 6:42:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.1801, loss: 2.1801, grad_norm: 7.9174 2021-12-03 05:55:57,457 - mmaction - INFO - Epoch [29][380/1793] lr: 7.500e-03, eta: 6:42:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7458, loss_cls: 2.1827, loss: 2.1827, grad_norm: 8.1193 2021-12-03 05:56:09,608 - mmaction - INFO - Epoch [29][400/1793] lr: 7.500e-03, eta: 6:42:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7438, loss_cls: 2.1191, loss: 2.1191, grad_norm: 8.3780 2021-12-03 05:56:21,767 - mmaction - INFO - Epoch [29][420/1793] lr: 7.500e-03, eta: 6:41:54, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7229, loss_cls: 2.2302, loss: 2.2302, grad_norm: 8.2251 2021-12-03 05:56:33,891 - mmaction - INFO - Epoch [29][440/1793] lr: 7.500e-03, eta: 6:41:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7542, loss_cls: 2.1764, loss: 2.1764, grad_norm: 7.5243 2021-12-03 05:56:46,035 - mmaction - INFO - Epoch [29][460/1793] lr: 7.500e-03, eta: 6:41:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7583, loss_cls: 2.1480, loss: 2.1480, grad_norm: 7.7497 2021-12-03 05:56:58,170 - mmaction - INFO - Epoch [29][480/1793] lr: 7.500e-03, eta: 6:41:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4885, top5_acc: 0.7594, loss_cls: 2.0885, loss: 2.0885, grad_norm: 7.7833 2021-12-03 05:57:10,302 - mmaction - INFO - Epoch [29][500/1793] lr: 7.500e-03, eta: 6:41:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7417, loss_cls: 2.1089, loss: 2.1089, grad_norm: 7.9037 2021-12-03 05:57:22,453 - mmaction - INFO - Epoch [29][520/1793] lr: 7.500e-03, eta: 6:40:51, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4792, top5_acc: 0.7406, loss_cls: 2.1570, loss: 2.1570, grad_norm: 7.5799 2021-12-03 05:57:34,595 - mmaction - INFO - Epoch [29][540/1793] lr: 7.500e-03, eta: 6:40:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7292, loss_cls: 2.2311, loss: 2.2311, grad_norm: 7.8137 2021-12-03 05:57:46,723 - mmaction - INFO - Epoch [29][560/1793] lr: 7.500e-03, eta: 6:40:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7531, loss_cls: 2.1316, loss: 2.1316, grad_norm: 7.5755 2021-12-03 05:57:58,852 - mmaction - INFO - Epoch [29][580/1793] lr: 7.500e-03, eta: 6:40:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7490, loss_cls: 2.1190, loss: 2.1190, grad_norm: 7.8684 2021-12-03 05:58:10,974 - mmaction - INFO - Epoch [29][600/1793] lr: 7.500e-03, eta: 6:40:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7448, loss_cls: 2.1375, loss: 2.1375, grad_norm: 7.8062 2021-12-03 05:58:23,089 - mmaction - INFO - Epoch [29][620/1793] lr: 7.500e-03, eta: 6:39:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7250, loss_cls: 2.2789, loss: 2.2789, grad_norm: 7.9521 2021-12-03 05:58:35,230 - mmaction - INFO - Epoch [29][640/1793] lr: 7.500e-03, eta: 6:39:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7448, loss_cls: 2.1203, loss: 2.1203, grad_norm: 7.9074 2021-12-03 05:58:47,358 - mmaction - INFO - Epoch [29][660/1793] lr: 7.500e-03, eta: 6:39:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7635, loss_cls: 2.1049, loss: 2.1049, grad_norm: 7.9450 2021-12-03 05:58:59,483 - mmaction - INFO - Epoch [29][680/1793] lr: 7.500e-03, eta: 6:39:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7688, loss_cls: 2.1406, loss: 2.1406, grad_norm: 8.0190 2021-12-03 05:59:11,599 - mmaction - INFO - Epoch [29][700/1793] lr: 7.500e-03, eta: 6:38:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7208, loss_cls: 2.2478, loss: 2.2478, grad_norm: 7.7525 2021-12-03 05:59:23,728 - mmaction - INFO - Epoch [29][720/1793] lr: 7.500e-03, eta: 6:38:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7479, loss_cls: 2.1348, loss: 2.1348, grad_norm: 7.8018 2021-12-03 05:59:35,840 - mmaction - INFO - Epoch [29][740/1793] lr: 7.500e-03, eta: 6:38:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7552, loss_cls: 2.1228, loss: 2.1228, grad_norm: 7.8852 2021-12-03 05:59:47,949 - mmaction - INFO - Epoch [29][760/1793] lr: 7.500e-03, eta: 6:38:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4938, top5_acc: 0.7677, loss_cls: 2.0850, loss: 2.0850, grad_norm: 7.4980 2021-12-03 06:00:00,072 - mmaction - INFO - Epoch [29][780/1793] lr: 7.500e-03, eta: 6:38:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4896, top5_acc: 0.7479, loss_cls: 2.1046, loss: 2.1046, grad_norm: 7.5976 2021-12-03 06:00:12,214 - mmaction - INFO - Epoch [29][800/1793] lr: 7.500e-03, eta: 6:37:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7490, loss_cls: 2.1884, loss: 2.1884, grad_norm: 7.3731 2021-12-03 06:00:24,340 - mmaction - INFO - Epoch [29][820/1793] lr: 7.500e-03, eta: 6:37:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7604, loss_cls: 2.1041, loss: 2.1041, grad_norm: 7.5413 2021-12-03 06:00:36,467 - mmaction - INFO - Epoch [29][840/1793] lr: 7.500e-03, eta: 6:37:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7385, loss_cls: 2.1231, loss: 2.1231, grad_norm: 7.7766 2021-12-03 06:00:48,592 - mmaction - INFO - Epoch [29][860/1793] lr: 7.500e-03, eta: 6:37:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5031, top5_acc: 0.7615, loss_cls: 2.0502, loss: 2.0502, grad_norm: 7.7030 2021-12-03 06:01:00,713 - mmaction - INFO - Epoch [29][880/1793] lr: 7.500e-03, eta: 6:37:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4635, top5_acc: 0.7427, loss_cls: 2.1499, loss: 2.1499, grad_norm: 7.4144 2021-12-03 06:01:12,827 - mmaction - INFO - Epoch [29][900/1793] lr: 7.500e-03, eta: 6:36:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7458, loss_cls: 2.1832, loss: 2.1832, grad_norm: 7.5171 2021-12-03 06:01:24,928 - mmaction - INFO - Epoch [29][920/1793] lr: 7.500e-03, eta: 6:36:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4583, top5_acc: 0.7406, loss_cls: 2.1922, loss: 2.1922, grad_norm: 7.6235 2021-12-03 06:01:37,024 - mmaction - INFO - Epoch [29][940/1793] lr: 7.500e-03, eta: 6:36:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4333, top5_acc: 0.7667, loss_cls: 2.2075, loss: 2.2075, grad_norm: 7.4935 2021-12-03 06:01:49,126 - mmaction - INFO - Epoch [29][960/1793] lr: 7.500e-03, eta: 6:36:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7656, loss_cls: 2.1243, loss: 2.1243, grad_norm: 7.3550 2021-12-03 06:02:01,221 - mmaction - INFO - Epoch [29][980/1793] lr: 7.500e-03, eta: 6:36:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7531, loss_cls: 2.1394, loss: 2.1394, grad_norm: 7.8958 2021-12-03 06:02:13,360 - mmaction - INFO - Epoch [29][1000/1793] lr: 7.500e-03, eta: 6:35:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4917, top5_acc: 0.7573, loss_cls: 2.0754, loss: 2.0754, grad_norm: 7.5464 2021-12-03 06:02:25,498 - mmaction - INFO - Epoch [29][1020/1793] lr: 7.500e-03, eta: 6:35:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7292, loss_cls: 2.2301, loss: 2.2301, grad_norm: 7.7004 2021-12-03 06:02:37,621 - mmaction - INFO - Epoch [29][1040/1793] lr: 7.500e-03, eta: 6:35:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7656, loss_cls: 2.0745, loss: 2.0745, grad_norm: 7.5532 2021-12-03 06:02:49,741 - mmaction - INFO - Epoch [29][1060/1793] lr: 7.500e-03, eta: 6:35:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7469, loss_cls: 2.1754, loss: 2.1754, grad_norm: 7.7911 2021-12-03 06:03:01,838 - mmaction - INFO - Epoch [29][1080/1793] lr: 7.500e-03, eta: 6:35:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7677, loss_cls: 2.1126, loss: 2.1126, grad_norm: 7.9853 2021-12-03 06:03:13,940 - mmaction - INFO - Epoch [29][1100/1793] lr: 7.500e-03, eta: 6:34:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7427, loss_cls: 2.1975, loss: 2.1975, grad_norm: 8.3071 2021-12-03 06:03:26,083 - mmaction - INFO - Epoch [29][1120/1793] lr: 7.500e-03, eta: 6:34:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7583, loss_cls: 2.1300, loss: 2.1300, grad_norm: 7.8153 2021-12-03 06:03:38,216 - mmaction - INFO - Epoch [29][1140/1793] lr: 7.500e-03, eta: 6:34:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4781, top5_acc: 0.7573, loss_cls: 2.1871, loss: 2.1871, grad_norm: 7.9993 2021-12-03 06:03:50,315 - mmaction - INFO - Epoch [29][1160/1793] lr: 7.500e-03, eta: 6:34:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4385, top5_acc: 0.7417, loss_cls: 2.2321, loss: 2.2321, grad_norm: 7.9797 2021-12-03 06:04:02,437 - mmaction - INFO - Epoch [29][1180/1793] lr: 7.500e-03, eta: 6:33:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7667, loss_cls: 2.1063, loss: 2.1063, grad_norm: 7.5457 2021-12-03 06:04:14,545 - mmaction - INFO - Epoch [29][1200/1793] lr: 7.500e-03, eta: 6:33:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7552, loss_cls: 2.1846, loss: 2.1846, grad_norm: 7.7262 2021-12-03 06:04:26,669 - mmaction - INFO - Epoch [29][1220/1793] lr: 7.500e-03, eta: 6:33:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7396, loss_cls: 2.1467, loss: 2.1467, grad_norm: 7.4384 2021-12-03 06:04:38,761 - mmaction - INFO - Epoch [29][1240/1793] lr: 7.500e-03, eta: 6:33:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7469, loss_cls: 2.1813, loss: 2.1813, grad_norm: 7.7824 2021-12-03 06:04:50,872 - mmaction - INFO - Epoch [29][1260/1793] lr: 7.500e-03, eta: 6:33:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4562, top5_acc: 0.7281, loss_cls: 2.2512, loss: 2.2512, grad_norm: 7.3900 2021-12-03 06:05:02,976 - mmaction - INFO - Epoch [29][1280/1793] lr: 7.500e-03, eta: 6:32:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7510, loss_cls: 2.1541, loss: 2.1541, grad_norm: 7.7063 2021-12-03 06:05:15,094 - mmaction - INFO - Epoch [29][1300/1793] lr: 7.500e-03, eta: 6:32:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.2663, loss: 2.2663, grad_norm: 7.4800 2021-12-03 06:05:27,193 - mmaction - INFO - Epoch [29][1320/1793] lr: 7.500e-03, eta: 6:32:30, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7531, loss_cls: 2.1632, loss: 2.1632, grad_norm: 7.5639 2021-12-03 06:05:39,316 - mmaction - INFO - Epoch [29][1340/1793] lr: 7.500e-03, eta: 6:32:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7385, loss_cls: 2.1162, loss: 2.1162, grad_norm: 7.5993 2021-12-03 06:05:51,425 - mmaction - INFO - Epoch [29][1360/1793] lr: 7.500e-03, eta: 6:32:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7365, loss_cls: 2.2643, loss: 2.2643, grad_norm: 8.0446 2021-12-03 06:06:03,506 - mmaction - INFO - Epoch [29][1380/1793] lr: 7.500e-03, eta: 6:31:52, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4781, top5_acc: 0.7635, loss_cls: 2.0973, loss: 2.0973, grad_norm: 7.4368 2021-12-03 06:06:15,582 - mmaction - INFO - Epoch [29][1400/1793] lr: 7.500e-03, eta: 6:31:39, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2411, loss: 2.2411, grad_norm: 7.6788 2021-12-03 06:06:27,676 - mmaction - INFO - Epoch [29][1420/1793] lr: 7.500e-03, eta: 6:31:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4625, top5_acc: 0.7375, loss_cls: 2.1639, loss: 2.1639, grad_norm: 7.5318 2021-12-03 06:06:39,781 - mmaction - INFO - Epoch [29][1440/1793] lr: 7.500e-03, eta: 6:31:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4292, top5_acc: 0.7135, loss_cls: 2.3125, loss: 2.3125, grad_norm: 7.7982 2021-12-03 06:06:51,888 - mmaction - INFO - Epoch [29][1460/1793] lr: 7.500e-03, eta: 6:31:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7490, loss_cls: 2.1278, loss: 2.1278, grad_norm: 7.8152 2021-12-03 06:07:04,009 - mmaction - INFO - Epoch [29][1480/1793] lr: 7.500e-03, eta: 6:30:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7521, loss_cls: 2.1214, loss: 2.1214, grad_norm: 7.7961 2021-12-03 06:07:16,105 - mmaction - INFO - Epoch [29][1500/1793] lr: 7.500e-03, eta: 6:30:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7573, loss_cls: 2.0830, loss: 2.0830, grad_norm: 7.6582 2021-12-03 06:07:28,217 - mmaction - INFO - Epoch [29][1520/1793] lr: 7.500e-03, eta: 6:30:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4917, top5_acc: 0.7750, loss_cls: 2.0339, loss: 2.0339, grad_norm: 7.8719 2021-12-03 06:07:40,335 - mmaction - INFO - Epoch [29][1540/1793] lr: 7.500e-03, eta: 6:30:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4375, top5_acc: 0.7552, loss_cls: 2.1828, loss: 2.1828, grad_norm: 8.0527 2021-12-03 06:07:52,438 - mmaction - INFO - Epoch [29][1560/1793] lr: 7.500e-03, eta: 6:29:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7427, loss_cls: 2.0870, loss: 2.0870, grad_norm: 7.7047 2021-12-03 06:08:04,547 - mmaction - INFO - Epoch [29][1580/1793] lr: 7.500e-03, eta: 6:29:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7260, loss_cls: 2.2213, loss: 2.2213, grad_norm: 7.6552 2021-12-03 06:08:16,665 - mmaction - INFO - Epoch [29][1600/1793] lr: 7.500e-03, eta: 6:29:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7406, loss_cls: 2.1890, loss: 2.1890, grad_norm: 7.8004 2021-12-03 06:08:28,769 - mmaction - INFO - Epoch [29][1620/1793] lr: 7.500e-03, eta: 6:29:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7458, loss_cls: 2.1310, loss: 2.1310, grad_norm: 7.5016 2021-12-03 06:08:40,865 - mmaction - INFO - Epoch [29][1640/1793] lr: 7.500e-03, eta: 6:29:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4865, top5_acc: 0.7667, loss_cls: 2.0339, loss: 2.0339, grad_norm: 7.8445 2021-12-03 06:08:52,990 - mmaction - INFO - Epoch [29][1660/1793] lr: 7.500e-03, eta: 6:28:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7479, loss_cls: 2.1531, loss: 2.1531, grad_norm: 7.6533 2021-12-03 06:09:05,106 - mmaction - INFO - Epoch [29][1680/1793] lr: 7.500e-03, eta: 6:28:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4948, top5_acc: 0.7708, loss_cls: 2.0741, loss: 2.0741, grad_norm: 7.9445 2021-12-03 06:09:17,212 - mmaction - INFO - Epoch [29][1700/1793] lr: 7.500e-03, eta: 6:28:31, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7312, loss_cls: 2.2157, loss: 2.2157, grad_norm: 7.8851 2021-12-03 06:09:29,291 - mmaction - INFO - Epoch [29][1720/1793] lr: 7.500e-03, eta: 6:28:19, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7469, loss_cls: 2.1627, loss: 2.1627, grad_norm: 7.4483 2021-12-03 06:09:41,365 - mmaction - INFO - Epoch [29][1740/1793] lr: 7.500e-03, eta: 6:28:06, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7490, loss_cls: 2.1008, loss: 2.1008, grad_norm: 7.6532 2021-12-03 06:09:53,447 - mmaction - INFO - Epoch [29][1760/1793] lr: 7.500e-03, eta: 6:27:54, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7500, loss_cls: 2.1125, loss: 2.1125, grad_norm: 7.6769 2021-12-03 06:10:05,564 - mmaction - INFO - Epoch [29][1780/1793] lr: 7.500e-03, eta: 6:27:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4729, top5_acc: 0.7490, loss_cls: 2.1352, loss: 2.1352, grad_norm: 7.4926 2021-12-03 06:11:25,911 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:11:26,069 - mmaction - INFO - top1_acc 0.3360 top5_acc 0.6385 2021-12-03 06:11:26,070 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:11:26,079 - mmaction - INFO - mean_acc 0.3065 2021-12-03 06:11:26,081 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-12-03 06:11:31,190 - mmaction - INFO - Epoch(val) [29][241] top1_acc: 0.3360, top5_acc: 0.6385, mean_class_accuracy: 0.3065 2021-12-03 06:12:09,468 - mmaction - INFO - Epoch [30][20/1793] lr: 7.500e-03, eta: 6:27:34, time: 1.914, data_time: 1.310, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7427, loss_cls: 2.0937, loss: 2.0937, grad_norm: 7.4610 2021-12-03 06:12:21,565 - mmaction - INFO - Epoch [30][40/1793] lr: 7.500e-03, eta: 6:27:21, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7490, loss_cls: 2.1386, loss: 2.1386, grad_norm: 7.6230 2021-12-03 06:12:33,680 - mmaction - INFO - Epoch [30][60/1793] lr: 7.500e-03, eta: 6:27:09, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4844, top5_acc: 0.7552, loss_cls: 2.0868, loss: 2.0868, grad_norm: 7.5298 2021-12-03 06:12:45,792 - mmaction - INFO - Epoch [30][80/1793] lr: 7.500e-03, eta: 6:26:56, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7365, loss_cls: 2.2013, loss: 2.2013, grad_norm: 7.6475 2021-12-03 06:12:57,896 - mmaction - INFO - Epoch [30][100/1793] lr: 7.500e-03, eta: 6:26:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7604, loss_cls: 2.1226, loss: 2.1226, grad_norm: 7.7275 2021-12-03 06:13:10,016 - mmaction - INFO - Epoch [30][120/1793] lr: 7.500e-03, eta: 6:26:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7635, loss_cls: 2.0910, loss: 2.0910, grad_norm: 7.6554 2021-12-03 06:13:22,155 - mmaction - INFO - Epoch [30][140/1793] lr: 7.500e-03, eta: 6:26:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7479, loss_cls: 2.1818, loss: 2.1818, grad_norm: 7.7059 2021-12-03 06:13:34,275 - mmaction - INFO - Epoch [30][160/1793] lr: 7.500e-03, eta: 6:26:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5188, top5_acc: 0.7562, loss_cls: 2.0285, loss: 2.0285, grad_norm: 7.3287 2021-12-03 06:13:46,406 - mmaction - INFO - Epoch [30][180/1793] lr: 7.500e-03, eta: 6:25:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4917, top5_acc: 0.7510, loss_cls: 2.0471, loss: 2.0471, grad_norm: 7.4062 2021-12-03 06:13:58,526 - mmaction - INFO - Epoch [30][200/1793] lr: 7.500e-03, eta: 6:25:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5000, top5_acc: 0.7719, loss_cls: 1.9888, loss: 1.9888, grad_norm: 7.7339 2021-12-03 06:14:10,651 - mmaction - INFO - Epoch [30][220/1793] lr: 7.500e-03, eta: 6:25:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4990, top5_acc: 0.7542, loss_cls: 2.0963, loss: 2.0963, grad_norm: 7.7924 2021-12-03 06:14:22,807 - mmaction - INFO - Epoch [30][240/1793] lr: 7.500e-03, eta: 6:25:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7354, loss_cls: 2.1669, loss: 2.1669, grad_norm: 7.8372 2021-12-03 06:14:34,972 - mmaction - INFO - Epoch [30][260/1793] lr: 7.500e-03, eta: 6:25:03, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7531, loss_cls: 2.1451, loss: 2.1451, grad_norm: 7.7563 2021-12-03 06:14:47,128 - mmaction - INFO - Epoch [30][280/1793] lr: 7.500e-03, eta: 6:24:51, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.4750, top5_acc: 0.7458, loss_cls: 2.0712, loss: 2.0712, grad_norm: 7.6460 2021-12-03 06:14:59,290 - mmaction - INFO - Epoch [30][300/1793] lr: 7.500e-03, eta: 6:24:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7438, loss_cls: 2.2090, loss: 2.2090, grad_norm: 7.6061 2021-12-03 06:15:11,443 - mmaction - INFO - Epoch [30][320/1793] lr: 7.500e-03, eta: 6:24:26, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4969, top5_acc: 0.7531, loss_cls: 2.0392, loss: 2.0392, grad_norm: 7.7323 2021-12-03 06:15:23,595 - mmaction - INFO - Epoch [30][340/1793] lr: 7.500e-03, eta: 6:24:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4802, top5_acc: 0.7677, loss_cls: 2.0757, loss: 2.0757, grad_norm: 8.1777 2021-12-03 06:15:35,733 - mmaction - INFO - Epoch [30][360/1793] lr: 7.500e-03, eta: 6:24:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7281, loss_cls: 2.1275, loss: 2.1275, grad_norm: 7.8160 2021-12-03 06:15:47,868 - mmaction - INFO - Epoch [30][380/1793] lr: 7.500e-03, eta: 6:23:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7406, loss_cls: 2.1476, loss: 2.1476, grad_norm: 8.0150 2021-12-03 06:16:00,016 - mmaction - INFO - Epoch [30][400/1793] lr: 7.500e-03, eta: 6:23:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4573, top5_acc: 0.7531, loss_cls: 2.1185, loss: 2.1185, grad_norm: 7.7917 2021-12-03 06:16:12,164 - mmaction - INFO - Epoch [30][420/1793] lr: 7.500e-03, eta: 6:23:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7604, loss_cls: 2.1242, loss: 2.1242, grad_norm: 7.5428 2021-12-03 06:16:24,326 - mmaction - INFO - Epoch [30][440/1793] lr: 7.500e-03, eta: 6:23:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4490, top5_acc: 0.7531, loss_cls: 2.1676, loss: 2.1676, grad_norm: 8.0566 2021-12-03 06:16:36,473 - mmaction - INFO - Epoch [30][460/1793] lr: 7.500e-03, eta: 6:22:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4979, top5_acc: 0.7510, loss_cls: 2.0725, loss: 2.0725, grad_norm: 7.8975 2021-12-03 06:16:48,601 - mmaction - INFO - Epoch [30][480/1793] lr: 7.500e-03, eta: 6:22:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7354, loss_cls: 2.1775, loss: 2.1775, grad_norm: 7.6327 2021-12-03 06:17:00,732 - mmaction - INFO - Epoch [30][500/1793] lr: 7.500e-03, eta: 6:22:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7750, loss_cls: 2.0006, loss: 2.0006, grad_norm: 7.7076 2021-12-03 06:17:12,865 - mmaction - INFO - Epoch [30][520/1793] lr: 7.500e-03, eta: 6:22:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7510, loss_cls: 2.1198, loss: 2.1198, grad_norm: 8.1111 2021-12-03 06:17:24,995 - mmaction - INFO - Epoch [30][540/1793] lr: 7.500e-03, eta: 6:22:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4781, top5_acc: 0.7542, loss_cls: 2.1127, loss: 2.1127, grad_norm: 7.6773 2021-12-03 06:17:37,122 - mmaction - INFO - Epoch [30][560/1793] lr: 7.500e-03, eta: 6:21:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7656, loss_cls: 2.0979, loss: 2.0979, grad_norm: 7.9821 2021-12-03 06:17:49,263 - mmaction - INFO - Epoch [30][580/1793] lr: 7.500e-03, eta: 6:21:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7510, loss_cls: 2.1371, loss: 2.1371, grad_norm: 7.7981 2021-12-03 06:18:01,416 - mmaction - INFO - Epoch [30][600/1793] lr: 7.500e-03, eta: 6:21:31, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.1781, loss: 2.1781, grad_norm: 7.8015 2021-12-03 06:18:13,553 - mmaction - INFO - Epoch [30][620/1793] lr: 7.500e-03, eta: 6:21:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7427, loss_cls: 2.1296, loss: 2.1296, grad_norm: 7.6774 2021-12-03 06:18:25,679 - mmaction - INFO - Epoch [30][640/1793] lr: 7.500e-03, eta: 6:21:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4760, top5_acc: 0.7354, loss_cls: 2.1048, loss: 2.1048, grad_norm: 7.6277 2021-12-03 06:18:37,801 - mmaction - INFO - Epoch [30][660/1793] lr: 7.500e-03, eta: 6:20:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4437, top5_acc: 0.7417, loss_cls: 2.2115, loss: 2.2115, grad_norm: 7.7915 2021-12-03 06:18:49,942 - mmaction - INFO - Epoch [30][680/1793] lr: 7.500e-03, eta: 6:20:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4802, top5_acc: 0.7438, loss_cls: 2.1517, loss: 2.1517, grad_norm: 8.3327 2021-12-03 06:19:02,073 - mmaction - INFO - Epoch [30][700/1793] lr: 7.500e-03, eta: 6:20:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5021, top5_acc: 0.7750, loss_cls: 2.0075, loss: 2.0075, grad_norm: 7.7425 2021-12-03 06:19:14,191 - mmaction - INFO - Epoch [30][720/1793] lr: 7.500e-03, eta: 6:20:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4552, top5_acc: 0.7312, loss_cls: 2.1509, loss: 2.1509, grad_norm: 7.8394 2021-12-03 06:19:26,312 - mmaction - INFO - Epoch [30][740/1793] lr: 7.500e-03, eta: 6:20:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7656, loss_cls: 2.1374, loss: 2.1374, grad_norm: 7.8796 2021-12-03 06:19:38,446 - mmaction - INFO - Epoch [30][760/1793] lr: 7.500e-03, eta: 6:19:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7552, loss_cls: 2.0722, loss: 2.0722, grad_norm: 7.4935 2021-12-03 06:19:50,571 - mmaction - INFO - Epoch [30][780/1793] lr: 7.500e-03, eta: 6:19:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4760, top5_acc: 0.7406, loss_cls: 2.1546, loss: 2.1546, grad_norm: 8.0357 2021-12-03 06:20:02,709 - mmaction - INFO - Epoch [30][800/1793] lr: 7.500e-03, eta: 6:19:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4448, top5_acc: 0.7323, loss_cls: 2.2416, loss: 2.2416, grad_norm: 8.0802 2021-12-03 06:20:14,834 - mmaction - INFO - Epoch [30][820/1793] lr: 7.500e-03, eta: 6:19:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5010, top5_acc: 0.7604, loss_cls: 2.0889, loss: 2.0889, grad_norm: 7.6871 2021-12-03 06:20:26,954 - mmaction - INFO - Epoch [30][840/1793] lr: 7.500e-03, eta: 6:19:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4740, top5_acc: 0.7302, loss_cls: 2.2183, loss: 2.2183, grad_norm: 7.7476 2021-12-03 06:20:39,099 - mmaction - INFO - Epoch [30][860/1793] lr: 7.500e-03, eta: 6:18:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4667, top5_acc: 0.7458, loss_cls: 2.1702, loss: 2.1702, grad_norm: 7.6102 2021-12-03 06:20:51,211 - mmaction - INFO - Epoch [30][880/1793] lr: 7.500e-03, eta: 6:18:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4469, top5_acc: 0.7375, loss_cls: 2.1810, loss: 2.1810, grad_norm: 7.5417 2021-12-03 06:21:03,350 - mmaction - INFO - Epoch [30][900/1793] lr: 7.500e-03, eta: 6:18:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7667, loss_cls: 2.0611, loss: 2.0611, grad_norm: 7.6235 2021-12-03 06:21:15,463 - mmaction - INFO - Epoch [30][920/1793] lr: 7.500e-03, eta: 6:18:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4458, top5_acc: 0.7417, loss_cls: 2.2067, loss: 2.2067, grad_norm: 7.8015 2021-12-03 06:21:27,590 - mmaction - INFO - Epoch [30][940/1793] lr: 7.500e-03, eta: 6:17:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5010, top5_acc: 0.7729, loss_cls: 2.0355, loss: 2.0355, grad_norm: 7.6634 2021-12-03 06:21:39,721 - mmaction - INFO - Epoch [30][960/1793] lr: 7.500e-03, eta: 6:17:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4979, top5_acc: 0.7562, loss_cls: 2.0684, loss: 2.0684, grad_norm: 7.8268 2021-12-03 06:21:51,849 - mmaction - INFO - Epoch [30][980/1793] lr: 7.500e-03, eta: 6:17:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7375, loss_cls: 2.1689, loss: 2.1689, grad_norm: 7.7851 2021-12-03 06:22:03,981 - mmaction - INFO - Epoch [30][1000/1793] lr: 7.500e-03, eta: 6:17:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4500, top5_acc: 0.7292, loss_cls: 2.2489, loss: 2.2489, grad_norm: 7.7503 2021-12-03 06:22:16,086 - mmaction - INFO - Epoch [30][1020/1793] lr: 7.500e-03, eta: 6:17:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4958, top5_acc: 0.7740, loss_cls: 1.9925, loss: 1.9925, grad_norm: 7.8420 2021-12-03 06:22:28,221 - mmaction - INFO - Epoch [30][1040/1793] lr: 7.500e-03, eta: 6:16:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4594, top5_acc: 0.7792, loss_cls: 2.1325, loss: 2.1325, grad_norm: 8.0391 2021-12-03 06:22:40,336 - mmaction - INFO - Epoch [30][1060/1793] lr: 7.500e-03, eta: 6:16:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4833, top5_acc: 0.7438, loss_cls: 2.0914, loss: 2.0914, grad_norm: 7.6345 2021-12-03 06:22:52,461 - mmaction - INFO - Epoch [30][1080/1793] lr: 7.500e-03, eta: 6:16:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5021, top5_acc: 0.7615, loss_cls: 2.0020, loss: 2.0020, grad_norm: 7.4364 2021-12-03 06:23:04,608 - mmaction - INFO - Epoch [30][1100/1793] lr: 7.500e-03, eta: 6:16:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7542, loss_cls: 2.1625, loss: 2.1625, grad_norm: 7.7941 2021-12-03 06:23:16,729 - mmaction - INFO - Epoch [30][1120/1793] lr: 7.500e-03, eta: 6:16:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5021, top5_acc: 0.7562, loss_cls: 2.0436, loss: 2.0436, grad_norm: 7.9828 2021-12-03 06:23:28,868 - mmaction - INFO - Epoch [30][1140/1793] lr: 7.500e-03, eta: 6:15:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7302, loss_cls: 2.1549, loss: 2.1549, grad_norm: 7.9653 2021-12-03 06:23:40,999 - mmaction - INFO - Epoch [30][1160/1793] lr: 7.500e-03, eta: 6:15:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4781, top5_acc: 0.7573, loss_cls: 2.1099, loss: 2.1099, grad_norm: 7.4943 2021-12-03 06:23:53,118 - mmaction - INFO - Epoch [30][1180/1793] lr: 7.500e-03, eta: 6:15:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4938, top5_acc: 0.7698, loss_cls: 2.0688, loss: 2.0688, grad_norm: 7.4924 2021-12-03 06:24:05,249 - mmaction - INFO - Epoch [30][1200/1793] lr: 7.500e-03, eta: 6:15:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4698, top5_acc: 0.7646, loss_cls: 2.0732, loss: 2.0732, grad_norm: 7.8238 2021-12-03 06:24:17,366 - mmaction - INFO - Epoch [30][1220/1793] lr: 7.500e-03, eta: 6:15:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4781, top5_acc: 0.7385, loss_cls: 2.2148, loss: 2.2148, grad_norm: 7.8671 2021-12-03 06:24:29,483 - mmaction - INFO - Epoch [30][1240/1793] lr: 7.500e-03, eta: 6:14:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7479, loss_cls: 2.1414, loss: 2.1414, grad_norm: 7.7008 2021-12-03 06:24:41,600 - mmaction - INFO - Epoch [30][1260/1793] lr: 7.500e-03, eta: 6:14:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4813, top5_acc: 0.7542, loss_cls: 2.0627, loss: 2.0627, grad_norm: 7.5788 2021-12-03 06:24:53,709 - mmaction - INFO - Epoch [30][1280/1793] lr: 7.500e-03, eta: 6:14:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.4781, top5_acc: 0.7500, loss_cls: 2.1781, loss: 2.1781, grad_norm: 7.9217 2021-12-03 06:25:05,843 - mmaction - INFO - Epoch [30][1300/1793] lr: 7.500e-03, eta: 6:14:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7583, loss_cls: 2.1602, loss: 2.1602, grad_norm: 7.8709 2021-12-03 06:25:17,972 - mmaction - INFO - Epoch [30][1320/1793] lr: 7.500e-03, eta: 6:14:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4646, top5_acc: 0.7625, loss_cls: 2.1119, loss: 2.1119, grad_norm: 7.7527 2021-12-03 06:25:30,085 - mmaction - INFO - Epoch [30][1340/1793] lr: 7.500e-03, eta: 6:13:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4677, top5_acc: 0.7458, loss_cls: 2.1159, loss: 2.1159, grad_norm: 7.7752 2021-12-03 06:25:42,210 - mmaction - INFO - Epoch [30][1360/1793] lr: 7.500e-03, eta: 6:13:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5000, top5_acc: 0.7771, loss_cls: 2.0250, loss: 2.0250, grad_norm: 7.7442 2021-12-03 06:25:54,358 - mmaction - INFO - Epoch [30][1380/1793] lr: 7.500e-03, eta: 6:13:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4719, top5_acc: 0.7625, loss_cls: 2.1066, loss: 2.1066, grad_norm: 7.7995 2021-12-03 06:26:06,500 - mmaction - INFO - Epoch [30][1400/1793] lr: 7.500e-03, eta: 6:13:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4802, top5_acc: 0.7562, loss_cls: 2.1321, loss: 2.1321, grad_norm: 7.8925 2021-12-03 06:26:18,641 - mmaction - INFO - Epoch [30][1420/1793] lr: 7.500e-03, eta: 6:12:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7562, loss_cls: 2.1123, loss: 2.1123, grad_norm: 7.8875 2021-12-03 06:26:30,792 - mmaction - INFO - Epoch [30][1440/1793] lr: 7.500e-03, eta: 6:12:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4656, top5_acc: 0.7531, loss_cls: 2.1469, loss: 2.1469, grad_norm: 8.1072 2021-12-03 06:26:42,918 - mmaction - INFO - Epoch [30][1460/1793] lr: 7.500e-03, eta: 6:12:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4281, top5_acc: 0.7271, loss_cls: 2.2599, loss: 2.2599, grad_norm: 7.9751 2021-12-03 06:26:55,050 - mmaction - INFO - Epoch [30][1480/1793] lr: 7.500e-03, eta: 6:12:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4521, top5_acc: 0.7583, loss_cls: 2.1270, loss: 2.1270, grad_norm: 7.3552 2021-12-03 06:27:07,186 - mmaction - INFO - Epoch [30][1500/1793] lr: 7.500e-03, eta: 6:12:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5031, top5_acc: 0.7771, loss_cls: 2.0233, loss: 2.0233, grad_norm: 7.8935 2021-12-03 06:27:19,306 - mmaction - INFO - Epoch [30][1520/1793] lr: 7.500e-03, eta: 6:11:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4708, top5_acc: 0.7635, loss_cls: 2.1310, loss: 2.1310, grad_norm: 7.8352 2021-12-03 06:27:31,426 - mmaction - INFO - Epoch [30][1540/1793] lr: 7.500e-03, eta: 6:11:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4854, top5_acc: 0.7719, loss_cls: 2.0645, loss: 2.0645, grad_norm: 7.7432 2021-12-03 06:27:43,553 - mmaction - INFO - Epoch [30][1560/1793] lr: 7.500e-03, eta: 6:11:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4479, top5_acc: 0.7375, loss_cls: 2.1937, loss: 2.1937, grad_norm: 7.5074 2021-12-03 06:27:55,672 - mmaction - INFO - Epoch [30][1580/1793] lr: 7.500e-03, eta: 6:11:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4365, top5_acc: 0.7375, loss_cls: 2.2318, loss: 2.2318, grad_norm: 7.6910 2021-12-03 06:28:07,800 - mmaction - INFO - Epoch [30][1600/1793] lr: 7.500e-03, eta: 6:11:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4927, top5_acc: 0.7771, loss_cls: 1.9610, loss: 1.9610, grad_norm: 7.4612 2021-12-03 06:28:19,939 - mmaction - INFO - Epoch [30][1620/1793] lr: 7.500e-03, eta: 6:10:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4771, top5_acc: 0.7365, loss_cls: 2.2009, loss: 2.2009, grad_norm: 8.1208 2021-12-03 06:28:32,072 - mmaction - INFO - Epoch [30][1640/1793] lr: 7.500e-03, eta: 6:10:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7385, loss_cls: 2.1794, loss: 2.1794, grad_norm: 7.8609 2021-12-03 06:28:44,223 - mmaction - INFO - Epoch [30][1660/1793] lr: 7.500e-03, eta: 6:10:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4604, top5_acc: 0.7344, loss_cls: 2.2634, loss: 2.2634, grad_norm: 7.8906 2021-12-03 06:28:56,348 - mmaction - INFO - Epoch [30][1680/1793] lr: 7.500e-03, eta: 6:10:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4615, top5_acc: 0.7396, loss_cls: 2.1977, loss: 2.1977, grad_norm: 7.6417 2021-12-03 06:29:08,464 - mmaction - INFO - Epoch [30][1700/1793] lr: 7.500e-03, eta: 6:10:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4823, top5_acc: 0.7396, loss_cls: 2.1651, loss: 2.1651, grad_norm: 7.1395 2021-12-03 06:29:20,592 - mmaction - INFO - Epoch [30][1720/1793] lr: 7.500e-03, eta: 6:09:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7406, loss_cls: 2.2172, loss: 2.2172, grad_norm: 7.4991 2021-12-03 06:29:32,751 - mmaction - INFO - Epoch [30][1740/1793] lr: 7.500e-03, eta: 6:09:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.4542, top5_acc: 0.7573, loss_cls: 2.1431, loss: 2.1431, grad_norm: 7.8334 2021-12-03 06:29:44,891 - mmaction - INFO - Epoch [30][1760/1793] lr: 7.500e-03, eta: 6:09:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4531, top5_acc: 0.7333, loss_cls: 2.2128, loss: 2.2128, grad_norm: 7.3979 2021-12-03 06:29:57,032 - mmaction - INFO - Epoch [30][1780/1793] lr: 7.500e-03, eta: 6:09:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.4688, top5_acc: 0.7271, loss_cls: 2.2013, loss: 2.2013, grad_norm: 7.4489 2021-12-03 06:31:19,843 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:31:19,997 - mmaction - INFO - top1_acc 0.3378 top5_acc 0.6363 2021-12-03 06:31:19,997 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:31:20,006 - mmaction - INFO - mean_acc 0.3077 2021-12-03 06:31:20,008 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-12-03 06:31:25,604 - mmaction - INFO - Epoch(val) [30][241] top1_acc: 0.3378, top5_acc: 0.6363, mean_class_accuracy: 0.3077 2021-12-03 06:32:04,111 - mmaction - INFO - Epoch [31][20/1793] lr: 7.500e-04, eta: 6:09:05, time: 1.925, data_time: 1.322, memory: 10469, top1_acc: 0.4906, top5_acc: 0.7677, loss_cls: 2.0392, loss: 2.0392, grad_norm: 7.4560 2021-12-03 06:32:16,212 - mmaction - INFO - Epoch [31][40/1793] lr: 7.500e-04, eta: 6:08:52, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.5229, top5_acc: 0.8021, loss_cls: 1.8759, loss: 1.8759, grad_norm: 7.1764 2021-12-03 06:32:28,316 - mmaction - INFO - Epoch [31][60/1793] lr: 7.500e-04, eta: 6:08:40, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.5083, top5_acc: 0.7833, loss_cls: 1.9049, loss: 1.9049, grad_norm: 7.3079 2021-12-03 06:32:40,433 - mmaction - INFO - Epoch [31][80/1793] lr: 7.500e-04, eta: 6:08:27, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.5385, top5_acc: 0.7875, loss_cls: 1.8569, loss: 1.8569, grad_norm: 7.2454 2021-12-03 06:32:52,542 - mmaction - INFO - Epoch [31][100/1793] lr: 7.500e-04, eta: 6:08:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.5146, top5_acc: 0.7760, loss_cls: 1.9329, loss: 1.9329, grad_norm: 7.0878 2021-12-03 06:33:04,677 - mmaction - INFO - Epoch [31][120/1793] lr: 7.500e-04, eta: 6:08:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5333, top5_acc: 0.8031, loss_cls: 1.8107, loss: 1.8107, grad_norm: 6.8844 2021-12-03 06:33:16,836 - mmaction - INFO - Epoch [31][140/1793] lr: 7.500e-04, eta: 6:07:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5406, top5_acc: 0.8052, loss_cls: 1.7932, loss: 1.7932, grad_norm: 7.1132 2021-12-03 06:33:28,994 - mmaction - INFO - Epoch [31][160/1793] lr: 7.500e-04, eta: 6:07:37, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5354, top5_acc: 0.7906, loss_cls: 1.8182, loss: 1.8182, grad_norm: 7.1231 2021-12-03 06:33:41,129 - mmaction - INFO - Epoch [31][180/1793] lr: 7.500e-04, eta: 6:07:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5594, top5_acc: 0.8250, loss_cls: 1.7258, loss: 1.7258, grad_norm: 7.1026 2021-12-03 06:33:53,284 - mmaction - INFO - Epoch [31][200/1793] lr: 7.500e-04, eta: 6:07:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5667, top5_acc: 0.8365, loss_cls: 1.6895, loss: 1.6895, grad_norm: 7.0922 2021-12-03 06:34:05,410 - mmaction - INFO - Epoch [31][220/1793] lr: 7.500e-04, eta: 6:07:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5740, top5_acc: 0.8229, loss_cls: 1.7027, loss: 1.7027, grad_norm: 7.2022 2021-12-03 06:34:17,538 - mmaction - INFO - Epoch [31][240/1793] lr: 7.500e-04, eta: 6:06:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5354, top5_acc: 0.7865, loss_cls: 1.8756, loss: 1.8756, grad_norm: 7.6032 2021-12-03 06:34:29,670 - mmaction - INFO - Epoch [31][260/1793] lr: 7.500e-04, eta: 6:06:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5490, top5_acc: 0.8083, loss_cls: 1.8330, loss: 1.8330, grad_norm: 7.2592 2021-12-03 06:34:41,795 - mmaction - INFO - Epoch [31][280/1793] lr: 7.500e-04, eta: 6:06:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5708, top5_acc: 0.8219, loss_cls: 1.6873, loss: 1.6873, grad_norm: 7.3785 2021-12-03 06:34:53,929 - mmaction - INFO - Epoch [31][300/1793] lr: 7.500e-04, eta: 6:06:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5667, top5_acc: 0.8302, loss_cls: 1.6552, loss: 1.6552, grad_norm: 7.0881 2021-12-03 06:35:06,087 - mmaction - INFO - Epoch [31][320/1793] lr: 7.500e-04, eta: 6:05:57, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5521, top5_acc: 0.8229, loss_cls: 1.7347, loss: 1.7347, grad_norm: 7.3513 2021-12-03 06:35:18,249 - mmaction - INFO - Epoch [31][340/1793] lr: 7.500e-04, eta: 6:05:45, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5594, top5_acc: 0.7979, loss_cls: 1.7477, loss: 1.7477, grad_norm: 7.2197 2021-12-03 06:35:30,387 - mmaction - INFO - Epoch [31][360/1793] lr: 7.500e-04, eta: 6:05:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5510, top5_acc: 0.8167, loss_cls: 1.7785, loss: 1.7785, grad_norm: 7.4660 2021-12-03 06:35:42,531 - mmaction - INFO - Epoch [31][380/1793] lr: 7.500e-04, eta: 6:05:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6650, loss: 1.6650, grad_norm: 7.1067 2021-12-03 06:35:54,681 - mmaction - INFO - Epoch [31][400/1793] lr: 7.500e-04, eta: 6:05:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5635, top5_acc: 0.8281, loss_cls: 1.6559, loss: 1.6559, grad_norm: 7.2259 2021-12-03 06:36:06,844 - mmaction - INFO - Epoch [31][420/1793] lr: 7.500e-04, eta: 6:04:55, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5667, top5_acc: 0.8260, loss_cls: 1.6863, loss: 1.6863, grad_norm: 7.1800 2021-12-03 06:36:18,982 - mmaction - INFO - Epoch [31][440/1793] lr: 7.500e-04, eta: 6:04:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5594, top5_acc: 0.8271, loss_cls: 1.6784, loss: 1.6784, grad_norm: 7.3205 2021-12-03 06:36:31,126 - mmaction - INFO - Epoch [31][460/1793] lr: 7.500e-04, eta: 6:04:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5760, top5_acc: 0.8292, loss_cls: 1.6963, loss: 1.6963, grad_norm: 7.1352 2021-12-03 06:36:43,273 - mmaction - INFO - Epoch [31][480/1793] lr: 7.500e-04, eta: 6:04:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5760, top5_acc: 0.8292, loss_cls: 1.6241, loss: 1.6241, grad_norm: 7.2032 2021-12-03 06:36:55,410 - mmaction - INFO - Epoch [31][500/1793] lr: 7.500e-04, eta: 6:04:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5542, top5_acc: 0.8094, loss_cls: 1.7167, loss: 1.7167, grad_norm: 7.5614 2021-12-03 06:37:07,533 - mmaction - INFO - Epoch [31][520/1793] lr: 7.500e-04, eta: 6:03:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5781, top5_acc: 0.8375, loss_cls: 1.6459, loss: 1.6459, grad_norm: 7.2742 2021-12-03 06:37:19,670 - mmaction - INFO - Epoch [31][540/1793] lr: 7.500e-04, eta: 6:03:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6031, top5_acc: 0.8271, loss_cls: 1.6166, loss: 1.6166, grad_norm: 7.1890 2021-12-03 06:37:31,819 - mmaction - INFO - Epoch [31][560/1793] lr: 7.500e-04, eta: 6:03:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5917, top5_acc: 0.8167, loss_cls: 1.6235, loss: 1.6235, grad_norm: 6.9786 2021-12-03 06:37:43,969 - mmaction - INFO - Epoch [31][580/1793] lr: 7.500e-04, eta: 6:03:15, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5635, top5_acc: 0.8135, loss_cls: 1.7488, loss: 1.7488, grad_norm: 7.2817 2021-12-03 06:37:56,116 - mmaction - INFO - Epoch [31][600/1793] lr: 7.500e-04, eta: 6:03:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5927, top5_acc: 0.8229, loss_cls: 1.5823, loss: 1.5823, grad_norm: 7.0808 2021-12-03 06:38:08,242 - mmaction - INFO - Epoch [31][620/1793] lr: 7.500e-04, eta: 6:02:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5833, top5_acc: 0.8240, loss_cls: 1.6425, loss: 1.6425, grad_norm: 7.2438 2021-12-03 06:38:20,391 - mmaction - INFO - Epoch [31][640/1793] lr: 7.500e-04, eta: 6:02:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5604, top5_acc: 0.8135, loss_cls: 1.7159, loss: 1.7159, grad_norm: 7.3803 2021-12-03 06:38:32,527 - mmaction - INFO - Epoch [31][660/1793] lr: 7.500e-04, eta: 6:02:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5573, top5_acc: 0.8083, loss_cls: 1.7713, loss: 1.7713, grad_norm: 7.5533 2021-12-03 06:38:44,671 - mmaction - INFO - Epoch [31][680/1793] lr: 7.500e-04, eta: 6:02:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5781, top5_acc: 0.8427, loss_cls: 1.6107, loss: 1.6107, grad_norm: 7.2827 2021-12-03 06:38:56,790 - mmaction - INFO - Epoch [31][700/1793] lr: 7.500e-04, eta: 6:02:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5594, top5_acc: 0.8156, loss_cls: 1.7046, loss: 1.7046, grad_norm: 7.3084 2021-12-03 06:39:08,913 - mmaction - INFO - Epoch [31][720/1793] lr: 7.500e-04, eta: 6:01:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5729, top5_acc: 0.8125, loss_cls: 1.7103, loss: 1.7103, grad_norm: 7.4760 2021-12-03 06:39:21,031 - mmaction - INFO - Epoch [31][740/1793] lr: 7.500e-04, eta: 6:01:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5750, top5_acc: 0.8302, loss_cls: 1.6356, loss: 1.6356, grad_norm: 7.3684 2021-12-03 06:39:33,158 - mmaction - INFO - Epoch [31][760/1793] lr: 7.500e-04, eta: 6:01:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5813, top5_acc: 0.8344, loss_cls: 1.5956, loss: 1.5956, grad_norm: 7.3460 2021-12-03 06:39:45,283 - mmaction - INFO - Epoch [31][780/1793] lr: 7.500e-04, eta: 6:01:10, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.5969, top5_acc: 0.8167, loss_cls: 1.6297, loss: 1.6297, grad_norm: 7.2775 2021-12-03 06:39:57,424 - mmaction - INFO - Epoch [31][800/1793] lr: 7.500e-04, eta: 6:00:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5948, top5_acc: 0.8302, loss_cls: 1.5619, loss: 1.5619, grad_norm: 7.0531 2021-12-03 06:40:09,558 - mmaction - INFO - Epoch [31][820/1793] lr: 7.500e-04, eta: 6:00:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5906, top5_acc: 0.8323, loss_cls: 1.6100, loss: 1.6100, grad_norm: 7.3823 2021-12-03 06:40:21,685 - mmaction - INFO - Epoch [31][840/1793] lr: 7.500e-04, eta: 6:00:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5677, top5_acc: 0.8302, loss_cls: 1.6457, loss: 1.6457, grad_norm: 7.3872 2021-12-03 06:40:33,833 - mmaction - INFO - Epoch [31][860/1793] lr: 7.500e-04, eta: 6:00:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5885, top5_acc: 0.8375, loss_cls: 1.5842, loss: 1.5842, grad_norm: 7.3031 2021-12-03 06:40:45,955 - mmaction - INFO - Epoch [31][880/1793] lr: 7.500e-04, eta: 6:00:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5802, top5_acc: 0.8250, loss_cls: 1.6451, loss: 1.6451, grad_norm: 7.6553 2021-12-03 06:40:58,078 - mmaction - INFO - Epoch [31][900/1793] lr: 7.500e-04, eta: 5:59:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5917, top5_acc: 0.8469, loss_cls: 1.5463, loss: 1.5463, grad_norm: 7.2553 2021-12-03 06:41:10,202 - mmaction - INFO - Epoch [31][920/1793] lr: 7.500e-04, eta: 5:59:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.6434, loss: 1.6434, grad_norm: 7.0547 2021-12-03 06:41:22,326 - mmaction - INFO - Epoch [31][940/1793] lr: 7.500e-04, eta: 5:59:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5927, top5_acc: 0.8240, loss_cls: 1.6185, loss: 1.6185, grad_norm: 7.2881 2021-12-03 06:41:34,453 - mmaction - INFO - Epoch [31][960/1793] lr: 7.500e-04, eta: 5:59:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6042, top5_acc: 0.8656, loss_cls: 1.4960, loss: 1.4960, grad_norm: 7.1062 2021-12-03 06:41:46,574 - mmaction - INFO - Epoch [31][980/1793] lr: 7.500e-04, eta: 5:59:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6021, top5_acc: 0.8469, loss_cls: 1.5634, loss: 1.5634, grad_norm: 7.2830 2021-12-03 06:41:58,699 - mmaction - INFO - Epoch [31][1000/1793] lr: 7.500e-04, eta: 5:58:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5854, top5_acc: 0.8250, loss_cls: 1.6270, loss: 1.6270, grad_norm: 7.3381 2021-12-03 06:42:10,797 - mmaction - INFO - Epoch [31][1020/1793] lr: 7.500e-04, eta: 5:58:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.5667, top5_acc: 0.8365, loss_cls: 1.6362, loss: 1.6362, grad_norm: 7.5953 2021-12-03 06:42:22,932 - mmaction - INFO - Epoch [31][1040/1793] lr: 7.500e-04, eta: 5:58:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5740, top5_acc: 0.8156, loss_cls: 1.6467, loss: 1.6467, grad_norm: 7.4859 2021-12-03 06:42:35,062 - mmaction - INFO - Epoch [31][1060/1793] lr: 7.500e-04, eta: 5:58:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8531, loss_cls: 1.4915, loss: 1.4915, grad_norm: 7.1323 2021-12-03 06:42:47,191 - mmaction - INFO - Epoch [31][1080/1793] lr: 7.500e-04, eta: 5:58:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5813, top5_acc: 0.8323, loss_cls: 1.6347, loss: 1.6347, grad_norm: 7.5418 2021-12-03 06:42:59,317 - mmaction - INFO - Epoch [31][1100/1793] lr: 7.500e-04, eta: 5:57:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5906, top5_acc: 0.8083, loss_cls: 1.6852, loss: 1.6852, grad_norm: 7.4869 2021-12-03 06:43:11,455 - mmaction - INFO - Epoch [31][1120/1793] lr: 7.500e-04, eta: 5:57:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5740, top5_acc: 0.8458, loss_cls: 1.6021, loss: 1.6021, grad_norm: 7.4099 2021-12-03 06:43:23,611 - mmaction - INFO - Epoch [31][1140/1793] lr: 7.500e-04, eta: 5:57:25, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5865, top5_acc: 0.8333, loss_cls: 1.5917, loss: 1.5917, grad_norm: 7.5091 2021-12-03 06:43:35,753 - mmaction - INFO - Epoch [31][1160/1793] lr: 7.500e-04, eta: 5:57:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5917, top5_acc: 0.8427, loss_cls: 1.5909, loss: 1.5909, grad_norm: 7.2825 2021-12-03 06:43:47,908 - mmaction - INFO - Epoch [31][1180/1793] lr: 7.500e-04, eta: 5:57:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6000, top5_acc: 0.8458, loss_cls: 1.5541, loss: 1.5541, grad_norm: 7.3236 2021-12-03 06:44:00,047 - mmaction - INFO - Epoch [31][1200/1793] lr: 7.500e-04, eta: 5:56:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5625, top5_acc: 0.8458, loss_cls: 1.5975, loss: 1.5975, grad_norm: 7.4169 2021-12-03 06:44:12,190 - mmaction - INFO - Epoch [31][1220/1793] lr: 7.500e-04, eta: 5:56:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5875, top5_acc: 0.8458, loss_cls: 1.5744, loss: 1.5744, grad_norm: 7.5600 2021-12-03 06:44:24,330 - mmaction - INFO - Epoch [31][1240/1793] lr: 7.500e-04, eta: 5:56:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6229, top5_acc: 0.8552, loss_cls: 1.4644, loss: 1.4644, grad_norm: 7.3326 2021-12-03 06:44:36,454 - mmaction - INFO - Epoch [31][1260/1793] lr: 7.500e-04, eta: 5:56:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5802, top5_acc: 0.8333, loss_cls: 1.5742, loss: 1.5742, grad_norm: 7.5013 2021-12-03 06:44:48,590 - mmaction - INFO - Epoch [31][1280/1793] lr: 7.500e-04, eta: 5:55:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5885, top5_acc: 0.8469, loss_cls: 1.5548, loss: 1.5548, grad_norm: 7.5141 2021-12-03 06:45:00,730 - mmaction - INFO - Epoch [31][1300/1793] lr: 7.500e-04, eta: 5:55:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8375, loss_cls: 1.5356, loss: 1.5356, grad_norm: 7.3641 2021-12-03 06:45:12,871 - mmaction - INFO - Epoch [31][1320/1793] lr: 7.500e-04, eta: 5:55:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.6437, loss: 1.6437, grad_norm: 7.4139 2021-12-03 06:45:25,014 - mmaction - INFO - Epoch [31][1340/1793] lr: 7.500e-04, eta: 5:55:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5906, top5_acc: 0.8469, loss_cls: 1.5794, loss: 1.5794, grad_norm: 7.5191 2021-12-03 06:45:37,171 - mmaction - INFO - Epoch [31][1360/1793] lr: 7.500e-04, eta: 5:55:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6052, top5_acc: 0.8302, loss_cls: 1.5593, loss: 1.5593, grad_norm: 7.4397 2021-12-03 06:45:49,330 - mmaction - INFO - Epoch [31][1380/1793] lr: 7.500e-04, eta: 5:54:55, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5729, top5_acc: 0.8344, loss_cls: 1.6389, loss: 1.6389, grad_norm: 7.7819 2021-12-03 06:46:01,475 - mmaction - INFO - Epoch [31][1400/1793] lr: 7.500e-04, eta: 5:54:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5948, top5_acc: 0.8292, loss_cls: 1.5829, loss: 1.5829, grad_norm: 7.5786 2021-12-03 06:46:13,622 - mmaction - INFO - Epoch [31][1420/1793] lr: 7.500e-04, eta: 5:54:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5969, top5_acc: 0.8542, loss_cls: 1.5234, loss: 1.5234, grad_norm: 7.2137 2021-12-03 06:46:25,792 - mmaction - INFO - Epoch [31][1440/1793] lr: 7.500e-04, eta: 5:54:17, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.5833, top5_acc: 0.8333, loss_cls: 1.6008, loss: 1.6008, grad_norm: 7.6616 2021-12-03 06:46:37,936 - mmaction - INFO - Epoch [31][1460/1793] lr: 7.500e-04, eta: 5:54:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6085, loss: 1.6085, grad_norm: 7.4140 2021-12-03 06:46:50,080 - mmaction - INFO - Epoch [31][1480/1793] lr: 7.500e-04, eta: 5:53:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5760, top5_acc: 0.8187, loss_cls: 1.6867, loss: 1.6867, grad_norm: 7.7987 2021-12-03 06:47:02,231 - mmaction - INFO - Epoch [31][1500/1793] lr: 7.500e-04, eta: 5:53:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5760, top5_acc: 0.8281, loss_cls: 1.6279, loss: 1.6279, grad_norm: 7.7577 2021-12-03 06:47:14,371 - mmaction - INFO - Epoch [31][1520/1793] lr: 7.500e-04, eta: 5:53:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5760, top5_acc: 0.8365, loss_cls: 1.6403, loss: 1.6403, grad_norm: 7.8213 2021-12-03 06:47:26,514 - mmaction - INFO - Epoch [31][1540/1793] lr: 7.500e-04, eta: 5:53:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5875, top5_acc: 0.8438, loss_cls: 1.5605, loss: 1.5605, grad_norm: 7.3239 2021-12-03 06:47:38,705 - mmaction - INFO - Epoch [31][1560/1793] lr: 7.500e-04, eta: 5:53:03, time: 0.610, data_time: 0.000, memory: 10469, top1_acc: 0.6073, top5_acc: 0.8469, loss_cls: 1.5648, loss: 1.5648, grad_norm: 7.8282 2021-12-03 06:47:50,865 - mmaction - INFO - Epoch [31][1580/1793] lr: 7.500e-04, eta: 5:52:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5938, top5_acc: 0.8250, loss_cls: 1.5865, loss: 1.5865, grad_norm: 7.4223 2021-12-03 06:48:03,012 - mmaction - INFO - Epoch [31][1600/1793] lr: 7.500e-04, eta: 5:52:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5927, top5_acc: 0.8323, loss_cls: 1.5841, loss: 1.5841, grad_norm: 7.3698 2021-12-03 06:48:15,171 - mmaction - INFO - Epoch [31][1620/1793] lr: 7.500e-04, eta: 5:52:25, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5875, top5_acc: 0.8250, loss_cls: 1.6042, loss: 1.6042, grad_norm: 7.3485 2021-12-03 06:48:27,344 - mmaction - INFO - Epoch [31][1640/1793] lr: 7.500e-04, eta: 5:52:13, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.5854, top5_acc: 0.8385, loss_cls: 1.5587, loss: 1.5587, grad_norm: 7.6085 2021-12-03 06:48:39,495 - mmaction - INFO - Epoch [31][1660/1793] lr: 7.500e-04, eta: 5:52:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5740, top5_acc: 0.8281, loss_cls: 1.6430, loss: 1.6430, grad_norm: 7.8579 2021-12-03 06:48:51,649 - mmaction - INFO - Epoch [31][1680/1793] lr: 7.500e-04, eta: 5:51:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6083, top5_acc: 0.8427, loss_cls: 1.5445, loss: 1.5445, grad_norm: 7.7047 2021-12-03 06:49:03,794 - mmaction - INFO - Epoch [31][1700/1793] lr: 7.500e-04, eta: 5:51:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5781, top5_acc: 0.8500, loss_cls: 1.5313, loss: 1.5313, grad_norm: 7.5690 2021-12-03 06:49:15,946 - mmaction - INFO - Epoch [31][1720/1793] lr: 7.500e-04, eta: 5:51:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5990, top5_acc: 0.8521, loss_cls: 1.5018, loss: 1.5018, grad_norm: 7.3231 2021-12-03 06:49:28,105 - mmaction - INFO - Epoch [31][1740/1793] lr: 7.500e-04, eta: 5:51:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6000, top5_acc: 0.8479, loss_cls: 1.5091, loss: 1.5091, grad_norm: 7.4684 2021-12-03 06:49:40,270 - mmaction - INFO - Epoch [31][1760/1793] lr: 7.500e-04, eta: 5:50:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8292, loss_cls: 1.5405, loss: 1.5405, grad_norm: 7.3982 2021-12-03 06:49:52,424 - mmaction - INFO - Epoch [31][1780/1793] lr: 7.500e-04, eta: 5:50:45, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6052, top5_acc: 0.8458, loss_cls: 1.4982, loss: 1.4982, grad_norm: 7.6710 2021-12-03 06:51:12,219 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:51:12,372 - mmaction - INFO - top1_acc 0.4409 top5_acc 0.7472 2021-12-03 06:51:12,372 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:51:12,381 - mmaction - INFO - mean_acc 0.4012 2021-12-03 06:51:16,865 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2021-12-03 06:51:16,865 - mmaction - INFO - Best top1_acc is 0.4409 at 31 epoch. 2021-12-03 06:51:16,869 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-12-03 06:51:21,109 - mmaction - INFO - Epoch(val) [31][241] top1_acc: 0.4409, top5_acc: 0.7472, mean_class_accuracy: 0.4012 2021-12-03 06:51:59,660 - mmaction - INFO - Epoch [32][20/1793] lr: 7.500e-04, eta: 5:50:36, time: 1.927, data_time: 1.325, memory: 10469, top1_acc: 0.6000, top5_acc: 0.8604, loss_cls: 1.5120, loss: 1.5120, grad_norm: 7.6067 2021-12-03 06:52:11,759 - mmaction - INFO - Epoch [32][40/1793] lr: 7.500e-04, eta: 5:50:24, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8479, loss_cls: 1.4734, loss: 1.4734, grad_norm: 7.7982 2021-12-03 06:52:23,838 - mmaction - INFO - Epoch [32][60/1793] lr: 7.500e-04, eta: 5:50:11, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8448, loss_cls: 1.5495, loss: 1.5495, grad_norm: 7.5817 2021-12-03 06:52:35,963 - mmaction - INFO - Epoch [32][80/1793] lr: 7.500e-04, eta: 5:49:59, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8385, loss_cls: 1.4581, loss: 1.4581, grad_norm: 7.4274 2021-12-03 06:52:48,086 - mmaction - INFO - Epoch [32][100/1793] lr: 7.500e-04, eta: 5:49:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5979, top5_acc: 0.8417, loss_cls: 1.5195, loss: 1.5195, grad_norm: 7.3684 2021-12-03 06:53:00,223 - mmaction - INFO - Epoch [32][120/1793] lr: 7.500e-04, eta: 5:49:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5885, top5_acc: 0.8396, loss_cls: 1.5610, loss: 1.5610, grad_norm: 7.6580 2021-12-03 06:53:12,360 - mmaction - INFO - Epoch [32][140/1793] lr: 7.500e-04, eta: 5:49:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6073, top5_acc: 0.8531, loss_cls: 1.4768, loss: 1.4768, grad_norm: 7.6175 2021-12-03 06:53:24,493 - mmaction - INFO - Epoch [32][160/1793] lr: 7.500e-04, eta: 5:49:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8500, loss_cls: 1.4811, loss: 1.4811, grad_norm: 7.5814 2021-12-03 06:53:36,638 - mmaction - INFO - Epoch [32][180/1793] lr: 7.500e-04, eta: 5:48:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5927, top5_acc: 0.8469, loss_cls: 1.5288, loss: 1.5288, grad_norm: 7.8114 2021-12-03 06:53:48,774 - mmaction - INFO - Epoch [32][200/1793] lr: 7.500e-04, eta: 5:48:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6052, top5_acc: 0.8510, loss_cls: 1.5148, loss: 1.5148, grad_norm: 7.6167 2021-12-03 06:54:00,895 - mmaction - INFO - Epoch [32][220/1793] lr: 7.500e-04, eta: 5:48:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5990, top5_acc: 0.8281, loss_cls: 1.6251, loss: 1.6251, grad_norm: 7.7724 2021-12-03 06:54:13,014 - mmaction - INFO - Epoch [32][240/1793] lr: 7.500e-04, eta: 5:48:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6156, top5_acc: 0.8417, loss_cls: 1.4607, loss: 1.4607, grad_norm: 7.5381 2021-12-03 06:54:25,148 - mmaction - INFO - Epoch [32][260/1793] lr: 7.500e-04, eta: 5:48:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5917, top5_acc: 0.8292, loss_cls: 1.5727, loss: 1.5727, grad_norm: 7.4483 2021-12-03 06:54:37,278 - mmaction - INFO - Epoch [32][280/1793] lr: 7.500e-04, eta: 5:47:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5823, top5_acc: 0.8562, loss_cls: 1.5246, loss: 1.5246, grad_norm: 7.5886 2021-12-03 06:54:49,400 - mmaction - INFO - Epoch [32][300/1793] lr: 7.500e-04, eta: 5:47:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8635, loss_cls: 1.4096, loss: 1.4096, grad_norm: 7.3695 2021-12-03 06:55:01,518 - mmaction - INFO - Epoch [32][320/1793] lr: 7.500e-04, eta: 5:47:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6042, top5_acc: 0.8448, loss_cls: 1.5098, loss: 1.5098, grad_norm: 7.6472 2021-12-03 06:55:13,649 - mmaction - INFO - Epoch [32][340/1793] lr: 7.500e-04, eta: 5:47:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6083, top5_acc: 0.8604, loss_cls: 1.4790, loss: 1.4790, grad_norm: 7.7779 2021-12-03 06:55:25,785 - mmaction - INFO - Epoch [32][360/1793] lr: 7.500e-04, eta: 5:47:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6073, top5_acc: 0.8208, loss_cls: 1.5482, loss: 1.5482, grad_norm: 7.5715 2021-12-03 06:55:37,930 - mmaction - INFO - Epoch [32][380/1793] lr: 7.500e-04, eta: 5:46:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6281, top5_acc: 0.8427, loss_cls: 1.4354, loss: 1.4354, grad_norm: 7.5379 2021-12-03 06:55:50,060 - mmaction - INFO - Epoch [32][400/1793] lr: 7.500e-04, eta: 5:46:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8604, loss_cls: 1.4490, loss: 1.4490, grad_norm: 7.3484 2021-12-03 06:56:02,195 - mmaction - INFO - Epoch [32][420/1793] lr: 7.500e-04, eta: 5:46:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6000, top5_acc: 0.8552, loss_cls: 1.4545, loss: 1.4545, grad_norm: 7.8239 2021-12-03 06:56:14,331 - mmaction - INFO - Epoch [32][440/1793] lr: 7.500e-04, eta: 5:46:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8385, loss_cls: 1.5175, loss: 1.5175, grad_norm: 7.6321 2021-12-03 06:56:26,449 - mmaction - INFO - Epoch [32][460/1793] lr: 7.500e-04, eta: 5:46:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5979, top5_acc: 0.8354, loss_cls: 1.5662, loss: 1.5662, grad_norm: 7.6496 2021-12-03 06:56:38,585 - mmaction - INFO - Epoch [32][480/1793] lr: 7.500e-04, eta: 5:45:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8458, loss_cls: 1.5282, loss: 1.5282, grad_norm: 7.6826 2021-12-03 06:56:50,742 - mmaction - INFO - Epoch [32][500/1793] lr: 7.500e-04, eta: 5:45:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6156, top5_acc: 0.8448, loss_cls: 1.4785, loss: 1.4785, grad_norm: 7.5991 2021-12-03 06:57:02,882 - mmaction - INFO - Epoch [32][520/1793] lr: 7.500e-04, eta: 5:45:24, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8542, loss_cls: 1.4632, loss: 1.4632, grad_norm: 7.7014 2021-12-03 06:57:15,033 - mmaction - INFO - Epoch [32][540/1793] lr: 7.500e-04, eta: 5:45:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6042, top5_acc: 0.8333, loss_cls: 1.5730, loss: 1.5730, grad_norm: 7.6859 2021-12-03 06:57:27,162 - mmaction - INFO - Epoch [32][560/1793] lr: 7.500e-04, eta: 5:44:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8667, loss_cls: 1.4282, loss: 1.4282, grad_norm: 7.4694 2021-12-03 06:57:39,292 - mmaction - INFO - Epoch [32][580/1793] lr: 7.500e-04, eta: 5:44:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5740, top5_acc: 0.8375, loss_cls: 1.5557, loss: 1.5557, grad_norm: 7.8050 2021-12-03 06:57:51,445 - mmaction - INFO - Epoch [32][600/1793] lr: 7.500e-04, eta: 5:44:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5948, top5_acc: 0.8521, loss_cls: 1.5488, loss: 1.5488, grad_norm: 7.9147 2021-12-03 06:58:03,584 - mmaction - INFO - Epoch [32][620/1793] lr: 7.500e-04, eta: 5:44:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8469, loss_cls: 1.5518, loss: 1.5518, grad_norm: 7.7327 2021-12-03 06:58:15,728 - mmaction - INFO - Epoch [32][640/1793] lr: 7.500e-04, eta: 5:44:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6062, top5_acc: 0.8323, loss_cls: 1.5424, loss: 1.5424, grad_norm: 7.4710 2021-12-03 06:58:27,890 - mmaction - INFO - Epoch [32][660/1793] lr: 7.500e-04, eta: 5:43:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8583, loss_cls: 1.4214, loss: 1.4214, grad_norm: 7.5037 2021-12-03 06:58:40,026 - mmaction - INFO - Epoch [32][680/1793] lr: 7.500e-04, eta: 5:43:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6021, top5_acc: 0.8396, loss_cls: 1.5680, loss: 1.5680, grad_norm: 8.0080 2021-12-03 06:58:52,182 - mmaction - INFO - Epoch [32][700/1793] lr: 7.500e-04, eta: 5:43:31, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6073, top5_acc: 0.8552, loss_cls: 1.4625, loss: 1.4625, grad_norm: 7.5187 2021-12-03 06:59:04,330 - mmaction - INFO - Epoch [32][720/1793] lr: 7.500e-04, eta: 5:43:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6073, top5_acc: 0.8510, loss_cls: 1.5673, loss: 1.5673, grad_norm: 8.0024 2021-12-03 06:59:16,465 - mmaction - INFO - Epoch [32][740/1793] lr: 7.500e-04, eta: 5:43:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5833, top5_acc: 0.8365, loss_cls: 1.6023, loss: 1.6023, grad_norm: 8.0383 2021-12-03 06:59:28,613 - mmaction - INFO - Epoch [32][760/1793] lr: 7.500e-04, eta: 5:42:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8521, loss_cls: 1.4671, loss: 1.4671, grad_norm: 7.6462 2021-12-03 06:59:40,755 - mmaction - INFO - Epoch [32][780/1793] lr: 7.500e-04, eta: 5:42:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6219, top5_acc: 0.8448, loss_cls: 1.5459, loss: 1.5459, grad_norm: 7.8625 2021-12-03 06:59:52,894 - mmaction - INFO - Epoch [32][800/1793] lr: 7.500e-04, eta: 5:42:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6167, top5_acc: 0.8417, loss_cls: 1.4943, loss: 1.4943, grad_norm: 7.7475 2021-12-03 07:00:05,048 - mmaction - INFO - Epoch [32][820/1793] lr: 7.500e-04, eta: 5:42:17, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8615, loss_cls: 1.4582, loss: 1.4582, grad_norm: 7.5221 2021-12-03 07:00:17,178 - mmaction - INFO - Epoch [32][840/1793] lr: 7.500e-04, eta: 5:42:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6281, top5_acc: 0.8510, loss_cls: 1.4758, loss: 1.4758, grad_norm: 7.4983 2021-12-03 07:00:29,303 - mmaction - INFO - Epoch [32][860/1793] lr: 7.500e-04, eta: 5:41:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5865, top5_acc: 0.8365, loss_cls: 1.5633, loss: 1.5633, grad_norm: 7.7050 2021-12-03 07:00:41,433 - mmaction - INFO - Epoch [32][880/1793] lr: 7.500e-04, eta: 5:41:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8281, loss_cls: 1.5506, loss: 1.5506, grad_norm: 7.7755 2021-12-03 07:00:53,584 - mmaction - INFO - Epoch [32][900/1793] lr: 7.500e-04, eta: 5:41:27, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8344, loss_cls: 1.5325, loss: 1.5325, grad_norm: 7.6030 2021-12-03 07:01:05,742 - mmaction - INFO - Epoch [32][920/1793] lr: 7.500e-04, eta: 5:41:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5823, top5_acc: 0.8250, loss_cls: 1.6355, loss: 1.6355, grad_norm: 7.8879 2021-12-03 07:01:17,894 - mmaction - INFO - Epoch [32][940/1793] lr: 7.500e-04, eta: 5:41:02, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8656, loss_cls: 1.3940, loss: 1.3940, grad_norm: 7.6955 2021-12-03 07:01:30,046 - mmaction - INFO - Epoch [32][960/1793] lr: 7.500e-04, eta: 5:40:49, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6010, top5_acc: 0.8479, loss_cls: 1.5326, loss: 1.5326, grad_norm: 7.7185 2021-12-03 07:01:42,190 - mmaction - INFO - Epoch [32][980/1793] lr: 7.500e-04, eta: 5:40:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6156, top5_acc: 0.8469, loss_cls: 1.5423, loss: 1.5423, grad_norm: 7.6897 2021-12-03 07:01:54,342 - mmaction - INFO - Epoch [32][1000/1793] lr: 7.500e-04, eta: 5:40:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5865, top5_acc: 0.8281, loss_cls: 1.5609, loss: 1.5609, grad_norm: 7.8199 2021-12-03 07:02:06,465 - mmaction - INFO - Epoch [32][1020/1793] lr: 7.500e-04, eta: 5:40:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6021, top5_acc: 0.8313, loss_cls: 1.5415, loss: 1.5415, grad_norm: 7.7661 2021-12-03 07:02:18,600 - mmaction - INFO - Epoch [32][1040/1793] lr: 7.500e-04, eta: 5:39:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6031, top5_acc: 0.8479, loss_cls: 1.4730, loss: 1.4730, grad_norm: 7.4809 2021-12-03 07:02:30,765 - mmaction - INFO - Epoch [32][1060/1793] lr: 7.500e-04, eta: 5:39:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8677, loss_cls: 1.4449, loss: 1.4449, grad_norm: 7.9590 2021-12-03 07:02:42,921 - mmaction - INFO - Epoch [32][1080/1793] lr: 7.500e-04, eta: 5:39:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6135, top5_acc: 0.8427, loss_cls: 1.5333, loss: 1.5333, grad_norm: 7.7347 2021-12-03 07:02:55,078 - mmaction - INFO - Epoch [32][1100/1793] lr: 7.500e-04, eta: 5:39:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5948, top5_acc: 0.8292, loss_cls: 1.5775, loss: 1.5775, grad_norm: 7.7961 2021-12-03 07:03:07,237 - mmaction - INFO - Epoch [32][1120/1793] lr: 7.500e-04, eta: 5:39:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6052, top5_acc: 0.8531, loss_cls: 1.5275, loss: 1.5275, grad_norm: 7.8123 2021-12-03 07:03:19,398 - mmaction - INFO - Epoch [32][1140/1793] lr: 7.500e-04, eta: 5:38:57, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6156, top5_acc: 0.8438, loss_cls: 1.5030, loss: 1.5030, grad_norm: 7.8847 2021-12-03 07:03:31,547 - mmaction - INFO - Epoch [32][1160/1793] lr: 7.500e-04, eta: 5:38:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5781, top5_acc: 0.8281, loss_cls: 1.6357, loss: 1.6357, grad_norm: 8.3498 2021-12-03 07:03:43,706 - mmaction - INFO - Epoch [32][1180/1793] lr: 7.500e-04, eta: 5:38:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6031, top5_acc: 0.8396, loss_cls: 1.5436, loss: 1.5436, grad_norm: 7.9632 2021-12-03 07:03:55,856 - mmaction - INFO - Epoch [32][1200/1793] lr: 7.500e-04, eta: 5:38:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8448, loss_cls: 1.4923, loss: 1.4923, grad_norm: 7.8278 2021-12-03 07:04:08,016 - mmaction - INFO - Epoch [32][1220/1793] lr: 7.500e-04, eta: 5:38:07, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8500, loss_cls: 1.5377, loss: 1.5377, grad_norm: 8.1137 2021-12-03 07:04:20,163 - mmaction - INFO - Epoch [32][1240/1793] lr: 7.500e-04, eta: 5:37:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8740, loss_cls: 1.4276, loss: 1.4276, grad_norm: 7.6056 2021-12-03 07:04:32,321 - mmaction - INFO - Epoch [32][1260/1793] lr: 7.500e-04, eta: 5:37:42, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8375, loss_cls: 1.5353, loss: 1.5353, grad_norm: 7.5168 2021-12-03 07:04:44,468 - mmaction - INFO - Epoch [32][1280/1793] lr: 7.500e-04, eta: 5:37:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5969, top5_acc: 0.8521, loss_cls: 1.4984, loss: 1.4984, grad_norm: 7.5753 2021-12-03 07:04:56,618 - mmaction - INFO - Epoch [32][1300/1793] lr: 7.500e-04, eta: 5:37:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8521, loss_cls: 1.4820, loss: 1.4820, grad_norm: 7.7506 2021-12-03 07:05:08,775 - mmaction - INFO - Epoch [32][1320/1793] lr: 7.500e-04, eta: 5:37:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8448, loss_cls: 1.4771, loss: 1.4771, grad_norm: 7.7534 2021-12-03 07:05:20,936 - mmaction - INFO - Epoch [32][1340/1793] lr: 7.500e-04, eta: 5:36:52, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6031, top5_acc: 0.8375, loss_cls: 1.5357, loss: 1.5357, grad_norm: 7.7473 2021-12-03 07:05:33,104 - mmaction - INFO - Epoch [32][1360/1793] lr: 7.500e-04, eta: 5:36:40, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8542, loss_cls: 1.4392, loss: 1.4392, grad_norm: 7.6697 2021-12-03 07:05:45,247 - mmaction - INFO - Epoch [32][1380/1793] lr: 7.500e-04, eta: 5:36:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5833, top5_acc: 0.8500, loss_cls: 1.5525, loss: 1.5525, grad_norm: 7.8999 2021-12-03 07:05:57,389 - mmaction - INFO - Epoch [32][1400/1793] lr: 7.500e-04, eta: 5:36:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6271, top5_acc: 0.8365, loss_cls: 1.5106, loss: 1.5106, grad_norm: 7.5551 2021-12-03 07:06:09,546 - mmaction - INFO - Epoch [32][1420/1793] lr: 7.500e-04, eta: 5:36:02, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6146, top5_acc: 0.8583, loss_cls: 1.4833, loss: 1.4833, grad_norm: 7.6885 2021-12-03 07:06:21,687 - mmaction - INFO - Epoch [32][1440/1793] lr: 7.500e-04, eta: 5:35:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5740, top5_acc: 0.8146, loss_cls: 1.6513, loss: 1.6513, grad_norm: 8.0929 2021-12-03 07:06:33,844 - mmaction - INFO - Epoch [32][1460/1793] lr: 7.500e-04, eta: 5:35:37, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8573, loss_cls: 1.4450, loss: 1.4450, grad_norm: 7.8157 2021-12-03 07:06:46,006 - mmaction - INFO - Epoch [32][1480/1793] lr: 7.500e-04, eta: 5:35:25, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5844, top5_acc: 0.8406, loss_cls: 1.5666, loss: 1.5666, grad_norm: 8.0344 2021-12-03 07:06:58,144 - mmaction - INFO - Epoch [32][1500/1793] lr: 7.500e-04, eta: 5:35:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6083, top5_acc: 0.8615, loss_cls: 1.4545, loss: 1.4545, grad_norm: 8.0135 2021-12-03 07:07:10,297 - mmaction - INFO - Epoch [32][1520/1793] lr: 7.500e-04, eta: 5:35:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8677, loss_cls: 1.4265, loss: 1.4265, grad_norm: 7.7404 2021-12-03 07:07:22,451 - mmaction - INFO - Epoch [32][1540/1793] lr: 7.500e-04, eta: 5:34:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8385, loss_cls: 1.5347, loss: 1.5347, grad_norm: 7.7269 2021-12-03 07:07:34,597 - mmaction - INFO - Epoch [32][1560/1793] lr: 7.500e-04, eta: 5:34:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5656, top5_acc: 0.8281, loss_cls: 1.6236, loss: 1.6236, grad_norm: 7.8816 2021-12-03 07:07:46,746 - mmaction - INFO - Epoch [32][1580/1793] lr: 7.500e-04, eta: 5:34:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6010, top5_acc: 0.8438, loss_cls: 1.5185, loss: 1.5185, grad_norm: 7.7310 2021-12-03 07:07:58,914 - mmaction - INFO - Epoch [32][1600/1793] lr: 7.500e-04, eta: 5:34:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8448, loss_cls: 1.4325, loss: 1.4325, grad_norm: 7.4466 2021-12-03 07:08:11,066 - mmaction - INFO - Epoch [32][1620/1793] lr: 7.500e-04, eta: 5:33:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5813, top5_acc: 0.8385, loss_cls: 1.6094, loss: 1.6094, grad_norm: 7.8892 2021-12-03 07:08:23,217 - mmaction - INFO - Epoch [32][1640/1793] lr: 7.500e-04, eta: 5:33:45, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6146, top5_acc: 0.8604, loss_cls: 1.4868, loss: 1.4868, grad_norm: 7.9470 2021-12-03 07:08:35,356 - mmaction - INFO - Epoch [32][1660/1793] lr: 7.500e-04, eta: 5:33:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8552, loss_cls: 1.4094, loss: 1.4094, grad_norm: 7.6053 2021-12-03 07:08:47,493 - mmaction - INFO - Epoch [32][1680/1793] lr: 7.500e-04, eta: 5:33:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8552, loss_cls: 1.4802, loss: 1.4802, grad_norm: 8.1092 2021-12-03 07:08:59,635 - mmaction - INFO - Epoch [32][1700/1793] lr: 7.500e-04, eta: 5:33:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8323, loss_cls: 1.5400, loss: 1.5400, grad_norm: 7.8386 2021-12-03 07:09:11,767 - mmaction - INFO - Epoch [32][1720/1793] lr: 7.500e-04, eta: 5:32:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8594, loss_cls: 1.4345, loss: 1.4345, grad_norm: 7.6274 2021-12-03 07:09:23,905 - mmaction - INFO - Epoch [32][1740/1793] lr: 7.500e-04, eta: 5:32:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5760, top5_acc: 0.8292, loss_cls: 1.6477, loss: 1.6477, grad_norm: 8.1939 2021-12-03 07:09:36,047 - mmaction - INFO - Epoch [32][1760/1793] lr: 7.500e-04, eta: 5:32:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5917, top5_acc: 0.8458, loss_cls: 1.5678, loss: 1.5678, grad_norm: 7.8590 2021-12-03 07:09:48,198 - mmaction - INFO - Epoch [32][1780/1793] lr: 7.500e-04, eta: 5:32:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6333, top5_acc: 0.8594, loss_cls: 1.4525, loss: 1.4525, grad_norm: 7.7737 2021-12-03 07:11:08,826 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:11:08,984 - mmaction - INFO - top1_acc 0.4561 top5_acc 0.7577 2021-12-03 07:11:08,984 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:11:08,995 - mmaction - INFO - mean_acc 0.4172 2021-12-03 07:11:12,814 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-12-03 07:11:12,814 - mmaction - INFO - Best top1_acc is 0.4561 at 32 epoch. 2021-12-03 07:11:12,818 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-12-03 07:11:16,208 - mmaction - INFO - Epoch(val) [32][241] top1_acc: 0.4561, top5_acc: 0.7577, mean_class_accuracy: 0.4172 2021-12-03 07:11:54,543 - mmaction - INFO - Epoch [33][20/1793] lr: 7.500e-04, eta: 5:32:08, time: 1.917, data_time: 1.313, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8615, loss_cls: 1.3722, loss: 1.3722, grad_norm: 7.4076 2021-12-03 07:12:06,661 - mmaction - INFO - Epoch [33][40/1793] lr: 7.500e-04, eta: 5:31:55, time: 0.606, data_time: 0.002, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8677, loss_cls: 1.3782, loss: 1.3782, grad_norm: 7.5984 2021-12-03 07:12:18,741 - mmaction - INFO - Epoch [33][60/1793] lr: 7.500e-04, eta: 5:31:43, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.6219, top5_acc: 0.8458, loss_cls: 1.5012, loss: 1.5012, grad_norm: 7.9765 2021-12-03 07:12:30,808 - mmaction - INFO - Epoch [33][80/1793] lr: 7.500e-04, eta: 5:31:30, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8760, loss_cls: 1.3395, loss: 1.3395, grad_norm: 7.7927 2021-12-03 07:12:42,894 - mmaction - INFO - Epoch [33][100/1793] lr: 7.500e-04, eta: 5:31:18, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8635, loss_cls: 1.4507, loss: 1.4507, grad_norm: 8.2547 2021-12-03 07:12:55,012 - mmaction - INFO - Epoch [33][120/1793] lr: 7.500e-04, eta: 5:31:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6156, top5_acc: 0.8667, loss_cls: 1.4587, loss: 1.4587, grad_norm: 8.2587 2021-12-03 07:13:07,125 - mmaction - INFO - Epoch [33][140/1793] lr: 7.500e-04, eta: 5:30:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6240, top5_acc: 0.8688, loss_cls: 1.4337, loss: 1.4337, grad_norm: 7.8713 2021-12-03 07:13:19,261 - mmaction - INFO - Epoch [33][160/1793] lr: 7.500e-04, eta: 5:30:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6240, top5_acc: 0.8677, loss_cls: 1.4300, loss: 1.4300, grad_norm: 8.0728 2021-12-03 07:13:31,364 - mmaction - INFO - Epoch [33][180/1793] lr: 7.500e-04, eta: 5:30:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.4234, loss: 1.4234, grad_norm: 7.9457 2021-12-03 07:13:43,492 - mmaction - INFO - Epoch [33][200/1793] lr: 7.500e-04, eta: 5:30:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.5938, top5_acc: 0.8562, loss_cls: 1.5050, loss: 1.5050, grad_norm: 8.4514 2021-12-03 07:13:55,617 - mmaction - INFO - Epoch [33][220/1793] lr: 7.500e-04, eta: 5:30:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8552, loss_cls: 1.4432, loss: 1.4432, grad_norm: 7.8819 2021-12-03 07:14:07,742 - mmaction - INFO - Epoch [33][240/1793] lr: 7.500e-04, eta: 5:29:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8531, loss_cls: 1.4583, loss: 1.4583, grad_norm: 7.6973 2021-12-03 07:14:19,866 - mmaction - INFO - Epoch [33][260/1793] lr: 7.500e-04, eta: 5:29:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8417, loss_cls: 1.4301, loss: 1.4301, grad_norm: 7.8070 2021-12-03 07:14:32,012 - mmaction - INFO - Epoch [33][280/1793] lr: 7.500e-04, eta: 5:29:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5906, top5_acc: 0.8344, loss_cls: 1.5765, loss: 1.5765, grad_norm: 8.1230 2021-12-03 07:14:44,163 - mmaction - INFO - Epoch [33][300/1793] lr: 7.500e-04, eta: 5:29:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8573, loss_cls: 1.4237, loss: 1.4237, grad_norm: 7.6949 2021-12-03 07:14:56,285 - mmaction - INFO - Epoch [33][320/1793] lr: 7.500e-04, eta: 5:29:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8385, loss_cls: 1.5095, loss: 1.5095, grad_norm: 7.9565 2021-12-03 07:15:08,432 - mmaction - INFO - Epoch [33][340/1793] lr: 7.500e-04, eta: 5:28:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5958, top5_acc: 0.8594, loss_cls: 1.4773, loss: 1.4773, grad_norm: 8.2594 2021-12-03 07:15:20,587 - mmaction - INFO - Epoch [33][360/1793] lr: 7.500e-04, eta: 5:28:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8615, loss_cls: 1.4743, loss: 1.4743, grad_norm: 8.1603 2021-12-03 07:15:32,735 - mmaction - INFO - Epoch [33][380/1793] lr: 7.500e-04, eta: 5:28:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6271, top5_acc: 0.8438, loss_cls: 1.4986, loss: 1.4986, grad_norm: 7.8710 2021-12-03 07:15:44,869 - mmaction - INFO - Epoch [33][400/1793] lr: 7.500e-04, eta: 5:28:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6240, top5_acc: 0.8583, loss_cls: 1.4648, loss: 1.4648, grad_norm: 7.7314 2021-12-03 07:15:57,033 - mmaction - INFO - Epoch [33][420/1793] lr: 7.500e-04, eta: 5:27:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8635, loss_cls: 1.4224, loss: 1.4224, grad_norm: 7.5960 2021-12-03 07:16:09,189 - mmaction - INFO - Epoch [33][440/1793] lr: 7.500e-04, eta: 5:27:46, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8490, loss_cls: 1.4377, loss: 1.4377, grad_norm: 8.0019 2021-12-03 07:16:21,353 - mmaction - INFO - Epoch [33][460/1793] lr: 7.500e-04, eta: 5:27:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8500, loss_cls: 1.4798, loss: 1.4798, grad_norm: 8.2150 2021-12-03 07:16:33,511 - mmaction - INFO - Epoch [33][480/1793] lr: 7.500e-04, eta: 5:27:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8573, loss_cls: 1.4099, loss: 1.4099, grad_norm: 7.9069 2021-12-03 07:16:45,663 - mmaction - INFO - Epoch [33][500/1793] lr: 7.500e-04, eta: 5:27:08, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5896, top5_acc: 0.8438, loss_cls: 1.5290, loss: 1.5290, grad_norm: 8.1699 2021-12-03 07:16:57,821 - mmaction - INFO - Epoch [33][520/1793] lr: 7.500e-04, eta: 5:26:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8604, loss_cls: 1.4236, loss: 1.4236, grad_norm: 8.0814 2021-12-03 07:17:09,969 - mmaction - INFO - Epoch [33][540/1793] lr: 7.500e-04, eta: 5:26:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8615, loss_cls: 1.4376, loss: 1.4376, grad_norm: 8.0526 2021-12-03 07:17:22,138 - mmaction - INFO - Epoch [33][560/1793] lr: 7.500e-04, eta: 5:26:31, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5938, top5_acc: 0.8458, loss_cls: 1.4955, loss: 1.4955, grad_norm: 7.8639 2021-12-03 07:17:34,282 - mmaction - INFO - Epoch [33][580/1793] lr: 7.500e-04, eta: 5:26:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8365, loss_cls: 1.5395, loss: 1.5395, grad_norm: 7.9922 2021-12-03 07:17:46,451 - mmaction - INFO - Epoch [33][600/1793] lr: 7.500e-04, eta: 5:26:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6031, top5_acc: 0.8417, loss_cls: 1.4920, loss: 1.4920, grad_norm: 8.0818 2021-12-03 07:17:58,610 - mmaction - INFO - Epoch [33][620/1793] lr: 7.500e-04, eta: 5:25:53, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5969, top5_acc: 0.8521, loss_cls: 1.5436, loss: 1.5436, grad_norm: 8.0824 2021-12-03 07:18:10,751 - mmaction - INFO - Epoch [33][640/1793] lr: 7.500e-04, eta: 5:25:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5990, top5_acc: 0.8458, loss_cls: 1.5127, loss: 1.5127, grad_norm: 8.1012 2021-12-03 07:18:22,913 - mmaction - INFO - Epoch [33][660/1793] lr: 7.500e-04, eta: 5:25:28, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6062, top5_acc: 0.8531, loss_cls: 1.4995, loss: 1.4995, grad_norm: 8.0605 2021-12-03 07:18:35,089 - mmaction - INFO - Epoch [33][680/1793] lr: 7.500e-04, eta: 5:25:16, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8510, loss_cls: 1.4841, loss: 1.4841, grad_norm: 8.0605 2021-12-03 07:18:47,232 - mmaction - INFO - Epoch [33][700/1793] lr: 7.500e-04, eta: 5:25:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5927, top5_acc: 0.8500, loss_cls: 1.4931, loss: 1.4931, grad_norm: 7.8452 2021-12-03 07:18:59,397 - mmaction - INFO - Epoch [33][720/1793] lr: 7.500e-04, eta: 5:24:51, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8500, loss_cls: 1.4290, loss: 1.4290, grad_norm: 7.7121 2021-12-03 07:19:11,558 - mmaction - INFO - Epoch [33][740/1793] lr: 7.500e-04, eta: 5:24:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8802, loss_cls: 1.3807, loss: 1.3807, grad_norm: 8.0078 2021-12-03 07:19:23,703 - mmaction - INFO - Epoch [33][760/1793] lr: 7.500e-04, eta: 5:24:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8594, loss_cls: 1.4335, loss: 1.4335, grad_norm: 8.1756 2021-12-03 07:19:35,869 - mmaction - INFO - Epoch [33][780/1793] lr: 7.500e-04, eta: 5:24:14, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6156, top5_acc: 0.8615, loss_cls: 1.4323, loss: 1.4323, grad_norm: 7.7932 2021-12-03 07:19:48,019 - mmaction - INFO - Epoch [33][800/1793] lr: 7.500e-04, eta: 5:24:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8583, loss_cls: 1.4631, loss: 1.4631, grad_norm: 7.9287 2021-12-03 07:20:00,183 - mmaction - INFO - Epoch [33][820/1793] lr: 7.500e-04, eta: 5:23:49, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8510, loss_cls: 1.4544, loss: 1.4544, grad_norm: 8.0657 2021-12-03 07:20:12,358 - mmaction - INFO - Epoch [33][840/1793] lr: 7.500e-04, eta: 5:23:36, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8583, loss_cls: 1.4367, loss: 1.4367, grad_norm: 7.9504 2021-12-03 07:20:24,515 - mmaction - INFO - Epoch [33][860/1793] lr: 7.500e-04, eta: 5:23:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8812, loss_cls: 1.3734, loss: 1.3734, grad_norm: 7.7284 2021-12-03 07:20:36,666 - mmaction - INFO - Epoch [33][880/1793] lr: 7.500e-04, eta: 5:23:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6062, top5_acc: 0.8510, loss_cls: 1.5043, loss: 1.5043, grad_norm: 8.3708 2021-12-03 07:20:48,835 - mmaction - INFO - Epoch [33][900/1793] lr: 7.500e-04, eta: 5:22:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6219, top5_acc: 0.8562, loss_cls: 1.4725, loss: 1.4725, grad_norm: 8.0382 2021-12-03 07:21:00,997 - mmaction - INFO - Epoch [33][920/1793] lr: 7.500e-04, eta: 5:22:46, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8594, loss_cls: 1.4088, loss: 1.4088, grad_norm: 8.1270 2021-12-03 07:21:13,153 - mmaction - INFO - Epoch [33][940/1793] lr: 7.500e-04, eta: 5:22:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8646, loss_cls: 1.4631, loss: 1.4631, grad_norm: 8.1713 2021-12-03 07:21:25,313 - mmaction - INFO - Epoch [33][960/1793] lr: 7.500e-04, eta: 5:22:22, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8729, loss_cls: 1.3892, loss: 1.3892, grad_norm: 7.8781 2021-12-03 07:21:37,470 - mmaction - INFO - Epoch [33][980/1793] lr: 7.500e-04, eta: 5:22:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8583, loss_cls: 1.4251, loss: 1.4251, grad_norm: 7.8428 2021-12-03 07:21:49,610 - mmaction - INFO - Epoch [33][1000/1793] lr: 7.500e-04, eta: 5:21:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8562, loss_cls: 1.4695, loss: 1.4695, grad_norm: 8.3847 2021-12-03 07:22:01,764 - mmaction - INFO - Epoch [33][1020/1793] lr: 7.500e-04, eta: 5:21:44, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8688, loss_cls: 1.4750, loss: 1.4750, grad_norm: 8.5460 2021-12-03 07:22:13,914 - mmaction - INFO - Epoch [33][1040/1793] lr: 7.500e-04, eta: 5:21:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8771, loss_cls: 1.3573, loss: 1.3573, grad_norm: 8.0664 2021-12-03 07:22:26,049 - mmaction - INFO - Epoch [33][1060/1793] lr: 7.500e-04, eta: 5:21:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8583, loss_cls: 1.4248, loss: 1.4248, grad_norm: 7.8829 2021-12-03 07:22:38,174 - mmaction - INFO - Epoch [33][1080/1793] lr: 7.500e-04, eta: 5:21:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8615, loss_cls: 1.4258, loss: 1.4258, grad_norm: 8.0089 2021-12-03 07:22:50,297 - mmaction - INFO - Epoch [33][1100/1793] lr: 7.500e-04, eta: 5:20:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8438, loss_cls: 1.5390, loss: 1.5390, grad_norm: 8.3980 2021-12-03 07:23:02,432 - mmaction - INFO - Epoch [33][1120/1793] lr: 7.500e-04, eta: 5:20:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8396, loss_cls: 1.5518, loss: 1.5518, grad_norm: 8.2354 2021-12-03 07:23:14,566 - mmaction - INFO - Epoch [33][1140/1793] lr: 7.500e-04, eta: 5:20:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8729, loss_cls: 1.4164, loss: 1.4164, grad_norm: 7.9304 2021-12-03 07:23:26,707 - mmaction - INFO - Epoch [33][1160/1793] lr: 7.500e-04, eta: 5:20:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8594, loss_cls: 1.4135, loss: 1.4135, grad_norm: 8.0077 2021-12-03 07:23:38,833 - mmaction - INFO - Epoch [33][1180/1793] lr: 7.500e-04, eta: 5:20:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6083, top5_acc: 0.8448, loss_cls: 1.4890, loss: 1.4890, grad_norm: 8.1408 2021-12-03 07:23:50,964 - mmaction - INFO - Epoch [33][1200/1793] lr: 7.500e-04, eta: 5:19:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6042, top5_acc: 0.8313, loss_cls: 1.5706, loss: 1.5706, grad_norm: 8.2579 2021-12-03 07:24:03,085 - mmaction - INFO - Epoch [33][1220/1793] lr: 7.500e-04, eta: 5:19:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6000, top5_acc: 0.8323, loss_cls: 1.6145, loss: 1.6145, grad_norm: 8.1686 2021-12-03 07:24:15,211 - mmaction - INFO - Epoch [33][1240/1793] lr: 7.500e-04, eta: 5:19:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6167, top5_acc: 0.8594, loss_cls: 1.4612, loss: 1.4612, grad_norm: 8.1598 2021-12-03 07:24:27,350 - mmaction - INFO - Epoch [33][1260/1793] lr: 7.500e-04, eta: 5:19:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.5979, top5_acc: 0.8365, loss_cls: 1.5369, loss: 1.5369, grad_norm: 7.8749 2021-12-03 07:24:39,483 - mmaction - INFO - Epoch [33][1280/1793] lr: 7.500e-04, eta: 5:19:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6146, top5_acc: 0.8594, loss_cls: 1.4874, loss: 1.4874, grad_norm: 8.1028 2021-12-03 07:24:51,615 - mmaction - INFO - Epoch [33][1300/1793] lr: 7.500e-04, eta: 5:18:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8552, loss_cls: 1.5077, loss: 1.5077, grad_norm: 8.2356 2021-12-03 07:25:03,724 - mmaction - INFO - Epoch [33][1320/1793] lr: 7.500e-04, eta: 5:18:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8552, loss_cls: 1.4553, loss: 1.4553, grad_norm: 7.8681 2021-12-03 07:25:15,833 - mmaction - INFO - Epoch [33][1340/1793] lr: 7.500e-04, eta: 5:18:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8573, loss_cls: 1.3931, loss: 1.3931, grad_norm: 7.9466 2021-12-03 07:25:27,961 - mmaction - INFO - Epoch [33][1360/1793] lr: 7.500e-04, eta: 5:18:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8635, loss_cls: 1.4153, loss: 1.4153, grad_norm: 7.8419 2021-12-03 07:25:40,066 - mmaction - INFO - Epoch [33][1380/1793] lr: 7.500e-04, eta: 5:18:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.5938, top5_acc: 0.8406, loss_cls: 1.5610, loss: 1.5610, grad_norm: 8.2010 2021-12-03 07:25:52,168 - mmaction - INFO - Epoch [33][1400/1793] lr: 7.500e-04, eta: 5:17:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6271, top5_acc: 0.8313, loss_cls: 1.5191, loss: 1.5191, grad_norm: 8.1948 2021-12-03 07:26:04,289 - mmaction - INFO - Epoch [33][1420/1793] lr: 7.500e-04, eta: 5:17:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6229, top5_acc: 0.8396, loss_cls: 1.4919, loss: 1.4919, grad_norm: 8.3237 2021-12-03 07:26:16,397 - mmaction - INFO - Epoch [33][1440/1793] lr: 7.500e-04, eta: 5:17:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6042, top5_acc: 0.8625, loss_cls: 1.4742, loss: 1.4742, grad_norm: 8.4603 2021-12-03 07:26:28,502 - mmaction - INFO - Epoch [33][1460/1793] lr: 7.500e-04, eta: 5:17:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6229, top5_acc: 0.8552, loss_cls: 1.4626, loss: 1.4626, grad_norm: 8.1121 2021-12-03 07:26:40,616 - mmaction - INFO - Epoch [33][1480/1793] lr: 7.500e-04, eta: 5:16:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8594, loss_cls: 1.4317, loss: 1.4317, grad_norm: 8.0576 2021-12-03 07:26:52,739 - mmaction - INFO - Epoch [33][1500/1793] lr: 7.500e-04, eta: 5:16:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6219, top5_acc: 0.8646, loss_cls: 1.4585, loss: 1.4585, grad_norm: 8.4562 2021-12-03 07:27:04,894 - mmaction - INFO - Epoch [33][1520/1793] lr: 7.500e-04, eta: 5:16:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8646, loss_cls: 1.3928, loss: 1.3928, grad_norm: 8.2077 2021-12-03 07:27:17,015 - mmaction - INFO - Epoch [33][1540/1793] lr: 7.500e-04, eta: 5:16:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8646, loss_cls: 1.3587, loss: 1.3587, grad_norm: 7.8797 2021-12-03 07:27:29,157 - mmaction - INFO - Epoch [33][1560/1793] lr: 7.500e-04, eta: 5:16:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6219, top5_acc: 0.8625, loss_cls: 1.4304, loss: 1.4304, grad_norm: 8.2257 2021-12-03 07:27:41,278 - mmaction - INFO - Epoch [33][1580/1793] lr: 7.500e-04, eta: 5:15:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6052, top5_acc: 0.8490, loss_cls: 1.4843, loss: 1.4843, grad_norm: 8.0480 2021-12-03 07:27:53,409 - mmaction - INFO - Epoch [33][1600/1793] lr: 7.500e-04, eta: 5:15:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8677, loss_cls: 1.4076, loss: 1.4076, grad_norm: 7.9125 2021-12-03 07:28:05,554 - mmaction - INFO - Epoch [33][1620/1793] lr: 7.500e-04, eta: 5:15:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6031, top5_acc: 0.8531, loss_cls: 1.4937, loss: 1.4937, grad_norm: 8.1660 2021-12-03 07:28:17,684 - mmaction - INFO - Epoch [33][1640/1793] lr: 7.500e-04, eta: 5:15:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8552, loss_cls: 1.4021, loss: 1.4021, grad_norm: 8.0132 2021-12-03 07:28:29,795 - mmaction - INFO - Epoch [33][1660/1793] lr: 7.500e-04, eta: 5:15:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8510, loss_cls: 1.4575, loss: 1.4575, grad_norm: 8.2258 2021-12-03 07:28:41,892 - mmaction - INFO - Epoch [33][1680/1793] lr: 7.500e-04, eta: 5:14:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8604, loss_cls: 1.4203, loss: 1.4203, grad_norm: 8.0947 2021-12-03 07:28:54,021 - mmaction - INFO - Epoch [33][1700/1793] lr: 7.500e-04, eta: 5:14:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8635, loss_cls: 1.4654, loss: 1.4654, grad_norm: 8.4683 2021-12-03 07:29:06,144 - mmaction - INFO - Epoch [33][1720/1793] lr: 7.500e-04, eta: 5:14:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8667, loss_cls: 1.3957, loss: 1.3957, grad_norm: 8.3609 2021-12-03 07:29:18,284 - mmaction - INFO - Epoch [33][1740/1793] lr: 7.500e-04, eta: 5:14:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8469, loss_cls: 1.5392, loss: 1.5392, grad_norm: 8.6798 2021-12-03 07:29:30,416 - mmaction - INFO - Epoch [33][1760/1793] lr: 7.500e-04, eta: 5:14:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8604, loss_cls: 1.4326, loss: 1.4326, grad_norm: 8.0059 2021-12-03 07:29:42,578 - mmaction - INFO - Epoch [33][1780/1793] lr: 7.500e-04, eta: 5:13:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8531, loss_cls: 1.4317, loss: 1.4317, grad_norm: 7.8567 2021-12-03 07:31:02,740 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:31:02,901 - mmaction - INFO - top1_acc 0.4607 top5_acc 0.7630 2021-12-03 07:31:02,901 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:31:02,910 - mmaction - INFO - mean_acc 0.4171 2021-12-03 07:31:07,587 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. 2021-12-03 07:31:07,588 - mmaction - INFO - Best top1_acc is 0.4607 at 33 epoch. 2021-12-03 07:31:07,592 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-12-03 07:31:15,339 - mmaction - INFO - Epoch(val) [33][241] top1_acc: 0.4607, top5_acc: 0.7630, mean_class_accuracy: 0.4171 2021-12-03 07:31:55,608 - mmaction - INFO - Epoch [34][20/1793] lr: 7.500e-04, eta: 5:13:40, time: 2.013, data_time: 1.409, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8531, loss_cls: 1.4298, loss: 1.4298, grad_norm: 8.0327 2021-12-03 07:32:07,711 - mmaction - INFO - Epoch [34][40/1793] lr: 7.500e-04, eta: 5:13:28, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8417, loss_cls: 1.4761, loss: 1.4761, grad_norm: 8.3089 2021-12-03 07:32:19,806 - mmaction - INFO - Epoch [34][60/1793] lr: 7.500e-04, eta: 5:13:15, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6146, top5_acc: 0.8479, loss_cls: 1.5102, loss: 1.5102, grad_norm: 8.2602 2021-12-03 07:32:31,918 - mmaction - INFO - Epoch [34][80/1793] lr: 7.500e-04, eta: 5:13:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8760, loss_cls: 1.3642, loss: 1.3642, grad_norm: 8.0119 2021-12-03 07:32:44,043 - mmaction - INFO - Epoch [34][100/1793] lr: 7.500e-04, eta: 5:12:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8740, loss_cls: 1.3829, loss: 1.3829, grad_norm: 8.1447 2021-12-03 07:32:56,176 - mmaction - INFO - Epoch [34][120/1793] lr: 7.500e-04, eta: 5:12:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8656, loss_cls: 1.3519, loss: 1.3519, grad_norm: 7.9750 2021-12-03 07:33:08,318 - mmaction - INFO - Epoch [34][140/1793] lr: 7.500e-04, eta: 5:12:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8635, loss_cls: 1.3415, loss: 1.3415, grad_norm: 7.7724 2021-12-03 07:33:20,465 - mmaction - INFO - Epoch [34][160/1793] lr: 7.500e-04, eta: 5:12:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8823, loss_cls: 1.3847, loss: 1.3847, grad_norm: 8.3575 2021-12-03 07:33:32,604 - mmaction - INFO - Epoch [34][180/1793] lr: 7.500e-04, eta: 5:12:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8656, loss_cls: 1.4168, loss: 1.4168, grad_norm: 8.0493 2021-12-03 07:33:44,740 - mmaction - INFO - Epoch [34][200/1793] lr: 7.500e-04, eta: 5:11:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6146, top5_acc: 0.8604, loss_cls: 1.3868, loss: 1.3868, grad_norm: 8.1347 2021-12-03 07:33:56,880 - mmaction - INFO - Epoch [34][220/1793] lr: 7.500e-04, eta: 5:11:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8635, loss_cls: 1.4132, loss: 1.4132, grad_norm: 8.0192 2021-12-03 07:34:09,038 - mmaction - INFO - Epoch [34][240/1793] lr: 7.500e-04, eta: 5:11:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8365, loss_cls: 1.4844, loss: 1.4844, grad_norm: 8.3578 2021-12-03 07:34:21,195 - mmaction - INFO - Epoch [34][260/1793] lr: 7.500e-04, eta: 5:11:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6021, top5_acc: 0.8531, loss_cls: 1.4914, loss: 1.4914, grad_norm: 8.2847 2021-12-03 07:34:33,357 - mmaction - INFO - Epoch [34][280/1793] lr: 7.500e-04, eta: 5:10:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8719, loss_cls: 1.4477, loss: 1.4477, grad_norm: 8.2675 2021-12-03 07:34:45,503 - mmaction - INFO - Epoch [34][300/1793] lr: 7.500e-04, eta: 5:10:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8677, loss_cls: 1.3738, loss: 1.3738, grad_norm: 8.0992 2021-12-03 07:34:57,672 - mmaction - INFO - Epoch [34][320/1793] lr: 7.500e-04, eta: 5:10:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8823, loss_cls: 1.3544, loss: 1.3544, grad_norm: 8.2650 2021-12-03 07:35:09,823 - mmaction - INFO - Epoch [34][340/1793] lr: 7.500e-04, eta: 5:10:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8583, loss_cls: 1.4022, loss: 1.4022, grad_norm: 8.1196 2021-12-03 07:35:21,979 - mmaction - INFO - Epoch [34][360/1793] lr: 7.500e-04, eta: 5:10:08, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8625, loss_cls: 1.4171, loss: 1.4171, grad_norm: 8.2826 2021-12-03 07:35:34,132 - mmaction - INFO - Epoch [34][380/1793] lr: 7.500e-04, eta: 5:09:56, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.5917, top5_acc: 0.8458, loss_cls: 1.5323, loss: 1.5323, grad_norm: 8.5750 2021-12-03 07:35:46,279 - mmaction - INFO - Epoch [34][400/1793] lr: 7.500e-04, eta: 5:09:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6240, top5_acc: 0.8552, loss_cls: 1.4168, loss: 1.4168, grad_norm: 8.3337 2021-12-03 07:35:58,447 - mmaction - INFO - Epoch [34][420/1793] lr: 7.500e-04, eta: 5:09:31, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8667, loss_cls: 1.4188, loss: 1.4188, grad_norm: 8.0923 2021-12-03 07:36:10,588 - mmaction - INFO - Epoch [34][440/1793] lr: 7.500e-04, eta: 5:09:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6219, top5_acc: 0.8552, loss_cls: 1.4677, loss: 1.4677, grad_norm: 8.5569 2021-12-03 07:36:22,740 - mmaction - INFO - Epoch [34][460/1793] lr: 7.500e-04, eta: 5:09:06, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8760, loss_cls: 1.3829, loss: 1.3829, grad_norm: 8.2708 2021-12-03 07:36:34,905 - mmaction - INFO - Epoch [34][480/1793] lr: 7.500e-04, eta: 5:08:53, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8719, loss_cls: 1.3859, loss: 1.3859, grad_norm: 8.3476 2021-12-03 07:36:47,065 - mmaction - INFO - Epoch [34][500/1793] lr: 7.500e-04, eta: 5:08:41, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8656, loss_cls: 1.3809, loss: 1.3809, grad_norm: 8.1885 2021-12-03 07:36:59,221 - mmaction - INFO - Epoch [34][520/1793] lr: 7.500e-04, eta: 5:08:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8615, loss_cls: 1.4178, loss: 1.4178, grad_norm: 8.5095 2021-12-03 07:37:11,367 - mmaction - INFO - Epoch [34][540/1793] lr: 7.500e-04, eta: 5:08:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8552, loss_cls: 1.4309, loss: 1.4309, grad_norm: 8.3035 2021-12-03 07:37:23,510 - mmaction - INFO - Epoch [34][560/1793] lr: 7.500e-04, eta: 5:08:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8615, loss_cls: 1.3720, loss: 1.3720, grad_norm: 8.4155 2021-12-03 07:37:35,657 - mmaction - INFO - Epoch [34][580/1793] lr: 7.500e-04, eta: 5:07:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8521, loss_cls: 1.4914, loss: 1.4914, grad_norm: 8.2578 2021-12-03 07:37:47,795 - mmaction - INFO - Epoch [34][600/1793] lr: 7.500e-04, eta: 5:07:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8542, loss_cls: 1.3986, loss: 1.3986, grad_norm: 8.2960 2021-12-03 07:37:59,927 - mmaction - INFO - Epoch [34][620/1793] lr: 7.500e-04, eta: 5:07:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8646, loss_cls: 1.4324, loss: 1.4324, grad_norm: 8.3888 2021-12-03 07:38:12,076 - mmaction - INFO - Epoch [34][640/1793] lr: 7.500e-04, eta: 5:07:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8531, loss_cls: 1.4053, loss: 1.4053, grad_norm: 8.4706 2021-12-03 07:38:24,216 - mmaction - INFO - Epoch [34][660/1793] lr: 7.500e-04, eta: 5:07:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8667, loss_cls: 1.3714, loss: 1.3714, grad_norm: 8.1334 2021-12-03 07:38:36,349 - mmaction - INFO - Epoch [34][680/1793] lr: 7.500e-04, eta: 5:06:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8677, loss_cls: 1.3310, loss: 1.3310, grad_norm: 8.1895 2021-12-03 07:38:48,490 - mmaction - INFO - Epoch [34][700/1793] lr: 7.500e-04, eta: 5:06:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8604, loss_cls: 1.4684, loss: 1.4684, grad_norm: 8.6974 2021-12-03 07:39:00,632 - mmaction - INFO - Epoch [34][720/1793] lr: 7.500e-04, eta: 5:06:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8771, loss_cls: 1.3243, loss: 1.3243, grad_norm: 8.0852 2021-12-03 07:39:12,783 - mmaction - INFO - Epoch [34][740/1793] lr: 7.500e-04, eta: 5:06:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6333, top5_acc: 0.8625, loss_cls: 1.3939, loss: 1.3939, grad_norm: 8.5552 2021-12-03 07:39:24,921 - mmaction - INFO - Epoch [34][760/1793] lr: 7.500e-04, eta: 5:05:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8708, loss_cls: 1.3553, loss: 1.3553, grad_norm: 8.2163 2021-12-03 07:39:37,044 - mmaction - INFO - Epoch [34][780/1793] lr: 7.500e-04, eta: 5:05:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8573, loss_cls: 1.3943, loss: 1.3943, grad_norm: 7.9782 2021-12-03 07:39:49,158 - mmaction - INFO - Epoch [34][800/1793] lr: 7.500e-04, eta: 5:05:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8625, loss_cls: 1.4218, loss: 1.4218, grad_norm: 8.4865 2021-12-03 07:40:01,272 - mmaction - INFO - Epoch [34][820/1793] lr: 7.500e-04, eta: 5:05:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8625, loss_cls: 1.4381, loss: 1.4381, grad_norm: 8.2331 2021-12-03 07:40:13,415 - mmaction - INFO - Epoch [34][840/1793] lr: 7.500e-04, eta: 5:05:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8698, loss_cls: 1.4081, loss: 1.4081, grad_norm: 8.2253 2021-12-03 07:40:25,562 - mmaction - INFO - Epoch [34][860/1793] lr: 7.500e-04, eta: 5:04:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8385, loss_cls: 1.4698, loss: 1.4698, grad_norm: 8.2272 2021-12-03 07:40:37,699 - mmaction - INFO - Epoch [34][880/1793] lr: 7.500e-04, eta: 5:04:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8583, loss_cls: 1.4249, loss: 1.4249, grad_norm: 7.9761 2021-12-03 07:40:49,826 - mmaction - INFO - Epoch [34][900/1793] lr: 7.500e-04, eta: 5:04:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8594, loss_cls: 1.4404, loss: 1.4404, grad_norm: 8.4229 2021-12-03 07:41:01,969 - mmaction - INFO - Epoch [34][920/1793] lr: 7.500e-04, eta: 5:04:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8552, loss_cls: 1.4395, loss: 1.4395, grad_norm: 8.3188 2021-12-03 07:41:14,091 - mmaction - INFO - Epoch [34][940/1793] lr: 7.500e-04, eta: 5:04:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8781, loss_cls: 1.2921, loss: 1.2921, grad_norm: 7.9283 2021-12-03 07:41:26,214 - mmaction - INFO - Epoch [34][960/1793] lr: 7.500e-04, eta: 5:03:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8615, loss_cls: 1.3315, loss: 1.3315, grad_norm: 8.2359 2021-12-03 07:41:38,337 - mmaction - INFO - Epoch [34][980/1793] lr: 7.500e-04, eta: 5:03:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8531, loss_cls: 1.4861, loss: 1.4861, grad_norm: 8.2586 2021-12-03 07:41:50,469 - mmaction - INFO - Epoch [34][1000/1793] lr: 7.500e-04, eta: 5:03:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6156, top5_acc: 0.8615, loss_cls: 1.4679, loss: 1.4679, grad_norm: 8.5842 2021-12-03 07:42:02,604 - mmaction - INFO - Epoch [34][1020/1793] lr: 7.500e-04, eta: 5:03:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8667, loss_cls: 1.4064, loss: 1.4064, grad_norm: 8.6089 2021-12-03 07:42:14,758 - mmaction - INFO - Epoch [34][1040/1793] lr: 7.500e-04, eta: 5:03:05, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8802, loss_cls: 1.3119, loss: 1.3119, grad_norm: 8.1598 2021-12-03 07:42:26,905 - mmaction - INFO - Epoch [34][1060/1793] lr: 7.500e-04, eta: 5:02:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8594, loss_cls: 1.4494, loss: 1.4494, grad_norm: 8.2212 2021-12-03 07:42:39,022 - mmaction - INFO - Epoch [34][1080/1793] lr: 7.500e-04, eta: 5:02:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8573, loss_cls: 1.4353, loss: 1.4353, grad_norm: 8.0882 2021-12-03 07:42:51,133 - mmaction - INFO - Epoch [34][1100/1793] lr: 7.500e-04, eta: 5:02:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8562, loss_cls: 1.4710, loss: 1.4710, grad_norm: 8.5999 2021-12-03 07:43:03,254 - mmaction - INFO - Epoch [34][1120/1793] lr: 7.500e-04, eta: 5:02:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8635, loss_cls: 1.3530, loss: 1.3530, grad_norm: 8.3727 2021-12-03 07:43:15,391 - mmaction - INFO - Epoch [34][1140/1793] lr: 7.500e-04, eta: 5:02:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8385, loss_cls: 1.5351, loss: 1.5351, grad_norm: 8.5115 2021-12-03 07:43:27,529 - mmaction - INFO - Epoch [34][1160/1793] lr: 7.500e-04, eta: 5:01:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6333, top5_acc: 0.8448, loss_cls: 1.4646, loss: 1.4646, grad_norm: 8.3503 2021-12-03 07:43:39,665 - mmaction - INFO - Epoch [34][1180/1793] lr: 7.500e-04, eta: 5:01:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8833, loss_cls: 1.3877, loss: 1.3877, grad_norm: 8.6693 2021-12-03 07:43:51,795 - mmaction - INFO - Epoch [34][1200/1793] lr: 7.500e-04, eta: 5:01:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8792, loss_cls: 1.3652, loss: 1.3652, grad_norm: 8.1575 2021-12-03 07:44:03,916 - mmaction - INFO - Epoch [34][1220/1793] lr: 7.500e-04, eta: 5:01:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8854, loss_cls: 1.3206, loss: 1.3206, grad_norm: 8.4126 2021-12-03 07:44:16,070 - mmaction - INFO - Epoch [34][1240/1793] lr: 7.500e-04, eta: 5:01:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8635, loss_cls: 1.3975, loss: 1.3975, grad_norm: 8.4763 2021-12-03 07:44:28,197 - mmaction - INFO - Epoch [34][1260/1793] lr: 7.500e-04, eta: 5:00:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.3771, loss: 1.3771, grad_norm: 8.2731 2021-12-03 07:44:40,330 - mmaction - INFO - Epoch [34][1280/1793] lr: 7.500e-04, eta: 5:00:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8615, loss_cls: 1.3741, loss: 1.3741, grad_norm: 8.2793 2021-12-03 07:44:52,485 - mmaction - INFO - Epoch [34][1300/1793] lr: 7.500e-04, eta: 5:00:23, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8573, loss_cls: 1.3882, loss: 1.3882, grad_norm: 8.3428 2021-12-03 07:45:04,612 - mmaction - INFO - Epoch [34][1320/1793] lr: 7.500e-04, eta: 5:00:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8583, loss_cls: 1.4265, loss: 1.4265, grad_norm: 8.5328 2021-12-03 07:45:16,757 - mmaction - INFO - Epoch [34][1340/1793] lr: 7.500e-04, eta: 4:59:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8552, loss_cls: 1.4419, loss: 1.4419, grad_norm: 8.4966 2021-12-03 07:45:28,902 - mmaction - INFO - Epoch [34][1360/1793] lr: 7.500e-04, eta: 4:59:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8458, loss_cls: 1.4628, loss: 1.4628, grad_norm: 8.4459 2021-12-03 07:45:41,053 - mmaction - INFO - Epoch [34][1380/1793] lr: 7.500e-04, eta: 4:59:33, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6333, top5_acc: 0.8635, loss_cls: 1.4035, loss: 1.4035, grad_norm: 8.6264 2021-12-03 07:45:53,196 - mmaction - INFO - Epoch [34][1400/1793] lr: 7.500e-04, eta: 4:59:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8531, loss_cls: 1.4598, loss: 1.4598, grad_norm: 8.4116 2021-12-03 07:46:05,338 - mmaction - INFO - Epoch [34][1420/1793] lr: 7.500e-04, eta: 4:59:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6281, top5_acc: 0.8688, loss_cls: 1.3532, loss: 1.3532, grad_norm: 8.6559 2021-12-03 07:46:17,497 - mmaction - INFO - Epoch [34][1440/1793] lr: 7.500e-04, eta: 4:58:55, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8521, loss_cls: 1.4303, loss: 1.4303, grad_norm: 8.4923 2021-12-03 07:46:29,654 - mmaction - INFO - Epoch [34][1460/1793] lr: 7.500e-04, eta: 4:58:43, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8635, loss_cls: 1.3882, loss: 1.3882, grad_norm: 8.2533 2021-12-03 07:46:41,807 - mmaction - INFO - Epoch [34][1480/1793] lr: 7.500e-04, eta: 4:58:30, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8656, loss_cls: 1.3942, loss: 1.3942, grad_norm: 8.6131 2021-12-03 07:46:53,959 - mmaction - INFO - Epoch [34][1500/1793] lr: 7.500e-04, eta: 4:58:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8510, loss_cls: 1.3892, loss: 1.3892, grad_norm: 8.2785 2021-12-03 07:47:06,104 - mmaction - INFO - Epoch [34][1520/1793] lr: 7.500e-04, eta: 4:58:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8646, loss_cls: 1.4308, loss: 1.4308, grad_norm: 8.4101 2021-12-03 07:47:18,263 - mmaction - INFO - Epoch [34][1540/1793] lr: 7.500e-04, eta: 4:57:53, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8719, loss_cls: 1.3470, loss: 1.3470, grad_norm: 8.1236 2021-12-03 07:47:30,453 - mmaction - INFO - Epoch [34][1560/1793] lr: 7.500e-04, eta: 4:57:41, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8583, loss_cls: 1.4737, loss: 1.4737, grad_norm: 8.6925 2021-12-03 07:47:42,600 - mmaction - INFO - Epoch [34][1580/1793] lr: 7.500e-04, eta: 4:57:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8740, loss_cls: 1.3326, loss: 1.3326, grad_norm: 8.0079 2021-12-03 07:47:54,764 - mmaction - INFO - Epoch [34][1600/1793] lr: 7.500e-04, eta: 4:57:16, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8719, loss_cls: 1.3721, loss: 1.3721, grad_norm: 8.5642 2021-12-03 07:48:06,940 - mmaction - INFO - Epoch [34][1620/1793] lr: 7.500e-04, eta: 4:57:03, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6062, top5_acc: 0.8573, loss_cls: 1.4429, loss: 1.4429, grad_norm: 9.1654 2021-12-03 07:48:19,119 - mmaction - INFO - Epoch [34][1640/1793] lr: 7.500e-04, eta: 4:56:51, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6240, top5_acc: 0.8531, loss_cls: 1.4200, loss: 1.4200, grad_norm: 8.4830 2021-12-03 07:48:31,287 - mmaction - INFO - Epoch [34][1660/1793] lr: 7.500e-04, eta: 4:56:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6281, top5_acc: 0.8698, loss_cls: 1.3782, loss: 1.3782, grad_norm: 8.7205 2021-12-03 07:48:43,437 - mmaction - INFO - Epoch [34][1680/1793] lr: 7.500e-04, eta: 4:56:26, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8656, loss_cls: 1.3962, loss: 1.3962, grad_norm: 8.5546 2021-12-03 07:48:55,612 - mmaction - INFO - Epoch [34][1700/1793] lr: 7.500e-04, eta: 4:56:14, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6073, top5_acc: 0.8688, loss_cls: 1.4420, loss: 1.4420, grad_norm: 8.8098 2021-12-03 07:49:07,764 - mmaction - INFO - Epoch [34][1720/1793] lr: 7.500e-04, eta: 4:56:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8677, loss_cls: 1.3664, loss: 1.3664, grad_norm: 8.5467 2021-12-03 07:49:19,923 - mmaction - INFO - Epoch [34][1740/1793] lr: 7.500e-04, eta: 4:55:49, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8656, loss_cls: 1.4479, loss: 1.4479, grad_norm: 8.6600 2021-12-03 07:49:32,074 - mmaction - INFO - Epoch [34][1760/1793] lr: 7.500e-04, eta: 4:55:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6146, top5_acc: 0.8479, loss_cls: 1.4830, loss: 1.4830, grad_norm: 8.6375 2021-12-03 07:49:44,221 - mmaction - INFO - Epoch [34][1780/1793] lr: 7.500e-04, eta: 4:55:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6271, top5_acc: 0.8573, loss_cls: 1.4341, loss: 1.4341, grad_norm: 8.6455 2021-12-03 07:51:07,300 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:51:07,465 - mmaction - INFO - top1_acc 0.4635 top5_acc 0.7625 2021-12-03 07:51:07,465 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:51:07,476 - mmaction - INFO - mean_acc 0.4248 2021-12-03 07:51:11,880 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2021-12-03 07:51:11,880 - mmaction - INFO - Best top1_acc is 0.4635 at 34 epoch. 2021-12-03 07:51:11,886 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-12-03 07:51:15,379 - mmaction - INFO - Epoch(val) [34][241] top1_acc: 0.4635, top5_acc: 0.7625, mean_class_accuracy: 0.4248 2021-12-03 07:51:54,222 - mmaction - INFO - Epoch [35][20/1793] lr: 7.500e-04, eta: 4:55:12, time: 1.942, data_time: 1.340, memory: 10469, top1_acc: 0.6583, top5_acc: 0.8844, loss_cls: 1.2972, loss: 1.2972, grad_norm: 8.0092 2021-12-03 07:52:06,331 - mmaction - INFO - Epoch [35][40/1793] lr: 7.500e-04, eta: 4:55:00, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8771, loss_cls: 1.3764, loss: 1.3764, grad_norm: 8.7484 2021-12-03 07:52:18,447 - mmaction - INFO - Epoch [35][60/1793] lr: 7.500e-04, eta: 4:54:47, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8708, loss_cls: 1.3347, loss: 1.3347, grad_norm: 8.4828 2021-12-03 07:52:30,547 - mmaction - INFO - Epoch [35][80/1793] lr: 7.500e-04, eta: 4:54:35, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8740, loss_cls: 1.3753, loss: 1.3753, grad_norm: 8.2159 2021-12-03 07:52:42,674 - mmaction - INFO - Epoch [35][100/1793] lr: 7.500e-04, eta: 4:54:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8802, loss_cls: 1.3608, loss: 1.3608, grad_norm: 8.5458 2021-12-03 07:52:54,798 - mmaction - INFO - Epoch [35][120/1793] lr: 7.500e-04, eta: 4:54:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8677, loss_cls: 1.3801, loss: 1.3801, grad_norm: 8.4104 2021-12-03 07:53:06,917 - mmaction - INFO - Epoch [35][140/1793] lr: 7.500e-04, eta: 4:53:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8729, loss_cls: 1.3252, loss: 1.3252, grad_norm: 8.2497 2021-12-03 07:53:19,041 - mmaction - INFO - Epoch [35][160/1793] lr: 7.500e-04, eta: 4:53:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6281, top5_acc: 0.8458, loss_cls: 1.4455, loss: 1.4455, grad_norm: 8.7669 2021-12-03 07:53:31,157 - mmaction - INFO - Epoch [35][180/1793] lr: 7.500e-04, eta: 4:53:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8552, loss_cls: 1.3608, loss: 1.3608, grad_norm: 8.3096 2021-12-03 07:53:43,287 - mmaction - INFO - Epoch [35][200/1793] lr: 7.500e-04, eta: 4:53:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8594, loss_cls: 1.3943, loss: 1.3943, grad_norm: 8.8513 2021-12-03 07:53:55,409 - mmaction - INFO - Epoch [35][220/1793] lr: 7.500e-04, eta: 4:53:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8646, loss_cls: 1.4211, loss: 1.4211, grad_norm: 8.8250 2021-12-03 07:54:07,544 - mmaction - INFO - Epoch [35][240/1793] lr: 7.500e-04, eta: 4:52:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8635, loss_cls: 1.3834, loss: 1.3834, grad_norm: 8.4320 2021-12-03 07:54:19,674 - mmaction - INFO - Epoch [35][260/1793] lr: 7.500e-04, eta: 4:52:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6115, top5_acc: 0.8646, loss_cls: 1.4126, loss: 1.4126, grad_norm: 9.0052 2021-12-03 07:54:31,817 - mmaction - INFO - Epoch [35][280/1793] lr: 7.500e-04, eta: 4:52:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8708, loss_cls: 1.3421, loss: 1.3421, grad_norm: 8.4290 2021-12-03 07:54:43,957 - mmaction - INFO - Epoch [35][300/1793] lr: 7.500e-04, eta: 4:52:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8833, loss_cls: 1.3585, loss: 1.3585, grad_norm: 8.5102 2021-12-03 07:54:56,098 - mmaction - INFO - Epoch [35][320/1793] lr: 7.500e-04, eta: 4:52:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8760, loss_cls: 1.3851, loss: 1.3851, grad_norm: 8.7289 2021-12-03 07:55:08,213 - mmaction - INFO - Epoch [35][340/1793] lr: 7.500e-04, eta: 4:51:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8698, loss_cls: 1.4538, loss: 1.4538, grad_norm: 9.1291 2021-12-03 07:55:20,333 - mmaction - INFO - Epoch [35][360/1793] lr: 7.500e-04, eta: 4:51:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8542, loss_cls: 1.4486, loss: 1.4486, grad_norm: 8.7441 2021-12-03 07:55:32,469 - mmaction - INFO - Epoch [35][380/1793] lr: 7.500e-04, eta: 4:51:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8677, loss_cls: 1.3713, loss: 1.3713, grad_norm: 8.1685 2021-12-03 07:55:44,598 - mmaction - INFO - Epoch [35][400/1793] lr: 7.500e-04, eta: 4:51:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8698, loss_cls: 1.3670, loss: 1.3670, grad_norm: 8.7090 2021-12-03 07:55:56,725 - mmaction - INFO - Epoch [35][420/1793] lr: 7.500e-04, eta: 4:51:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8750, loss_cls: 1.3469, loss: 1.3469, grad_norm: 8.4985 2021-12-03 07:56:08,857 - mmaction - INFO - Epoch [35][440/1793] lr: 7.500e-04, eta: 4:50:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6135, top5_acc: 0.8583, loss_cls: 1.4123, loss: 1.4123, grad_norm: 8.8135 2021-12-03 07:56:20,989 - mmaction - INFO - Epoch [35][460/1793] lr: 7.500e-04, eta: 4:50:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8479, loss_cls: 1.4140, loss: 1.4140, grad_norm: 8.6384 2021-12-03 07:56:33,130 - mmaction - INFO - Epoch [35][480/1793] lr: 7.500e-04, eta: 4:50:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8625, loss_cls: 1.4413, loss: 1.4413, grad_norm: 8.7780 2021-12-03 07:56:45,255 - mmaction - INFO - Epoch [35][500/1793] lr: 7.500e-04, eta: 4:50:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8667, loss_cls: 1.3897, loss: 1.3897, grad_norm: 8.2971 2021-12-03 07:56:57,377 - mmaction - INFO - Epoch [35][520/1793] lr: 7.500e-04, eta: 4:50:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8677, loss_cls: 1.3615, loss: 1.3615, grad_norm: 8.4586 2021-12-03 07:57:09,514 - mmaction - INFO - Epoch [35][540/1793] lr: 7.500e-04, eta: 4:49:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8740, loss_cls: 1.3536, loss: 1.3536, grad_norm: 8.7001 2021-12-03 07:57:21,635 - mmaction - INFO - Epoch [35][560/1793] lr: 7.500e-04, eta: 4:49:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6104, top5_acc: 0.8583, loss_cls: 1.4892, loss: 1.4892, grad_norm: 8.8647 2021-12-03 07:57:33,733 - mmaction - INFO - Epoch [35][580/1793] lr: 7.500e-04, eta: 4:49:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8552, loss_cls: 1.4320, loss: 1.4320, grad_norm: 8.7263 2021-12-03 07:57:45,863 - mmaction - INFO - Epoch [35][600/1793] lr: 7.500e-04, eta: 4:49:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8771, loss_cls: 1.3431, loss: 1.3431, grad_norm: 8.7377 2021-12-03 07:57:57,998 - mmaction - INFO - Epoch [35][620/1793] lr: 7.500e-04, eta: 4:48:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8656, loss_cls: 1.3831, loss: 1.3831, grad_norm: 8.6145 2021-12-03 07:58:10,118 - mmaction - INFO - Epoch [35][640/1793] lr: 7.500e-04, eta: 4:48:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8792, loss_cls: 1.3172, loss: 1.3172, grad_norm: 8.2753 2021-12-03 07:58:22,235 - mmaction - INFO - Epoch [35][660/1793] lr: 7.500e-04, eta: 4:48:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8688, loss_cls: 1.3646, loss: 1.3646, grad_norm: 8.3879 2021-12-03 07:58:34,351 - mmaction - INFO - Epoch [35][680/1793] lr: 7.500e-04, eta: 4:48:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8479, loss_cls: 1.4019, loss: 1.4019, grad_norm: 8.6764 2021-12-03 07:58:46,459 - mmaction - INFO - Epoch [35][700/1793] lr: 7.500e-04, eta: 4:48:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8635, loss_cls: 1.3705, loss: 1.3705, grad_norm: 8.7770 2021-12-03 07:58:58,581 - mmaction - INFO - Epoch [35][720/1793] lr: 7.500e-04, eta: 4:47:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8531, loss_cls: 1.3836, loss: 1.3836, grad_norm: 8.5187 2021-12-03 07:59:10,714 - mmaction - INFO - Epoch [35][740/1793] lr: 7.500e-04, eta: 4:47:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8604, loss_cls: 1.4357, loss: 1.4357, grad_norm: 9.0048 2021-12-03 07:59:22,833 - mmaction - INFO - Epoch [35][760/1793] lr: 7.500e-04, eta: 4:47:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8823, loss_cls: 1.3642, loss: 1.3642, grad_norm: 8.5770 2021-12-03 07:59:34,967 - mmaction - INFO - Epoch [35][780/1793] lr: 7.500e-04, eta: 4:47:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8531, loss_cls: 1.4175, loss: 1.4175, grad_norm: 8.6973 2021-12-03 07:59:47,079 - mmaction - INFO - Epoch [35][800/1793] lr: 7.500e-04, eta: 4:47:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8792, loss_cls: 1.3583, loss: 1.3583, grad_norm: 8.9126 2021-12-03 07:59:59,181 - mmaction - INFO - Epoch [35][820/1793] lr: 7.500e-04, eta: 4:46:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8531, loss_cls: 1.5115, loss: 1.5115, grad_norm: 8.8877 2021-12-03 08:00:11,318 - mmaction - INFO - Epoch [35][840/1793] lr: 7.500e-04, eta: 4:46:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8750, loss_cls: 1.3475, loss: 1.3475, grad_norm: 8.4438 2021-12-03 08:00:23,428 - mmaction - INFO - Epoch [35][860/1793] lr: 7.500e-04, eta: 4:46:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8729, loss_cls: 1.3817, loss: 1.3817, grad_norm: 8.7822 2021-12-03 08:00:35,538 - mmaction - INFO - Epoch [35][880/1793] lr: 7.500e-04, eta: 4:46:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8719, loss_cls: 1.3073, loss: 1.3073, grad_norm: 8.6071 2021-12-03 08:00:47,653 - mmaction - INFO - Epoch [35][900/1793] lr: 7.500e-04, eta: 4:46:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8521, loss_cls: 1.3667, loss: 1.3667, grad_norm: 9.0330 2021-12-03 08:00:59,771 - mmaction - INFO - Epoch [35][920/1793] lr: 7.500e-04, eta: 4:45:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8625, loss_cls: 1.3742, loss: 1.3742, grad_norm: 8.5610 2021-12-03 08:01:11,910 - mmaction - INFO - Epoch [35][940/1793] lr: 7.500e-04, eta: 4:45:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8708, loss_cls: 1.4102, loss: 1.4102, grad_norm: 8.9921 2021-12-03 08:01:24,034 - mmaction - INFO - Epoch [35][960/1793] lr: 7.500e-04, eta: 4:45:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8635, loss_cls: 1.3201, loss: 1.3201, grad_norm: 8.7604 2021-12-03 08:01:36,150 - mmaction - INFO - Epoch [35][980/1793] lr: 7.500e-04, eta: 4:45:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6135, top5_acc: 0.8677, loss_cls: 1.4211, loss: 1.4211, grad_norm: 8.9367 2021-12-03 08:01:48,277 - mmaction - INFO - Epoch [35][1000/1793] lr: 7.500e-04, eta: 4:45:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8573, loss_cls: 1.3801, loss: 1.3801, grad_norm: 8.4218 2021-12-03 08:02:00,398 - mmaction - INFO - Epoch [35][1020/1793] lr: 7.500e-04, eta: 4:44:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8719, loss_cls: 1.3128, loss: 1.3128, grad_norm: 8.7631 2021-12-03 08:02:12,504 - mmaction - INFO - Epoch [35][1040/1793] lr: 7.500e-04, eta: 4:44:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8656, loss_cls: 1.4059, loss: 1.4059, grad_norm: 8.7397 2021-12-03 08:02:24,611 - mmaction - INFO - Epoch [35][1060/1793] lr: 7.500e-04, eta: 4:44:24, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8740, loss_cls: 1.3807, loss: 1.3807, grad_norm: 8.7301 2021-12-03 08:02:36,715 - mmaction - INFO - Epoch [35][1080/1793] lr: 7.500e-04, eta: 4:44:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6229, top5_acc: 0.8542, loss_cls: 1.4126, loss: 1.4126, grad_norm: 8.8983 2021-12-03 08:02:48,808 - mmaction - INFO - Epoch [35][1100/1793] lr: 7.500e-04, eta: 4:43:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6125, top5_acc: 0.8625, loss_cls: 1.4407, loss: 1.4407, grad_norm: 9.0933 2021-12-03 08:03:00,922 - mmaction - INFO - Epoch [35][1120/1793] lr: 7.500e-04, eta: 4:43:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8823, loss_cls: 1.2851, loss: 1.2851, grad_norm: 8.5765 2021-12-03 08:03:13,041 - mmaction - INFO - Epoch [35][1140/1793] lr: 7.500e-04, eta: 4:43:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6333, top5_acc: 0.8562, loss_cls: 1.4106, loss: 1.4106, grad_norm: 8.7328 2021-12-03 08:03:25,149 - mmaction - INFO - Epoch [35][1160/1793] lr: 7.500e-04, eta: 4:43:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8781, loss_cls: 1.3622, loss: 1.3622, grad_norm: 8.4850 2021-12-03 08:03:37,258 - mmaction - INFO - Epoch [35][1180/1793] lr: 7.500e-04, eta: 4:43:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8594, loss_cls: 1.4020, loss: 1.4020, grad_norm: 8.7385 2021-12-03 08:03:49,404 - mmaction - INFO - Epoch [35][1200/1793] lr: 7.500e-04, eta: 4:42:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6333, top5_acc: 0.8562, loss_cls: 1.4345, loss: 1.4345, grad_norm: 8.8565 2021-12-03 08:04:01,536 - mmaction - INFO - Epoch [35][1220/1793] lr: 7.500e-04, eta: 4:42:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8729, loss_cls: 1.3421, loss: 1.3421, grad_norm: 8.4534 2021-12-03 08:04:13,672 - mmaction - INFO - Epoch [35][1240/1793] lr: 7.500e-04, eta: 4:42:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8573, loss_cls: 1.4017, loss: 1.4017, grad_norm: 8.8916 2021-12-03 08:04:25,804 - mmaction - INFO - Epoch [35][1260/1793] lr: 7.500e-04, eta: 4:42:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6302, top5_acc: 0.8438, loss_cls: 1.4358, loss: 1.4358, grad_norm: 8.9297 2021-12-03 08:04:37,926 - mmaction - INFO - Epoch [35][1280/1793] lr: 7.500e-04, eta: 4:42:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6198, top5_acc: 0.8698, loss_cls: 1.3780, loss: 1.3780, grad_norm: 8.8247 2021-12-03 08:04:50,011 - mmaction - INFO - Epoch [35][1300/1793] lr: 7.500e-04, eta: 4:41:55, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.3699, loss: 1.3699, grad_norm: 8.7975 2021-12-03 08:05:02,129 - mmaction - INFO - Epoch [35][1320/1793] lr: 7.500e-04, eta: 4:41:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6135, top5_acc: 0.8583, loss_cls: 1.5012, loss: 1.5012, grad_norm: 9.0953 2021-12-03 08:05:14,255 - mmaction - INFO - Epoch [35][1340/1793] lr: 7.500e-04, eta: 4:41:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8823, loss_cls: 1.3067, loss: 1.3067, grad_norm: 8.6494 2021-12-03 08:05:26,388 - mmaction - INFO - Epoch [35][1360/1793] lr: 7.500e-04, eta: 4:41:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8635, loss_cls: 1.4342, loss: 1.4342, grad_norm: 9.0565 2021-12-03 08:05:38,491 - mmaction - INFO - Epoch [35][1380/1793] lr: 7.500e-04, eta: 4:41:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8698, loss_cls: 1.3200, loss: 1.3200, grad_norm: 8.5354 2021-12-03 08:05:50,628 - mmaction - INFO - Epoch [35][1400/1793] lr: 7.500e-04, eta: 4:40:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8656, loss_cls: 1.4148, loss: 1.4148, grad_norm: 8.9142 2021-12-03 08:06:02,766 - mmaction - INFO - Epoch [35][1420/1793] lr: 7.500e-04, eta: 4:40:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.3904, loss: 1.3904, grad_norm: 8.6581 2021-12-03 08:06:14,867 - mmaction - INFO - Epoch [35][1440/1793] lr: 7.500e-04, eta: 4:40:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8552, loss_cls: 1.4180, loss: 1.4180, grad_norm: 8.9125 2021-12-03 08:06:26,982 - mmaction - INFO - Epoch [35][1460/1793] lr: 7.500e-04, eta: 4:40:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8625, loss_cls: 1.3918, loss: 1.3918, grad_norm: 8.8278 2021-12-03 08:06:39,105 - mmaction - INFO - Epoch [35][1480/1793] lr: 7.500e-04, eta: 4:40:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8719, loss_cls: 1.3902, loss: 1.3902, grad_norm: 8.5880 2021-12-03 08:06:51,225 - mmaction - INFO - Epoch [35][1500/1793] lr: 7.500e-04, eta: 4:39:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8844, loss_cls: 1.2794, loss: 1.2794, grad_norm: 8.6261 2021-12-03 08:07:03,345 - mmaction - INFO - Epoch [35][1520/1793] lr: 7.500e-04, eta: 4:39:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8792, loss_cls: 1.2934, loss: 1.2934, grad_norm: 8.4650 2021-12-03 08:07:15,463 - mmaction - INFO - Epoch [35][1540/1793] lr: 7.500e-04, eta: 4:39:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8417, loss_cls: 1.4704, loss: 1.4704, grad_norm: 8.9333 2021-12-03 08:07:27,601 - mmaction - INFO - Epoch [35][1560/1793] lr: 7.500e-04, eta: 4:39:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8729, loss_cls: 1.3865, loss: 1.3865, grad_norm: 8.9194 2021-12-03 08:07:39,723 - mmaction - INFO - Epoch [35][1580/1793] lr: 7.500e-04, eta: 4:39:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6219, top5_acc: 0.8583, loss_cls: 1.4257, loss: 1.4257, grad_norm: 9.0694 2021-12-03 08:07:51,851 - mmaction - INFO - Epoch [35][1600/1793] lr: 7.500e-04, eta: 4:38:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8625, loss_cls: 1.3495, loss: 1.3495, grad_norm: 8.4471 2021-12-03 08:08:04,002 - mmaction - INFO - Epoch [35][1620/1793] lr: 7.500e-04, eta: 4:38:35, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8583, loss_cls: 1.3745, loss: 1.3745, grad_norm: 8.3809 2021-12-03 08:08:16,124 - mmaction - INFO - Epoch [35][1640/1793] lr: 7.500e-04, eta: 4:38:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8667, loss_cls: 1.3922, loss: 1.3922, grad_norm: 8.6319 2021-12-03 08:08:28,249 - mmaction - INFO - Epoch [35][1660/1793] lr: 7.500e-04, eta: 4:38:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8677, loss_cls: 1.3687, loss: 1.3687, grad_norm: 9.0548 2021-12-03 08:08:40,412 - mmaction - INFO - Epoch [35][1680/1793] lr: 7.500e-04, eta: 4:37:58, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6271, top5_acc: 0.8510, loss_cls: 1.4541, loss: 1.4541, grad_norm: 9.0501 2021-12-03 08:08:52,559 - mmaction - INFO - Epoch [35][1700/1793] lr: 7.500e-04, eta: 4:37:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8625, loss_cls: 1.3963, loss: 1.3963, grad_norm: 8.7779 2021-12-03 08:09:04,703 - mmaction - INFO - Epoch [35][1720/1793] lr: 7.500e-04, eta: 4:37:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8698, loss_cls: 1.4001, loss: 1.4001, grad_norm: 8.8845 2021-12-03 08:09:16,840 - mmaction - INFO - Epoch [35][1740/1793] lr: 7.500e-04, eta: 4:37:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8677, loss_cls: 1.3894, loss: 1.3894, grad_norm: 8.8300 2021-12-03 08:09:28,971 - mmaction - INFO - Epoch [35][1760/1793] lr: 7.500e-04, eta: 4:37:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8677, loss_cls: 1.3631, loss: 1.3631, grad_norm: 8.4972 2021-12-03 08:09:41,095 - mmaction - INFO - Epoch [35][1780/1793] lr: 7.500e-04, eta: 4:36:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8469, loss_cls: 1.4739, loss: 1.4739, grad_norm: 9.0141 2021-12-03 08:11:01,773 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:11:01,933 - mmaction - INFO - top1_acc 0.4710 top5_acc 0.7697 2021-12-03 08:11:01,933 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:11:01,945 - mmaction - INFO - mean_acc 0.4279 2021-12-03 08:11:06,235 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2021-12-03 08:11:06,235 - mmaction - INFO - Best top1_acc is 0.4710 at 35 epoch. 2021-12-03 08:11:06,240 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-12-03 08:11:10,637 - mmaction - INFO - Epoch(val) [35][241] top1_acc: 0.4710, top5_acc: 0.7697, mean_class_accuracy: 0.4279 2021-12-03 08:11:48,599 - mmaction - INFO - Epoch [36][20/1793] lr: 7.500e-04, eta: 4:36:43, time: 1.898, data_time: 1.293, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8740, loss_cls: 1.3072, loss: 1.3072, grad_norm: 8.5096 2021-12-03 08:12:00,694 - mmaction - INFO - Epoch [36][40/1793] lr: 7.500e-04, eta: 4:36:31, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8750, loss_cls: 1.3637, loss: 1.3637, grad_norm: 8.6461 2021-12-03 08:12:12,779 - mmaction - INFO - Epoch [36][60/1793] lr: 7.500e-04, eta: 4:36:18, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8781, loss_cls: 1.2899, loss: 1.2899, grad_norm: 8.7777 2021-12-03 08:12:24,887 - mmaction - INFO - Epoch [36][80/1793] lr: 7.500e-04, eta: 4:36:06, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8833, loss_cls: 1.2375, loss: 1.2375, grad_norm: 8.5675 2021-12-03 08:12:37,032 - mmaction - INFO - Epoch [36][100/1793] lr: 7.500e-04, eta: 4:35:53, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8760, loss_cls: 1.3146, loss: 1.3146, grad_norm: 8.5723 2021-12-03 08:12:49,162 - mmaction - INFO - Epoch [36][120/1793] lr: 7.500e-04, eta: 4:35:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8719, loss_cls: 1.4182, loss: 1.4182, grad_norm: 9.1180 2021-12-03 08:13:01,298 - mmaction - INFO - Epoch [36][140/1793] lr: 7.500e-04, eta: 4:35:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8510, loss_cls: 1.4420, loss: 1.4420, grad_norm: 8.7937 2021-12-03 08:13:13,456 - mmaction - INFO - Epoch [36][160/1793] lr: 7.500e-04, eta: 4:35:16, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8896, loss_cls: 1.2957, loss: 1.2957, grad_norm: 8.5727 2021-12-03 08:13:25,601 - mmaction - INFO - Epoch [36][180/1793] lr: 7.500e-04, eta: 4:35:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8771, loss_cls: 1.3440, loss: 1.3440, grad_norm: 8.8572 2021-12-03 08:13:37,765 - mmaction - INFO - Epoch [36][200/1793] lr: 7.500e-04, eta: 4:34:51, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8719, loss_cls: 1.3987, loss: 1.3987, grad_norm: 8.8767 2021-12-03 08:13:49,921 - mmaction - INFO - Epoch [36][220/1793] lr: 7.500e-04, eta: 4:34:39, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8698, loss_cls: 1.3346, loss: 1.3346, grad_norm: 8.8731 2021-12-03 08:14:02,076 - mmaction - INFO - Epoch [36][240/1793] lr: 7.500e-04, eta: 4:34:26, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8771, loss_cls: 1.3223, loss: 1.3223, grad_norm: 8.5248 2021-12-03 08:14:14,226 - mmaction - INFO - Epoch [36][260/1793] lr: 7.500e-04, eta: 4:34:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8510, loss_cls: 1.4333, loss: 1.4333, grad_norm: 9.1409 2021-12-03 08:14:26,375 - mmaction - INFO - Epoch [36][280/1793] lr: 7.500e-04, eta: 4:34:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8760, loss_cls: 1.3745, loss: 1.3745, grad_norm: 9.0656 2021-12-03 08:14:38,527 - mmaction - INFO - Epoch [36][300/1793] lr: 7.500e-04, eta: 4:33:49, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8573, loss_cls: 1.3646, loss: 1.3646, grad_norm: 8.9306 2021-12-03 08:14:50,685 - mmaction - INFO - Epoch [36][320/1793] lr: 7.500e-04, eta: 4:33:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6229, top5_acc: 0.8667, loss_cls: 1.4188, loss: 1.4188, grad_norm: 8.8906 2021-12-03 08:15:02,812 - mmaction - INFO - Epoch [36][340/1793] lr: 7.500e-04, eta: 4:33:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8573, loss_cls: 1.4246, loss: 1.4246, grad_norm: 9.3168 2021-12-03 08:15:14,975 - mmaction - INFO - Epoch [36][360/1793] lr: 7.500e-04, eta: 4:33:11, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8760, loss_cls: 1.3618, loss: 1.3618, grad_norm: 8.7482 2021-12-03 08:15:27,153 - mmaction - INFO - Epoch [36][380/1793] lr: 7.500e-04, eta: 4:32:59, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8594, loss_cls: 1.4064, loss: 1.4064, grad_norm: 9.0712 2021-12-03 08:15:39,317 - mmaction - INFO - Epoch [36][400/1793] lr: 7.500e-04, eta: 4:32:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8802, loss_cls: 1.3754, loss: 1.3754, grad_norm: 9.0583 2021-12-03 08:15:51,477 - mmaction - INFO - Epoch [36][420/1793] lr: 7.500e-04, eta: 4:32:34, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8812, loss_cls: 1.3128, loss: 1.3128, grad_norm: 8.8614 2021-12-03 08:16:03,615 - mmaction - INFO - Epoch [36][440/1793] lr: 7.500e-04, eta: 4:32:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8531, loss_cls: 1.4040, loss: 1.4040, grad_norm: 8.9354 2021-12-03 08:16:15,782 - mmaction - INFO - Epoch [36][460/1793] lr: 7.500e-04, eta: 4:32:09, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6323, top5_acc: 0.8667, loss_cls: 1.3642, loss: 1.3642, grad_norm: 9.0295 2021-12-03 08:16:27,926 - mmaction - INFO - Epoch [36][480/1793] lr: 7.500e-04, eta: 4:31:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8667, loss_cls: 1.3602, loss: 1.3602, grad_norm: 8.5980 2021-12-03 08:16:40,074 - mmaction - INFO - Epoch [36][500/1793] lr: 7.500e-04, eta: 4:31:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8708, loss_cls: 1.3506, loss: 1.3506, grad_norm: 8.8782 2021-12-03 08:16:52,217 - mmaction - INFO - Epoch [36][520/1793] lr: 7.500e-04, eta: 4:31:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8750, loss_cls: 1.3717, loss: 1.3717, grad_norm: 9.2657 2021-12-03 08:17:04,349 - mmaction - INFO - Epoch [36][540/1793] lr: 7.500e-04, eta: 4:31:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8812, loss_cls: 1.2804, loss: 1.2804, grad_norm: 8.8030 2021-12-03 08:17:16,492 - mmaction - INFO - Epoch [36][560/1793] lr: 7.500e-04, eta: 4:31:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8740, loss_cls: 1.2975, loss: 1.2975, grad_norm: 8.7951 2021-12-03 08:17:28,629 - mmaction - INFO - Epoch [36][580/1793] lr: 7.500e-04, eta: 4:30:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3491, loss: 1.3491, grad_norm: 9.1741 2021-12-03 08:17:40,771 - mmaction - INFO - Epoch [36][600/1793] lr: 7.500e-04, eta: 4:30:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8635, loss_cls: 1.3915, loss: 1.3915, grad_norm: 8.7993 2021-12-03 08:17:52,909 - mmaction - INFO - Epoch [36][620/1793] lr: 7.500e-04, eta: 4:30:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8740, loss_cls: 1.3305, loss: 1.3305, grad_norm: 8.9288 2021-12-03 08:18:05,048 - mmaction - INFO - Epoch [36][640/1793] lr: 7.500e-04, eta: 4:30:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8740, loss_cls: 1.3316, loss: 1.3316, grad_norm: 9.2502 2021-12-03 08:18:17,194 - mmaction - INFO - Epoch [36][660/1793] lr: 7.500e-04, eta: 4:30:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6177, top5_acc: 0.8667, loss_cls: 1.4162, loss: 1.4162, grad_norm: 9.4729 2021-12-03 08:18:29,330 - mmaction - INFO - Epoch [36][680/1793] lr: 7.500e-04, eta: 4:29:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8792, loss_cls: 1.3345, loss: 1.3345, grad_norm: 9.1436 2021-12-03 08:18:41,467 - mmaction - INFO - Epoch [36][700/1793] lr: 7.500e-04, eta: 4:29:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8740, loss_cls: 1.3284, loss: 1.3284, grad_norm: 9.3086 2021-12-03 08:18:53,601 - mmaction - INFO - Epoch [36][720/1793] lr: 7.500e-04, eta: 4:29:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3148, loss: 1.3148, grad_norm: 9.2083 2021-12-03 08:19:05,738 - mmaction - INFO - Epoch [36][740/1793] lr: 7.500e-04, eta: 4:29:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3218, loss: 1.3218, grad_norm: 8.9042 2021-12-03 08:19:17,861 - mmaction - INFO - Epoch [36][760/1793] lr: 7.500e-04, eta: 4:29:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8760, loss_cls: 1.3251, loss: 1.3251, grad_norm: 8.8565 2021-12-03 08:19:30,005 - mmaction - INFO - Epoch [36][780/1793] lr: 7.500e-04, eta: 4:28:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8865, loss_cls: 1.2922, loss: 1.2922, grad_norm: 8.9294 2021-12-03 08:19:42,124 - mmaction - INFO - Epoch [36][800/1793] lr: 7.500e-04, eta: 4:28:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8844, loss_cls: 1.2533, loss: 1.2533, grad_norm: 8.8622 2021-12-03 08:19:54,266 - mmaction - INFO - Epoch [36][820/1793] lr: 7.500e-04, eta: 4:28:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8792, loss_cls: 1.2734, loss: 1.2734, grad_norm: 8.9232 2021-12-03 08:20:06,387 - mmaction - INFO - Epoch [36][840/1793] lr: 7.500e-04, eta: 4:28:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8719, loss_cls: 1.3603, loss: 1.3603, grad_norm: 9.1971 2021-12-03 08:20:18,504 - mmaction - INFO - Epoch [36][860/1793] lr: 7.500e-04, eta: 4:28:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8719, loss_cls: 1.3140, loss: 1.3140, grad_norm: 8.7034 2021-12-03 08:20:30,624 - mmaction - INFO - Epoch [36][880/1793] lr: 7.500e-04, eta: 4:27:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8573, loss_cls: 1.3872, loss: 1.3872, grad_norm: 9.0411 2021-12-03 08:20:42,756 - mmaction - INFO - Epoch [36][900/1793] lr: 7.500e-04, eta: 4:27:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8635, loss_cls: 1.3863, loss: 1.3863, grad_norm: 9.4338 2021-12-03 08:20:54,884 - mmaction - INFO - Epoch [36][920/1793] lr: 7.500e-04, eta: 4:27:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6167, top5_acc: 0.8417, loss_cls: 1.4796, loss: 1.4796, grad_norm: 9.2848 2021-12-03 08:21:07,019 - mmaction - INFO - Epoch [36][940/1793] lr: 7.500e-04, eta: 4:27:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8781, loss_cls: 1.3133, loss: 1.3133, grad_norm: 8.7016 2021-12-03 08:21:19,161 - mmaction - INFO - Epoch [36][960/1793] lr: 7.500e-04, eta: 4:26:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8802, loss_cls: 1.2725, loss: 1.2725, grad_norm: 8.6784 2021-12-03 08:21:31,292 - mmaction - INFO - Epoch [36][980/1793] lr: 7.500e-04, eta: 4:26:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8781, loss_cls: 1.2890, loss: 1.2890, grad_norm: 8.7071 2021-12-03 08:21:43,414 - mmaction - INFO - Epoch [36][1000/1793] lr: 7.500e-04, eta: 4:26:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8573, loss_cls: 1.4068, loss: 1.4068, grad_norm: 8.8239 2021-12-03 08:21:55,556 - mmaction - INFO - Epoch [36][1020/1793] lr: 7.500e-04, eta: 4:26:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6333, top5_acc: 0.8625, loss_cls: 1.3807, loss: 1.3807, grad_norm: 9.3331 2021-12-03 08:22:07,661 - mmaction - INFO - Epoch [36][1040/1793] lr: 7.500e-04, eta: 4:26:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.2724, loss: 1.2724, grad_norm: 8.8106 2021-12-03 08:22:19,774 - mmaction - INFO - Epoch [36][1060/1793] lr: 7.500e-04, eta: 4:25:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8760, loss_cls: 1.3599, loss: 1.3599, grad_norm: 8.9968 2021-12-03 08:22:31,876 - mmaction - INFO - Epoch [36][1080/1793] lr: 7.500e-04, eta: 4:25:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8771, loss_cls: 1.3326, loss: 1.3326, grad_norm: 9.1757 2021-12-03 08:22:43,990 - mmaction - INFO - Epoch [36][1100/1793] lr: 7.500e-04, eta: 4:25:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8625, loss_cls: 1.4033, loss: 1.4033, grad_norm: 9.3197 2021-12-03 08:22:56,119 - mmaction - INFO - Epoch [36][1120/1793] lr: 7.500e-04, eta: 4:25:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8708, loss_cls: 1.3831, loss: 1.3831, grad_norm: 9.3856 2021-12-03 08:23:08,225 - mmaction - INFO - Epoch [36][1140/1793] lr: 7.500e-04, eta: 4:25:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8646, loss_cls: 1.3338, loss: 1.3338, grad_norm: 8.7814 2021-12-03 08:23:20,348 - mmaction - INFO - Epoch [36][1160/1793] lr: 7.500e-04, eta: 4:24:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8750, loss_cls: 1.3420, loss: 1.3420, grad_norm: 9.2103 2021-12-03 08:23:32,477 - mmaction - INFO - Epoch [36][1180/1793] lr: 7.500e-04, eta: 4:24:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8573, loss_cls: 1.3943, loss: 1.3943, grad_norm: 9.2314 2021-12-03 08:23:44,620 - mmaction - INFO - Epoch [36][1200/1793] lr: 7.500e-04, eta: 4:24:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8635, loss_cls: 1.3273, loss: 1.3273, grad_norm: 9.0135 2021-12-03 08:23:56,762 - mmaction - INFO - Epoch [36][1220/1793] lr: 7.500e-04, eta: 4:24:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8812, loss_cls: 1.3340, loss: 1.3340, grad_norm: 9.3201 2021-12-03 08:24:08,881 - mmaction - INFO - Epoch [36][1240/1793] lr: 7.500e-04, eta: 4:24:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8729, loss_cls: 1.3267, loss: 1.3267, grad_norm: 8.8978 2021-12-03 08:24:21,017 - mmaction - INFO - Epoch [36][1260/1793] lr: 7.500e-04, eta: 4:23:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2840, loss: 1.2840, grad_norm: 8.7370 2021-12-03 08:24:33,140 - mmaction - INFO - Epoch [36][1280/1793] lr: 7.500e-04, eta: 4:23:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3725, loss: 1.3725, grad_norm: 9.4631 2021-12-03 08:24:45,252 - mmaction - INFO - Epoch [36][1300/1793] lr: 7.500e-04, eta: 4:23:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8958, loss_cls: 1.2586, loss: 1.2586, grad_norm: 8.8546 2021-12-03 08:24:57,369 - mmaction - INFO - Epoch [36][1320/1793] lr: 7.500e-04, eta: 4:23:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6583, top5_acc: 0.8656, loss_cls: 1.3558, loss: 1.3558, grad_norm: 9.2539 2021-12-03 08:25:09,491 - mmaction - INFO - Epoch [36][1340/1793] lr: 7.500e-04, eta: 4:23:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3683, loss: 1.3683, grad_norm: 8.8430 2021-12-03 08:25:21,633 - mmaction - INFO - Epoch [36][1360/1793] lr: 7.500e-04, eta: 4:22:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8771, loss_cls: 1.3213, loss: 1.3213, grad_norm: 9.0863 2021-12-03 08:25:33,773 - mmaction - INFO - Epoch [36][1380/1793] lr: 7.500e-04, eta: 4:22:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6656, top5_acc: 0.8844, loss_cls: 1.2831, loss: 1.2831, grad_norm: 9.0845 2021-12-03 08:25:45,906 - mmaction - INFO - Epoch [36][1400/1793] lr: 7.500e-04, eta: 4:22:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8719, loss_cls: 1.3288, loss: 1.3288, grad_norm: 8.9859 2021-12-03 08:25:58,031 - mmaction - INFO - Epoch [36][1420/1793] lr: 7.500e-04, eta: 4:22:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6188, top5_acc: 0.8583, loss_cls: 1.4433, loss: 1.4433, grad_norm: 9.4294 2021-12-03 08:26:10,166 - mmaction - INFO - Epoch [36][1440/1793] lr: 7.500e-04, eta: 4:22:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6229, top5_acc: 0.8552, loss_cls: 1.4364, loss: 1.4364, grad_norm: 9.0624 2021-12-03 08:26:22,297 - mmaction - INFO - Epoch [36][1460/1793] lr: 7.500e-04, eta: 4:21:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8594, loss_cls: 1.3971, loss: 1.3971, grad_norm: 8.9694 2021-12-03 08:26:34,427 - mmaction - INFO - Epoch [36][1480/1793] lr: 7.500e-04, eta: 4:21:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8823, loss_cls: 1.3282, loss: 1.3282, grad_norm: 8.9851 2021-12-03 08:26:46,557 - mmaction - INFO - Epoch [36][1500/1793] lr: 7.500e-04, eta: 4:21:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8740, loss_cls: 1.3347, loss: 1.3347, grad_norm: 9.2898 2021-12-03 08:26:58,664 - mmaction - INFO - Epoch [36][1520/1793] lr: 7.500e-04, eta: 4:21:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8688, loss_cls: 1.3999, loss: 1.3999, grad_norm: 9.3020 2021-12-03 08:27:10,796 - mmaction - INFO - Epoch [36][1540/1793] lr: 7.500e-04, eta: 4:20:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6094, top5_acc: 0.8594, loss_cls: 1.4661, loss: 1.4661, grad_norm: 9.5498 2021-12-03 08:27:22,923 - mmaction - INFO - Epoch [36][1560/1793] lr: 7.500e-04, eta: 4:20:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6260, top5_acc: 0.8562, loss_cls: 1.4314, loss: 1.4314, grad_norm: 9.3561 2021-12-03 08:27:35,036 - mmaction - INFO - Epoch [36][1580/1793] lr: 7.500e-04, eta: 4:20:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8615, loss_cls: 1.3687, loss: 1.3687, grad_norm: 9.4730 2021-12-03 08:27:47,155 - mmaction - INFO - Epoch [36][1600/1793] lr: 7.500e-04, eta: 4:20:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8750, loss_cls: 1.3499, loss: 1.3499, grad_norm: 9.3055 2021-12-03 08:27:59,290 - mmaction - INFO - Epoch [36][1620/1793] lr: 7.500e-04, eta: 4:20:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8729, loss_cls: 1.2996, loss: 1.2996, grad_norm: 9.1426 2021-12-03 08:28:11,432 - mmaction - INFO - Epoch [36][1640/1793] lr: 7.500e-04, eta: 4:19:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8885, loss_cls: 1.2754, loss: 1.2754, grad_norm: 9.0865 2021-12-03 08:28:23,568 - mmaction - INFO - Epoch [36][1660/1793] lr: 7.500e-04, eta: 4:19:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8833, loss_cls: 1.3339, loss: 1.3339, grad_norm: 9.1736 2021-12-03 08:28:35,703 - mmaction - INFO - Epoch [36][1680/1793] lr: 7.500e-04, eta: 4:19:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8729, loss_cls: 1.3514, loss: 1.3514, grad_norm: 9.2190 2021-12-03 08:28:47,831 - mmaction - INFO - Epoch [36][1700/1793] lr: 7.500e-04, eta: 4:19:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8792, loss_cls: 1.3116, loss: 1.3116, grad_norm: 9.0311 2021-12-03 08:28:59,957 - mmaction - INFO - Epoch [36][1720/1793] lr: 7.500e-04, eta: 4:19:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8771, loss_cls: 1.2667, loss: 1.2667, grad_norm: 8.8965 2021-12-03 08:29:12,078 - mmaction - INFO - Epoch [36][1740/1793] lr: 7.500e-04, eta: 4:18:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6250, top5_acc: 0.8604, loss_cls: 1.4189, loss: 1.4189, grad_norm: 9.7527 2021-12-03 08:29:24,197 - mmaction - INFO - Epoch [36][1760/1793] lr: 7.500e-04, eta: 4:18:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8781, loss_cls: 1.3152, loss: 1.3152, grad_norm: 9.4841 2021-12-03 08:29:36,314 - mmaction - INFO - Epoch [36][1780/1793] lr: 7.500e-04, eta: 4:18:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8844, loss_cls: 1.3361, loss: 1.3361, grad_norm: 9.2254 2021-12-03 08:30:57,623 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:30:57,776 - mmaction - INFO - top1_acc 0.4732 top5_acc 0.7704 2021-12-03 08:30:57,776 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:30:57,785 - mmaction - INFO - mean_acc 0.4338 2021-12-03 08:31:01,825 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-12-03 08:31:01,826 - mmaction - INFO - Best top1_acc is 0.4732 at 36 epoch. 2021-12-03 08:31:01,831 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-12-03 08:31:07,496 - mmaction - INFO - Epoch(val) [36][241] top1_acc: 0.4732, top5_acc: 0.7704, mean_class_accuracy: 0.4338 2021-12-03 08:31:46,372 - mmaction - INFO - Epoch [37][20/1793] lr: 7.500e-04, eta: 4:18:15, time: 1.943, data_time: 1.340, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8708, loss_cls: 1.3244, loss: 1.3244, grad_norm: 9.2688 2021-12-03 08:31:58,506 - mmaction - INFO - Epoch [37][40/1793] lr: 7.500e-04, eta: 4:18:02, time: 0.607, data_time: 0.002, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8708, loss_cls: 1.2579, loss: 1.2579, grad_norm: 8.8497 2021-12-03 08:32:10,608 - mmaction - INFO - Epoch [37][60/1793] lr: 7.500e-04, eta: 4:17:50, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8760, loss_cls: 1.3497, loss: 1.3497, grad_norm: 9.7266 2021-12-03 08:32:22,726 - mmaction - INFO - Epoch [37][80/1793] lr: 7.500e-04, eta: 4:17:38, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8844, loss_cls: 1.2460, loss: 1.2460, grad_norm: 9.3966 2021-12-03 08:32:34,827 - mmaction - INFO - Epoch [37][100/1793] lr: 7.500e-04, eta: 4:17:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6583, top5_acc: 0.8823, loss_cls: 1.3024, loss: 1.3024, grad_norm: 9.1043 2021-12-03 08:32:46,945 - mmaction - INFO - Epoch [37][120/1793] lr: 7.500e-04, eta: 4:17:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8688, loss_cls: 1.3085, loss: 1.3085, grad_norm: 9.1836 2021-12-03 08:32:59,077 - mmaction - INFO - Epoch [37][140/1793] lr: 7.500e-04, eta: 4:17:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8802, loss_cls: 1.2629, loss: 1.2629, grad_norm: 9.0192 2021-12-03 08:33:11,217 - mmaction - INFO - Epoch [37][160/1793] lr: 7.500e-04, eta: 4:16:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8698, loss_cls: 1.3913, loss: 1.3913, grad_norm: 9.2675 2021-12-03 08:33:23,368 - mmaction - INFO - Epoch [37][180/1793] lr: 7.500e-04, eta: 4:16:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8802, loss_cls: 1.2865, loss: 1.2865, grad_norm: 8.9207 2021-12-03 08:33:35,519 - mmaction - INFO - Epoch [37][200/1793] lr: 7.500e-04, eta: 4:16:23, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8844, loss_cls: 1.2841, loss: 1.2841, grad_norm: 9.2067 2021-12-03 08:33:47,682 - mmaction - INFO - Epoch [37][220/1793] lr: 7.500e-04, eta: 4:16:10, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8771, loss_cls: 1.2625, loss: 1.2625, grad_norm: 9.0967 2021-12-03 08:33:59,837 - mmaction - INFO - Epoch [37][240/1793] lr: 7.500e-04, eta: 4:15:58, time: 0.608, data_time: 0.001, memory: 10469, top1_acc: 0.6240, top5_acc: 0.8656, loss_cls: 1.3904, loss: 1.3904, grad_norm: 9.8088 2021-12-03 08:34:11,999 - mmaction - INFO - Epoch [37][260/1793] lr: 7.500e-04, eta: 4:15:46, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8688, loss_cls: 1.3441, loss: 1.3441, grad_norm: 8.8387 2021-12-03 08:34:24,124 - mmaction - INFO - Epoch [37][280/1793] lr: 7.500e-04, eta: 4:15:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8625, loss_cls: 1.3868, loss: 1.3868, grad_norm: 9.2316 2021-12-03 08:34:36,243 - mmaction - INFO - Epoch [37][300/1793] lr: 7.500e-04, eta: 4:15:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8948, loss_cls: 1.2494, loss: 1.2494, grad_norm: 8.9685 2021-12-03 08:34:48,358 - mmaction - INFO - Epoch [37][320/1793] lr: 7.500e-04, eta: 4:15:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8781, loss_cls: 1.2980, loss: 1.2980, grad_norm: 9.2932 2021-12-03 08:35:00,462 - mmaction - INFO - Epoch [37][340/1793] lr: 7.500e-04, eta: 4:14:56, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8854, loss_cls: 1.2964, loss: 1.2964, grad_norm: 9.6953 2021-12-03 08:35:12,580 - mmaction - INFO - Epoch [37][360/1793] lr: 7.500e-04, eta: 4:14:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3659, loss: 1.3659, grad_norm: 9.1744 2021-12-03 08:35:24,701 - mmaction - INFO - Epoch [37][380/1793] lr: 7.500e-04, eta: 4:14:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8573, loss_cls: 1.3377, loss: 1.3377, grad_norm: 9.1886 2021-12-03 08:35:36,815 - mmaction - INFO - Epoch [37][400/1793] lr: 7.500e-04, eta: 4:14:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8750, loss_cls: 1.2544, loss: 1.2544, grad_norm: 9.0327 2021-12-03 08:35:48,932 - mmaction - INFO - Epoch [37][420/1793] lr: 7.500e-04, eta: 4:14:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3165, loss: 1.3165, grad_norm: 9.0729 2021-12-03 08:36:01,035 - mmaction - INFO - Epoch [37][440/1793] lr: 7.500e-04, eta: 4:13:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8823, loss_cls: 1.2598, loss: 1.2598, grad_norm: 8.7421 2021-12-03 08:36:13,132 - mmaction - INFO - Epoch [37][460/1793] lr: 7.500e-04, eta: 4:13:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8781, loss_cls: 1.3375, loss: 1.3375, grad_norm: 9.5759 2021-12-03 08:36:25,247 - mmaction - INFO - Epoch [37][480/1793] lr: 7.500e-04, eta: 4:13:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6167, top5_acc: 0.8500, loss_cls: 1.4873, loss: 1.4873, grad_norm: 9.7850 2021-12-03 08:36:37,355 - mmaction - INFO - Epoch [37][500/1793] lr: 7.500e-04, eta: 4:13:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8865, loss_cls: 1.3254, loss: 1.3254, grad_norm: 9.2582 2021-12-03 08:36:49,467 - mmaction - INFO - Epoch [37][520/1793] lr: 7.500e-04, eta: 4:13:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8771, loss_cls: 1.3538, loss: 1.3538, grad_norm: 9.5973 2021-12-03 08:37:01,588 - mmaction - INFO - Epoch [37][540/1793] lr: 7.500e-04, eta: 4:12:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8708, loss_cls: 1.3188, loss: 1.3188, grad_norm: 9.1613 2021-12-03 08:37:13,703 - mmaction - INFO - Epoch [37][560/1793] lr: 7.500e-04, eta: 4:12:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8885, loss_cls: 1.2584, loss: 1.2584, grad_norm: 9.0670 2021-12-03 08:37:25,818 - mmaction - INFO - Epoch [37][580/1793] lr: 7.500e-04, eta: 4:12:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8958, loss_cls: 1.2728, loss: 1.2728, grad_norm: 9.3012 2021-12-03 08:37:37,934 - mmaction - INFO - Epoch [37][600/1793] lr: 7.500e-04, eta: 4:12:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8771, loss_cls: 1.2871, loss: 1.2871, grad_norm: 9.5254 2021-12-03 08:37:50,060 - mmaction - INFO - Epoch [37][620/1793] lr: 7.500e-04, eta: 4:12:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8677, loss_cls: 1.3529, loss: 1.3529, grad_norm: 9.2511 2021-12-03 08:38:02,176 - mmaction - INFO - Epoch [37][640/1793] lr: 7.500e-04, eta: 4:11:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8635, loss_cls: 1.3621, loss: 1.3621, grad_norm: 9.4422 2021-12-03 08:38:14,288 - mmaction - INFO - Epoch [37][660/1793] lr: 7.500e-04, eta: 4:11:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8833, loss_cls: 1.2855, loss: 1.2855, grad_norm: 8.9814 2021-12-03 08:38:26,391 - mmaction - INFO - Epoch [37][680/1793] lr: 7.500e-04, eta: 4:11:24, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8802, loss_cls: 1.3190, loss: 1.3190, grad_norm: 9.4706 2021-12-03 08:38:38,513 - mmaction - INFO - Epoch [37][700/1793] lr: 7.500e-04, eta: 4:11:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8781, loss_cls: 1.3348, loss: 1.3348, grad_norm: 9.2855 2021-12-03 08:38:50,656 - mmaction - INFO - Epoch [37][720/1793] lr: 7.500e-04, eta: 4:10:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8719, loss_cls: 1.3670, loss: 1.3670, grad_norm: 9.5952 2021-12-03 08:39:02,761 - mmaction - INFO - Epoch [37][740/1793] lr: 7.500e-04, eta: 4:10:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8562, loss_cls: 1.4385, loss: 1.4385, grad_norm: 9.7386 2021-12-03 08:39:14,883 - mmaction - INFO - Epoch [37][760/1793] lr: 7.500e-04, eta: 4:10:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8844, loss_cls: 1.3159, loss: 1.3159, grad_norm: 9.1623 2021-12-03 08:39:27,003 - mmaction - INFO - Epoch [37][780/1793] lr: 7.500e-04, eta: 4:10:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8854, loss_cls: 1.2950, loss: 1.2950, grad_norm: 9.4576 2021-12-03 08:39:39,097 - mmaction - INFO - Epoch [37][800/1793] lr: 7.500e-04, eta: 4:10:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8854, loss_cls: 1.2743, loss: 1.2743, grad_norm: 9.3814 2021-12-03 08:39:51,203 - mmaction - INFO - Epoch [37][820/1793] lr: 7.500e-04, eta: 4:09:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6656, top5_acc: 0.8667, loss_cls: 1.3406, loss: 1.3406, grad_norm: 9.4525 2021-12-03 08:40:03,328 - mmaction - INFO - Epoch [37][840/1793] lr: 7.500e-04, eta: 4:09:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6312, top5_acc: 0.8750, loss_cls: 1.3501, loss: 1.3501, grad_norm: 9.6742 2021-12-03 08:40:15,447 - mmaction - INFO - Epoch [37][860/1793] lr: 7.500e-04, eta: 4:09:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8781, loss_cls: 1.3417, loss: 1.3417, grad_norm: 9.3169 2021-12-03 08:40:27,570 - mmaction - INFO - Epoch [37][880/1793] lr: 7.500e-04, eta: 4:09:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8875, loss_cls: 1.2324, loss: 1.2324, grad_norm: 9.0758 2021-12-03 08:40:39,676 - mmaction - INFO - Epoch [37][900/1793] lr: 7.500e-04, eta: 4:09:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8708, loss_cls: 1.3388, loss: 1.3388, grad_norm: 9.6020 2021-12-03 08:40:51,813 - mmaction - INFO - Epoch [37][920/1793] lr: 7.500e-04, eta: 4:08:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8792, loss_cls: 1.3333, loss: 1.3333, grad_norm: 9.5375 2021-12-03 08:41:03,937 - mmaction - INFO - Epoch [37][940/1793] lr: 7.500e-04, eta: 4:08:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8562, loss_cls: 1.3355, loss: 1.3355, grad_norm: 9.2612 2021-12-03 08:41:16,047 - mmaction - INFO - Epoch [37][960/1793] lr: 7.500e-04, eta: 4:08:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8677, loss_cls: 1.3898, loss: 1.3898, grad_norm: 9.9011 2021-12-03 08:41:28,146 - mmaction - INFO - Epoch [37][980/1793] lr: 7.500e-04, eta: 4:08:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8729, loss_cls: 1.2802, loss: 1.2802, grad_norm: 8.9158 2021-12-03 08:41:40,242 - mmaction - INFO - Epoch [37][1000/1793] lr: 7.500e-04, eta: 4:08:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6656, top5_acc: 0.8740, loss_cls: 1.2877, loss: 1.2877, grad_norm: 9.4233 2021-12-03 08:41:52,337 - mmaction - INFO - Epoch [37][1020/1793] lr: 7.500e-04, eta: 4:07:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8656, loss_cls: 1.2911, loss: 1.2911, grad_norm: 9.1890 2021-12-03 08:42:04,468 - mmaction - INFO - Epoch [37][1040/1793] lr: 7.500e-04, eta: 4:07:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8677, loss_cls: 1.3651, loss: 1.3651, grad_norm: 9.5325 2021-12-03 08:42:16,585 - mmaction - INFO - Epoch [37][1060/1793] lr: 7.500e-04, eta: 4:07:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2716, loss: 1.2716, grad_norm: 9.3195 2021-12-03 08:42:28,690 - mmaction - INFO - Epoch [37][1080/1793] lr: 7.500e-04, eta: 4:07:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8708, loss_cls: 1.3338, loss: 1.3338, grad_norm: 9.7998 2021-12-03 08:42:40,800 - mmaction - INFO - Epoch [37][1100/1793] lr: 7.500e-04, eta: 4:07:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8635, loss_cls: 1.3522, loss: 1.3522, grad_norm: 9.9613 2021-12-03 08:42:52,918 - mmaction - INFO - Epoch [37][1120/1793] lr: 7.500e-04, eta: 4:06:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8760, loss_cls: 1.3551, loss: 1.3551, grad_norm: 9.5861 2021-12-03 08:43:05,044 - mmaction - INFO - Epoch [37][1140/1793] lr: 7.500e-04, eta: 4:06:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8938, loss_cls: 1.2474, loss: 1.2474, grad_norm: 9.5448 2021-12-03 08:43:17,169 - mmaction - INFO - Epoch [37][1160/1793] lr: 7.500e-04, eta: 4:06:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6583, top5_acc: 0.8760, loss_cls: 1.3285, loss: 1.3285, grad_norm: 9.4816 2021-12-03 08:43:29,300 - mmaction - INFO - Epoch [37][1180/1793] lr: 7.500e-04, eta: 4:06:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8688, loss_cls: 1.3260, loss: 1.3260, grad_norm: 9.7300 2021-12-03 08:43:41,426 - mmaction - INFO - Epoch [37][1200/1793] lr: 7.500e-04, eta: 4:06:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8740, loss_cls: 1.3285, loss: 1.3285, grad_norm: 9.5674 2021-12-03 08:43:53,542 - mmaction - INFO - Epoch [37][1220/1793] lr: 7.500e-04, eta: 4:05:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8708, loss_cls: 1.3591, loss: 1.3591, grad_norm: 9.7542 2021-12-03 08:44:05,650 - mmaction - INFO - Epoch [37][1240/1793] lr: 7.500e-04, eta: 4:05:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8885, loss_cls: 1.2183, loss: 1.2183, grad_norm: 9.1189 2021-12-03 08:44:17,731 - mmaction - INFO - Epoch [37][1260/1793] lr: 7.500e-04, eta: 4:05:23, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8708, loss_cls: 1.3406, loss: 1.3406, grad_norm: 9.3130 2021-12-03 08:44:29,831 - mmaction - INFO - Epoch [37][1280/1793] lr: 7.500e-04, eta: 4:05:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8677, loss_cls: 1.3307, loss: 1.3307, grad_norm: 9.5500 2021-12-03 08:44:41,933 - mmaction - INFO - Epoch [37][1300/1793] lr: 7.500e-04, eta: 4:04:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8875, loss_cls: 1.3234, loss: 1.3234, grad_norm: 9.4264 2021-12-03 08:44:54,033 - mmaction - INFO - Epoch [37][1320/1793] lr: 7.500e-04, eta: 4:04:46, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8771, loss_cls: 1.2796, loss: 1.2796, grad_norm: 9.2150 2021-12-03 08:45:06,163 - mmaction - INFO - Epoch [37][1340/1793] lr: 7.500e-04, eta: 4:04:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8865, loss_cls: 1.2944, loss: 1.2944, grad_norm: 9.2819 2021-12-03 08:45:18,268 - mmaction - INFO - Epoch [37][1360/1793] lr: 7.500e-04, eta: 4:04:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8823, loss_cls: 1.2559, loss: 1.2559, grad_norm: 9.2542 2021-12-03 08:45:30,414 - mmaction - INFO - Epoch [37][1380/1793] lr: 7.500e-04, eta: 4:04:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8917, loss_cls: 1.2466, loss: 1.2466, grad_norm: 9.5662 2021-12-03 08:45:42,528 - mmaction - INFO - Epoch [37][1400/1793] lr: 7.500e-04, eta: 4:03:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8771, loss_cls: 1.2584, loss: 1.2584, grad_norm: 9.1911 2021-12-03 08:45:54,637 - mmaction - INFO - Epoch [37][1420/1793] lr: 7.500e-04, eta: 4:03:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8708, loss_cls: 1.3434, loss: 1.3434, grad_norm: 10.1009 2021-12-03 08:46:06,733 - mmaction - INFO - Epoch [37][1440/1793] lr: 7.500e-04, eta: 4:03:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8823, loss_cls: 1.3301, loss: 1.3301, grad_norm: 9.6507 2021-12-03 08:46:18,835 - mmaction - INFO - Epoch [37][1460/1793] lr: 7.500e-04, eta: 4:03:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8979, loss_cls: 1.3346, loss: 1.3346, grad_norm: 9.9215 2021-12-03 08:46:30,929 - mmaction - INFO - Epoch [37][1480/1793] lr: 7.500e-04, eta: 4:03:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8698, loss_cls: 1.2652, loss: 1.2652, grad_norm: 9.0954 2021-12-03 08:46:43,054 - mmaction - INFO - Epoch [37][1500/1793] lr: 7.500e-04, eta: 4:02:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6354, top5_acc: 0.8740, loss_cls: 1.3292, loss: 1.3292, grad_norm: 9.5395 2021-12-03 08:46:55,171 - mmaction - INFO - Epoch [37][1520/1793] lr: 7.500e-04, eta: 4:02:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8729, loss_cls: 1.3197, loss: 1.3197, grad_norm: 9.7814 2021-12-03 08:47:07,277 - mmaction - INFO - Epoch [37][1540/1793] lr: 7.500e-04, eta: 4:02:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8698, loss_cls: 1.3946, loss: 1.3946, grad_norm: 9.6234 2021-12-03 08:47:19,406 - mmaction - INFO - Epoch [37][1560/1793] lr: 7.500e-04, eta: 4:02:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8781, loss_cls: 1.2944, loss: 1.2944, grad_norm: 9.4109 2021-12-03 08:47:31,501 - mmaction - INFO - Epoch [37][1580/1793] lr: 7.500e-04, eta: 4:02:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8688, loss_cls: 1.3782, loss: 1.3782, grad_norm: 9.4017 2021-12-03 08:47:43,623 - mmaction - INFO - Epoch [37][1600/1793] lr: 7.500e-04, eta: 4:01:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8740, loss_cls: 1.3025, loss: 1.3025, grad_norm: 9.1953 2021-12-03 08:47:55,748 - mmaction - INFO - Epoch [37][1620/1793] lr: 7.500e-04, eta: 4:01:40, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6406, top5_acc: 0.8750, loss_cls: 1.3780, loss: 1.3780, grad_norm: 9.9207 2021-12-03 08:48:07,859 - mmaction - INFO - Epoch [37][1640/1793] lr: 7.500e-04, eta: 4:01:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8740, loss_cls: 1.3617, loss: 1.3617, grad_norm: 9.6978 2021-12-03 08:48:19,949 - mmaction - INFO - Epoch [37][1660/1793] lr: 7.500e-04, eta: 4:01:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8740, loss_cls: 1.2758, loss: 1.2758, grad_norm: 9.2657 2021-12-03 08:48:32,043 - mmaction - INFO - Epoch [37][1680/1793] lr: 7.500e-04, eta: 4:01:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6229, top5_acc: 0.8740, loss_cls: 1.4200, loss: 1.4200, grad_norm: 10.2474 2021-12-03 08:48:44,159 - mmaction - INFO - Epoch [37][1700/1793] lr: 7.500e-04, eta: 4:00:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8604, loss_cls: 1.3812, loss: 1.3812, grad_norm: 9.7391 2021-12-03 08:48:56,288 - mmaction - INFO - Epoch [37][1720/1793] lr: 7.500e-04, eta: 4:00:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8698, loss_cls: 1.3972, loss: 1.3972, grad_norm: 9.5424 2021-12-03 08:49:08,401 - mmaction - INFO - Epoch [37][1740/1793] lr: 7.500e-04, eta: 4:00:25, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8760, loss_cls: 1.3033, loss: 1.3033, grad_norm: 9.3157 2021-12-03 08:49:20,513 - mmaction - INFO - Epoch [37][1760/1793] lr: 7.500e-04, eta: 4:00:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8844, loss_cls: 1.3062, loss: 1.3062, grad_norm: 9.5894 2021-12-03 08:49:32,638 - mmaction - INFO - Epoch [37][1780/1793] lr: 7.500e-04, eta: 4:00:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6167, top5_acc: 0.8448, loss_cls: 1.4484, loss: 1.4484, grad_norm: 9.9477 2021-12-03 08:50:54,251 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:50:54,405 - mmaction - INFO - top1_acc 0.4688 top5_acc 0.7659 2021-12-03 08:50:54,405 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:50:54,414 - mmaction - INFO - mean_acc 0.4285 2021-12-03 08:50:54,416 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-12-03 08:50:59,476 - mmaction - INFO - Epoch(val) [37][241] top1_acc: 0.4688, top5_acc: 0.7659, mean_class_accuracy: 0.4285 2021-12-03 08:51:37,613 - mmaction - INFO - Epoch [38][20/1793] lr: 7.500e-04, eta: 3:59:46, time: 1.907, data_time: 1.304, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8708, loss_cls: 1.3084, loss: 1.3084, grad_norm: 9.4764 2021-12-03 08:51:49,706 - mmaction - INFO - Epoch [38][40/1793] lr: 7.500e-04, eta: 3:59:34, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2334, loss: 1.2334, grad_norm: 9.4813 2021-12-03 08:52:01,791 - mmaction - INFO - Epoch [38][60/1793] lr: 7.500e-04, eta: 3:59:21, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8740, loss_cls: 1.2622, loss: 1.2622, grad_norm: 9.6035 2021-12-03 08:52:13,894 - mmaction - INFO - Epoch [38][80/1793] lr: 7.500e-04, eta: 3:59:09, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8865, loss_cls: 1.2341, loss: 1.2341, grad_norm: 9.2534 2021-12-03 08:52:25,971 - mmaction - INFO - Epoch [38][100/1793] lr: 7.500e-04, eta: 3:58:56, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8844, loss_cls: 1.2663, loss: 1.2663, grad_norm: 9.4804 2021-12-03 08:52:38,048 - mmaction - INFO - Epoch [38][120/1793] lr: 7.500e-04, eta: 3:58:44, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8823, loss_cls: 1.3142, loss: 1.3142, grad_norm: 9.7106 2021-12-03 08:52:50,129 - mmaction - INFO - Epoch [38][140/1793] lr: 7.500e-04, eta: 3:58:31, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8812, loss_cls: 1.3078, loss: 1.3078, grad_norm: 9.8595 2021-12-03 08:53:02,240 - mmaction - INFO - Epoch [38][160/1793] lr: 7.500e-04, eta: 3:58:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8927, loss_cls: 1.2344, loss: 1.2344, grad_norm: 9.1562 2021-12-03 08:53:14,333 - mmaction - INFO - Epoch [38][180/1793] lr: 7.500e-04, eta: 3:58:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8562, loss_cls: 1.3374, loss: 1.3374, grad_norm: 9.4319 2021-12-03 08:53:26,443 - mmaction - INFO - Epoch [38][200/1793] lr: 7.500e-04, eta: 3:57:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8729, loss_cls: 1.3105, loss: 1.3105, grad_norm: 9.6187 2021-12-03 08:53:38,532 - mmaction - INFO - Epoch [38][220/1793] lr: 7.500e-04, eta: 3:57:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8854, loss_cls: 1.2086, loss: 1.2086, grad_norm: 9.2311 2021-12-03 08:53:50,653 - mmaction - INFO - Epoch [38][240/1793] lr: 7.500e-04, eta: 3:57:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8698, loss_cls: 1.3082, loss: 1.3082, grad_norm: 9.8676 2021-12-03 08:54:02,776 - mmaction - INFO - Epoch [38][260/1793] lr: 7.500e-04, eta: 3:57:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8927, loss_cls: 1.3143, loss: 1.3143, grad_norm: 9.8470 2021-12-03 08:54:14,908 - mmaction - INFO - Epoch [38][280/1793] lr: 7.500e-04, eta: 3:57:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8865, loss_cls: 1.2565, loss: 1.2565, grad_norm: 9.2290 2021-12-03 08:54:27,023 - mmaction - INFO - Epoch [38][300/1793] lr: 7.500e-04, eta: 3:56:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8885, loss_cls: 1.2150, loss: 1.2150, grad_norm: 9.4139 2021-12-03 08:54:39,137 - mmaction - INFO - Epoch [38][320/1793] lr: 7.500e-04, eta: 3:56:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8812, loss_cls: 1.3065, loss: 1.3065, grad_norm: 9.5061 2021-12-03 08:54:51,271 - mmaction - INFO - Epoch [38][340/1793] lr: 7.500e-04, eta: 3:56:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8865, loss_cls: 1.2440, loss: 1.2440, grad_norm: 9.2088 2021-12-03 08:55:03,364 - mmaction - INFO - Epoch [38][360/1793] lr: 7.500e-04, eta: 3:56:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2671, loss: 1.2671, grad_norm: 9.5427 2021-12-03 08:55:15,491 - mmaction - INFO - Epoch [38][380/1793] lr: 7.500e-04, eta: 3:56:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8823, loss_cls: 1.2415, loss: 1.2415, grad_norm: 9.6190 2021-12-03 08:55:27,604 - mmaction - INFO - Epoch [38][400/1793] lr: 7.500e-04, eta: 3:55:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8812, loss_cls: 1.2562, loss: 1.2562, grad_norm: 9.9727 2021-12-03 08:55:39,724 - mmaction - INFO - Epoch [38][420/1793] lr: 7.500e-04, eta: 3:55:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8635, loss_cls: 1.3520, loss: 1.3520, grad_norm: 10.2001 2021-12-03 08:55:51,824 - mmaction - INFO - Epoch [38][440/1793] lr: 7.500e-04, eta: 3:55:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8865, loss_cls: 1.2766, loss: 1.2766, grad_norm: 10.0384 2021-12-03 08:56:03,939 - mmaction - INFO - Epoch [38][460/1793] lr: 7.500e-04, eta: 3:55:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8562, loss_cls: 1.3347, loss: 1.3347, grad_norm: 9.6180 2021-12-03 08:56:16,040 - mmaction - INFO - Epoch [38][480/1793] lr: 7.500e-04, eta: 3:55:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8823, loss_cls: 1.2700, loss: 1.2700, grad_norm: 9.3338 2021-12-03 08:56:28,154 - mmaction - INFO - Epoch [38][500/1793] lr: 7.500e-04, eta: 3:54:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8927, loss_cls: 1.2277, loss: 1.2277, grad_norm: 9.9469 2021-12-03 08:56:40,272 - mmaction - INFO - Epoch [38][520/1793] lr: 7.500e-04, eta: 3:54:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8812, loss_cls: 1.3336, loss: 1.3336, grad_norm: 9.9199 2021-12-03 08:56:52,393 - mmaction - INFO - Epoch [38][540/1793] lr: 7.500e-04, eta: 3:54:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8802, loss_cls: 1.3353, loss: 1.3353, grad_norm: 10.0415 2021-12-03 08:57:04,516 - mmaction - INFO - Epoch [38][560/1793] lr: 7.500e-04, eta: 3:54:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8740, loss_cls: 1.2772, loss: 1.2772, grad_norm: 9.5939 2021-12-03 08:57:16,612 - mmaction - INFO - Epoch [38][580/1793] lr: 7.500e-04, eta: 3:53:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2440, loss: 1.2440, grad_norm: 9.5098 2021-12-03 08:57:28,720 - mmaction - INFO - Epoch [38][600/1793] lr: 7.500e-04, eta: 3:53:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8594, loss_cls: 1.4017, loss: 1.4017, grad_norm: 9.7779 2021-12-03 08:57:40,816 - mmaction - INFO - Epoch [38][620/1793] lr: 7.500e-04, eta: 3:53:33, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8990, loss_cls: 1.1891, loss: 1.1891, grad_norm: 8.8747 2021-12-03 08:57:52,925 - mmaction - INFO - Epoch [38][640/1793] lr: 7.500e-04, eta: 3:53:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8885, loss_cls: 1.2740, loss: 1.2740, grad_norm: 9.8567 2021-12-03 08:58:05,023 - mmaction - INFO - Epoch [38][660/1793] lr: 7.500e-04, eta: 3:53:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8677, loss_cls: 1.3073, loss: 1.3073, grad_norm: 9.9050 2021-12-03 08:58:17,148 - mmaction - INFO - Epoch [38][680/1793] lr: 7.500e-04, eta: 3:52:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8823, loss_cls: 1.3207, loss: 1.3207, grad_norm: 9.4708 2021-12-03 08:58:29,255 - mmaction - INFO - Epoch [38][700/1793] lr: 7.500e-04, eta: 3:52:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8708, loss_cls: 1.3271, loss: 1.3271, grad_norm: 9.5952 2021-12-03 08:58:41,338 - mmaction - INFO - Epoch [38][720/1793] lr: 7.500e-04, eta: 3:52:31, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8802, loss_cls: 1.2809, loss: 1.2809, grad_norm: 9.6935 2021-12-03 08:58:53,451 - mmaction - INFO - Epoch [38][740/1793] lr: 7.500e-04, eta: 3:52:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6365, top5_acc: 0.8656, loss_cls: 1.3447, loss: 1.3447, grad_norm: 9.9082 2021-12-03 08:59:05,535 - mmaction - INFO - Epoch [38][760/1793] lr: 7.500e-04, eta: 3:52:06, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.9000, loss_cls: 1.1950, loss: 1.1950, grad_norm: 9.6046 2021-12-03 08:59:17,641 - mmaction - INFO - Epoch [38][780/1793] lr: 7.500e-04, eta: 3:51:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3416, loss: 1.3416, grad_norm: 10.0738 2021-12-03 08:59:29,761 - mmaction - INFO - Epoch [38][800/1793] lr: 7.500e-04, eta: 3:51:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8635, loss_cls: 1.3199, loss: 1.3199, grad_norm: 9.5933 2021-12-03 08:59:41,879 - mmaction - INFO - Epoch [38][820/1793] lr: 7.500e-04, eta: 3:51:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8823, loss_cls: 1.3085, loss: 1.3085, grad_norm: 9.7447 2021-12-03 08:59:53,989 - mmaction - INFO - Epoch [38][840/1793] lr: 7.500e-04, eta: 3:51:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8792, loss_cls: 1.2600, loss: 1.2600, grad_norm: 9.5840 2021-12-03 09:00:06,100 - mmaction - INFO - Epoch [38][860/1793] lr: 7.500e-04, eta: 3:51:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8802, loss_cls: 1.2614, loss: 1.2614, grad_norm: 9.6145 2021-12-03 09:00:18,193 - mmaction - INFO - Epoch [38][880/1793] lr: 7.500e-04, eta: 3:50:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6438, top5_acc: 0.8833, loss_cls: 1.2848, loss: 1.2848, grad_norm: 10.2645 2021-12-03 09:00:30,298 - mmaction - INFO - Epoch [38][900/1793] lr: 7.500e-04, eta: 3:50:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6292, top5_acc: 0.8823, loss_cls: 1.3462, loss: 1.3462, grad_norm: 10.0608 2021-12-03 09:00:42,420 - mmaction - INFO - Epoch [38][920/1793] lr: 7.500e-04, eta: 3:50:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8719, loss_cls: 1.3146, loss: 1.3146, grad_norm: 10.0336 2021-12-03 09:00:54,530 - mmaction - INFO - Epoch [38][940/1793] lr: 7.500e-04, eta: 3:50:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8792, loss_cls: 1.3628, loss: 1.3628, grad_norm: 10.2951 2021-12-03 09:01:06,640 - mmaction - INFO - Epoch [38][960/1793] lr: 7.500e-04, eta: 3:50:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8885, loss_cls: 1.2605, loss: 1.2605, grad_norm: 9.7029 2021-12-03 09:01:18,754 - mmaction - INFO - Epoch [38][980/1793] lr: 7.500e-04, eta: 3:49:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8812, loss_cls: 1.2978, loss: 1.2978, grad_norm: 9.4063 2021-12-03 09:01:30,869 - mmaction - INFO - Epoch [38][1000/1793] lr: 7.500e-04, eta: 3:49:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8760, loss_cls: 1.3129, loss: 1.3129, grad_norm: 9.7241 2021-12-03 09:01:42,982 - mmaction - INFO - Epoch [38][1020/1793] lr: 7.500e-04, eta: 3:49:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8615, loss_cls: 1.3077, loss: 1.3077, grad_norm: 9.5335 2021-12-03 09:01:55,106 - mmaction - INFO - Epoch [38][1040/1793] lr: 7.500e-04, eta: 3:49:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8750, loss_cls: 1.3474, loss: 1.3474, grad_norm: 9.9417 2021-12-03 09:02:07,232 - mmaction - INFO - Epoch [38][1060/1793] lr: 7.500e-04, eta: 3:48:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8990, loss_cls: 1.2195, loss: 1.2195, grad_norm: 9.2665 2021-12-03 09:02:19,355 - mmaction - INFO - Epoch [38][1080/1793] lr: 7.500e-04, eta: 3:48:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8729, loss_cls: 1.3512, loss: 1.3512, grad_norm: 10.0324 2021-12-03 09:02:31,448 - mmaction - INFO - Epoch [38][1100/1793] lr: 7.500e-04, eta: 3:48:34, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8740, loss_cls: 1.3737, loss: 1.3737, grad_norm: 10.4476 2021-12-03 09:02:43,557 - mmaction - INFO - Epoch [38][1120/1793] lr: 7.500e-04, eta: 3:48:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8781, loss_cls: 1.2485, loss: 1.2485, grad_norm: 9.4312 2021-12-03 09:02:55,670 - mmaction - INFO - Epoch [38][1140/1793] lr: 7.500e-04, eta: 3:48:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8844, loss_cls: 1.2872, loss: 1.2872, grad_norm: 9.5230 2021-12-03 09:03:07,769 - mmaction - INFO - Epoch [38][1160/1793] lr: 7.500e-04, eta: 3:47:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8823, loss_cls: 1.3185, loss: 1.3185, grad_norm: 9.8641 2021-12-03 09:03:19,903 - mmaction - INFO - Epoch [38][1180/1793] lr: 7.500e-04, eta: 3:47:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8969, loss_cls: 1.1961, loss: 1.1961, grad_norm: 9.2876 2021-12-03 09:03:32,036 - mmaction - INFO - Epoch [38][1200/1793] lr: 7.500e-04, eta: 3:47:32, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8990, loss_cls: 1.1583, loss: 1.1583, grad_norm: 9.3190 2021-12-03 09:03:44,156 - mmaction - INFO - Epoch [38][1220/1793] lr: 7.500e-04, eta: 3:47:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3143, loss: 1.3143, grad_norm: 9.8108 2021-12-03 09:03:56,270 - mmaction - INFO - Epoch [38][1240/1793] lr: 7.500e-04, eta: 3:47:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8729, loss_cls: 1.2513, loss: 1.2513, grad_norm: 9.1369 2021-12-03 09:04:08,364 - mmaction - INFO - Epoch [38][1260/1793] lr: 7.500e-04, eta: 3:46:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8750, loss_cls: 1.2795, loss: 1.2795, grad_norm: 9.7043 2021-12-03 09:04:20,476 - mmaction - INFO - Epoch [38][1280/1793] lr: 7.500e-04, eta: 3:46:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8792, loss_cls: 1.2932, loss: 1.2932, grad_norm: 9.5580 2021-12-03 09:04:32,562 - mmaction - INFO - Epoch [38][1300/1793] lr: 7.500e-04, eta: 3:46:30, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8656, loss_cls: 1.3655, loss: 1.3655, grad_norm: 9.8014 2021-12-03 09:04:44,656 - mmaction - INFO - Epoch [38][1320/1793] lr: 7.500e-04, eta: 3:46:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3266, loss: 1.3266, grad_norm: 9.5396 2021-12-03 09:04:56,750 - mmaction - INFO - Epoch [38][1340/1793] lr: 7.500e-04, eta: 3:46:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3634, loss: 1.3634, grad_norm: 10.0015 2021-12-03 09:05:08,860 - mmaction - INFO - Epoch [38][1360/1793] lr: 7.500e-04, eta: 3:45:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8573, loss_cls: 1.3722, loss: 1.3722, grad_norm: 9.9064 2021-12-03 09:05:20,979 - mmaction - INFO - Epoch [38][1380/1793] lr: 7.500e-04, eta: 3:45:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8667, loss_cls: 1.3495, loss: 1.3495, grad_norm: 9.9406 2021-12-03 09:05:33,092 - mmaction - INFO - Epoch [38][1400/1793] lr: 7.500e-04, eta: 3:45:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8771, loss_cls: 1.2900, loss: 1.2900, grad_norm: 10.0201 2021-12-03 09:05:45,210 - mmaction - INFO - Epoch [38][1420/1793] lr: 7.500e-04, eta: 3:45:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8844, loss_cls: 1.3071, loss: 1.3071, grad_norm: 9.5676 2021-12-03 09:05:57,344 - mmaction - INFO - Epoch [38][1440/1793] lr: 7.500e-04, eta: 3:45:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8823, loss_cls: 1.2681, loss: 1.2681, grad_norm: 9.9858 2021-12-03 09:06:09,463 - mmaction - INFO - Epoch [38][1460/1793] lr: 7.500e-04, eta: 3:44:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8896, loss_cls: 1.2450, loss: 1.2450, grad_norm: 9.6248 2021-12-03 09:06:21,584 - mmaction - INFO - Epoch [38][1480/1793] lr: 7.500e-04, eta: 3:44:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.3304, loss: 1.3304, grad_norm: 9.9634 2021-12-03 09:06:33,706 - mmaction - INFO - Epoch [38][1500/1793] lr: 7.500e-04, eta: 3:44:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8802, loss_cls: 1.2582, loss: 1.2582, grad_norm: 9.6568 2021-12-03 09:06:45,819 - mmaction - INFO - Epoch [38][1520/1793] lr: 7.500e-04, eta: 3:44:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8833, loss_cls: 1.3496, loss: 1.3496, grad_norm: 10.2686 2021-12-03 09:06:57,939 - mmaction - INFO - Epoch [38][1540/1793] lr: 7.500e-04, eta: 3:44:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8865, loss_cls: 1.2119, loss: 1.2119, grad_norm: 9.7531 2021-12-03 09:07:10,044 - mmaction - INFO - Epoch [38][1560/1793] lr: 7.500e-04, eta: 3:43:49, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8708, loss_cls: 1.3330, loss: 1.3330, grad_norm: 10.2763 2021-12-03 09:07:22,151 - mmaction - INFO - Epoch [38][1580/1793] lr: 7.500e-04, eta: 3:43:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8750, loss_cls: 1.3235, loss: 1.3235, grad_norm: 10.3747 2021-12-03 09:07:34,269 - mmaction - INFO - Epoch [38][1600/1793] lr: 7.500e-04, eta: 3:43:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8698, loss_cls: 1.3659, loss: 1.3659, grad_norm: 10.1226 2021-12-03 09:07:46,385 - mmaction - INFO - Epoch [38][1620/1793] lr: 7.500e-04, eta: 3:43:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8938, loss_cls: 1.3110, loss: 1.3110, grad_norm: 10.0787 2021-12-03 09:07:58,492 - mmaction - INFO - Epoch [38][1640/1793] lr: 7.500e-04, eta: 3:42:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8781, loss_cls: 1.3197, loss: 1.3197, grad_norm: 10.1419 2021-12-03 09:08:10,600 - mmaction - INFO - Epoch [38][1660/1793] lr: 7.500e-04, eta: 3:42:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.3031, loss: 1.3031, grad_norm: 9.6091 2021-12-03 09:08:22,700 - mmaction - INFO - Epoch [38][1680/1793] lr: 7.500e-04, eta: 3:42:34, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8844, loss_cls: 1.2616, loss: 1.2616, grad_norm: 9.3311 2021-12-03 09:08:34,814 - mmaction - INFO - Epoch [38][1700/1793] lr: 7.500e-04, eta: 3:42:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8875, loss_cls: 1.2623, loss: 1.2623, grad_norm: 9.6042 2021-12-03 09:08:46,900 - mmaction - INFO - Epoch [38][1720/1793] lr: 7.500e-04, eta: 3:42:09, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8698, loss_cls: 1.3337, loss: 1.3337, grad_norm: 10.0326 2021-12-03 09:08:58,992 - mmaction - INFO - Epoch [38][1740/1793] lr: 7.500e-04, eta: 3:41:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6208, top5_acc: 0.8573, loss_cls: 1.4283, loss: 1.4283, grad_norm: 10.4702 2021-12-03 09:09:11,094 - mmaction - INFO - Epoch [38][1760/1793] lr: 7.500e-04, eta: 3:41:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8750, loss_cls: 1.3051, loss: 1.3051, grad_norm: 9.8669 2021-12-03 09:09:23,175 - mmaction - INFO - Epoch [38][1780/1793] lr: 7.500e-04, eta: 3:41:32, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8760, loss_cls: 1.3182, loss: 1.3182, grad_norm: 9.9380 2021-12-03 09:10:43,878 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:10:44,037 - mmaction - INFO - top1_acc 0.4662 top5_acc 0.7691 2021-12-03 09:10:44,037 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:10:44,049 - mmaction - INFO - mean_acc 0.4311 2021-12-03 09:10:44,054 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-12-03 09:10:48,109 - mmaction - INFO - Epoch(val) [38][241] top1_acc: 0.4662, top5_acc: 0.7691, mean_class_accuracy: 0.4311 2021-12-03 09:11:26,525 - mmaction - INFO - Epoch [39][20/1793] lr: 7.500e-04, eta: 3:41:17, time: 1.921, data_time: 1.318, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8812, loss_cls: 1.2666, loss: 1.2666, grad_norm: 10.0394 2021-12-03 09:11:38,624 - mmaction - INFO - Epoch [39][40/1793] lr: 7.500e-04, eta: 3:41:05, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8844, loss_cls: 1.2702, loss: 1.2702, grad_norm: 9.5137 2021-12-03 09:11:50,722 - mmaction - INFO - Epoch [39][60/1793] lr: 7.500e-04, eta: 3:40:52, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6469, top5_acc: 0.8802, loss_cls: 1.2940, loss: 1.2940, grad_norm: 10.0717 2021-12-03 09:12:02,783 - mmaction - INFO - Epoch [39][80/1793] lr: 7.500e-04, eta: 3:40:40, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8885, loss_cls: 1.2600, loss: 1.2600, grad_norm: 10.1806 2021-12-03 09:12:14,839 - mmaction - INFO - Epoch [39][100/1793] lr: 7.500e-04, eta: 3:40:28, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8635, loss_cls: 1.3191, loss: 1.3191, grad_norm: 9.6563 2021-12-03 09:12:26,916 - mmaction - INFO - Epoch [39][120/1793] lr: 7.500e-04, eta: 3:40:15, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8781, loss_cls: 1.3026, loss: 1.3026, grad_norm: 10.0961 2021-12-03 09:12:38,994 - mmaction - INFO - Epoch [39][140/1793] lr: 7.500e-04, eta: 3:40:03, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8885, loss_cls: 1.2748, loss: 1.2748, grad_norm: 9.7866 2021-12-03 09:12:51,069 - mmaction - INFO - Epoch [39][160/1793] lr: 7.500e-04, eta: 3:39:50, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8896, loss_cls: 1.1817, loss: 1.1817, grad_norm: 9.5188 2021-12-03 09:13:03,149 - mmaction - INFO - Epoch [39][180/1793] lr: 7.500e-04, eta: 3:39:38, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8938, loss_cls: 1.2046, loss: 1.2046, grad_norm: 9.6824 2021-12-03 09:13:15,247 - mmaction - INFO - Epoch [39][200/1793] lr: 7.500e-04, eta: 3:39:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8729, loss_cls: 1.3339, loss: 1.3339, grad_norm: 10.2293 2021-12-03 09:13:27,350 - mmaction - INFO - Epoch [39][220/1793] lr: 7.500e-04, eta: 3:39:13, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8792, loss_cls: 1.3039, loss: 1.3039, grad_norm: 10.3366 2021-12-03 09:13:39,445 - mmaction - INFO - Epoch [39][240/1793] lr: 7.500e-04, eta: 3:39:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8854, loss_cls: 1.2327, loss: 1.2327, grad_norm: 10.0369 2021-12-03 09:13:51,543 - mmaction - INFO - Epoch [39][260/1793] lr: 7.500e-04, eta: 3:38:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8917, loss_cls: 1.2296, loss: 1.2296, grad_norm: 10.0607 2021-12-03 09:14:03,665 - mmaction - INFO - Epoch [39][280/1793] lr: 7.500e-04, eta: 3:38:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8823, loss_cls: 1.2793, loss: 1.2793, grad_norm: 10.1538 2021-12-03 09:14:15,749 - mmaction - INFO - Epoch [39][300/1793] lr: 7.500e-04, eta: 3:38:23, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8875, loss_cls: 1.2754, loss: 1.2754, grad_norm: 10.2924 2021-12-03 09:14:27,864 - mmaction - INFO - Epoch [39][320/1793] lr: 7.500e-04, eta: 3:38:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8760, loss_cls: 1.2876, loss: 1.2876, grad_norm: 10.0468 2021-12-03 09:14:39,992 - mmaction - INFO - Epoch [39][340/1793] lr: 7.500e-04, eta: 3:37:58, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8781, loss_cls: 1.2472, loss: 1.2472, grad_norm: 9.8554 2021-12-03 09:14:52,122 - mmaction - INFO - Epoch [39][360/1793] lr: 7.500e-04, eta: 3:37:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8760, loss_cls: 1.3301, loss: 1.3301, grad_norm: 9.8430 2021-12-03 09:15:04,223 - mmaction - INFO - Epoch [39][380/1793] lr: 7.500e-04, eta: 3:37:33, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8938, loss_cls: 1.2262, loss: 1.2262, grad_norm: 9.9041 2021-12-03 09:15:16,321 - mmaction - INFO - Epoch [39][400/1793] lr: 7.500e-04, eta: 3:37:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1689, loss: 1.1689, grad_norm: 9.7679 2021-12-03 09:15:28,435 - mmaction - INFO - Epoch [39][420/1793] lr: 7.500e-04, eta: 3:37:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6385, top5_acc: 0.8719, loss_cls: 1.3249, loss: 1.3249, grad_norm: 10.1828 2021-12-03 09:15:40,547 - mmaction - INFO - Epoch [39][440/1793] lr: 7.500e-04, eta: 3:36:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8844, loss_cls: 1.3116, loss: 1.3116, grad_norm: 10.0489 2021-12-03 09:15:52,667 - mmaction - INFO - Epoch [39][460/1793] lr: 7.500e-04, eta: 3:36:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6656, top5_acc: 0.8833, loss_cls: 1.2872, loss: 1.2872, grad_norm: 10.3541 2021-12-03 09:16:04,782 - mmaction - INFO - Epoch [39][480/1793] lr: 7.500e-04, eta: 3:36:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8531, loss_cls: 1.3975, loss: 1.3975, grad_norm: 10.5389 2021-12-03 09:16:16,903 - mmaction - INFO - Epoch [39][500/1793] lr: 7.500e-04, eta: 3:36:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8865, loss_cls: 1.2429, loss: 1.2429, grad_norm: 10.1098 2021-12-03 09:16:29,021 - mmaction - INFO - Epoch [39][520/1793] lr: 7.500e-04, eta: 3:36:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8729, loss_cls: 1.3027, loss: 1.3027, grad_norm: 10.2187 2021-12-03 09:16:41,133 - mmaction - INFO - Epoch [39][540/1793] lr: 7.500e-04, eta: 3:35:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8906, loss_cls: 1.2968, loss: 1.2968, grad_norm: 10.3840 2021-12-03 09:16:53,250 - mmaction - INFO - Epoch [39][560/1793] lr: 7.500e-04, eta: 3:35:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8854, loss_cls: 1.2712, loss: 1.2712, grad_norm: 9.4760 2021-12-03 09:17:05,366 - mmaction - INFO - Epoch [39][580/1793] lr: 7.500e-04, eta: 3:35:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8802, loss_cls: 1.3150, loss: 1.3150, grad_norm: 10.4745 2021-12-03 09:17:17,469 - mmaction - INFO - Epoch [39][600/1793] lr: 7.500e-04, eta: 3:35:17, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8750, loss_cls: 1.2436, loss: 1.2436, grad_norm: 9.8205 2021-12-03 09:17:29,590 - mmaction - INFO - Epoch [39][620/1793] lr: 7.500e-04, eta: 3:35:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8865, loss_cls: 1.2836, loss: 1.2836, grad_norm: 10.1730 2021-12-03 09:17:41,688 - mmaction - INFO - Epoch [39][640/1793] lr: 7.500e-04, eta: 3:34:52, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8854, loss_cls: 1.2788, loss: 1.2788, grad_norm: 10.1619 2021-12-03 09:17:53,786 - mmaction - INFO - Epoch [39][660/1793] lr: 7.500e-04, eta: 3:34:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.8979, loss_cls: 1.2536, loss: 1.2536, grad_norm: 9.7352 2021-12-03 09:18:05,884 - mmaction - INFO - Epoch [39][680/1793] lr: 7.500e-04, eta: 3:34:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8708, loss_cls: 1.3099, loss: 1.3099, grad_norm: 10.2120 2021-12-03 09:18:17,990 - mmaction - INFO - Epoch [39][700/1793] lr: 7.500e-04, eta: 3:34:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2398, loss: 1.2398, grad_norm: 9.8116 2021-12-03 09:18:30,097 - mmaction - INFO - Epoch [39][720/1793] lr: 7.500e-04, eta: 3:34:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8740, loss_cls: 1.2567, loss: 1.2567, grad_norm: 9.9659 2021-12-03 09:18:42,211 - mmaction - INFO - Epoch [39][740/1793] lr: 7.500e-04, eta: 3:33:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8802, loss_cls: 1.3434, loss: 1.3434, grad_norm: 10.1327 2021-12-03 09:18:54,317 - mmaction - INFO - Epoch [39][760/1793] lr: 7.500e-04, eta: 3:33:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8938, loss_cls: 1.2105, loss: 1.2105, grad_norm: 9.5827 2021-12-03 09:19:06,429 - mmaction - INFO - Epoch [39][780/1793] lr: 7.500e-04, eta: 3:33:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8927, loss_cls: 1.2683, loss: 1.2683, grad_norm: 10.2649 2021-12-03 09:19:18,510 - mmaction - INFO - Epoch [39][800/1793] lr: 7.500e-04, eta: 3:33:13, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8802, loss_cls: 1.2898, loss: 1.2898, grad_norm: 10.0871 2021-12-03 09:19:30,633 - mmaction - INFO - Epoch [39][820/1793] lr: 7.500e-04, eta: 3:33:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8854, loss_cls: 1.2215, loss: 1.2215, grad_norm: 9.7720 2021-12-03 09:19:42,761 - mmaction - INFO - Epoch [39][840/1793] lr: 7.500e-04, eta: 3:32:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8844, loss_cls: 1.2696, loss: 1.2696, grad_norm: 10.5631 2021-12-03 09:19:54,887 - mmaction - INFO - Epoch [39][860/1793] lr: 7.500e-04, eta: 3:32:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8750, loss_cls: 1.3077, loss: 1.3077, grad_norm: 10.4783 2021-12-03 09:20:07,011 - mmaction - INFO - Epoch [39][880/1793] lr: 7.500e-04, eta: 3:32:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8833, loss_cls: 1.2839, loss: 1.2839, grad_norm: 10.5121 2021-12-03 09:20:19,133 - mmaction - INFO - Epoch [39][900/1793] lr: 7.500e-04, eta: 3:32:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8875, loss_cls: 1.2961, loss: 1.2961, grad_norm: 10.5712 2021-12-03 09:20:31,225 - mmaction - INFO - Epoch [39][920/1793] lr: 7.500e-04, eta: 3:31:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6646, top5_acc: 0.8917, loss_cls: 1.2270, loss: 1.2270, grad_norm: 10.1742 2021-12-03 09:20:43,350 - mmaction - INFO - Epoch [39][940/1793] lr: 7.500e-04, eta: 3:31:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8750, loss_cls: 1.2982, loss: 1.2982, grad_norm: 10.2592 2021-12-03 09:20:55,473 - mmaction - INFO - Epoch [39][960/1793] lr: 7.500e-04, eta: 3:31:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8823, loss_cls: 1.3048, loss: 1.3048, grad_norm: 10.3916 2021-12-03 09:21:07,588 - mmaction - INFO - Epoch [39][980/1793] lr: 7.500e-04, eta: 3:31:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8865, loss_cls: 1.2237, loss: 1.2237, grad_norm: 9.6227 2021-12-03 09:21:19,697 - mmaction - INFO - Epoch [39][1000/1793] lr: 7.500e-04, eta: 3:31:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6583, top5_acc: 0.8792, loss_cls: 1.3035, loss: 1.3035, grad_norm: 9.8842 2021-12-03 09:21:31,811 - mmaction - INFO - Epoch [39][1020/1793] lr: 7.500e-04, eta: 3:30:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8865, loss_cls: 1.2666, loss: 1.2666, grad_norm: 10.1928 2021-12-03 09:21:43,927 - mmaction - INFO - Epoch [39][1040/1793] lr: 7.500e-04, eta: 3:30:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8896, loss_cls: 1.2178, loss: 1.2178, grad_norm: 9.9839 2021-12-03 09:21:56,047 - mmaction - INFO - Epoch [39][1060/1793] lr: 7.500e-04, eta: 3:30:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8896, loss_cls: 1.2639, loss: 1.2639, grad_norm: 10.1061 2021-12-03 09:22:08,147 - mmaction - INFO - Epoch [39][1080/1793] lr: 7.500e-04, eta: 3:30:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6396, top5_acc: 0.8521, loss_cls: 1.4417, loss: 1.4417, grad_norm: 10.7801 2021-12-03 09:22:20,261 - mmaction - INFO - Epoch [39][1100/1793] lr: 7.500e-04, eta: 3:30:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8646, loss_cls: 1.3039, loss: 1.3039, grad_norm: 9.9536 2021-12-03 09:22:32,376 - mmaction - INFO - Epoch [39][1120/1793] lr: 7.500e-04, eta: 3:29:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.9000, loss_cls: 1.1910, loss: 1.1910, grad_norm: 9.7735 2021-12-03 09:22:44,502 - mmaction - INFO - Epoch [39][1140/1793] lr: 7.500e-04, eta: 3:29:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8688, loss_cls: 1.3170, loss: 1.3170, grad_norm: 10.3851 2021-12-03 09:22:56,652 - mmaction - INFO - Epoch [39][1160/1793] lr: 7.500e-04, eta: 3:29:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6500, top5_acc: 0.8833, loss_cls: 1.3103, loss: 1.3103, grad_norm: 10.2614 2021-12-03 09:23:08,772 - mmaction - INFO - Epoch [39][1180/1793] lr: 7.500e-04, eta: 3:29:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8802, loss_cls: 1.2738, loss: 1.2738, grad_norm: 9.9996 2021-12-03 09:23:20,876 - mmaction - INFO - Epoch [39][1200/1793] lr: 7.500e-04, eta: 3:29:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8823, loss_cls: 1.2807, loss: 1.2807, grad_norm: 10.1776 2021-12-03 09:23:32,983 - mmaction - INFO - Epoch [39][1220/1793] lr: 7.500e-04, eta: 3:28:52, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8698, loss_cls: 1.3472, loss: 1.3472, grad_norm: 9.9591 2021-12-03 09:23:45,100 - mmaction - INFO - Epoch [39][1240/1793] lr: 7.500e-04, eta: 3:28:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6458, top5_acc: 0.8802, loss_cls: 1.2902, loss: 1.2902, grad_norm: 10.0362 2021-12-03 09:23:57,206 - mmaction - INFO - Epoch [39][1260/1793] lr: 7.500e-04, eta: 3:28:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8844, loss_cls: 1.2785, loss: 1.2785, grad_norm: 9.9603 2021-12-03 09:24:09,310 - mmaction - INFO - Epoch [39][1280/1793] lr: 7.500e-04, eta: 3:28:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9021, loss_cls: 1.1910, loss: 1.1910, grad_norm: 10.3117 2021-12-03 09:24:21,428 - mmaction - INFO - Epoch [39][1300/1793] lr: 7.500e-04, eta: 3:28:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.3197, loss: 1.3197, grad_norm: 10.1501 2021-12-03 09:24:33,551 - mmaction - INFO - Epoch [39][1320/1793] lr: 7.500e-04, eta: 3:27:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8917, loss_cls: 1.2070, loss: 1.2070, grad_norm: 10.2574 2021-12-03 09:24:45,666 - mmaction - INFO - Epoch [39][1340/1793] lr: 7.500e-04, eta: 3:27:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.3059, loss: 1.3059, grad_norm: 10.2311 2021-12-03 09:24:57,769 - mmaction - INFO - Epoch [39][1360/1793] lr: 7.500e-04, eta: 3:27:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6344, top5_acc: 0.8792, loss_cls: 1.3244, loss: 1.3244, grad_norm: 10.5609 2021-12-03 09:25:09,883 - mmaction - INFO - Epoch [39][1380/1793] lr: 7.500e-04, eta: 3:27:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8729, loss_cls: 1.3016, loss: 1.3016, grad_norm: 10.5756 2021-12-03 09:25:22,001 - mmaction - INFO - Epoch [39][1400/1793] lr: 7.500e-04, eta: 3:27:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8656, loss_cls: 1.2773, loss: 1.2773, grad_norm: 9.8542 2021-12-03 09:25:34,111 - mmaction - INFO - Epoch [39][1420/1793] lr: 7.500e-04, eta: 3:26:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8854, loss_cls: 1.2779, loss: 1.2779, grad_norm: 10.1349 2021-12-03 09:25:46,194 - mmaction - INFO - Epoch [39][1440/1793] lr: 7.500e-04, eta: 3:26:35, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8812, loss_cls: 1.2758, loss: 1.2758, grad_norm: 10.3034 2021-12-03 09:25:58,275 - mmaction - INFO - Epoch [39][1460/1793] lr: 7.500e-04, eta: 3:26:23, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8719, loss_cls: 1.2798, loss: 1.2798, grad_norm: 10.0150 2021-12-03 09:26:10,390 - mmaction - INFO - Epoch [39][1480/1793] lr: 7.500e-04, eta: 3:26:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9083, loss_cls: 1.1309, loss: 1.1309, grad_norm: 9.5974 2021-12-03 09:26:22,489 - mmaction - INFO - Epoch [39][1500/1793] lr: 7.500e-04, eta: 3:25:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.3695, loss: 1.3695, grad_norm: 10.0773 2021-12-03 09:26:34,592 - mmaction - INFO - Epoch [39][1520/1793] lr: 7.500e-04, eta: 3:25:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8875, loss_cls: 1.2266, loss: 1.2266, grad_norm: 9.8456 2021-12-03 09:26:46,711 - mmaction - INFO - Epoch [39][1540/1793] lr: 7.500e-04, eta: 3:25:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8990, loss_cls: 1.1550, loss: 1.1550, grad_norm: 9.6312 2021-12-03 09:26:58,823 - mmaction - INFO - Epoch [39][1560/1793] lr: 7.500e-04, eta: 3:25:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8917, loss_cls: 1.2217, loss: 1.2217, grad_norm: 9.8664 2021-12-03 09:27:10,953 - mmaction - INFO - Epoch [39][1580/1793] lr: 7.500e-04, eta: 3:25:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8823, loss_cls: 1.2618, loss: 1.2618, grad_norm: 9.8893 2021-12-03 09:27:23,073 - mmaction - INFO - Epoch [39][1600/1793] lr: 7.500e-04, eta: 3:24:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8844, loss_cls: 1.2733, loss: 1.2733, grad_norm: 10.0601 2021-12-03 09:27:35,193 - mmaction - INFO - Epoch [39][1620/1793] lr: 7.500e-04, eta: 3:24:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8958, loss_cls: 1.2198, loss: 1.2198, grad_norm: 9.7956 2021-12-03 09:27:47,325 - mmaction - INFO - Epoch [39][1640/1793] lr: 7.500e-04, eta: 3:24:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.2791, loss: 1.2791, grad_norm: 10.0084 2021-12-03 09:27:59,432 - mmaction - INFO - Epoch [39][1660/1793] lr: 7.500e-04, eta: 3:24:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8844, loss_cls: 1.2565, loss: 1.2565, grad_norm: 10.0125 2021-12-03 09:28:11,531 - mmaction - INFO - Epoch [39][1680/1793] lr: 7.500e-04, eta: 3:24:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8938, loss_cls: 1.2558, loss: 1.2558, grad_norm: 10.1871 2021-12-03 09:28:23,644 - mmaction - INFO - Epoch [39][1700/1793] lr: 7.500e-04, eta: 3:23:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8708, loss_cls: 1.3494, loss: 1.3494, grad_norm: 10.5646 2021-12-03 09:28:35,763 - mmaction - INFO - Epoch [39][1720/1793] lr: 7.500e-04, eta: 3:23:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8562, loss_cls: 1.3469, loss: 1.3469, grad_norm: 10.5563 2021-12-03 09:28:47,911 - mmaction - INFO - Epoch [39][1740/1793] lr: 7.500e-04, eta: 3:23:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8677, loss_cls: 1.3539, loss: 1.3539, grad_norm: 10.1549 2021-12-03 09:29:00,023 - mmaction - INFO - Epoch [39][1760/1793] lr: 7.500e-04, eta: 3:23:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8760, loss_cls: 1.3170, loss: 1.3170, grad_norm: 10.0984 2021-12-03 09:29:12,124 - mmaction - INFO - Epoch [39][1780/1793] lr: 7.500e-04, eta: 3:23:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6656, top5_acc: 0.8802, loss_cls: 1.2864, loss: 1.2864, grad_norm: 10.3863 2021-12-03 09:30:31,910 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:30:32,064 - mmaction - INFO - top1_acc 0.4695 top5_acc 0.7641 2021-12-03 09:30:32,064 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:30:32,073 - mmaction - INFO - mean_acc 0.4304 2021-12-03 09:30:32,079 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-12-03 09:30:36,349 - mmaction - INFO - Epoch(val) [39][241] top1_acc: 0.4695, top5_acc: 0.7641, mean_class_accuracy: 0.4304 2021-12-03 09:31:14,599 - mmaction - INFO - Epoch [40][20/1793] lr: 7.500e-04, eta: 3:22:49, time: 1.912, data_time: 1.310, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8698, loss_cls: 1.2932, loss: 1.2932, grad_norm: 9.8681 2021-12-03 09:31:26,696 - mmaction - INFO - Epoch [40][40/1793] lr: 7.500e-04, eta: 3:22:36, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8740, loss_cls: 1.3337, loss: 1.3337, grad_norm: 10.6353 2021-12-03 09:31:38,779 - mmaction - INFO - Epoch [40][60/1793] lr: 7.500e-04, eta: 3:22:24, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8990, loss_cls: 1.2820, loss: 1.2820, grad_norm: 10.2584 2021-12-03 09:31:50,877 - mmaction - INFO - Epoch [40][80/1793] lr: 7.500e-04, eta: 3:22:11, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8750, loss_cls: 1.2773, loss: 1.2773, grad_norm: 10.2904 2021-12-03 09:32:02,941 - mmaction - INFO - Epoch [40][100/1793] lr: 7.500e-04, eta: 3:21:59, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8990, loss_cls: 1.2049, loss: 1.2049, grad_norm: 10.1883 2021-12-03 09:32:15,038 - mmaction - INFO - Epoch [40][120/1793] lr: 7.500e-04, eta: 3:21:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8958, loss_cls: 1.2636, loss: 1.2636, grad_norm: 9.9947 2021-12-03 09:32:27,171 - mmaction - INFO - Epoch [40][140/1793] lr: 7.500e-04, eta: 3:21:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8885, loss_cls: 1.2631, loss: 1.2631, grad_norm: 10.2302 2021-12-03 09:32:39,272 - mmaction - INFO - Epoch [40][160/1793] lr: 7.500e-04, eta: 3:21:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8906, loss_cls: 1.1766, loss: 1.1766, grad_norm: 9.9084 2021-12-03 09:32:51,365 - mmaction - INFO - Epoch [40][180/1793] lr: 7.500e-04, eta: 3:21:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8740, loss_cls: 1.2777, loss: 1.2777, grad_norm: 10.7016 2021-12-03 09:33:03,456 - mmaction - INFO - Epoch [40][200/1793] lr: 7.500e-04, eta: 3:20:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8760, loss_cls: 1.3344, loss: 1.3344, grad_norm: 10.1000 2021-12-03 09:33:15,534 - mmaction - INFO - Epoch [40][220/1793] lr: 7.500e-04, eta: 3:20:44, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8865, loss_cls: 1.2493, loss: 1.2493, grad_norm: 9.9736 2021-12-03 09:33:27,674 - mmaction - INFO - Epoch [40][240/1793] lr: 7.500e-04, eta: 3:20:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8792, loss_cls: 1.2706, loss: 1.2706, grad_norm: 10.1446 2021-12-03 09:33:39,795 - mmaction - INFO - Epoch [40][260/1793] lr: 7.500e-04, eta: 3:20:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6417, top5_acc: 0.8740, loss_cls: 1.3470, loss: 1.3470, grad_norm: 10.9211 2021-12-03 09:33:51,923 - mmaction - INFO - Epoch [40][280/1793] lr: 7.500e-04, eta: 3:20:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8865, loss_cls: 1.2719, loss: 1.2719, grad_norm: 10.4399 2021-12-03 09:34:04,035 - mmaction - INFO - Epoch [40][300/1793] lr: 7.500e-04, eta: 3:19:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8917, loss_cls: 1.1899, loss: 1.1899, grad_norm: 9.8651 2021-12-03 09:34:16,147 - mmaction - INFO - Epoch [40][320/1793] lr: 7.500e-04, eta: 3:19:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8688, loss_cls: 1.2935, loss: 1.2935, grad_norm: 10.2120 2021-12-03 09:34:28,260 - mmaction - INFO - Epoch [40][340/1793] lr: 7.500e-04, eta: 3:19:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8792, loss_cls: 1.2730, loss: 1.2730, grad_norm: 10.4114 2021-12-03 09:34:40,379 - mmaction - INFO - Epoch [40][360/1793] lr: 7.500e-04, eta: 3:19:18, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.3201, loss: 1.3201, grad_norm: 10.6391 2021-12-03 09:34:52,491 - mmaction - INFO - Epoch [40][380/1793] lr: 7.500e-04, eta: 3:19:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8719, loss_cls: 1.3512, loss: 1.3512, grad_norm: 10.4401 2021-12-03 09:35:04,594 - mmaction - INFO - Epoch [40][400/1793] lr: 7.500e-04, eta: 3:18:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6375, top5_acc: 0.8781, loss_cls: 1.3293, loss: 1.3293, grad_norm: 10.8332 2021-12-03 09:35:16,693 - mmaction - INFO - Epoch [40][420/1793] lr: 7.500e-04, eta: 3:18:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8583, loss_cls: 1.3436, loss: 1.3436, grad_norm: 10.6278 2021-12-03 09:35:28,816 - mmaction - INFO - Epoch [40][440/1793] lr: 7.500e-04, eta: 3:18:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8927, loss_cls: 1.2244, loss: 1.2244, grad_norm: 10.1853 2021-12-03 09:35:40,913 - mmaction - INFO - Epoch [40][460/1793] lr: 7.500e-04, eta: 3:18:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8792, loss_cls: 1.2735, loss: 1.2735, grad_norm: 10.4089 2021-12-03 09:35:53,013 - mmaction - INFO - Epoch [40][480/1793] lr: 7.500e-04, eta: 3:18:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8979, loss_cls: 1.1602, loss: 1.1602, grad_norm: 9.7454 2021-12-03 09:36:05,095 - mmaction - INFO - Epoch [40][500/1793] lr: 7.500e-04, eta: 3:17:51, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2248, loss: 1.2248, grad_norm: 10.1014 2021-12-03 09:36:17,189 - mmaction - INFO - Epoch [40][520/1793] lr: 7.500e-04, eta: 3:17:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8792, loss_cls: 1.2947, loss: 1.2947, grad_norm: 10.2405 2021-12-03 09:36:29,266 - mmaction - INFO - Epoch [40][540/1793] lr: 7.500e-04, eta: 3:17:26, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8812, loss_cls: 1.2364, loss: 1.2364, grad_norm: 9.9032 2021-12-03 09:36:41,380 - mmaction - INFO - Epoch [40][560/1793] lr: 7.500e-04, eta: 3:17:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8844, loss_cls: 1.2331, loss: 1.2331, grad_norm: 10.1774 2021-12-03 09:36:53,476 - mmaction - INFO - Epoch [40][580/1793] lr: 7.500e-04, eta: 3:17:01, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.9010, loss_cls: 1.1668, loss: 1.1668, grad_norm: 10.1601 2021-12-03 09:37:05,600 - mmaction - INFO - Epoch [40][600/1793] lr: 7.500e-04, eta: 3:16:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8802, loss_cls: 1.2926, loss: 1.2926, grad_norm: 10.3611 2021-12-03 09:37:17,708 - mmaction - INFO - Epoch [40][620/1793] lr: 7.500e-04, eta: 3:16:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8948, loss_cls: 1.2508, loss: 1.2508, grad_norm: 10.6351 2021-12-03 09:37:29,860 - mmaction - INFO - Epoch [40][640/1793] lr: 7.500e-04, eta: 3:16:24, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8896, loss_cls: 1.2260, loss: 1.2260, grad_norm: 10.1694 2021-12-03 09:37:41,948 - mmaction - INFO - Epoch [40][660/1793] lr: 7.500e-04, eta: 3:16:11, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8917, loss_cls: 1.1760, loss: 1.1760, grad_norm: 10.1839 2021-12-03 09:37:54,065 - mmaction - INFO - Epoch [40][680/1793] lr: 7.500e-04, eta: 3:15:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6542, top5_acc: 0.8948, loss_cls: 1.2273, loss: 1.2273, grad_norm: 10.4409 2021-12-03 09:38:06,186 - mmaction - INFO - Epoch [40][700/1793] lr: 7.500e-04, eta: 3:15:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8896, loss_cls: 1.2437, loss: 1.2437, grad_norm: 10.5921 2021-12-03 09:38:18,297 - mmaction - INFO - Epoch [40][720/1793] lr: 7.500e-04, eta: 3:15:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8896, loss_cls: 1.1982, loss: 1.1982, grad_norm: 10.0373 2021-12-03 09:38:30,402 - mmaction - INFO - Epoch [40][740/1793] lr: 7.500e-04, eta: 3:15:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6427, top5_acc: 0.8833, loss_cls: 1.2862, loss: 1.2862, grad_norm: 10.6507 2021-12-03 09:38:42,532 - mmaction - INFO - Epoch [40][760/1793] lr: 7.500e-04, eta: 3:15:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8875, loss_cls: 1.2267, loss: 1.2267, grad_norm: 10.4354 2021-12-03 09:38:54,674 - mmaction - INFO - Epoch [40][780/1793] lr: 7.500e-04, eta: 3:14:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8833, loss_cls: 1.2775, loss: 1.2775, grad_norm: 10.1966 2021-12-03 09:39:06,789 - mmaction - INFO - Epoch [40][800/1793] lr: 7.500e-04, eta: 3:14:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8885, loss_cls: 1.2480, loss: 1.2480, grad_norm: 10.1548 2021-12-03 09:39:18,887 - mmaction - INFO - Epoch [40][820/1793] lr: 7.500e-04, eta: 3:14:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8917, loss_cls: 1.2254, loss: 1.2254, grad_norm: 10.2817 2021-12-03 09:39:31,011 - mmaction - INFO - Epoch [40][840/1793] lr: 7.500e-04, eta: 3:14:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8875, loss_cls: 1.2075, loss: 1.2075, grad_norm: 9.9246 2021-12-03 09:39:43,112 - mmaction - INFO - Epoch [40][860/1793] lr: 7.500e-04, eta: 3:14:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8802, loss_cls: 1.2356, loss: 1.2356, grad_norm: 10.2465 2021-12-03 09:39:55,225 - mmaction - INFO - Epoch [40][880/1793] lr: 7.500e-04, eta: 3:13:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.9031, loss_cls: 1.1692, loss: 1.1692, grad_norm: 10.0121 2021-12-03 09:40:07,326 - mmaction - INFO - Epoch [40][900/1793] lr: 7.500e-04, eta: 3:13:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8896, loss_cls: 1.2023, loss: 1.2023, grad_norm: 9.9734 2021-12-03 09:40:19,441 - mmaction - INFO - Epoch [40][920/1793] lr: 7.500e-04, eta: 3:13:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8792, loss_cls: 1.2297, loss: 1.2297, grad_norm: 9.8594 2021-12-03 09:40:31,550 - mmaction - INFO - Epoch [40][940/1793] lr: 7.500e-04, eta: 3:13:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8760, loss_cls: 1.2957, loss: 1.2957, grad_norm: 10.3582 2021-12-03 09:40:43,676 - mmaction - INFO - Epoch [40][960/1793] lr: 7.500e-04, eta: 3:13:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8969, loss_cls: 1.2049, loss: 1.2049, grad_norm: 10.1237 2021-12-03 09:40:55,804 - mmaction - INFO - Epoch [40][980/1793] lr: 7.500e-04, eta: 3:12:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8833, loss_cls: 1.2339, loss: 1.2339, grad_norm: 10.2125 2021-12-03 09:41:07,952 - mmaction - INFO - Epoch [40][1000/1793] lr: 7.500e-04, eta: 3:12:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6615, top5_acc: 0.8833, loss_cls: 1.2827, loss: 1.2827, grad_norm: 10.4720 2021-12-03 09:41:20,087 - mmaction - INFO - Epoch [40][1020/1793] lr: 7.500e-04, eta: 3:12:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6781, top5_acc: 0.8917, loss_cls: 1.2143, loss: 1.2143, grad_norm: 9.9638 2021-12-03 09:41:32,223 - mmaction - INFO - Epoch [40][1040/1793] lr: 7.500e-04, eta: 3:12:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8750, loss_cls: 1.2726, loss: 1.2726, grad_norm: 10.1837 2021-12-03 09:41:44,334 - mmaction - INFO - Epoch [40][1060/1793] lr: 7.500e-04, eta: 3:12:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8719, loss_cls: 1.3156, loss: 1.3156, grad_norm: 10.5088 2021-12-03 09:41:56,438 - mmaction - INFO - Epoch [40][1080/1793] lr: 7.500e-04, eta: 3:11:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.9052, loss_cls: 1.2323, loss: 1.2323, grad_norm: 10.5422 2021-12-03 09:42:08,524 - mmaction - INFO - Epoch [40][1100/1793] lr: 7.500e-04, eta: 3:11:38, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8771, loss_cls: 1.2477, loss: 1.2477, grad_norm: 10.8459 2021-12-03 09:42:20,636 - mmaction - INFO - Epoch [40][1120/1793] lr: 7.500e-04, eta: 3:11:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8781, loss_cls: 1.2546, loss: 1.2546, grad_norm: 10.4539 2021-12-03 09:42:32,745 - mmaction - INFO - Epoch [40][1140/1793] lr: 7.500e-04, eta: 3:11:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8938, loss_cls: 1.2483, loss: 1.2483, grad_norm: 10.4776 2021-12-03 09:42:44,867 - mmaction - INFO - Epoch [40][1160/1793] lr: 7.500e-04, eta: 3:11:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8917, loss_cls: 1.2187, loss: 1.2187, grad_norm: 9.9365 2021-12-03 09:42:56,966 - mmaction - INFO - Epoch [40][1180/1793] lr: 7.500e-04, eta: 3:10:49, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8896, loss_cls: 1.2202, loss: 1.2202, grad_norm: 10.3847 2021-12-03 09:43:09,091 - mmaction - INFO - Epoch [40][1200/1793] lr: 7.500e-04, eta: 3:10:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6583, top5_acc: 0.8812, loss_cls: 1.2644, loss: 1.2644, grad_norm: 10.3009 2021-12-03 09:43:21,214 - mmaction - INFO - Epoch [40][1220/1793] lr: 7.500e-04, eta: 3:10:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.9083, loss_cls: 1.1594, loss: 1.1594, grad_norm: 10.0998 2021-12-03 09:43:33,320 - mmaction - INFO - Epoch [40][1240/1793] lr: 7.500e-04, eta: 3:10:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6604, top5_acc: 0.8885, loss_cls: 1.2459, loss: 1.2459, grad_norm: 10.6584 2021-12-03 09:43:45,421 - mmaction - INFO - Epoch [40][1260/1793] lr: 7.500e-04, eta: 3:09:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8802, loss_cls: 1.2892, loss: 1.2892, grad_norm: 10.5361 2021-12-03 09:43:57,537 - mmaction - INFO - Epoch [40][1280/1793] lr: 7.500e-04, eta: 3:09:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8802, loss_cls: 1.3232, loss: 1.3232, grad_norm: 10.8133 2021-12-03 09:44:09,658 - mmaction - INFO - Epoch [40][1300/1793] lr: 7.500e-04, eta: 3:09:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8938, loss_cls: 1.2233, loss: 1.2233, grad_norm: 10.5647 2021-12-03 09:44:21,753 - mmaction - INFO - Epoch [40][1320/1793] lr: 7.500e-04, eta: 3:09:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8771, loss_cls: 1.3012, loss: 1.3012, grad_norm: 10.6729 2021-12-03 09:44:33,856 - mmaction - INFO - Epoch [40][1340/1793] lr: 7.500e-04, eta: 3:09:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8823, loss_cls: 1.3197, loss: 1.3197, grad_norm: 10.5031 2021-12-03 09:44:45,969 - mmaction - INFO - Epoch [40][1360/1793] lr: 7.500e-04, eta: 3:08:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6448, top5_acc: 0.8760, loss_cls: 1.3577, loss: 1.3577, grad_norm: 10.6905 2021-12-03 09:44:58,067 - mmaction - INFO - Epoch [40][1380/1793] lr: 7.500e-04, eta: 3:08:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8885, loss_cls: 1.2797, loss: 1.2797, grad_norm: 10.6289 2021-12-03 09:45:10,175 - mmaction - INFO - Epoch [40][1400/1793] lr: 7.500e-04, eta: 3:08:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8771, loss_cls: 1.2783, loss: 1.2783, grad_norm: 10.2632 2021-12-03 09:45:22,268 - mmaction - INFO - Epoch [40][1420/1793] lr: 7.500e-04, eta: 3:08:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8750, loss_cls: 1.2914, loss: 1.2914, grad_norm: 10.4671 2021-12-03 09:45:34,368 - mmaction - INFO - Epoch [40][1440/1793] lr: 7.500e-04, eta: 3:08:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6656, top5_acc: 0.8792, loss_cls: 1.2656, loss: 1.2656, grad_norm: 10.6804 2021-12-03 09:45:46,444 - mmaction - INFO - Epoch [40][1460/1793] lr: 7.500e-04, eta: 3:07:55, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8740, loss_cls: 1.2734, loss: 1.2734, grad_norm: 10.0617 2021-12-03 09:45:58,546 - mmaction - INFO - Epoch [40][1480/1793] lr: 7.500e-04, eta: 3:07:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8948, loss_cls: 1.2338, loss: 1.2338, grad_norm: 10.3313 2021-12-03 09:46:10,671 - mmaction - INFO - Epoch [40][1500/1793] lr: 7.500e-04, eta: 3:07:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8833, loss_cls: 1.2616, loss: 1.2616, grad_norm: 10.3286 2021-12-03 09:46:22,791 - mmaction - INFO - Epoch [40][1520/1793] lr: 7.500e-04, eta: 3:07:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2807, loss: 1.2807, grad_norm: 10.5644 2021-12-03 09:46:34,896 - mmaction - INFO - Epoch [40][1540/1793] lr: 7.500e-04, eta: 3:07:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2990, loss: 1.2990, grad_norm: 10.4281 2021-12-03 09:46:47,020 - mmaction - INFO - Epoch [40][1560/1793] lr: 7.500e-04, eta: 3:06:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8771, loss_cls: 1.2181, loss: 1.2181, grad_norm: 10.0416 2021-12-03 09:46:59,129 - mmaction - INFO - Epoch [40][1580/1793] lr: 7.500e-04, eta: 3:06:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6510, top5_acc: 0.8854, loss_cls: 1.2867, loss: 1.2867, grad_norm: 10.8311 2021-12-03 09:47:11,238 - mmaction - INFO - Epoch [40][1600/1793] lr: 7.500e-04, eta: 3:06:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6531, top5_acc: 0.8917, loss_cls: 1.2598, loss: 1.2598, grad_norm: 10.6598 2021-12-03 09:47:23,352 - mmaction - INFO - Epoch [40][1620/1793] lr: 7.500e-04, eta: 3:06:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.9156, loss_cls: 1.1130, loss: 1.1130, grad_norm: 9.9899 2021-12-03 09:47:35,463 - mmaction - INFO - Epoch [40][1640/1793] lr: 7.500e-04, eta: 3:06:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8896, loss_cls: 1.1948, loss: 1.1948, grad_norm: 10.3382 2021-12-03 09:47:47,580 - mmaction - INFO - Epoch [40][1660/1793] lr: 7.500e-04, eta: 3:05:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8760, loss_cls: 1.2160, loss: 1.2160, grad_norm: 10.0660 2021-12-03 09:47:59,696 - mmaction - INFO - Epoch [40][1680/1793] lr: 7.500e-04, eta: 3:05:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8896, loss_cls: 1.2402, loss: 1.2402, grad_norm: 10.2661 2021-12-03 09:48:11,777 - mmaction - INFO - Epoch [40][1700/1793] lr: 7.500e-04, eta: 3:05:26, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6479, top5_acc: 0.8531, loss_cls: 1.3747, loss: 1.3747, grad_norm: 10.5204 2021-12-03 09:48:23,865 - mmaction - INFO - Epoch [40][1720/1793] lr: 7.500e-04, eta: 3:05:14, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8917, loss_cls: 1.2342, loss: 1.2342, grad_norm: 10.0045 2021-12-03 09:48:35,963 - mmaction - INFO - Epoch [40][1740/1793] lr: 7.500e-04, eta: 3:05:01, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6490, top5_acc: 0.8719, loss_cls: 1.3560, loss: 1.3560, grad_norm: 10.9543 2021-12-03 09:48:48,059 - mmaction - INFO - Epoch [40][1760/1793] lr: 7.500e-04, eta: 3:04:49, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8896, loss_cls: 1.2346, loss: 1.2346, grad_norm: 10.5269 2021-12-03 09:49:00,158 - mmaction - INFO - Epoch [40][1780/1793] lr: 7.500e-04, eta: 3:04:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6521, top5_acc: 0.8656, loss_cls: 1.3373, loss: 1.3373, grad_norm: 10.4119 2021-12-03 09:50:20,581 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:50:20,736 - mmaction - INFO - top1_acc 0.4737 top5_acc 0.7682 2021-12-03 09:50:20,737 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:50:20,746 - mmaction - INFO - mean_acc 0.4381 2021-12-03 09:50:24,845 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-12-03 09:50:24,845 - mmaction - INFO - Best top1_acc is 0.4737 at 40 epoch. 2021-12-03 09:50:24,849 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-12-03 09:50:29,572 - mmaction - INFO - Epoch(val) [40][241] top1_acc: 0.4737, top5_acc: 0.7682, mean_class_accuracy: 0.4381 2021-12-03 09:51:08,000 - mmaction - INFO - Epoch [41][20/1793] lr: 7.500e-05, eta: 3:04:20, time: 1.921, data_time: 1.319, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8865, loss_cls: 1.2481, loss: 1.2481, grad_norm: 10.2686 2021-12-03 09:51:20,078 - mmaction - INFO - Epoch [41][40/1793] lr: 7.500e-05, eta: 3:04:08, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2400, loss: 1.2400, grad_norm: 10.4137 2021-12-03 09:51:32,171 - mmaction - INFO - Epoch [41][60/1793] lr: 7.500e-05, eta: 3:03:56, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6792, top5_acc: 0.9052, loss_cls: 1.1793, loss: 1.1793, grad_norm: 10.0191 2021-12-03 09:51:44,224 - mmaction - INFO - Epoch [41][80/1793] lr: 7.500e-05, eta: 3:03:43, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8865, loss_cls: 1.2005, loss: 1.2005, grad_norm: 10.2910 2021-12-03 09:51:56,308 - mmaction - INFO - Epoch [41][100/1793] lr: 7.500e-05, eta: 3:03:31, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9115, loss_cls: 1.1178, loss: 1.1178, grad_norm: 10.0650 2021-12-03 09:52:08,391 - mmaction - INFO - Epoch [41][120/1793] lr: 7.500e-05, eta: 3:03:18, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8969, loss_cls: 1.1601, loss: 1.1601, grad_norm: 10.2805 2021-12-03 09:52:20,487 - mmaction - INFO - Epoch [41][140/1793] lr: 7.500e-05, eta: 3:03:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8906, loss_cls: 1.1734, loss: 1.1734, grad_norm: 10.1592 2021-12-03 09:52:32,617 - mmaction - INFO - Epoch [41][160/1793] lr: 7.500e-05, eta: 3:02:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8906, loss_cls: 1.1675, loss: 1.1675, grad_norm: 9.9107 2021-12-03 09:52:44,704 - mmaction - INFO - Epoch [41][180/1793] lr: 7.500e-05, eta: 3:02:41, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8969, loss_cls: 1.2035, loss: 1.2035, grad_norm: 10.3312 2021-12-03 09:52:56,805 - mmaction - INFO - Epoch [41][200/1793] lr: 7.500e-05, eta: 3:02:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8833, loss_cls: 1.2480, loss: 1.2480, grad_norm: 10.4135 2021-12-03 09:53:08,876 - mmaction - INFO - Epoch [41][220/1793] lr: 7.500e-05, eta: 3:02:16, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8844, loss_cls: 1.2881, loss: 1.2881, grad_norm: 10.4878 2021-12-03 09:53:20,992 - mmaction - INFO - Epoch [41][240/1793] lr: 7.500e-05, eta: 3:02:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8938, loss_cls: 1.1785, loss: 1.1785, grad_norm: 10.2979 2021-12-03 09:53:33,094 - mmaction - INFO - Epoch [41][260/1793] lr: 7.500e-05, eta: 3:01:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9052, loss_cls: 1.0566, loss: 1.0566, grad_norm: 9.8664 2021-12-03 09:53:45,211 - mmaction - INFO - Epoch [41][280/1793] lr: 7.500e-05, eta: 3:01:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8854, loss_cls: 1.2212, loss: 1.2212, grad_norm: 10.8633 2021-12-03 09:53:57,328 - mmaction - INFO - Epoch [41][300/1793] lr: 7.500e-05, eta: 3:01:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8833, loss_cls: 1.1734, loss: 1.1734, grad_norm: 10.0540 2021-12-03 09:54:09,430 - mmaction - INFO - Epoch [41][320/1793] lr: 7.500e-05, eta: 3:01:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8927, loss_cls: 1.1992, loss: 1.1992, grad_norm: 10.2144 2021-12-03 09:54:21,540 - mmaction - INFO - Epoch [41][340/1793] lr: 7.500e-05, eta: 3:01:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.2230, loss: 1.2230, grad_norm: 10.3731 2021-12-03 09:54:33,635 - mmaction - INFO - Epoch [41][360/1793] lr: 7.500e-05, eta: 3:00:49, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6781, top5_acc: 0.8865, loss_cls: 1.2305, loss: 1.2305, grad_norm: 10.5658 2021-12-03 09:54:45,764 - mmaction - INFO - Epoch [41][380/1793] lr: 7.500e-05, eta: 3:00:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8979, loss_cls: 1.1837, loss: 1.1837, grad_norm: 10.4059 2021-12-03 09:54:57,897 - mmaction - INFO - Epoch [41][400/1793] lr: 7.500e-05, eta: 3:00:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8781, loss_cls: 1.2064, loss: 1.2064, grad_norm: 10.4436 2021-12-03 09:55:10,026 - mmaction - INFO - Epoch [41][420/1793] lr: 7.500e-05, eta: 3:00:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8812, loss_cls: 1.2185, loss: 1.2185, grad_norm: 10.3862 2021-12-03 09:55:22,144 - mmaction - INFO - Epoch [41][440/1793] lr: 7.500e-05, eta: 3:00:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9094, loss_cls: 1.1338, loss: 1.1338, grad_norm: 10.0876 2021-12-03 09:55:34,257 - mmaction - INFO - Epoch [41][460/1793] lr: 7.500e-05, eta: 2:59:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8865, loss_cls: 1.2087, loss: 1.2087, grad_norm: 10.2299 2021-12-03 09:55:46,367 - mmaction - INFO - Epoch [41][480/1793] lr: 7.500e-05, eta: 2:59:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8875, loss_cls: 1.2184, loss: 1.2184, grad_norm: 10.4218 2021-12-03 09:55:58,489 - mmaction - INFO - Epoch [41][500/1793] lr: 7.500e-05, eta: 2:59:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8854, loss_cls: 1.1800, loss: 1.1800, grad_norm: 10.0737 2021-12-03 09:56:10,588 - mmaction - INFO - Epoch [41][520/1793] lr: 7.500e-05, eta: 2:59:10, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8990, loss_cls: 1.1622, loss: 1.1622, grad_norm: 9.8324 2021-12-03 09:56:22,711 - mmaction - INFO - Epoch [41][540/1793] lr: 7.500e-05, eta: 2:58:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8979, loss_cls: 1.1978, loss: 1.1978, grad_norm: 10.8272 2021-12-03 09:56:34,860 - mmaction - INFO - Epoch [41][560/1793] lr: 7.500e-05, eta: 2:58:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8958, loss_cls: 1.1872, loss: 1.1872, grad_norm: 10.4826 2021-12-03 09:56:46,985 - mmaction - INFO - Epoch [41][580/1793] lr: 7.500e-05, eta: 2:58:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8958, loss_cls: 1.1623, loss: 1.1623, grad_norm: 10.2611 2021-12-03 09:56:59,120 - mmaction - INFO - Epoch [41][600/1793] lr: 7.500e-05, eta: 2:58:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8906, loss_cls: 1.1584, loss: 1.1584, grad_norm: 10.1261 2021-12-03 09:57:11,224 - mmaction - INFO - Epoch [41][620/1793] lr: 7.500e-05, eta: 2:58:08, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9052, loss_cls: 1.0795, loss: 1.0795, grad_norm: 9.6727 2021-12-03 09:57:23,362 - mmaction - INFO - Epoch [41][640/1793] lr: 7.500e-05, eta: 2:57:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9052, loss_cls: 1.1047, loss: 1.1047, grad_norm: 9.8633 2021-12-03 09:57:35,490 - mmaction - INFO - Epoch [41][660/1793] lr: 7.500e-05, eta: 2:57:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9000, loss_cls: 1.1688, loss: 1.1688, grad_norm: 10.3713 2021-12-03 09:57:47,596 - mmaction - INFO - Epoch [41][680/1793] lr: 7.500e-05, eta: 2:57:31, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8802, loss_cls: 1.2070, loss: 1.2070, grad_norm: 10.3340 2021-12-03 09:57:59,688 - mmaction - INFO - Epoch [41][700/1793] lr: 7.500e-05, eta: 2:57:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8927, loss_cls: 1.1624, loss: 1.1624, grad_norm: 10.0796 2021-12-03 09:58:11,803 - mmaction - INFO - Epoch [41][720/1793] lr: 7.500e-05, eta: 2:57:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9104, loss_cls: 1.1087, loss: 1.1087, grad_norm: 9.9372 2021-12-03 09:58:23,912 - mmaction - INFO - Epoch [41][740/1793] lr: 7.500e-05, eta: 2:56:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8979, loss_cls: 1.1621, loss: 1.1621, grad_norm: 9.8916 2021-12-03 09:58:36,034 - mmaction - INFO - Epoch [41][760/1793] lr: 7.500e-05, eta: 2:56:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8812, loss_cls: 1.2100, loss: 1.2100, grad_norm: 10.2655 2021-12-03 09:58:48,157 - mmaction - INFO - Epoch [41][780/1793] lr: 7.500e-05, eta: 2:56:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8833, loss_cls: 1.2536, loss: 1.2536, grad_norm: 11.0326 2021-12-03 09:59:00,290 - mmaction - INFO - Epoch [41][800/1793] lr: 7.500e-05, eta: 2:56:17, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.7198, top5_acc: 0.8958, loss_cls: 1.1387, loss: 1.1387, grad_norm: 9.7956 2021-12-03 09:59:12,401 - mmaction - INFO - Epoch [41][820/1793] lr: 7.500e-05, eta: 2:56:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9010, loss_cls: 1.1368, loss: 1.1368, grad_norm: 10.0346 2021-12-03 09:59:24,504 - mmaction - INFO - Epoch [41][840/1793] lr: 7.500e-05, eta: 2:55:52, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6594, top5_acc: 0.8958, loss_cls: 1.2244, loss: 1.2244, grad_norm: 10.6554 2021-12-03 09:59:36,595 - mmaction - INFO - Epoch [41][860/1793] lr: 7.500e-05, eta: 2:55:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8740, loss_cls: 1.2808, loss: 1.2808, grad_norm: 10.8265 2021-12-03 09:59:48,697 - mmaction - INFO - Epoch [41][880/1793] lr: 7.500e-05, eta: 2:55:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8802, loss_cls: 1.2085, loss: 1.2085, grad_norm: 10.1116 2021-12-03 10:00:00,822 - mmaction - INFO - Epoch [41][900/1793] lr: 7.500e-05, eta: 2:55:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1599, loss: 1.1599, grad_norm: 10.4288 2021-12-03 10:00:12,969 - mmaction - INFO - Epoch [41][920/1793] lr: 7.500e-05, eta: 2:55:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8990, loss_cls: 1.1633, loss: 1.1633, grad_norm: 10.3576 2021-12-03 10:00:25,094 - mmaction - INFO - Epoch [41][940/1793] lr: 7.500e-05, eta: 2:54:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8865, loss_cls: 1.2348, loss: 1.2348, grad_norm: 10.4258 2021-12-03 10:00:37,233 - mmaction - INFO - Epoch [41][960/1793] lr: 7.500e-05, eta: 2:54:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8760, loss_cls: 1.2543, loss: 1.2543, grad_norm: 10.2670 2021-12-03 10:00:49,356 - mmaction - INFO - Epoch [41][980/1793] lr: 7.500e-05, eta: 2:54:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6635, top5_acc: 0.8927, loss_cls: 1.2091, loss: 1.2091, grad_norm: 10.2325 2021-12-03 10:01:01,490 - mmaction - INFO - Epoch [41][1000/1793] lr: 7.500e-05, eta: 2:54:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8906, loss_cls: 1.1664, loss: 1.1664, grad_norm: 10.3365 2021-12-03 10:01:13,617 - mmaction - INFO - Epoch [41][1020/1793] lr: 7.500e-05, eta: 2:54:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.9083, loss_cls: 1.0627, loss: 1.0627, grad_norm: 9.9789 2021-12-03 10:01:25,736 - mmaction - INFO - Epoch [41][1040/1793] lr: 7.500e-05, eta: 2:53:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6750, top5_acc: 0.8896, loss_cls: 1.2097, loss: 1.2097, grad_norm: 10.4210 2021-12-03 10:01:37,880 - mmaction - INFO - Epoch [41][1060/1793] lr: 7.500e-05, eta: 2:53:35, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8917, loss_cls: 1.1943, loss: 1.1943, grad_norm: 9.9788 2021-12-03 10:01:50,024 - mmaction - INFO - Epoch [41][1080/1793] lr: 7.500e-05, eta: 2:53:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8896, loss_cls: 1.1034, loss: 1.1034, grad_norm: 9.8727 2021-12-03 10:02:02,150 - mmaction - INFO - Epoch [41][1100/1793] lr: 7.500e-05, eta: 2:53:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8750, loss_cls: 1.2385, loss: 1.2385, grad_norm: 10.5099 2021-12-03 10:02:14,266 - mmaction - INFO - Epoch [41][1120/1793] lr: 7.500e-05, eta: 2:52:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8958, loss_cls: 1.1591, loss: 1.1591, grad_norm: 9.8543 2021-12-03 10:02:26,384 - mmaction - INFO - Epoch [41][1140/1793] lr: 7.500e-05, eta: 2:52:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8927, loss_cls: 1.1468, loss: 1.1468, grad_norm: 10.1614 2021-12-03 10:02:38,503 - mmaction - INFO - Epoch [41][1160/1793] lr: 7.500e-05, eta: 2:52:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8885, loss_cls: 1.1757, loss: 1.1757, grad_norm: 10.1554 2021-12-03 10:02:50,617 - mmaction - INFO - Epoch [41][1180/1793] lr: 7.500e-05, eta: 2:52:21, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9021, loss_cls: 1.1279, loss: 1.1279, grad_norm: 10.2083 2021-12-03 10:03:02,701 - mmaction - INFO - Epoch [41][1200/1793] lr: 7.500e-05, eta: 2:52:08, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.9094, loss_cls: 1.1272, loss: 1.1272, grad_norm: 10.5680 2021-12-03 10:03:14,811 - mmaction - INFO - Epoch [41][1220/1793] lr: 7.500e-05, eta: 2:51:56, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8792, loss_cls: 1.2245, loss: 1.2245, grad_norm: 10.2595 2021-12-03 10:03:26,931 - mmaction - INFO - Epoch [41][1240/1793] lr: 7.500e-05, eta: 2:51:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.9094, loss_cls: 1.1402, loss: 1.1402, grad_norm: 10.4353 2021-12-03 10:03:39,062 - mmaction - INFO - Epoch [41][1260/1793] lr: 7.500e-05, eta: 2:51:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.2233, loss: 1.2233, grad_norm: 9.9868 2021-12-03 10:03:51,167 - mmaction - INFO - Epoch [41][1280/1793] lr: 7.500e-05, eta: 2:51:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.9010, loss_cls: 1.1652, loss: 1.1652, grad_norm: 10.7519 2021-12-03 10:04:03,281 - mmaction - INFO - Epoch [41][1300/1793] lr: 7.500e-05, eta: 2:51:06, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8875, loss_cls: 1.1741, loss: 1.1741, grad_norm: 10.0128 2021-12-03 10:04:15,392 - mmaction - INFO - Epoch [41][1320/1793] lr: 7.500e-05, eta: 2:50:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8917, loss_cls: 1.2393, loss: 1.2393, grad_norm: 10.5402 2021-12-03 10:04:27,517 - mmaction - INFO - Epoch [41][1340/1793] lr: 7.500e-05, eta: 2:50:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.9042, loss_cls: 1.1680, loss: 1.1680, grad_norm: 10.4558 2021-12-03 10:04:39,651 - mmaction - INFO - Epoch [41][1360/1793] lr: 7.500e-05, eta: 2:50:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8875, loss_cls: 1.1901, loss: 1.1901, grad_norm: 10.3304 2021-12-03 10:04:51,776 - mmaction - INFO - Epoch [41][1380/1793] lr: 7.500e-05, eta: 2:50:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.9042, loss_cls: 1.1290, loss: 1.1290, grad_norm: 10.2764 2021-12-03 10:05:03,912 - mmaction - INFO - Epoch [41][1400/1793] lr: 7.500e-05, eta: 2:50:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8948, loss_cls: 1.1600, loss: 1.1600, grad_norm: 9.9674 2021-12-03 10:05:16,012 - mmaction - INFO - Epoch [41][1420/1793] lr: 7.500e-05, eta: 2:49:52, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9000, loss_cls: 1.1659, loss: 1.1659, grad_norm: 10.1921 2021-12-03 10:05:28,132 - mmaction - INFO - Epoch [41][1440/1793] lr: 7.500e-05, eta: 2:49:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8979, loss_cls: 1.1158, loss: 1.1158, grad_norm: 10.1492 2021-12-03 10:05:40,271 - mmaction - INFO - Epoch [41][1460/1793] lr: 7.500e-05, eta: 2:49:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9021, loss_cls: 1.1029, loss: 1.1029, grad_norm: 9.9968 2021-12-03 10:05:52,413 - mmaction - INFO - Epoch [41][1480/1793] lr: 7.500e-05, eta: 2:49:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9083, loss_cls: 1.0575, loss: 1.0575, grad_norm: 9.8425 2021-12-03 10:06:04,533 - mmaction - INFO - Epoch [41][1500/1793] lr: 7.500e-05, eta: 2:49:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9031, loss_cls: 1.0795, loss: 1.0795, grad_norm: 10.2994 2021-12-03 10:06:16,641 - mmaction - INFO - Epoch [41][1520/1793] lr: 7.500e-05, eta: 2:48:50, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8958, loss_cls: 1.1781, loss: 1.1781, grad_norm: 10.0464 2021-12-03 10:06:28,764 - mmaction - INFO - Epoch [41][1540/1793] lr: 7.500e-05, eta: 2:48:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9062, loss_cls: 1.1167, loss: 1.1167, grad_norm: 10.2683 2021-12-03 10:06:40,885 - mmaction - INFO - Epoch [41][1560/1793] lr: 7.500e-05, eta: 2:48:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.8938, loss_cls: 1.1509, loss: 1.1509, grad_norm: 10.0496 2021-12-03 10:06:53,014 - mmaction - INFO - Epoch [41][1580/1793] lr: 7.500e-05, eta: 2:48:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.8979, loss_cls: 1.1091, loss: 1.1091, grad_norm: 10.1776 2021-12-03 10:07:05,137 - mmaction - INFO - Epoch [41][1600/1793] lr: 7.500e-05, eta: 2:48:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8979, loss_cls: 1.2278, loss: 1.2278, grad_norm: 10.4320 2021-12-03 10:07:17,269 - mmaction - INFO - Epoch [41][1620/1793] lr: 7.500e-05, eta: 2:47:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8729, loss_cls: 1.2273, loss: 1.2273, grad_norm: 10.4255 2021-12-03 10:07:29,382 - mmaction - INFO - Epoch [41][1640/1793] lr: 7.500e-05, eta: 2:47:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8823, loss_cls: 1.2316, loss: 1.2316, grad_norm: 10.3726 2021-12-03 10:07:41,494 - mmaction - INFO - Epoch [41][1660/1793] lr: 7.500e-05, eta: 2:47:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9135, loss_cls: 1.0650, loss: 1.0650, grad_norm: 9.9252 2021-12-03 10:07:53,634 - mmaction - INFO - Epoch [41][1680/1793] lr: 7.500e-05, eta: 2:47:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.8990, loss_cls: 1.1903, loss: 1.1903, grad_norm: 10.8873 2021-12-03 10:08:05,736 - mmaction - INFO - Epoch [41][1700/1793] lr: 7.500e-05, eta: 2:46:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9094, loss_cls: 1.1165, loss: 1.1165, grad_norm: 9.9196 2021-12-03 10:08:17,856 - mmaction - INFO - Epoch [41][1720/1793] lr: 7.500e-05, eta: 2:46:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.9083, loss_cls: 1.1434, loss: 1.1434, grad_norm: 10.3238 2021-12-03 10:08:29,984 - mmaction - INFO - Epoch [41][1740/1793] lr: 7.500e-05, eta: 2:46:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.9062, loss_cls: 1.1503, loss: 1.1503, grad_norm: 10.7251 2021-12-03 10:08:42,124 - mmaction - INFO - Epoch [41][1760/1793] lr: 7.500e-05, eta: 2:46:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8979, loss_cls: 1.1219, loss: 1.1219, grad_norm: 10.2292 2021-12-03 10:08:54,253 - mmaction - INFO - Epoch [41][1780/1793] lr: 7.500e-05, eta: 2:46:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8823, loss_cls: 1.2062, loss: 1.2062, grad_norm: 10.6173 2021-12-03 10:10:14,621 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:10:14,777 - mmaction - INFO - top1_acc 0.4810 top5_acc 0.7744 2021-12-03 10:10:14,778 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:10:14,787 - mmaction - INFO - mean_acc 0.4425 2021-12-03 10:10:19,704 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-12-03 10:10:19,705 - mmaction - INFO - Best top1_acc is 0.4810 at 41 epoch. 2021-12-03 10:10:19,709 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-12-03 10:10:23,393 - mmaction - INFO - Epoch(val) [41][241] top1_acc: 0.4810, top5_acc: 0.7744, mean_class_accuracy: 0.4425 2021-12-03 10:11:01,548 - mmaction - INFO - Epoch [42][20/1793] lr: 7.500e-05, eta: 2:45:52, time: 1.907, data_time: 1.304, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9000, loss_cls: 1.1154, loss: 1.1154, grad_norm: 10.0389 2021-12-03 10:11:13,629 - mmaction - INFO - Epoch [42][40/1793] lr: 7.500e-05, eta: 2:45:40, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.7063, top5_acc: 0.8958, loss_cls: 1.1358, loss: 1.1358, grad_norm: 9.9129 2021-12-03 10:11:25,707 - mmaction - INFO - Epoch [42][60/1793] lr: 7.500e-05, eta: 2:45:28, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8812, loss_cls: 1.2048, loss: 1.2048, grad_norm: 10.4996 2021-12-03 10:11:37,780 - mmaction - INFO - Epoch [42][80/1793] lr: 7.500e-05, eta: 2:45:15, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8948, loss_cls: 1.1227, loss: 1.1227, grad_norm: 10.0959 2021-12-03 10:11:49,855 - mmaction - INFO - Epoch [42][100/1793] lr: 7.500e-05, eta: 2:45:03, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8906, loss_cls: 1.1641, loss: 1.1641, grad_norm: 10.3734 2021-12-03 10:12:01,934 - mmaction - INFO - Epoch [42][120/1793] lr: 7.500e-05, eta: 2:44:50, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8958, loss_cls: 1.1194, loss: 1.1194, grad_norm: 9.9723 2021-12-03 10:12:14,041 - mmaction - INFO - Epoch [42][140/1793] lr: 7.500e-05, eta: 2:44:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9094, loss_cls: 1.0776, loss: 1.0776, grad_norm: 9.8164 2021-12-03 10:12:26,172 - mmaction - INFO - Epoch [42][160/1793] lr: 7.500e-05, eta: 2:44:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8979, loss_cls: 1.1524, loss: 1.1524, grad_norm: 10.4393 2021-12-03 10:12:38,283 - mmaction - INFO - Epoch [42][180/1793] lr: 7.500e-05, eta: 2:44:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8958, loss_cls: 1.1828, loss: 1.1828, grad_norm: 10.6101 2021-12-03 10:12:50,403 - mmaction - INFO - Epoch [42][200/1793] lr: 7.500e-05, eta: 2:44:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9083, loss_cls: 1.0893, loss: 1.0893, grad_norm: 10.2321 2021-12-03 10:13:02,529 - mmaction - INFO - Epoch [42][220/1793] lr: 7.500e-05, eta: 2:43:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8917, loss_cls: 1.2170, loss: 1.2170, grad_norm: 10.9914 2021-12-03 10:13:14,638 - mmaction - INFO - Epoch [42][240/1793] lr: 7.500e-05, eta: 2:43:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8948, loss_cls: 1.2097, loss: 1.2097, grad_norm: 10.7180 2021-12-03 10:13:26,840 - mmaction - INFO - Epoch [42][260/1793] lr: 7.500e-05, eta: 2:43:24, time: 0.610, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8844, loss_cls: 1.2279, loss: 1.2279, grad_norm: 10.8862 2021-12-03 10:13:38,967 - mmaction - INFO - Epoch [42][280/1793] lr: 7.500e-05, eta: 2:43:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8885, loss_cls: 1.1789, loss: 1.1789, grad_norm: 10.3167 2021-12-03 10:13:51,093 - mmaction - INFO - Epoch [42][300/1793] lr: 7.500e-05, eta: 2:42:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8969, loss_cls: 1.1817, loss: 1.1817, grad_norm: 10.3756 2021-12-03 10:14:03,213 - mmaction - INFO - Epoch [42][320/1793] lr: 7.500e-05, eta: 2:42:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2025, loss: 1.2025, grad_norm: 10.9803 2021-12-03 10:14:15,332 - mmaction - INFO - Epoch [42][340/1793] lr: 7.500e-05, eta: 2:42:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8990, loss_cls: 1.1618, loss: 1.1618, grad_norm: 10.3789 2021-12-03 10:14:27,480 - mmaction - INFO - Epoch [42][360/1793] lr: 7.500e-05, eta: 2:42:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.9104, loss_cls: 1.0883, loss: 1.0883, grad_norm: 10.1930 2021-12-03 10:14:39,591 - mmaction - INFO - Epoch [42][380/1793] lr: 7.500e-05, eta: 2:42:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9083, loss_cls: 1.1072, loss: 1.1072, grad_norm: 10.5274 2021-12-03 10:14:51,719 - mmaction - INFO - Epoch [42][400/1793] lr: 7.500e-05, eta: 2:41:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9052, loss_cls: 1.1286, loss: 1.1286, grad_norm: 10.2671 2021-12-03 10:15:03,852 - mmaction - INFO - Epoch [42][420/1793] lr: 7.500e-05, eta: 2:41:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.9083, loss_cls: 1.1228, loss: 1.1228, grad_norm: 10.3859 2021-12-03 10:15:15,997 - mmaction - INFO - Epoch [42][440/1793] lr: 7.500e-05, eta: 2:41:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.9052, loss_cls: 1.1426, loss: 1.1426, grad_norm: 10.2640 2021-12-03 10:15:28,128 - mmaction - INFO - Epoch [42][460/1793] lr: 7.500e-05, eta: 2:41:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8771, loss_cls: 1.2549, loss: 1.2549, grad_norm: 10.8798 2021-12-03 10:15:40,261 - mmaction - INFO - Epoch [42][480/1793] lr: 7.500e-05, eta: 2:41:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8969, loss_cls: 1.2067, loss: 1.2067, grad_norm: 10.6680 2021-12-03 10:15:52,392 - mmaction - INFO - Epoch [42][500/1793] lr: 7.500e-05, eta: 2:40:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1425, loss: 1.1425, grad_norm: 10.1675 2021-12-03 10:16:04,534 - mmaction - INFO - Epoch [42][520/1793] lr: 7.500e-05, eta: 2:40:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8990, loss_cls: 1.1698, loss: 1.1698, grad_norm: 10.8253 2021-12-03 10:16:16,635 - mmaction - INFO - Epoch [42][540/1793] lr: 7.500e-05, eta: 2:40:30, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8948, loss_cls: 1.1845, loss: 1.1845, grad_norm: 10.6212 2021-12-03 10:16:28,764 - mmaction - INFO - Epoch [42][560/1793] lr: 7.500e-05, eta: 2:40:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8917, loss_cls: 1.1491, loss: 1.1491, grad_norm: 9.9868 2021-12-03 10:16:40,892 - mmaction - INFO - Epoch [42][580/1793] lr: 7.500e-05, eta: 2:40:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8969, loss_cls: 1.1786, loss: 1.1786, grad_norm: 10.6478 2021-12-03 10:16:53,029 - mmaction - INFO - Epoch [42][600/1793] lr: 7.500e-05, eta: 2:39:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9083, loss_cls: 1.1103, loss: 1.1103, grad_norm: 9.9867 2021-12-03 10:17:05,138 - mmaction - INFO - Epoch [42][620/1793] lr: 7.500e-05, eta: 2:39:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8969, loss_cls: 1.1805, loss: 1.1805, grad_norm: 9.9744 2021-12-03 10:17:17,237 - mmaction - INFO - Epoch [42][640/1793] lr: 7.500e-05, eta: 2:39:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1895, loss: 1.1895, grad_norm: 11.0468 2021-12-03 10:17:29,337 - mmaction - INFO - Epoch [42][660/1793] lr: 7.500e-05, eta: 2:39:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9042, loss_cls: 1.1511, loss: 1.1511, grad_norm: 10.6900 2021-12-03 10:17:41,532 - mmaction - INFO - Epoch [42][680/1793] lr: 7.500e-05, eta: 2:39:03, time: 0.610, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1700, loss: 1.1700, grad_norm: 10.9276 2021-12-03 10:17:53,712 - mmaction - INFO - Epoch [42][700/1793] lr: 7.500e-05, eta: 2:38:51, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8958, loss_cls: 1.1535, loss: 1.1535, grad_norm: 10.5601 2021-12-03 10:18:05,834 - mmaction - INFO - Epoch [42][720/1793] lr: 7.500e-05, eta: 2:38:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8885, loss_cls: 1.1756, loss: 1.1756, grad_norm: 10.5235 2021-12-03 10:18:17,944 - mmaction - INFO - Epoch [42][740/1793] lr: 7.500e-05, eta: 2:38:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1125, loss: 1.1125, grad_norm: 9.8320 2021-12-03 10:18:30,066 - mmaction - INFO - Epoch [42][760/1793] lr: 7.500e-05, eta: 2:38:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.9021, loss_cls: 1.1686, loss: 1.1686, grad_norm: 10.7938 2021-12-03 10:18:42,176 - mmaction - INFO - Epoch [42][780/1793] lr: 7.500e-05, eta: 2:38:01, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9083, loss_cls: 1.1025, loss: 1.1025, grad_norm: 9.9208 2021-12-03 10:18:54,301 - mmaction - INFO - Epoch [42][800/1793] lr: 7.500e-05, eta: 2:37:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.9021, loss_cls: 1.1546, loss: 1.1546, grad_norm: 10.3743 2021-12-03 10:19:06,411 - mmaction - INFO - Epoch [42][820/1793] lr: 7.500e-05, eta: 2:37:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.9031, loss_cls: 1.1276, loss: 1.1276, grad_norm: 10.8798 2021-12-03 10:19:18,536 - mmaction - INFO - Epoch [42][840/1793] lr: 7.500e-05, eta: 2:37:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8990, loss_cls: 1.1080, loss: 1.1080, grad_norm: 10.0349 2021-12-03 10:19:30,664 - mmaction - INFO - Epoch [42][860/1793] lr: 7.500e-05, eta: 2:37:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8958, loss_cls: 1.1561, loss: 1.1561, grad_norm: 10.4038 2021-12-03 10:19:42,790 - mmaction - INFO - Epoch [42][880/1793] lr: 7.500e-05, eta: 2:36:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.9104, loss_cls: 1.1522, loss: 1.1522, grad_norm: 10.4483 2021-12-03 10:19:54,926 - mmaction - INFO - Epoch [42][900/1793] lr: 7.500e-05, eta: 2:36:47, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9125, loss_cls: 1.1162, loss: 1.1162, grad_norm: 10.2019 2021-12-03 10:20:07,044 - mmaction - INFO - Epoch [42][920/1793] lr: 7.500e-05, eta: 2:36:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8792, loss_cls: 1.1767, loss: 1.1767, grad_norm: 10.3276 2021-12-03 10:20:19,152 - mmaction - INFO - Epoch [42][940/1793] lr: 7.500e-05, eta: 2:36:22, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8938, loss_cls: 1.1987, loss: 1.1987, grad_norm: 9.9834 2021-12-03 10:20:31,277 - mmaction - INFO - Epoch [42][960/1793] lr: 7.500e-05, eta: 2:36:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8948, loss_cls: 1.1644, loss: 1.1644, grad_norm: 10.4722 2021-12-03 10:20:43,393 - mmaction - INFO - Epoch [42][980/1793] lr: 7.500e-05, eta: 2:35:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9083, loss_cls: 1.0818, loss: 1.0818, grad_norm: 10.1226 2021-12-03 10:20:55,518 - mmaction - INFO - Epoch [42][1000/1793] lr: 7.500e-05, eta: 2:35:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9229, loss_cls: 1.0234, loss: 1.0234, grad_norm: 9.9586 2021-12-03 10:21:07,663 - mmaction - INFO - Epoch [42][1020/1793] lr: 7.500e-05, eta: 2:35:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.8948, loss_cls: 1.2175, loss: 1.2175, grad_norm: 10.7299 2021-12-03 10:21:19,808 - mmaction - INFO - Epoch [42][1040/1793] lr: 7.500e-05, eta: 2:35:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1438, loss: 1.1438, grad_norm: 10.4774 2021-12-03 10:21:31,948 - mmaction - INFO - Epoch [42][1060/1793] lr: 7.500e-05, eta: 2:35:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9125, loss_cls: 1.0684, loss: 1.0684, grad_norm: 10.2703 2021-12-03 10:21:44,062 - mmaction - INFO - Epoch [42][1080/1793] lr: 7.500e-05, eta: 2:34:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.8854, loss_cls: 1.1743, loss: 1.1743, grad_norm: 10.2207 2021-12-03 10:21:56,195 - mmaction - INFO - Epoch [42][1100/1793] lr: 7.500e-05, eta: 2:34:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8885, loss_cls: 1.2021, loss: 1.2021, grad_norm: 11.1441 2021-12-03 10:22:08,326 - mmaction - INFO - Epoch [42][1120/1793] lr: 7.500e-05, eta: 2:34:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8958, loss_cls: 1.1271, loss: 1.1271, grad_norm: 10.2847 2021-12-03 10:22:20,453 - mmaction - INFO - Epoch [42][1140/1793] lr: 7.500e-05, eta: 2:34:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9094, loss_cls: 1.0499, loss: 1.0499, grad_norm: 9.8826 2021-12-03 10:22:32,585 - mmaction - INFO - Epoch [42][1160/1793] lr: 7.500e-05, eta: 2:34:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.8948, loss_cls: 1.1802, loss: 1.1802, grad_norm: 10.3521 2021-12-03 10:22:44,715 - mmaction - INFO - Epoch [42][1180/1793] lr: 7.500e-05, eta: 2:33:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8708, loss_cls: 1.2716, loss: 1.2716, grad_norm: 11.0033 2021-12-03 10:22:56,855 - mmaction - INFO - Epoch [42][1200/1793] lr: 7.500e-05, eta: 2:33:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8948, loss_cls: 1.1256, loss: 1.1256, grad_norm: 10.1091 2021-12-03 10:23:08,971 - mmaction - INFO - Epoch [42][1220/1793] lr: 7.500e-05, eta: 2:33:29, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8990, loss_cls: 1.0945, loss: 1.0945, grad_norm: 9.8606 2021-12-03 10:23:21,106 - mmaction - INFO - Epoch [42][1240/1793] lr: 7.500e-05, eta: 2:33:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8948, loss_cls: 1.1664, loss: 1.1664, grad_norm: 10.4830 2021-12-03 10:23:33,207 - mmaction - INFO - Epoch [42][1260/1793] lr: 7.500e-05, eta: 2:33:04, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8969, loss_cls: 1.1741, loss: 1.1741, grad_norm: 10.9764 2021-12-03 10:23:45,324 - mmaction - INFO - Epoch [42][1280/1793] lr: 7.500e-05, eta: 2:32:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8865, loss_cls: 1.2283, loss: 1.2283, grad_norm: 10.7717 2021-12-03 10:23:57,442 - mmaction - INFO - Epoch [42][1300/1793] lr: 7.500e-05, eta: 2:32:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8958, loss_cls: 1.1667, loss: 1.1667, grad_norm: 10.5314 2021-12-03 10:24:09,564 - mmaction - INFO - Epoch [42][1320/1793] lr: 7.500e-05, eta: 2:32:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8896, loss_cls: 1.1786, loss: 1.1786, grad_norm: 10.4826 2021-12-03 10:24:21,689 - mmaction - INFO - Epoch [42][1340/1793] lr: 7.500e-05, eta: 2:32:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8948, loss_cls: 1.1595, loss: 1.1595, grad_norm: 10.3842 2021-12-03 10:24:33,834 - mmaction - INFO - Epoch [42][1360/1793] lr: 7.500e-05, eta: 2:32:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9062, loss_cls: 1.0957, loss: 1.0957, grad_norm: 9.7332 2021-12-03 10:24:45,957 - mmaction - INFO - Epoch [42][1380/1793] lr: 7.500e-05, eta: 2:31:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8948, loss_cls: 1.1450, loss: 1.1450, grad_norm: 10.5534 2021-12-03 10:24:58,089 - mmaction - INFO - Epoch [42][1400/1793] lr: 7.500e-05, eta: 2:31:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8865, loss_cls: 1.2372, loss: 1.2372, grad_norm: 10.8588 2021-12-03 10:25:10,221 - mmaction - INFO - Epoch [42][1420/1793] lr: 7.500e-05, eta: 2:31:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9094, loss_cls: 1.0964, loss: 1.0964, grad_norm: 10.0813 2021-12-03 10:25:22,376 - mmaction - INFO - Epoch [42][1440/1793] lr: 7.500e-05, eta: 2:31:12, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8927, loss_cls: 1.1597, loss: 1.1597, grad_norm: 10.3084 2021-12-03 10:25:34,536 - mmaction - INFO - Epoch [42][1460/1793] lr: 7.500e-05, eta: 2:31:00, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9115, loss_cls: 1.0850, loss: 1.0850, grad_norm: 10.4267 2021-12-03 10:25:46,667 - mmaction - INFO - Epoch [42][1480/1793] lr: 7.500e-05, eta: 2:30:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8958, loss_cls: 1.1488, loss: 1.1488, grad_norm: 10.2096 2021-12-03 10:25:58,784 - mmaction - INFO - Epoch [42][1500/1793] lr: 7.500e-05, eta: 2:30:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9219, loss_cls: 1.0318, loss: 1.0318, grad_norm: 9.8790 2021-12-03 10:26:10,915 - mmaction - INFO - Epoch [42][1520/1793] lr: 7.500e-05, eta: 2:30:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7260, top5_acc: 0.9187, loss_cls: 1.0167, loss: 1.0167, grad_norm: 9.5233 2021-12-03 10:26:23,038 - mmaction - INFO - Epoch [42][1540/1793] lr: 7.500e-05, eta: 2:30:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9104, loss_cls: 1.1128, loss: 1.1128, grad_norm: 10.3324 2021-12-03 10:26:35,155 - mmaction - INFO - Epoch [42][1560/1793] lr: 7.500e-05, eta: 2:29:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8906, loss_cls: 1.1744, loss: 1.1744, grad_norm: 10.3692 2021-12-03 10:26:47,271 - mmaction - INFO - Epoch [42][1580/1793] lr: 7.500e-05, eta: 2:29:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8927, loss_cls: 1.1596, loss: 1.1596, grad_norm: 10.6708 2021-12-03 10:26:59,384 - mmaction - INFO - Epoch [42][1600/1793] lr: 7.500e-05, eta: 2:29:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.8938, loss_cls: 1.1448, loss: 1.1448, grad_norm: 10.4717 2021-12-03 10:27:11,503 - mmaction - INFO - Epoch [42][1620/1793] lr: 7.500e-05, eta: 2:29:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.9031, loss_cls: 1.1552, loss: 1.1552, grad_norm: 10.4539 2021-12-03 10:27:23,607 - mmaction - INFO - Epoch [42][1640/1793] lr: 7.500e-05, eta: 2:29:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8771, loss_cls: 1.2473, loss: 1.2473, grad_norm: 10.6743 2021-12-03 10:27:35,735 - mmaction - INFO - Epoch [42][1660/1793] lr: 7.500e-05, eta: 2:28:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9021, loss_cls: 1.1330, loss: 1.1330, grad_norm: 10.7581 2021-12-03 10:27:47,863 - mmaction - INFO - Epoch [42][1680/1793] lr: 7.500e-05, eta: 2:28:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9135, loss_cls: 1.0827, loss: 1.0827, grad_norm: 10.1778 2021-12-03 10:28:00,003 - mmaction - INFO - Epoch [42][1700/1793] lr: 7.500e-05, eta: 2:28:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8958, loss_cls: 1.1908, loss: 1.1908, grad_norm: 10.5195 2021-12-03 10:28:12,115 - mmaction - INFO - Epoch [42][1720/1793] lr: 7.500e-05, eta: 2:28:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9042, loss_cls: 1.1242, loss: 1.1242, grad_norm: 10.4736 2021-12-03 10:28:24,217 - mmaction - INFO - Epoch [42][1740/1793] lr: 7.500e-05, eta: 2:28:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8958, loss_cls: 1.1009, loss: 1.1009, grad_norm: 10.1575 2021-12-03 10:28:36,329 - mmaction - INFO - Epoch [42][1760/1793] lr: 7.500e-05, eta: 2:27:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9031, loss_cls: 1.1449, loss: 1.1449, grad_norm: 10.3552 2021-12-03 10:28:48,447 - mmaction - INFO - Epoch [42][1780/1793] lr: 7.500e-05, eta: 2:27:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8906, loss_cls: 1.1883, loss: 1.1883, grad_norm: 10.8202 2021-12-03 10:30:13,447 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:30:13,607 - mmaction - INFO - top1_acc 0.4859 top5_acc 0.7794 2021-12-03 10:30:13,607 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:30:13,616 - mmaction - INFO - mean_acc 0.4470 2021-12-03 10:30:14,540 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-12-03 10:30:14,540 - mmaction - INFO - Best top1_acc is 0.4859 at 42 epoch. 2021-12-03 10:30:14,545 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-12-03 10:30:15,304 - mmaction - INFO - Epoch(val) [42][241] top1_acc: 0.4859, top5_acc: 0.7794, mean_class_accuracy: 0.4470 2021-12-03 10:30:55,176 - mmaction - INFO - Epoch [43][20/1793] lr: 7.500e-05, eta: 2:27:25, time: 1.993, data_time: 1.387, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8781, loss_cls: 1.2678, loss: 1.2678, grad_norm: 10.7660 2021-12-03 10:31:07,251 - mmaction - INFO - Epoch [43][40/1793] lr: 7.500e-05, eta: 2:27:13, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8917, loss_cls: 1.1760, loss: 1.1760, grad_norm: 10.4051 2021-12-03 10:31:19,346 - mmaction - INFO - Epoch [43][60/1793] lr: 7.500e-05, eta: 2:27:00, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.6729, top5_acc: 0.8771, loss_cls: 1.2696, loss: 1.2696, grad_norm: 11.0105 2021-12-03 10:31:31,424 - mmaction - INFO - Epoch [43][80/1793] lr: 7.500e-05, eta: 2:26:48, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9062, loss_cls: 1.0973, loss: 1.0973, grad_norm: 10.0006 2021-12-03 10:31:43,487 - mmaction - INFO - Epoch [43][100/1793] lr: 7.500e-05, eta: 2:26:36, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9021, loss_cls: 1.1489, loss: 1.1489, grad_norm: 10.6000 2021-12-03 10:31:55,584 - mmaction - INFO - Epoch [43][120/1793] lr: 7.500e-05, eta: 2:26:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.1679, loss: 1.1679, grad_norm: 10.8418 2021-12-03 10:32:07,677 - mmaction - INFO - Epoch [43][140/1793] lr: 7.500e-05, eta: 2:26:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8896, loss_cls: 1.2044, loss: 1.2044, grad_norm: 10.2749 2021-12-03 10:32:19,783 - mmaction - INFO - Epoch [43][160/1793] lr: 7.500e-05, eta: 2:25:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8969, loss_cls: 1.1319, loss: 1.1319, grad_norm: 10.7092 2021-12-03 10:32:31,893 - mmaction - INFO - Epoch [43][180/1793] lr: 7.500e-05, eta: 2:25:46, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8865, loss_cls: 1.1711, loss: 1.1711, grad_norm: 10.1514 2021-12-03 10:32:44,021 - mmaction - INFO - Epoch [43][200/1793] lr: 7.500e-05, eta: 2:25:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6677, top5_acc: 0.8771, loss_cls: 1.2509, loss: 1.2509, grad_norm: 10.7304 2021-12-03 10:32:56,126 - mmaction - INFO - Epoch [43][220/1793] lr: 7.500e-05, eta: 2:25:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.8979, loss_cls: 1.1339, loss: 1.1339, grad_norm: 10.5677 2021-12-03 10:33:08,230 - mmaction - INFO - Epoch [43][240/1793] lr: 7.500e-05, eta: 2:25:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9010, loss_cls: 1.1231, loss: 1.1231, grad_norm: 10.1807 2021-12-03 10:33:20,330 - mmaction - INFO - Epoch [43][260/1793] lr: 7.500e-05, eta: 2:24:56, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.9042, loss_cls: 1.1793, loss: 1.1793, grad_norm: 10.9363 2021-12-03 10:33:32,455 - mmaction - INFO - Epoch [43][280/1793] lr: 7.500e-05, eta: 2:24:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9052, loss_cls: 1.1089, loss: 1.1089, grad_norm: 10.4034 2021-12-03 10:33:44,589 - mmaction - INFO - Epoch [43][300/1793] lr: 7.500e-05, eta: 2:24:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.0922, loss: 1.0922, grad_norm: 10.1954 2021-12-03 10:33:56,697 - mmaction - INFO - Epoch [43][320/1793] lr: 7.500e-05, eta: 2:24:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8802, loss_cls: 1.2392, loss: 1.2392, grad_norm: 10.4575 2021-12-03 10:34:08,815 - mmaction - INFO - Epoch [43][340/1793] lr: 7.500e-05, eta: 2:24:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8938, loss_cls: 1.1614, loss: 1.1614, grad_norm: 10.8935 2021-12-03 10:34:20,930 - mmaction - INFO - Epoch [43][360/1793] lr: 7.500e-05, eta: 2:23:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8948, loss_cls: 1.1427, loss: 1.1427, grad_norm: 10.5590 2021-12-03 10:34:33,030 - mmaction - INFO - Epoch [43][380/1793] lr: 7.500e-05, eta: 2:23:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9031, loss_cls: 1.1538, loss: 1.1538, grad_norm: 10.6389 2021-12-03 10:34:45,145 - mmaction - INFO - Epoch [43][400/1793] lr: 7.500e-05, eta: 2:23:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9031, loss_cls: 1.0624, loss: 1.0624, grad_norm: 10.2014 2021-12-03 10:34:57,271 - mmaction - INFO - Epoch [43][420/1793] lr: 7.500e-05, eta: 2:23:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9042, loss_cls: 1.1108, loss: 1.1108, grad_norm: 10.6248 2021-12-03 10:35:09,373 - mmaction - INFO - Epoch [43][440/1793] lr: 7.500e-05, eta: 2:23:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9271, loss_cls: 1.0658, loss: 1.0658, grad_norm: 10.0974 2021-12-03 10:35:21,453 - mmaction - INFO - Epoch [43][460/1793] lr: 7.500e-05, eta: 2:22:52, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.2129, loss: 1.2129, grad_norm: 10.8854 2021-12-03 10:35:33,561 - mmaction - INFO - Epoch [43][480/1793] lr: 7.500e-05, eta: 2:22:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.9052, loss_cls: 1.1578, loss: 1.1578, grad_norm: 10.2423 2021-12-03 10:35:45,664 - mmaction - INFO - Epoch [43][500/1793] lr: 7.500e-05, eta: 2:22:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8906, loss_cls: 1.1827, loss: 1.1827, grad_norm: 10.4771 2021-12-03 10:35:57,788 - mmaction - INFO - Epoch [43][520/1793] lr: 7.500e-05, eta: 2:22:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9021, loss_cls: 1.0914, loss: 1.0914, grad_norm: 10.0826 2021-12-03 10:36:09,922 - mmaction - INFO - Epoch [43][540/1793] lr: 7.500e-05, eta: 2:22:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8844, loss_cls: 1.1733, loss: 1.1733, grad_norm: 10.0270 2021-12-03 10:36:22,073 - mmaction - INFO - Epoch [43][560/1793] lr: 7.500e-05, eta: 2:21:50, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.1278, loss: 1.1278, grad_norm: 10.0588 2021-12-03 10:36:34,176 - mmaction - INFO - Epoch [43][580/1793] lr: 7.500e-05, eta: 2:21:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8948, loss_cls: 1.1448, loss: 1.1448, grad_norm: 10.7681 2021-12-03 10:36:46,280 - mmaction - INFO - Epoch [43][600/1793] lr: 7.500e-05, eta: 2:21:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.9000, loss_cls: 1.1653, loss: 1.1653, grad_norm: 10.6905 2021-12-03 10:36:58,414 - mmaction - INFO - Epoch [43][620/1793] lr: 7.500e-05, eta: 2:21:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8990, loss_cls: 1.1344, loss: 1.1344, grad_norm: 10.4086 2021-12-03 10:37:10,552 - mmaction - INFO - Epoch [43][640/1793] lr: 7.500e-05, eta: 2:21:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9000, loss_cls: 1.1510, loss: 1.1510, grad_norm: 10.8366 2021-12-03 10:37:22,680 - mmaction - INFO - Epoch [43][660/1793] lr: 7.500e-05, eta: 2:20:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8979, loss_cls: 1.1315, loss: 1.1315, grad_norm: 10.3123 2021-12-03 10:37:34,805 - mmaction - INFO - Epoch [43][680/1793] lr: 7.500e-05, eta: 2:20:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8917, loss_cls: 1.1510, loss: 1.1510, grad_norm: 10.6925 2021-12-03 10:37:46,935 - mmaction - INFO - Epoch [43][700/1793] lr: 7.500e-05, eta: 2:20:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.9042, loss_cls: 1.1291, loss: 1.1291, grad_norm: 10.4956 2021-12-03 10:37:59,065 - mmaction - INFO - Epoch [43][720/1793] lr: 7.500e-05, eta: 2:20:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8969, loss_cls: 1.1353, loss: 1.1353, grad_norm: 10.7468 2021-12-03 10:38:11,186 - mmaction - INFO - Epoch [43][740/1793] lr: 7.500e-05, eta: 2:19:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6740, top5_acc: 0.8750, loss_cls: 1.2371, loss: 1.2371, grad_norm: 10.6304 2021-12-03 10:38:23,300 - mmaction - INFO - Epoch [43][760/1793] lr: 7.500e-05, eta: 2:19:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9240, loss_cls: 1.0242, loss: 1.0242, grad_norm: 9.7999 2021-12-03 10:38:35,421 - mmaction - INFO - Epoch [43][780/1793] lr: 7.500e-05, eta: 2:19:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9167, loss_cls: 1.0664, loss: 1.0664, grad_norm: 10.0002 2021-12-03 10:38:47,535 - mmaction - INFO - Epoch [43][800/1793] lr: 7.500e-05, eta: 2:19:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9177, loss_cls: 1.0773, loss: 1.0773, grad_norm: 10.2616 2021-12-03 10:38:59,654 - mmaction - INFO - Epoch [43][820/1793] lr: 7.500e-05, eta: 2:19:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.0908, loss: 1.0908, grad_norm: 10.3675 2021-12-03 10:39:11,771 - mmaction - INFO - Epoch [43][840/1793] lr: 7.500e-05, eta: 2:18:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2006, loss: 1.2006, grad_norm: 10.6432 2021-12-03 10:39:23,869 - mmaction - INFO - Epoch [43][860/1793] lr: 7.500e-05, eta: 2:18:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.8719, loss_cls: 1.2194, loss: 1.2194, grad_norm: 10.6328 2021-12-03 10:39:35,975 - mmaction - INFO - Epoch [43][880/1793] lr: 7.500e-05, eta: 2:18:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.2816, loss: 1.2816, grad_norm: 11.5736 2021-12-03 10:39:48,109 - mmaction - INFO - Epoch [43][900/1793] lr: 7.500e-05, eta: 2:18:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8865, loss_cls: 1.2207, loss: 1.2207, grad_norm: 10.7817 2021-12-03 10:40:00,235 - mmaction - INFO - Epoch [43][920/1793] lr: 7.500e-05, eta: 2:18:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9042, loss_cls: 1.1086, loss: 1.1086, grad_norm: 10.4167 2021-12-03 10:40:12,359 - mmaction - INFO - Epoch [43][940/1793] lr: 7.500e-05, eta: 2:17:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7281, top5_acc: 0.8979, loss_cls: 1.0890, loss: 1.0890, grad_norm: 10.4734 2021-12-03 10:40:24,472 - mmaction - INFO - Epoch [43][960/1793] lr: 7.500e-05, eta: 2:17:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9094, loss_cls: 1.0955, loss: 1.0955, grad_norm: 10.6462 2021-12-03 10:40:36,593 - mmaction - INFO - Epoch [43][980/1793] lr: 7.500e-05, eta: 2:17:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9146, loss_cls: 1.0595, loss: 1.0595, grad_norm: 10.3889 2021-12-03 10:40:48,696 - mmaction - INFO - Epoch [43][1000/1793] lr: 7.500e-05, eta: 2:17:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8948, loss_cls: 1.1355, loss: 1.1355, grad_norm: 11.0741 2021-12-03 10:41:00,823 - mmaction - INFO - Epoch [43][1020/1793] lr: 7.500e-05, eta: 2:17:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.9010, loss_cls: 1.1480, loss: 1.1480, grad_norm: 10.3503 2021-12-03 10:41:12,956 - mmaction - INFO - Epoch [43][1040/1793] lr: 7.500e-05, eta: 2:16:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8865, loss_cls: 1.1580, loss: 1.1580, grad_norm: 10.5248 2021-12-03 10:41:25,068 - mmaction - INFO - Epoch [43][1060/1793] lr: 7.500e-05, eta: 2:16:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8938, loss_cls: 1.1613, loss: 1.1613, grad_norm: 10.4579 2021-12-03 10:41:37,173 - mmaction - INFO - Epoch [43][1080/1793] lr: 7.500e-05, eta: 2:16:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.9146, loss_cls: 1.1225, loss: 1.1225, grad_norm: 10.6495 2021-12-03 10:41:49,294 - mmaction - INFO - Epoch [43][1100/1793] lr: 7.500e-05, eta: 2:16:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9167, loss_cls: 1.0514, loss: 1.0514, grad_norm: 10.6788 2021-12-03 10:42:01,410 - mmaction - INFO - Epoch [43][1120/1793] lr: 7.500e-05, eta: 2:16:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8948, loss_cls: 1.1753, loss: 1.1753, grad_norm: 10.8358 2021-12-03 10:42:13,545 - mmaction - INFO - Epoch [43][1140/1793] lr: 7.500e-05, eta: 2:15:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8802, loss_cls: 1.1827, loss: 1.1827, grad_norm: 10.4381 2021-12-03 10:42:25,667 - mmaction - INFO - Epoch [43][1160/1793] lr: 7.500e-05, eta: 2:15:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9208, loss_cls: 1.0164, loss: 1.0164, grad_norm: 10.4441 2021-12-03 10:42:37,778 - mmaction - INFO - Epoch [43][1180/1793] lr: 7.500e-05, eta: 2:15:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9260, loss_cls: 1.0704, loss: 1.0704, grad_norm: 10.7448 2021-12-03 10:42:49,862 - mmaction - INFO - Epoch [43][1200/1793] lr: 7.500e-05, eta: 2:15:14, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.8938, loss_cls: 1.1153, loss: 1.1153, grad_norm: 10.3119 2021-12-03 10:43:01,972 - mmaction - INFO - Epoch [43][1220/1793] lr: 7.500e-05, eta: 2:15:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9104, loss_cls: 1.0948, loss: 1.0948, grad_norm: 10.6547 2021-12-03 10:43:14,104 - mmaction - INFO - Epoch [43][1240/1793] lr: 7.500e-05, eta: 2:14:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8990, loss_cls: 1.1129, loss: 1.1129, grad_norm: 10.2204 2021-12-03 10:43:26,223 - mmaction - INFO - Epoch [43][1260/1793] lr: 7.500e-05, eta: 2:14:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8969, loss_cls: 1.1675, loss: 1.1675, grad_norm: 10.5297 2021-12-03 10:43:38,346 - mmaction - INFO - Epoch [43][1280/1793] lr: 7.500e-05, eta: 2:14:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8760, loss_cls: 1.2532, loss: 1.2532, grad_norm: 10.6839 2021-12-03 10:43:50,484 - mmaction - INFO - Epoch [43][1300/1793] lr: 7.500e-05, eta: 2:14:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9146, loss_cls: 1.1172, loss: 1.1172, grad_norm: 10.8626 2021-12-03 10:44:02,579 - mmaction - INFO - Epoch [43][1320/1793] lr: 7.500e-05, eta: 2:14:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9052, loss_cls: 1.0910, loss: 1.0910, grad_norm: 10.2771 2021-12-03 10:44:14,682 - mmaction - INFO - Epoch [43][1340/1793] lr: 7.500e-05, eta: 2:13:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.9052, loss_cls: 1.1428, loss: 1.1428, grad_norm: 10.6170 2021-12-03 10:44:26,811 - mmaction - INFO - Epoch [43][1360/1793] lr: 7.500e-05, eta: 2:13:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9115, loss_cls: 1.1141, loss: 1.1141, grad_norm: 10.6097 2021-12-03 10:44:38,937 - mmaction - INFO - Epoch [43][1380/1793] lr: 7.500e-05, eta: 2:13:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8906, loss_cls: 1.2262, loss: 1.2262, grad_norm: 10.6621 2021-12-03 10:44:51,052 - mmaction - INFO - Epoch [43][1400/1793] lr: 7.500e-05, eta: 2:13:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8844, loss_cls: 1.2253, loss: 1.2253, grad_norm: 10.9744 2021-12-03 10:45:03,188 - mmaction - INFO - Epoch [43][1420/1793] lr: 7.500e-05, eta: 2:12:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9062, loss_cls: 1.1243, loss: 1.1243, grad_norm: 10.5337 2021-12-03 10:45:15,309 - mmaction - INFO - Epoch [43][1440/1793] lr: 7.500e-05, eta: 2:12:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1720, loss: 1.1720, grad_norm: 10.4830 2021-12-03 10:45:27,424 - mmaction - INFO - Epoch [43][1460/1793] lr: 7.500e-05, eta: 2:12:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8896, loss_cls: 1.1922, loss: 1.1922, grad_norm: 11.0430 2021-12-03 10:45:39,519 - mmaction - INFO - Epoch [43][1480/1793] lr: 7.500e-05, eta: 2:12:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9052, loss_cls: 1.1246, loss: 1.1246, grad_norm: 10.6137 2021-12-03 10:45:51,663 - mmaction - INFO - Epoch [43][1500/1793] lr: 7.500e-05, eta: 2:12:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8958, loss_cls: 1.1352, loss: 1.1352, grad_norm: 10.7117 2021-12-03 10:46:03,793 - mmaction - INFO - Epoch [43][1520/1793] lr: 7.500e-05, eta: 2:11:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9177, loss_cls: 1.0525, loss: 1.0525, grad_norm: 10.4660 2021-12-03 10:46:15,928 - mmaction - INFO - Epoch [43][1540/1793] lr: 7.500e-05, eta: 2:11:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9021, loss_cls: 1.1284, loss: 1.1284, grad_norm: 10.3347 2021-12-03 10:46:28,043 - mmaction - INFO - Epoch [43][1560/1793] lr: 7.500e-05, eta: 2:11:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8958, loss_cls: 1.1536, loss: 1.1536, grad_norm: 10.5403 2021-12-03 10:46:40,165 - mmaction - INFO - Epoch [43][1580/1793] lr: 7.500e-05, eta: 2:11:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8948, loss_cls: 1.1981, loss: 1.1981, grad_norm: 10.8393 2021-12-03 10:46:52,306 - mmaction - INFO - Epoch [43][1600/1793] lr: 7.500e-05, eta: 2:11:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9177, loss_cls: 1.1215, loss: 1.1215, grad_norm: 10.3975 2021-12-03 10:47:04,393 - mmaction - INFO - Epoch [43][1620/1793] lr: 7.500e-05, eta: 2:10:54, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.1457, loss: 1.1457, grad_norm: 11.1622 2021-12-03 10:47:16,525 - mmaction - INFO - Epoch [43][1640/1793] lr: 7.500e-05, eta: 2:10:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9052, loss_cls: 1.0806, loss: 1.0806, grad_norm: 10.4872 2021-12-03 10:47:28,682 - mmaction - INFO - Epoch [43][1660/1793] lr: 7.500e-05, eta: 2:10:29, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.8969, loss_cls: 1.1301, loss: 1.1301, grad_norm: 10.3096 2021-12-03 10:47:40,806 - mmaction - INFO - Epoch [43][1680/1793] lr: 7.500e-05, eta: 2:10:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8875, loss_cls: 1.2011, loss: 1.2011, grad_norm: 11.0642 2021-12-03 10:47:52,913 - mmaction - INFO - Epoch [43][1700/1793] lr: 7.500e-05, eta: 2:10:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9104, loss_cls: 1.0758, loss: 1.0758, grad_norm: 10.2188 2021-12-03 10:48:05,030 - mmaction - INFO - Epoch [43][1720/1793] lr: 7.500e-05, eta: 2:09:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8802, loss_cls: 1.1560, loss: 1.1560, grad_norm: 10.5877 2021-12-03 10:48:17,152 - mmaction - INFO - Epoch [43][1740/1793] lr: 7.500e-05, eta: 2:09:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9271, loss_cls: 1.0451, loss: 1.0451, grad_norm: 9.9776 2021-12-03 10:48:29,277 - mmaction - INFO - Epoch [43][1760/1793] lr: 7.500e-05, eta: 2:09:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9094, loss_cls: 1.1041, loss: 1.1041, grad_norm: 10.7091 2021-12-03 10:48:41,398 - mmaction - INFO - Epoch [43][1780/1793] lr: 7.500e-05, eta: 2:09:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9073, loss_cls: 1.1401, loss: 1.1401, grad_norm: 10.3136 2021-12-03 10:49:58,540 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:49:58,693 - mmaction - INFO - top1_acc 0.4852 top5_acc 0.7781 2021-12-03 10:49:58,693 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:49:58,703 - mmaction - INFO - mean_acc 0.4454 2021-12-03 10:49:58,708 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-12-03 10:49:59,537 - mmaction - INFO - Epoch(val) [43][241] top1_acc: 0.4852, top5_acc: 0.7781, mean_class_accuracy: 0.4454 2021-12-03 10:50:40,126 - mmaction - INFO - Epoch [44][20/1793] lr: 7.500e-05, eta: 2:08:58, time: 2.029, data_time: 1.420, memory: 10469, top1_acc: 0.7177, top5_acc: 0.8917, loss_cls: 1.1600, loss: 1.1600, grad_norm: 10.8759 2021-12-03 10:50:52,190 - mmaction - INFO - Epoch [44][40/1793] lr: 7.500e-05, eta: 2:08:45, time: 0.603, data_time: 0.002, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9062, loss_cls: 1.0983, loss: 1.0983, grad_norm: 10.6555 2021-12-03 10:51:04,251 - mmaction - INFO - Epoch [44][60/1793] lr: 7.500e-05, eta: 2:08:33, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8792, loss_cls: 1.1917, loss: 1.1917, grad_norm: 10.6487 2021-12-03 10:51:16,348 - mmaction - INFO - Epoch [44][80/1793] lr: 7.500e-05, eta: 2:08:21, time: 0.605, data_time: 0.001, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9042, loss_cls: 1.0545, loss: 1.0545, grad_norm: 10.0713 2021-12-03 10:51:28,422 - mmaction - INFO - Epoch [44][100/1793] lr: 7.500e-05, eta: 2:08:08, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8948, loss_cls: 1.1862, loss: 1.1862, grad_norm: 10.4467 2021-12-03 10:51:40,505 - mmaction - INFO - Epoch [44][120/1793] lr: 7.500e-05, eta: 2:07:56, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2398, loss: 1.2398, grad_norm: 11.2923 2021-12-03 10:51:52,589 - mmaction - INFO - Epoch [44][140/1793] lr: 7.500e-05, eta: 2:07:43, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8990, loss_cls: 1.1571, loss: 1.1571, grad_norm: 10.6269 2021-12-03 10:52:04,677 - mmaction - INFO - Epoch [44][160/1793] lr: 7.500e-05, eta: 2:07:31, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9052, loss_cls: 1.1379, loss: 1.1379, grad_norm: 10.6385 2021-12-03 10:52:16,787 - mmaction - INFO - Epoch [44][180/1793] lr: 7.500e-05, eta: 2:07:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8885, loss_cls: 1.1528, loss: 1.1528, grad_norm: 10.3257 2021-12-03 10:52:28,897 - mmaction - INFO - Epoch [44][200/1793] lr: 7.500e-05, eta: 2:07:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9062, loss_cls: 1.0878, loss: 1.0878, grad_norm: 10.4661 2021-12-03 10:52:40,995 - mmaction - INFO - Epoch [44][220/1793] lr: 7.500e-05, eta: 2:06:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8885, loss_cls: 1.2124, loss: 1.2124, grad_norm: 10.7237 2021-12-03 10:52:53,118 - mmaction - INFO - Epoch [44][240/1793] lr: 7.500e-05, eta: 2:06:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9187, loss_cls: 1.0946, loss: 1.0946, grad_norm: 10.2711 2021-12-03 10:53:05,224 - mmaction - INFO - Epoch [44][260/1793] lr: 7.500e-05, eta: 2:06:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8927, loss_cls: 1.2148, loss: 1.2148, grad_norm: 11.0376 2021-12-03 10:53:17,322 - mmaction - INFO - Epoch [44][280/1793] lr: 7.500e-05, eta: 2:06:17, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.8979, loss_cls: 1.1140, loss: 1.1140, grad_norm: 10.1195 2021-12-03 10:53:29,446 - mmaction - INFO - Epoch [44][300/1793] lr: 7.500e-05, eta: 2:06:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9000, loss_cls: 1.1267, loss: 1.1267, grad_norm: 10.3100 2021-12-03 10:53:41,579 - mmaction - INFO - Epoch [44][320/1793] lr: 7.500e-05, eta: 2:05:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8885, loss_cls: 1.1786, loss: 1.1786, grad_norm: 10.5819 2021-12-03 10:53:53,697 - mmaction - INFO - Epoch [44][340/1793] lr: 7.500e-05, eta: 2:05:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1408, loss: 1.1408, grad_norm: 10.7777 2021-12-03 10:54:05,815 - mmaction - INFO - Epoch [44][360/1793] lr: 7.500e-05, eta: 2:05:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9125, loss_cls: 1.0798, loss: 1.0798, grad_norm: 10.2436 2021-12-03 10:54:17,947 - mmaction - INFO - Epoch [44][380/1793] lr: 7.500e-05, eta: 2:05:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.9073, loss_cls: 1.1153, loss: 1.1153, grad_norm: 10.6632 2021-12-03 10:54:30,049 - mmaction - INFO - Epoch [44][400/1793] lr: 7.500e-05, eta: 2:05:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6719, top5_acc: 0.8760, loss_cls: 1.2422, loss: 1.2422, grad_norm: 10.6928 2021-12-03 10:54:42,152 - mmaction - INFO - Epoch [44][420/1793] lr: 7.500e-05, eta: 2:04:50, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7271, top5_acc: 0.9083, loss_cls: 1.0799, loss: 1.0799, grad_norm: 10.6550 2021-12-03 10:54:54,268 - mmaction - INFO - Epoch [44][440/1793] lr: 7.500e-05, eta: 2:04:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.9062, loss_cls: 1.1269, loss: 1.1269, grad_norm: 10.3869 2021-12-03 10:55:06,391 - mmaction - INFO - Epoch [44][460/1793] lr: 7.500e-05, eta: 2:04:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8802, loss_cls: 1.2436, loss: 1.2436, grad_norm: 10.9794 2021-12-03 10:55:18,524 - mmaction - INFO - Epoch [44][480/1793] lr: 7.500e-05, eta: 2:04:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7302, top5_acc: 0.9104, loss_cls: 1.0853, loss: 1.0853, grad_norm: 10.4267 2021-12-03 10:55:30,638 - mmaction - INFO - Epoch [44][500/1793] lr: 7.500e-05, eta: 2:04:00, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9198, loss_cls: 1.0133, loss: 1.0133, grad_norm: 9.8981 2021-12-03 10:55:42,764 - mmaction - INFO - Epoch [44][520/1793] lr: 7.500e-05, eta: 2:03:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9073, loss_cls: 1.1210, loss: 1.1210, grad_norm: 10.5704 2021-12-03 10:55:54,884 - mmaction - INFO - Epoch [44][540/1793] lr: 7.500e-05, eta: 2:03:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.8938, loss_cls: 1.1280, loss: 1.1280, grad_norm: 10.4007 2021-12-03 10:56:07,014 - mmaction - INFO - Epoch [44][560/1793] lr: 7.500e-05, eta: 2:03:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.9073, loss_cls: 1.1073, loss: 1.1073, grad_norm: 10.3191 2021-12-03 10:56:19,111 - mmaction - INFO - Epoch [44][580/1793] lr: 7.500e-05, eta: 2:03:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.8990, loss_cls: 1.1115, loss: 1.1115, grad_norm: 10.3211 2021-12-03 10:56:31,218 - mmaction - INFO - Epoch [44][600/1793] lr: 7.500e-05, eta: 2:02:59, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8969, loss_cls: 1.1560, loss: 1.1560, grad_norm: 10.9113 2021-12-03 10:56:43,331 - mmaction - INFO - Epoch [44][620/1793] lr: 7.500e-05, eta: 2:02:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9250, loss_cls: 1.0426, loss: 1.0426, grad_norm: 10.5062 2021-12-03 10:56:55,455 - mmaction - INFO - Epoch [44][640/1793] lr: 7.500e-05, eta: 2:02:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8896, loss_cls: 1.1601, loss: 1.1601, grad_norm: 11.1758 2021-12-03 10:57:07,574 - mmaction - INFO - Epoch [44][660/1793] lr: 7.500e-05, eta: 2:02:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9115, loss_cls: 1.0734, loss: 1.0734, grad_norm: 9.9652 2021-12-03 10:57:19,699 - mmaction - INFO - Epoch [44][680/1793] lr: 7.500e-05, eta: 2:02:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9094, loss_cls: 1.1015, loss: 1.1015, grad_norm: 10.8068 2021-12-03 10:57:31,801 - mmaction - INFO - Epoch [44][700/1793] lr: 7.500e-05, eta: 2:01:57, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9125, loss_cls: 1.0990, loss: 1.0990, grad_norm: 10.3484 2021-12-03 10:57:43,906 - mmaction - INFO - Epoch [44][720/1793] lr: 7.500e-05, eta: 2:01:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9083, loss_cls: 1.0983, loss: 1.0983, grad_norm: 10.6126 2021-12-03 10:57:56,010 - mmaction - INFO - Epoch [44][740/1793] lr: 7.500e-05, eta: 2:01:32, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.8979, loss_cls: 1.0970, loss: 1.0970, grad_norm: 9.9999 2021-12-03 10:58:08,118 - mmaction - INFO - Epoch [44][760/1793] lr: 7.500e-05, eta: 2:01:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9073, loss_cls: 1.0981, loss: 1.0981, grad_norm: 10.4268 2021-12-03 10:58:20,232 - mmaction - INFO - Epoch [44][780/1793] lr: 7.500e-05, eta: 2:01:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.8927, loss_cls: 1.1811, loss: 1.1811, grad_norm: 10.9359 2021-12-03 10:58:32,367 - mmaction - INFO - Epoch [44][800/1793] lr: 7.500e-05, eta: 2:00:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9167, loss_cls: 1.0755, loss: 1.0755, grad_norm: 10.8469 2021-12-03 10:58:44,477 - mmaction - INFO - Epoch [44][820/1793] lr: 7.500e-05, eta: 2:00:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9031, loss_cls: 1.1110, loss: 1.1110, grad_norm: 10.8686 2021-12-03 10:58:56,597 - mmaction - INFO - Epoch [44][840/1793] lr: 7.500e-05, eta: 2:00:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.8896, loss_cls: 1.1343, loss: 1.1343, grad_norm: 10.3691 2021-12-03 10:59:08,722 - mmaction - INFO - Epoch [44][860/1793] lr: 7.500e-05, eta: 2:00:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.9042, loss_cls: 1.1726, loss: 1.1726, grad_norm: 10.9312 2021-12-03 10:59:20,864 - mmaction - INFO - Epoch [44][880/1793] lr: 7.500e-05, eta: 2:00:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8958, loss_cls: 1.1482, loss: 1.1482, grad_norm: 10.7127 2021-12-03 10:59:32,984 - mmaction - INFO - Epoch [44][900/1793] lr: 7.500e-05, eta: 1:59:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8979, loss_cls: 1.0815, loss: 1.0815, grad_norm: 10.6941 2021-12-03 10:59:45,099 - mmaction - INFO - Epoch [44][920/1793] lr: 7.500e-05, eta: 1:59:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6781, top5_acc: 0.8979, loss_cls: 1.1372, loss: 1.1372, grad_norm: 11.1279 2021-12-03 10:59:57,226 - mmaction - INFO - Epoch [44][940/1793] lr: 7.500e-05, eta: 1:59:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7323, top5_acc: 0.9021, loss_cls: 1.0856, loss: 1.0856, grad_norm: 9.9724 2021-12-03 11:00:09,356 - mmaction - INFO - Epoch [44][960/1793] lr: 7.500e-05, eta: 1:59:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9094, loss_cls: 1.0827, loss: 1.0827, grad_norm: 9.9812 2021-12-03 11:00:21,485 - mmaction - INFO - Epoch [44][980/1793] lr: 7.500e-05, eta: 1:59:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8990, loss_cls: 1.0917, loss: 1.0917, grad_norm: 10.5840 2021-12-03 11:00:33,603 - mmaction - INFO - Epoch [44][1000/1793] lr: 7.500e-05, eta: 1:58:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9021, loss_cls: 1.1050, loss: 1.1050, grad_norm: 10.5343 2021-12-03 11:00:45,704 - mmaction - INFO - Epoch [44][1020/1793] lr: 7.500e-05, eta: 1:58:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9021, loss_cls: 1.1243, loss: 1.1243, grad_norm: 10.6629 2021-12-03 11:00:57,837 - mmaction - INFO - Epoch [44][1040/1793] lr: 7.500e-05, eta: 1:58:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.8990, loss_cls: 1.1458, loss: 1.1458, grad_norm: 10.7176 2021-12-03 11:01:09,960 - mmaction - INFO - Epoch [44][1060/1793] lr: 7.500e-05, eta: 1:58:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9094, loss_cls: 1.1296, loss: 1.1296, grad_norm: 10.7967 2021-12-03 11:01:22,112 - mmaction - INFO - Epoch [44][1080/1793] lr: 7.500e-05, eta: 1:58:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9021, loss_cls: 1.1530, loss: 1.1530, grad_norm: 10.5302 2021-12-03 11:01:34,237 - mmaction - INFO - Epoch [44][1100/1793] lr: 7.500e-05, eta: 1:57:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8958, loss_cls: 1.2233, loss: 1.2233, grad_norm: 10.9634 2021-12-03 11:01:46,348 - mmaction - INFO - Epoch [44][1120/1793] lr: 7.500e-05, eta: 1:57:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9042, loss_cls: 1.1310, loss: 1.1310, grad_norm: 10.6210 2021-12-03 11:01:58,469 - mmaction - INFO - Epoch [44][1140/1793] lr: 7.500e-05, eta: 1:57:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.8969, loss_cls: 1.0954, loss: 1.0954, grad_norm: 10.3059 2021-12-03 11:02:10,586 - mmaction - INFO - Epoch [44][1160/1793] lr: 7.500e-05, eta: 1:57:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9010, loss_cls: 1.0948, loss: 1.0948, grad_norm: 10.1599 2021-12-03 11:02:22,705 - mmaction - INFO - Epoch [44][1180/1793] lr: 7.500e-05, eta: 1:56:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9000, loss_cls: 1.1312, loss: 1.1312, grad_norm: 10.4941 2021-12-03 11:02:34,804 - mmaction - INFO - Epoch [44][1200/1793] lr: 7.500e-05, eta: 1:56:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9083, loss_cls: 1.0990, loss: 1.0990, grad_norm: 10.7817 2021-12-03 11:02:46,897 - mmaction - INFO - Epoch [44][1220/1793] lr: 7.500e-05, eta: 1:56:35, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9094, loss_cls: 1.0959, loss: 1.0959, grad_norm: 10.4409 2021-12-03 11:02:59,028 - mmaction - INFO - Epoch [44][1240/1793] lr: 7.500e-05, eta: 1:56:22, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9115, loss_cls: 1.0776, loss: 1.0776, grad_norm: 10.1767 2021-12-03 11:03:11,157 - mmaction - INFO - Epoch [44][1260/1793] lr: 7.500e-05, eta: 1:56:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8833, loss_cls: 1.1839, loss: 1.1839, grad_norm: 10.9155 2021-12-03 11:03:23,259 - mmaction - INFO - Epoch [44][1280/1793] lr: 7.500e-05, eta: 1:55:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8875, loss_cls: 1.1765, loss: 1.1765, grad_norm: 10.7467 2021-12-03 11:03:35,392 - mmaction - INFO - Epoch [44][1300/1793] lr: 7.500e-05, eta: 1:55:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8979, loss_cls: 1.1736, loss: 1.1736, grad_norm: 10.9382 2021-12-03 11:03:47,512 - mmaction - INFO - Epoch [44][1320/1793] lr: 7.500e-05, eta: 1:55:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7333, top5_acc: 0.9229, loss_cls: 1.0109, loss: 1.0109, grad_norm: 10.1365 2021-12-03 11:03:59,638 - mmaction - INFO - Epoch [44][1340/1793] lr: 7.500e-05, eta: 1:55:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1370, loss: 1.1370, grad_norm: 10.4626 2021-12-03 11:04:11,772 - mmaction - INFO - Epoch [44][1360/1793] lr: 7.500e-05, eta: 1:55:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9000, loss_cls: 1.1347, loss: 1.1347, grad_norm: 10.7105 2021-12-03 11:04:23,908 - mmaction - INFO - Epoch [44][1380/1793] lr: 7.500e-05, eta: 1:54:56, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8917, loss_cls: 1.1489, loss: 1.1489, grad_norm: 11.0025 2021-12-03 11:04:36,046 - mmaction - INFO - Epoch [44][1400/1793] lr: 7.500e-05, eta: 1:54:43, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9073, loss_cls: 1.0891, loss: 1.0891, grad_norm: 10.5557 2021-12-03 11:04:48,166 - mmaction - INFO - Epoch [44][1420/1793] lr: 7.500e-05, eta: 1:54:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.9115, loss_cls: 1.0809, loss: 1.0809, grad_norm: 10.2779 2021-12-03 11:05:00,281 - mmaction - INFO - Epoch [44][1440/1793] lr: 7.500e-05, eta: 1:54:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9000, loss_cls: 1.1708, loss: 1.1708, grad_norm: 10.5079 2021-12-03 11:05:12,398 - mmaction - INFO - Epoch [44][1460/1793] lr: 7.500e-05, eta: 1:54:06, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8896, loss_cls: 1.1857, loss: 1.1857, grad_norm: 11.0388 2021-12-03 11:05:24,531 - mmaction - INFO - Epoch [44][1480/1793] lr: 7.500e-05, eta: 1:53:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9021, loss_cls: 1.1435, loss: 1.1435, grad_norm: 10.6368 2021-12-03 11:05:36,641 - mmaction - INFO - Epoch [44][1500/1793] lr: 7.500e-05, eta: 1:53:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.9104, loss_cls: 1.0987, loss: 1.0987, grad_norm: 10.5233 2021-12-03 11:05:48,751 - mmaction - INFO - Epoch [44][1520/1793] lr: 7.500e-05, eta: 1:53:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9031, loss_cls: 1.1232, loss: 1.1232, grad_norm: 10.4122 2021-12-03 11:06:00,879 - mmaction - INFO - Epoch [44][1540/1793] lr: 7.500e-05, eta: 1:53:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6573, top5_acc: 0.8760, loss_cls: 1.2763, loss: 1.2763, grad_norm: 11.2448 2021-12-03 11:06:13,004 - mmaction - INFO - Epoch [44][1560/1793] lr: 7.500e-05, eta: 1:53:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8969, loss_cls: 1.1765, loss: 1.1765, grad_norm: 10.6182 2021-12-03 11:06:25,111 - mmaction - INFO - Epoch [44][1580/1793] lr: 7.500e-05, eta: 1:52:52, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9083, loss_cls: 1.0577, loss: 1.0577, grad_norm: 10.3311 2021-12-03 11:06:37,227 - mmaction - INFO - Epoch [44][1600/1793] lr: 7.500e-05, eta: 1:52:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9156, loss_cls: 1.0758, loss: 1.0758, grad_norm: 10.7195 2021-12-03 11:06:49,364 - mmaction - INFO - Epoch [44][1620/1793] lr: 7.500e-05, eta: 1:52:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.8865, loss_cls: 1.1642, loss: 1.1642, grad_norm: 10.8547 2021-12-03 11:07:01,466 - mmaction - INFO - Epoch [44][1640/1793] lr: 7.500e-05, eta: 1:52:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9010, loss_cls: 1.1401, loss: 1.1401, grad_norm: 10.9656 2021-12-03 11:07:13,569 - mmaction - INFO - Epoch [44][1660/1793] lr: 7.500e-05, eta: 1:52:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9073, loss_cls: 1.0907, loss: 1.0907, grad_norm: 10.4926 2021-12-03 11:07:25,689 - mmaction - INFO - Epoch [44][1680/1793] lr: 7.500e-05, eta: 1:51:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.8906, loss_cls: 1.1588, loss: 1.1588, grad_norm: 10.7085 2021-12-03 11:07:37,819 - mmaction - INFO - Epoch [44][1700/1793] lr: 7.500e-05, eta: 1:51:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8958, loss_cls: 1.1036, loss: 1.1036, grad_norm: 10.4644 2021-12-03 11:07:49,935 - mmaction - INFO - Epoch [44][1720/1793] lr: 7.500e-05, eta: 1:51:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8906, loss_cls: 1.2268, loss: 1.2268, grad_norm: 10.8446 2021-12-03 11:08:02,051 - mmaction - INFO - Epoch [44][1740/1793] lr: 7.500e-05, eta: 1:51:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9021, loss_cls: 1.0998, loss: 1.0998, grad_norm: 9.9092 2021-12-03 11:08:14,148 - mmaction - INFO - Epoch [44][1760/1793] lr: 7.500e-05, eta: 1:51:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9073, loss_cls: 1.1059, loss: 1.1059, grad_norm: 11.0356 2021-12-03 11:08:26,248 - mmaction - INFO - Epoch [44][1780/1793] lr: 7.500e-05, eta: 1:50:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9021, loss_cls: 1.1428, loss: 1.1428, grad_norm: 10.7787 2021-12-03 11:09:42,880 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:09:43,049 - mmaction - INFO - top1_acc 0.4815 top5_acc 0.7758 2021-12-03 11:09:43,049 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:09:43,059 - mmaction - INFO - mean_acc 0.4416 2021-12-03 11:09:43,064 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-12-03 11:09:44,115 - mmaction - INFO - Epoch(val) [44][241] top1_acc: 0.4815, top5_acc: 0.7758, mean_class_accuracy: 0.4416 2021-12-03 11:10:24,767 - mmaction - INFO - Epoch [45][20/1793] lr: 7.500e-05, eta: 1:50:30, time: 2.032, data_time: 1.422, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9000, loss_cls: 1.1717, loss: 1.1717, grad_norm: 11.1934 2021-12-03 11:10:36,843 - mmaction - INFO - Epoch [45][40/1793] lr: 7.500e-05, eta: 1:50:18, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9031, loss_cls: 1.1747, loss: 1.1747, grad_norm: 11.1536 2021-12-03 11:10:48,931 - mmaction - INFO - Epoch [45][60/1793] lr: 7.500e-05, eta: 1:50:06, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8990, loss_cls: 1.1378, loss: 1.1378, grad_norm: 10.5625 2021-12-03 11:11:01,028 - mmaction - INFO - Epoch [45][80/1793] lr: 7.500e-05, eta: 1:49:53, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.9198, loss_cls: 1.0961, loss: 1.0961, grad_norm: 10.3998 2021-12-03 11:11:13,111 - mmaction - INFO - Epoch [45][100/1793] lr: 7.500e-05, eta: 1:49:41, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8906, loss_cls: 1.1953, loss: 1.1953, grad_norm: 10.8859 2021-12-03 11:11:25,228 - mmaction - INFO - Epoch [45][120/1793] lr: 7.500e-05, eta: 1:49:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8917, loss_cls: 1.1690, loss: 1.1690, grad_norm: 10.7085 2021-12-03 11:11:37,345 - mmaction - INFO - Epoch [45][140/1793] lr: 7.500e-05, eta: 1:49:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8948, loss_cls: 1.1371, loss: 1.1371, grad_norm: 10.7731 2021-12-03 11:11:49,473 - mmaction - INFO - Epoch [45][160/1793] lr: 7.500e-05, eta: 1:49:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.8948, loss_cls: 1.1485, loss: 1.1485, grad_norm: 10.5628 2021-12-03 11:12:01,597 - mmaction - INFO - Epoch [45][180/1793] lr: 7.500e-05, eta: 1:48:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9281, loss_cls: 1.0232, loss: 1.0232, grad_norm: 10.5107 2021-12-03 11:12:13,716 - mmaction - INFO - Epoch [45][200/1793] lr: 7.500e-05, eta: 1:48:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9115, loss_cls: 1.0667, loss: 1.0667, grad_norm: 10.6316 2021-12-03 11:12:25,850 - mmaction - INFO - Epoch [45][220/1793] lr: 7.500e-05, eta: 1:48:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9073, loss_cls: 1.1390, loss: 1.1390, grad_norm: 10.2764 2021-12-03 11:12:37,975 - mmaction - INFO - Epoch [45][240/1793] lr: 7.500e-05, eta: 1:48:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9146, loss_cls: 1.0601, loss: 1.0601, grad_norm: 10.5237 2021-12-03 11:12:50,097 - mmaction - INFO - Epoch [45][260/1793] lr: 7.500e-05, eta: 1:48:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8844, loss_cls: 1.1313, loss: 1.1313, grad_norm: 10.5627 2021-12-03 11:13:02,226 - mmaction - INFO - Epoch [45][280/1793] lr: 7.500e-05, eta: 1:47:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.9000, loss_cls: 1.1601, loss: 1.1601, grad_norm: 11.0436 2021-12-03 11:13:14,369 - mmaction - INFO - Epoch [45][300/1793] lr: 7.500e-05, eta: 1:47:37, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8927, loss_cls: 1.1119, loss: 1.1119, grad_norm: 10.4733 2021-12-03 11:13:26,511 - mmaction - INFO - Epoch [45][320/1793] lr: 7.500e-05, eta: 1:47:25, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6708, top5_acc: 0.8771, loss_cls: 1.2208, loss: 1.2208, grad_norm: 10.9945 2021-12-03 11:13:38,642 - mmaction - INFO - Epoch [45][340/1793] lr: 7.500e-05, eta: 1:47:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8917, loss_cls: 1.1579, loss: 1.1579, grad_norm: 11.0647 2021-12-03 11:13:50,764 - mmaction - INFO - Epoch [45][360/1793] lr: 7.500e-05, eta: 1:47:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9094, loss_cls: 1.0872, loss: 1.0872, grad_norm: 10.9671 2021-12-03 11:14:02,907 - mmaction - INFO - Epoch [45][380/1793] lr: 7.500e-05, eta: 1:46:48, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9021, loss_cls: 1.0670, loss: 1.0670, grad_norm: 10.3226 2021-12-03 11:14:15,036 - mmaction - INFO - Epoch [45][400/1793] lr: 7.500e-05, eta: 1:46:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9219, loss_cls: 1.0740, loss: 1.0740, grad_norm: 10.9611 2021-12-03 11:14:27,166 - mmaction - INFO - Epoch [45][420/1793] lr: 7.500e-05, eta: 1:46:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.9031, loss_cls: 1.1221, loss: 1.1221, grad_norm: 10.7003 2021-12-03 11:14:39,288 - mmaction - INFO - Epoch [45][440/1793] lr: 7.500e-05, eta: 1:46:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9156, loss_cls: 1.0781, loss: 1.0781, grad_norm: 10.2567 2021-12-03 11:14:51,426 - mmaction - INFO - Epoch [45][460/1793] lr: 7.500e-05, eta: 1:45:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.8979, loss_cls: 1.0880, loss: 1.0880, grad_norm: 10.3645 2021-12-03 11:15:03,571 - mmaction - INFO - Epoch [45][480/1793] lr: 7.500e-05, eta: 1:45:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9083, loss_cls: 1.1006, loss: 1.1006, grad_norm: 10.6425 2021-12-03 11:15:15,722 - mmaction - INFO - Epoch [45][500/1793] lr: 7.500e-05, eta: 1:45:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9010, loss_cls: 1.0848, loss: 1.0848, grad_norm: 10.5842 2021-12-03 11:15:27,873 - mmaction - INFO - Epoch [45][520/1793] lr: 7.500e-05, eta: 1:45:21, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1967, loss: 1.1967, grad_norm: 11.0544 2021-12-03 11:15:40,011 - mmaction - INFO - Epoch [45][540/1793] lr: 7.500e-05, eta: 1:45:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9156, loss_cls: 1.0960, loss: 1.0960, grad_norm: 10.5905 2021-12-03 11:15:52,152 - mmaction - INFO - Epoch [45][560/1793] lr: 7.500e-05, eta: 1:44:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.8979, loss_cls: 1.1010, loss: 1.1010, grad_norm: 10.6341 2021-12-03 11:16:04,276 - mmaction - INFO - Epoch [45][580/1793] lr: 7.500e-05, eta: 1:44:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8927, loss_cls: 1.1637, loss: 1.1637, grad_norm: 10.6477 2021-12-03 11:16:16,431 - mmaction - INFO - Epoch [45][600/1793] lr: 7.500e-05, eta: 1:44:32, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9042, loss_cls: 1.1032, loss: 1.1032, grad_norm: 10.8435 2021-12-03 11:16:28,586 - mmaction - INFO - Epoch [45][620/1793] lr: 7.500e-05, eta: 1:44:19, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7260, top5_acc: 0.9042, loss_cls: 1.0831, loss: 1.0831, grad_norm: 9.9980 2021-12-03 11:16:40,717 - mmaction - INFO - Epoch [45][640/1793] lr: 7.500e-05, eta: 1:44:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8948, loss_cls: 1.1666, loss: 1.1666, grad_norm: 10.9583 2021-12-03 11:16:52,839 - mmaction - INFO - Epoch [45][660/1793] lr: 7.500e-05, eta: 1:43:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9010, loss_cls: 1.1158, loss: 1.1158, grad_norm: 10.6566 2021-12-03 11:17:04,973 - mmaction - INFO - Epoch [45][680/1793] lr: 7.500e-05, eta: 1:43:42, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7354, top5_acc: 0.9083, loss_cls: 1.0226, loss: 1.0226, grad_norm: 9.9613 2021-12-03 11:17:17,104 - mmaction - INFO - Epoch [45][700/1793] lr: 7.500e-05, eta: 1:43:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7396, top5_acc: 0.9219, loss_cls: 1.0031, loss: 1.0031, grad_norm: 10.2081 2021-12-03 11:17:29,240 - mmaction - INFO - Epoch [45][720/1793] lr: 7.500e-05, eta: 1:43:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9104, loss_cls: 1.0986, loss: 1.0986, grad_norm: 10.9326 2021-12-03 11:17:41,350 - mmaction - INFO - Epoch [45][740/1793] lr: 7.500e-05, eta: 1:43:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.8969, loss_cls: 1.1176, loss: 1.1176, grad_norm: 10.7631 2021-12-03 11:17:53,478 - mmaction - INFO - Epoch [45][760/1793] lr: 7.500e-05, eta: 1:42:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7260, top5_acc: 0.9167, loss_cls: 1.0487, loss: 1.0487, grad_norm: 10.5938 2021-12-03 11:18:05,601 - mmaction - INFO - Epoch [45][780/1793] lr: 7.500e-05, eta: 1:42:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8979, loss_cls: 1.1629, loss: 1.1629, grad_norm: 10.9062 2021-12-03 11:18:17,721 - mmaction - INFO - Epoch [45][800/1793] lr: 7.500e-05, eta: 1:42:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9073, loss_cls: 1.1177, loss: 1.1177, grad_norm: 10.5249 2021-12-03 11:18:29,858 - mmaction - INFO - Epoch [45][820/1793] lr: 7.500e-05, eta: 1:42:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.9000, loss_cls: 1.1477, loss: 1.1477, grad_norm: 11.1613 2021-12-03 11:18:41,993 - mmaction - INFO - Epoch [45][840/1793] lr: 7.500e-05, eta: 1:42:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.9083, loss_cls: 1.1528, loss: 1.1528, grad_norm: 10.5742 2021-12-03 11:18:54,140 - mmaction - INFO - Epoch [45][860/1793] lr: 7.500e-05, eta: 1:41:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.9031, loss_cls: 1.1054, loss: 1.1054, grad_norm: 10.9310 2021-12-03 11:19:06,279 - mmaction - INFO - Epoch [45][880/1793] lr: 7.500e-05, eta: 1:41:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9115, loss_cls: 1.1076, loss: 1.1076, grad_norm: 10.5554 2021-12-03 11:19:18,412 - mmaction - INFO - Epoch [45][900/1793] lr: 7.500e-05, eta: 1:41:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8927, loss_cls: 1.1491, loss: 1.1491, grad_norm: 10.7633 2021-12-03 11:19:30,538 - mmaction - INFO - Epoch [45][920/1793] lr: 7.500e-05, eta: 1:41:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8854, loss_cls: 1.1973, loss: 1.1973, grad_norm: 11.2197 2021-12-03 11:19:42,682 - mmaction - INFO - Epoch [45][940/1793] lr: 7.500e-05, eta: 1:41:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7312, top5_acc: 0.9010, loss_cls: 1.0493, loss: 1.0493, grad_norm: 10.3022 2021-12-03 11:19:54,785 - mmaction - INFO - Epoch [45][960/1793] lr: 7.500e-05, eta: 1:40:49, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8927, loss_cls: 1.1401, loss: 1.1401, grad_norm: 10.8098 2021-12-03 11:20:06,897 - mmaction - INFO - Epoch [45][980/1793] lr: 7.500e-05, eta: 1:40:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.9125, loss_cls: 1.1429, loss: 1.1429, grad_norm: 10.9152 2021-12-03 11:20:19,022 - mmaction - INFO - Epoch [45][1000/1793] lr: 7.500e-05, eta: 1:40:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9042, loss_cls: 1.0779, loss: 1.0779, grad_norm: 10.4011 2021-12-03 11:20:31,164 - mmaction - INFO - Epoch [45][1020/1793] lr: 7.500e-05, eta: 1:40:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8990, loss_cls: 1.1769, loss: 1.1769, grad_norm: 10.3111 2021-12-03 11:20:43,300 - mmaction - INFO - Epoch [45][1040/1793] lr: 7.500e-05, eta: 1:39:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6781, top5_acc: 0.8938, loss_cls: 1.1665, loss: 1.1665, grad_norm: 10.9232 2021-12-03 11:20:55,428 - mmaction - INFO - Epoch [45][1060/1793] lr: 7.500e-05, eta: 1:39:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9073, loss_cls: 1.0719, loss: 1.0719, grad_norm: 10.7395 2021-12-03 11:21:07,562 - mmaction - INFO - Epoch [45][1080/1793] lr: 7.500e-05, eta: 1:39:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8927, loss_cls: 1.0943, loss: 1.0943, grad_norm: 10.9777 2021-12-03 11:21:19,685 - mmaction - INFO - Epoch [45][1100/1793] lr: 7.500e-05, eta: 1:39:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8896, loss_cls: 1.1511, loss: 1.1511, grad_norm: 10.6236 2021-12-03 11:21:31,820 - mmaction - INFO - Epoch [45][1120/1793] lr: 7.500e-05, eta: 1:39:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8917, loss_cls: 1.1460, loss: 1.1460, grad_norm: 10.5003 2021-12-03 11:21:43,936 - mmaction - INFO - Epoch [45][1140/1793] lr: 7.500e-05, eta: 1:38:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1367, loss: 1.1367, grad_norm: 10.4656 2021-12-03 11:21:56,091 - mmaction - INFO - Epoch [45][1160/1793] lr: 7.500e-05, eta: 1:38:45, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9052, loss_cls: 1.0646, loss: 1.0646, grad_norm: 10.3355 2021-12-03 11:22:08,214 - mmaction - INFO - Epoch [45][1180/1793] lr: 7.500e-05, eta: 1:38:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9010, loss_cls: 1.0820, loss: 1.0820, grad_norm: 10.3891 2021-12-03 11:22:20,323 - mmaction - INFO - Epoch [45][1200/1793] lr: 7.500e-05, eta: 1:38:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8979, loss_cls: 1.1522, loss: 1.1522, grad_norm: 10.9388 2021-12-03 11:22:32,473 - mmaction - INFO - Epoch [45][1220/1793] lr: 7.500e-05, eta: 1:38:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9021, loss_cls: 1.1068, loss: 1.1068, grad_norm: 10.5885 2021-12-03 11:22:44,601 - mmaction - INFO - Epoch [45][1240/1793] lr: 7.500e-05, eta: 1:37:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8927, loss_cls: 1.1646, loss: 1.1646, grad_norm: 10.7566 2021-12-03 11:22:56,722 - mmaction - INFO - Epoch [45][1260/1793] lr: 7.500e-05, eta: 1:37:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6552, top5_acc: 0.8958, loss_cls: 1.2002, loss: 1.2002, grad_norm: 10.9630 2021-12-03 11:23:08,854 - mmaction - INFO - Epoch [45][1280/1793] lr: 7.500e-05, eta: 1:37:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.2402, loss: 1.2402, grad_norm: 11.1305 2021-12-03 11:23:20,997 - mmaction - INFO - Epoch [45][1300/1793] lr: 7.500e-05, eta: 1:37:18, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.8927, loss_cls: 1.1179, loss: 1.1179, grad_norm: 10.6760 2021-12-03 11:23:33,135 - mmaction - INFO - Epoch [45][1320/1793] lr: 7.500e-05, eta: 1:37:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8969, loss_cls: 1.1420, loss: 1.1420, grad_norm: 11.1057 2021-12-03 11:23:45,257 - mmaction - INFO - Epoch [45][1340/1793] lr: 7.500e-05, eta: 1:36:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.9042, loss_cls: 1.1001, loss: 1.1001, grad_norm: 10.5057 2021-12-03 11:23:57,388 - mmaction - INFO - Epoch [45][1360/1793] lr: 7.500e-05, eta: 1:36:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8865, loss_cls: 1.1791, loss: 1.1791, grad_norm: 11.0550 2021-12-03 11:24:09,521 - mmaction - INFO - Epoch [45][1380/1793] lr: 7.500e-05, eta: 1:36:29, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8948, loss_cls: 1.0975, loss: 1.0975, grad_norm: 10.5599 2021-12-03 11:24:21,641 - mmaction - INFO - Epoch [45][1400/1793] lr: 7.500e-05, eta: 1:36:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8885, loss_cls: 1.1512, loss: 1.1512, grad_norm: 11.0362 2021-12-03 11:24:33,773 - mmaction - INFO - Epoch [45][1420/1793] lr: 7.500e-05, eta: 1:36:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8865, loss_cls: 1.1295, loss: 1.1295, grad_norm: 10.7953 2021-12-03 11:24:45,915 - mmaction - INFO - Epoch [45][1440/1793] lr: 7.500e-05, eta: 1:35:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9052, loss_cls: 1.1187, loss: 1.1187, grad_norm: 10.7642 2021-12-03 11:24:58,060 - mmaction - INFO - Epoch [45][1460/1793] lr: 7.500e-05, eta: 1:35:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8958, loss_cls: 1.1126, loss: 1.1126, grad_norm: 10.6379 2021-12-03 11:25:10,199 - mmaction - INFO - Epoch [45][1480/1793] lr: 7.500e-05, eta: 1:35:27, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8844, loss_cls: 1.1708, loss: 1.1708, grad_norm: 10.3327 2021-12-03 11:25:22,336 - mmaction - INFO - Epoch [45][1500/1793] lr: 7.500e-05, eta: 1:35:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8906, loss_cls: 1.1186, loss: 1.1186, grad_norm: 10.4470 2021-12-03 11:25:34,448 - mmaction - INFO - Epoch [45][1520/1793] lr: 7.500e-05, eta: 1:35:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9000, loss_cls: 1.0932, loss: 1.0932, grad_norm: 10.4828 2021-12-03 11:25:46,568 - mmaction - INFO - Epoch [45][1540/1793] lr: 7.500e-05, eta: 1:34:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9052, loss_cls: 1.1458, loss: 1.1458, grad_norm: 10.6048 2021-12-03 11:25:58,712 - mmaction - INFO - Epoch [45][1560/1793] lr: 7.500e-05, eta: 1:34:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9094, loss_cls: 1.0979, loss: 1.0979, grad_norm: 10.6738 2021-12-03 11:26:10,839 - mmaction - INFO - Epoch [45][1580/1793] lr: 7.500e-05, eta: 1:34:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8760, loss_cls: 1.1898, loss: 1.1898, grad_norm: 10.6185 2021-12-03 11:26:22,954 - mmaction - INFO - Epoch [45][1600/1793] lr: 7.500e-05, eta: 1:34:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.9031, loss_cls: 1.1415, loss: 1.1415, grad_norm: 10.7228 2021-12-03 11:26:35,059 - mmaction - INFO - Epoch [45][1620/1793] lr: 7.500e-05, eta: 1:34:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8938, loss_cls: 1.1336, loss: 1.1336, grad_norm: 10.7650 2021-12-03 11:26:47,155 - mmaction - INFO - Epoch [45][1640/1793] lr: 7.500e-05, eta: 1:33:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7260, top5_acc: 0.9021, loss_cls: 1.0612, loss: 1.0612, grad_norm: 10.6879 2021-12-03 11:26:59,270 - mmaction - INFO - Epoch [45][1660/1793] lr: 7.500e-05, eta: 1:33:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0961, loss: 1.0961, grad_norm: 10.2466 2021-12-03 11:27:11,395 - mmaction - INFO - Epoch [45][1680/1793] lr: 7.500e-05, eta: 1:33:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.9052, loss_cls: 1.1503, loss: 1.1503, grad_norm: 10.8594 2021-12-03 11:27:23,512 - mmaction - INFO - Epoch [45][1700/1793] lr: 7.500e-05, eta: 1:33:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9135, loss_cls: 1.0597, loss: 1.0597, grad_norm: 10.6767 2021-12-03 11:27:35,643 - mmaction - INFO - Epoch [45][1720/1793] lr: 7.500e-05, eta: 1:32:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8896, loss_cls: 1.2139, loss: 1.2139, grad_norm: 11.1376 2021-12-03 11:27:47,760 - mmaction - INFO - Epoch [45][1740/1793] lr: 7.500e-05, eta: 1:32:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9062, loss_cls: 1.0820, loss: 1.0820, grad_norm: 10.6096 2021-12-03 11:27:59,874 - mmaction - INFO - Epoch [45][1760/1793] lr: 7.500e-05, eta: 1:32:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9021, loss_cls: 1.1358, loss: 1.1358, grad_norm: 10.6033 2021-12-03 11:28:12,013 - mmaction - INFO - Epoch [45][1780/1793] lr: 7.500e-05, eta: 1:32:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8854, loss_cls: 1.1580, loss: 1.1580, grad_norm: 10.3987 2021-12-03 11:29:28,527 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:29:28,685 - mmaction - INFO - top1_acc 0.4905 top5_acc 0.7790 2021-12-03 11:29:28,685 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:29:28,694 - mmaction - INFO - mean_acc 0.4504 2021-12-03 11:29:29,623 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. 2021-12-03 11:29:29,623 - mmaction - INFO - Best top1_acc is 0.4905 at 45 epoch. 2021-12-03 11:29:29,627 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-12-03 11:29:30,350 - mmaction - INFO - Epoch(val) [45][241] top1_acc: 0.4905, top5_acc: 0.7790, mean_class_accuracy: 0.4504 2021-12-03 11:30:10,149 - mmaction - INFO - Epoch [46][20/1793] lr: 7.500e-06, eta: 1:32:03, time: 1.990, data_time: 1.381, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9094, loss_cls: 1.1074, loss: 1.1074, grad_norm: 10.9824 2021-12-03 11:30:22,223 - mmaction - INFO - Epoch [46][40/1793] lr: 7.500e-06, eta: 1:31:51, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1326, loss: 1.1326, grad_norm: 10.6890 2021-12-03 11:30:34,310 - mmaction - INFO - Epoch [46][60/1793] lr: 7.500e-06, eta: 1:31:38, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9010, loss_cls: 1.1042, loss: 1.1042, grad_norm: 10.5418 2021-12-03 11:30:46,392 - mmaction - INFO - Epoch [46][80/1793] lr: 7.500e-06, eta: 1:31:26, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9924, loss: 0.9924, grad_norm: 9.8340 2021-12-03 11:30:58,448 - mmaction - INFO - Epoch [46][100/1793] lr: 7.500e-06, eta: 1:31:14, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.8958, loss_cls: 1.1087, loss: 1.1087, grad_norm: 10.2923 2021-12-03 11:31:10,539 - mmaction - INFO - Epoch [46][120/1793] lr: 7.500e-06, eta: 1:31:01, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.1481, loss: 1.1481, grad_norm: 10.7135 2021-12-03 11:31:22,621 - mmaction - INFO - Epoch [46][140/1793] lr: 7.500e-06, eta: 1:30:49, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9010, loss_cls: 1.1473, loss: 1.1473, grad_norm: 10.5176 2021-12-03 11:31:34,736 - mmaction - INFO - Epoch [46][160/1793] lr: 7.500e-06, eta: 1:30:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9062, loss_cls: 1.1377, loss: 1.1377, grad_norm: 11.1670 2021-12-03 11:31:46,832 - mmaction - INFO - Epoch [46][180/1793] lr: 7.500e-06, eta: 1:30:24, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7250, top5_acc: 0.9052, loss_cls: 1.0893, loss: 1.0893, grad_norm: 10.3495 2021-12-03 11:31:58,956 - mmaction - INFO - Epoch [46][200/1793] lr: 7.500e-06, eta: 1:30:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9042, loss_cls: 1.0917, loss: 1.0917, grad_norm: 10.7535 2021-12-03 11:32:11,072 - mmaction - INFO - Epoch [46][220/1793] lr: 7.500e-06, eta: 1:29:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9115, loss_cls: 1.0606, loss: 1.0606, grad_norm: 10.7548 2021-12-03 11:32:23,171 - mmaction - INFO - Epoch [46][240/1793] lr: 7.500e-06, eta: 1:29:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8958, loss_cls: 1.1437, loss: 1.1437, grad_norm: 10.5944 2021-12-03 11:32:35,284 - mmaction - INFO - Epoch [46][260/1793] lr: 7.500e-06, eta: 1:29:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8990, loss_cls: 1.1930, loss: 1.1930, grad_norm: 11.1807 2021-12-03 11:32:47,409 - mmaction - INFO - Epoch [46][280/1793] lr: 7.500e-06, eta: 1:29:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7271, top5_acc: 0.9104, loss_cls: 1.0840, loss: 1.0840, grad_norm: 10.5002 2021-12-03 11:32:59,527 - mmaction - INFO - Epoch [46][300/1793] lr: 7.500e-06, eta: 1:29:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8917, loss_cls: 1.1773, loss: 1.1773, grad_norm: 11.3678 2021-12-03 11:33:11,646 - mmaction - INFO - Epoch [46][320/1793] lr: 7.500e-06, eta: 1:28:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8948, loss_cls: 1.1139, loss: 1.1139, grad_norm: 10.7507 2021-12-03 11:33:23,746 - mmaction - INFO - Epoch [46][340/1793] lr: 7.500e-06, eta: 1:28:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9062, loss_cls: 1.1210, loss: 1.1210, grad_norm: 11.0111 2021-12-03 11:33:35,860 - mmaction - INFO - Epoch [46][360/1793] lr: 7.500e-06, eta: 1:28:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3140, loss: 1.3140, grad_norm: 11.4174 2021-12-03 11:33:47,960 - mmaction - INFO - Epoch [46][380/1793] lr: 7.500e-06, eta: 1:28:20, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8927, loss_cls: 1.1822, loss: 1.1822, grad_norm: 10.6246 2021-12-03 11:34:00,079 - mmaction - INFO - Epoch [46][400/1793] lr: 7.500e-06, eta: 1:28:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8917, loss_cls: 1.1143, loss: 1.1143, grad_norm: 10.1557 2021-12-03 11:34:12,198 - mmaction - INFO - Epoch [46][420/1793] lr: 7.500e-06, eta: 1:27:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7302, top5_acc: 0.9271, loss_cls: 1.0041, loss: 1.0041, grad_norm: 10.5613 2021-12-03 11:34:24,307 - mmaction - INFO - Epoch [46][440/1793] lr: 7.500e-06, eta: 1:27:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8948, loss_cls: 1.0899, loss: 1.0899, grad_norm: 10.3604 2021-12-03 11:34:36,422 - mmaction - INFO - Epoch [46][460/1793] lr: 7.500e-06, eta: 1:27:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7302, top5_acc: 0.9021, loss_cls: 1.0727, loss: 1.0727, grad_norm: 10.7627 2021-12-03 11:34:48,548 - mmaction - INFO - Epoch [46][480/1793] lr: 7.500e-06, eta: 1:27:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.9021, loss_cls: 1.1351, loss: 1.1351, grad_norm: 10.6019 2021-12-03 11:35:00,671 - mmaction - INFO - Epoch [46][500/1793] lr: 7.500e-06, eta: 1:27:06, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9125, loss_cls: 1.0516, loss: 1.0516, grad_norm: 10.3246 2021-12-03 11:35:12,806 - mmaction - INFO - Epoch [46][520/1793] lr: 7.500e-06, eta: 1:26:54, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9115, loss_cls: 1.1183, loss: 1.1183, grad_norm: 11.0340 2021-12-03 11:35:24,943 - mmaction - INFO - Epoch [46][540/1793] lr: 7.500e-06, eta: 1:26:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.9010, loss_cls: 1.1621, loss: 1.1621, grad_norm: 11.1714 2021-12-03 11:35:37,064 - mmaction - INFO - Epoch [46][560/1793] lr: 7.500e-06, eta: 1:26:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9125, loss_cls: 1.0420, loss: 1.0420, grad_norm: 10.3083 2021-12-03 11:35:49,164 - mmaction - INFO - Epoch [46][580/1793] lr: 7.500e-06, eta: 1:26:17, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8927, loss_cls: 1.1716, loss: 1.1716, grad_norm: 10.8475 2021-12-03 11:36:01,267 - mmaction - INFO - Epoch [46][600/1793] lr: 7.500e-06, eta: 1:26:04, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.9125, loss_cls: 1.1289, loss: 1.1289, grad_norm: 10.9972 2021-12-03 11:36:13,368 - mmaction - INFO - Epoch [46][620/1793] lr: 7.500e-06, eta: 1:25:52, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7312, top5_acc: 0.8948, loss_cls: 1.0884, loss: 1.0884, grad_norm: 10.3444 2021-12-03 11:36:25,483 - mmaction - INFO - Epoch [46][640/1793] lr: 7.500e-06, eta: 1:25:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8812, loss_cls: 1.2026, loss: 1.2026, grad_norm: 11.1286 2021-12-03 11:36:37,578 - mmaction - INFO - Epoch [46][660/1793] lr: 7.500e-06, eta: 1:25:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9177, loss_cls: 1.0800, loss: 1.0800, grad_norm: 10.3301 2021-12-03 11:36:49,681 - mmaction - INFO - Epoch [46][680/1793] lr: 7.500e-06, eta: 1:25:15, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9083, loss_cls: 1.0603, loss: 1.0603, grad_norm: 10.2185 2021-12-03 11:37:01,797 - mmaction - INFO - Epoch [46][700/1793] lr: 7.500e-06, eta: 1:25:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9021, loss_cls: 1.1020, loss: 1.1020, grad_norm: 10.7616 2021-12-03 11:37:13,930 - mmaction - INFO - Epoch [46][720/1793] lr: 7.500e-06, eta: 1:24:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8948, loss_cls: 1.1354, loss: 1.1354, grad_norm: 10.8605 2021-12-03 11:37:26,040 - mmaction - INFO - Epoch [46][740/1793] lr: 7.500e-06, eta: 1:24:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8896, loss_cls: 1.1576, loss: 1.1576, grad_norm: 10.6634 2021-12-03 11:37:38,140 - mmaction - INFO - Epoch [46][760/1793] lr: 7.500e-06, eta: 1:24:25, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.9135, loss_cls: 1.1233, loss: 1.1233, grad_norm: 11.1557 2021-12-03 11:37:50,263 - mmaction - INFO - Epoch [46][780/1793] lr: 7.500e-06, eta: 1:24:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1984, loss: 1.1984, grad_norm: 11.1018 2021-12-03 11:38:02,385 - mmaction - INFO - Epoch [46][800/1793] lr: 7.500e-06, eta: 1:24:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9010, loss_cls: 1.0553, loss: 1.0553, grad_norm: 10.1903 2021-12-03 11:38:14,502 - mmaction - INFO - Epoch [46][820/1793] lr: 7.500e-06, eta: 1:23:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9052, loss_cls: 1.0630, loss: 1.0630, grad_norm: 10.3993 2021-12-03 11:38:26,617 - mmaction - INFO - Epoch [46][840/1793] lr: 7.500e-06, eta: 1:23:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7302, top5_acc: 0.9292, loss_cls: 0.9931, loss: 0.9931, grad_norm: 10.2356 2021-12-03 11:38:38,724 - mmaction - INFO - Epoch [46][860/1793] lr: 7.500e-06, eta: 1:23:24, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9000, loss_cls: 1.0944, loss: 1.0944, grad_norm: 10.7245 2021-12-03 11:38:50,838 - mmaction - INFO - Epoch [46][880/1793] lr: 7.500e-06, eta: 1:23:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7396, top5_acc: 0.9094, loss_cls: 1.0559, loss: 1.0559, grad_norm: 10.3007 2021-12-03 11:39:02,953 - mmaction - INFO - Epoch [46][900/1793] lr: 7.500e-06, eta: 1:22:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9146, loss_cls: 1.0599, loss: 1.0599, grad_norm: 10.4996 2021-12-03 11:39:15,051 - mmaction - INFO - Epoch [46][920/1793] lr: 7.500e-06, eta: 1:22:46, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1186, loss: 1.1186, grad_norm: 10.5489 2021-12-03 11:39:27,160 - mmaction - INFO - Epoch [46][940/1793] lr: 7.500e-06, eta: 1:22:34, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9000, loss_cls: 1.1045, loss: 1.1045, grad_norm: 10.5652 2021-12-03 11:39:39,279 - mmaction - INFO - Epoch [46][960/1793] lr: 7.500e-06, eta: 1:22:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9187, loss_cls: 1.0686, loss: 1.0686, grad_norm: 10.5349 2021-12-03 11:39:51,378 - mmaction - INFO - Epoch [46][980/1793] lr: 7.500e-06, eta: 1:22:09, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7365, top5_acc: 0.9104, loss_cls: 0.9989, loss: 0.9989, grad_norm: 9.9420 2021-12-03 11:40:03,504 - mmaction - INFO - Epoch [46][1000/1793] lr: 7.500e-06, eta: 1:21:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9021, loss_cls: 1.0937, loss: 1.0937, grad_norm: 10.6088 2021-12-03 11:40:15,621 - mmaction - INFO - Epoch [46][1020/1793] lr: 7.500e-06, eta: 1:21:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8990, loss_cls: 1.1116, loss: 1.1116, grad_norm: 10.7377 2021-12-03 11:40:27,745 - mmaction - INFO - Epoch [46][1040/1793] lr: 7.500e-06, eta: 1:21:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9167, loss_cls: 1.0403, loss: 1.0403, grad_norm: 10.4389 2021-12-03 11:40:39,867 - mmaction - INFO - Epoch [46][1060/1793] lr: 7.500e-06, eta: 1:21:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8906, loss_cls: 1.1473, loss: 1.1473, grad_norm: 10.4564 2021-12-03 11:40:51,992 - mmaction - INFO - Epoch [46][1080/1793] lr: 7.500e-06, eta: 1:21:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9052, loss_cls: 1.1181, loss: 1.1181, grad_norm: 10.6520 2021-12-03 11:41:04,099 - mmaction - INFO - Epoch [46][1100/1793] lr: 7.500e-06, eta: 1:20:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8833, loss_cls: 1.1902, loss: 1.1902, grad_norm: 10.9448 2021-12-03 11:41:16,203 - mmaction - INFO - Epoch [46][1120/1793] lr: 7.500e-06, eta: 1:20:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9198, loss_cls: 1.0357, loss: 1.0357, grad_norm: 10.4625 2021-12-03 11:41:28,318 - mmaction - INFO - Epoch [46][1140/1793] lr: 7.500e-06, eta: 1:20:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1661, loss: 1.1661, grad_norm: 10.8506 2021-12-03 11:41:40,442 - mmaction - INFO - Epoch [46][1160/1793] lr: 7.500e-06, eta: 1:20:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.0993, loss: 1.0993, grad_norm: 10.6772 2021-12-03 11:41:52,573 - mmaction - INFO - Epoch [46][1180/1793] lr: 7.500e-06, eta: 1:20:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9135, loss_cls: 1.0898, loss: 1.0898, grad_norm: 10.8555 2021-12-03 11:42:04,706 - mmaction - INFO - Epoch [46][1200/1793] lr: 7.500e-06, eta: 1:19:53, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9156, loss_cls: 1.0299, loss: 1.0299, grad_norm: 10.4420 2021-12-03 11:42:16,824 - mmaction - INFO - Epoch [46][1220/1793] lr: 7.500e-06, eta: 1:19:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9010, loss_cls: 1.0937, loss: 1.0937, grad_norm: 10.6545 2021-12-03 11:42:28,947 - mmaction - INFO - Epoch [46][1240/1793] lr: 7.500e-06, eta: 1:19:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9042, loss_cls: 1.1004, loss: 1.1004, grad_norm: 10.4330 2021-12-03 11:42:41,077 - mmaction - INFO - Epoch [46][1260/1793] lr: 7.500e-06, eta: 1:19:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9104, loss_cls: 1.1017, loss: 1.1017, grad_norm: 10.5309 2021-12-03 11:42:53,211 - mmaction - INFO - Epoch [46][1280/1793] lr: 7.500e-06, eta: 1:19:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9250, loss_cls: 1.0379, loss: 1.0379, grad_norm: 10.3412 2021-12-03 11:43:05,318 - mmaction - INFO - Epoch [46][1300/1793] lr: 7.500e-06, eta: 1:18:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8990, loss_cls: 1.0778, loss: 1.0778, grad_norm: 10.4429 2021-12-03 11:43:17,430 - mmaction - INFO - Epoch [46][1320/1793] lr: 7.500e-06, eta: 1:18:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8948, loss_cls: 1.1353, loss: 1.1353, grad_norm: 10.7888 2021-12-03 11:43:29,542 - mmaction - INFO - Epoch [46][1340/1793] lr: 7.500e-06, eta: 1:18:27, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9094, loss_cls: 1.0884, loss: 1.0884, grad_norm: 10.7152 2021-12-03 11:43:41,661 - mmaction - INFO - Epoch [46][1360/1793] lr: 7.500e-06, eta: 1:18:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8781, loss_cls: 1.2063, loss: 1.2063, grad_norm: 11.1013 2021-12-03 11:43:53,774 - mmaction - INFO - Epoch [46][1380/1793] lr: 7.500e-06, eta: 1:18:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9042, loss_cls: 1.0594, loss: 1.0594, grad_norm: 10.2473 2021-12-03 11:44:05,897 - mmaction - INFO - Epoch [46][1400/1793] lr: 7.500e-06, eta: 1:17:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8958, loss_cls: 1.1426, loss: 1.1426, grad_norm: 10.8845 2021-12-03 11:44:18,015 - mmaction - INFO - Epoch [46][1420/1793] lr: 7.500e-06, eta: 1:17:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9031, loss_cls: 1.1182, loss: 1.1182, grad_norm: 10.6196 2021-12-03 11:44:30,136 - mmaction - INFO - Epoch [46][1440/1793] lr: 7.500e-06, eta: 1:17:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8927, loss_cls: 1.1576, loss: 1.1576, grad_norm: 10.9154 2021-12-03 11:44:42,273 - mmaction - INFO - Epoch [46][1460/1793] lr: 7.500e-06, eta: 1:17:12, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8969, loss_cls: 1.1733, loss: 1.1733, grad_norm: 10.9134 2021-12-03 11:44:54,407 - mmaction - INFO - Epoch [46][1480/1793] lr: 7.500e-06, eta: 1:17:00, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8948, loss_cls: 1.1773, loss: 1.1773, grad_norm: 10.5830 2021-12-03 11:45:06,523 - mmaction - INFO - Epoch [46][1500/1793] lr: 7.500e-06, eta: 1:16:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8958, loss_cls: 1.1225, loss: 1.1225, grad_norm: 11.0933 2021-12-03 11:45:18,635 - mmaction - INFO - Epoch [46][1520/1793] lr: 7.500e-06, eta: 1:16:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9021, loss_cls: 1.0844, loss: 1.0844, grad_norm: 10.4213 2021-12-03 11:45:30,739 - mmaction - INFO - Epoch [46][1540/1793] lr: 7.500e-06, eta: 1:16:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8958, loss_cls: 1.1351, loss: 1.1351, grad_norm: 10.6640 2021-12-03 11:45:42,855 - mmaction - INFO - Epoch [46][1560/1793] lr: 7.500e-06, eta: 1:16:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9083, loss_cls: 1.0945, loss: 1.0945, grad_norm: 10.3810 2021-12-03 11:45:54,955 - mmaction - INFO - Epoch [46][1580/1793] lr: 7.500e-06, eta: 1:15:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6813, top5_acc: 0.8833, loss_cls: 1.1741, loss: 1.1741, grad_norm: 10.8996 2021-12-03 11:46:07,054 - mmaction - INFO - Epoch [46][1600/1793] lr: 7.500e-06, eta: 1:15:46, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9031, loss_cls: 1.1049, loss: 1.1049, grad_norm: 10.5977 2021-12-03 11:46:19,178 - mmaction - INFO - Epoch [46][1620/1793] lr: 7.500e-06, eta: 1:15:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.9115, loss_cls: 1.1138, loss: 1.1138, grad_norm: 10.8145 2021-12-03 11:46:31,286 - mmaction - INFO - Epoch [46][1640/1793] lr: 7.500e-06, eta: 1:15:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9104, loss_cls: 1.0528, loss: 1.0528, grad_norm: 10.2600 2021-12-03 11:46:43,399 - mmaction - INFO - Epoch [46][1660/1793] lr: 7.500e-06, eta: 1:15:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.9042, loss_cls: 1.1919, loss: 1.1919, grad_norm: 10.6324 2021-12-03 11:46:55,516 - mmaction - INFO - Epoch [46][1680/1793] lr: 7.500e-06, eta: 1:14:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7365, top5_acc: 0.9042, loss_cls: 1.0565, loss: 1.0565, grad_norm: 10.5617 2021-12-03 11:47:07,631 - mmaction - INFO - Epoch [46][1700/1793] lr: 7.500e-06, eta: 1:14:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9094, loss_cls: 1.1102, loss: 1.1102, grad_norm: 10.6224 2021-12-03 11:47:19,742 - mmaction - INFO - Epoch [46][1720/1793] lr: 7.500e-06, eta: 1:14:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7281, top5_acc: 0.9073, loss_cls: 1.0625, loss: 1.0625, grad_norm: 10.4515 2021-12-03 11:47:31,874 - mmaction - INFO - Epoch [46][1740/1793] lr: 7.500e-06, eta: 1:14:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9052, loss_cls: 1.1024, loss: 1.1024, grad_norm: 10.8212 2021-12-03 11:47:43,994 - mmaction - INFO - Epoch [46][1760/1793] lr: 7.500e-06, eta: 1:14:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7281, top5_acc: 0.8990, loss_cls: 1.0349, loss: 1.0349, grad_norm: 10.3719 2021-12-03 11:47:56,130 - mmaction - INFO - Epoch [46][1780/1793] lr: 7.500e-06, eta: 1:13:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7312, top5_acc: 0.9292, loss_cls: 1.0039, loss: 1.0039, grad_norm: 10.0188 2021-12-03 11:49:13,106 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:49:13,259 - mmaction - INFO - top1_acc 0.4885 top5_acc 0.7795 2021-12-03 11:49:13,259 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:49:13,268 - mmaction - INFO - mean_acc 0.4491 2021-12-03 11:49:13,274 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-12-03 11:49:14,322 - mmaction - INFO - Epoch(val) [46][241] top1_acc: 0.4885, top5_acc: 0.7795, mean_class_accuracy: 0.4491 2021-12-03 11:49:54,054 - mmaction - INFO - Epoch [47][20/1793] lr: 7.500e-06, eta: 1:13:36, time: 1.986, data_time: 1.381, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9156, loss_cls: 1.0763, loss: 1.0763, grad_norm: 10.6310 2021-12-03 11:50:06,140 - mmaction - INFO - Epoch [47][40/1793] lr: 7.500e-06, eta: 1:13:24, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.6948, top5_acc: 0.9125, loss_cls: 1.0978, loss: 1.0978, grad_norm: 10.7079 2021-12-03 11:50:18,206 - mmaction - INFO - Epoch [47][60/1793] lr: 7.500e-06, eta: 1:13:11, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9021, loss_cls: 1.1077, loss: 1.1077, grad_norm: 10.6282 2021-12-03 11:50:30,260 - mmaction - INFO - Epoch [47][80/1793] lr: 7.500e-06, eta: 1:12:59, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.9031, loss_cls: 1.1299, loss: 1.1299, grad_norm: 10.6198 2021-12-03 11:50:42,335 - mmaction - INFO - Epoch [47][100/1793] lr: 7.500e-06, eta: 1:12:46, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.8990, loss_cls: 1.1338, loss: 1.1338, grad_norm: 10.6235 2021-12-03 11:50:54,416 - mmaction - INFO - Epoch [47][120/1793] lr: 7.500e-06, eta: 1:12:34, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.9021, loss_cls: 1.1505, loss: 1.1505, grad_norm: 10.9141 2021-12-03 11:51:06,527 - mmaction - INFO - Epoch [47][140/1793] lr: 7.500e-06, eta: 1:12:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8917, loss_cls: 1.1480, loss: 1.1480, grad_norm: 11.3973 2021-12-03 11:51:18,658 - mmaction - INFO - Epoch [47][160/1793] lr: 7.500e-06, eta: 1:12:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9083, loss_cls: 1.0924, loss: 1.0924, grad_norm: 10.5243 2021-12-03 11:51:30,783 - mmaction - INFO - Epoch [47][180/1793] lr: 7.500e-06, eta: 1:11:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.9031, loss_cls: 1.1440, loss: 1.1440, grad_norm: 10.9108 2021-12-03 11:51:42,911 - mmaction - INFO - Epoch [47][200/1793] lr: 7.500e-06, eta: 1:11:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9083, loss_cls: 1.1069, loss: 1.1069, grad_norm: 10.7657 2021-12-03 11:51:55,043 - mmaction - INFO - Epoch [47][220/1793] lr: 7.500e-06, eta: 1:11:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8927, loss_cls: 1.1486, loss: 1.1486, grad_norm: 10.9560 2021-12-03 11:52:07,163 - mmaction - INFO - Epoch [47][240/1793] lr: 7.500e-06, eta: 1:11:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8927, loss_cls: 1.1181, loss: 1.1181, grad_norm: 10.6397 2021-12-03 11:52:19,267 - mmaction - INFO - Epoch [47][260/1793] lr: 7.500e-06, eta: 1:11:07, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8948, loss_cls: 1.0927, loss: 1.0927, grad_norm: 10.7423 2021-12-03 11:52:31,397 - mmaction - INFO - Epoch [47][280/1793] lr: 7.500e-06, eta: 1:10:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9115, loss_cls: 1.0903, loss: 1.0903, grad_norm: 10.7075 2021-12-03 11:52:43,513 - mmaction - INFO - Epoch [47][300/1793] lr: 7.500e-06, eta: 1:10:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9146, loss_cls: 1.0819, loss: 1.0819, grad_norm: 10.5574 2021-12-03 11:52:55,629 - mmaction - INFO - Epoch [47][320/1793] lr: 7.500e-06, eta: 1:10:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9052, loss_cls: 1.0940, loss: 1.0940, grad_norm: 10.5325 2021-12-03 11:53:07,745 - mmaction - INFO - Epoch [47][340/1793] lr: 7.500e-06, eta: 1:10:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9115, loss_cls: 1.0887, loss: 1.0887, grad_norm: 10.4833 2021-12-03 11:53:19,887 - mmaction - INFO - Epoch [47][360/1793] lr: 7.500e-06, eta: 1:10:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9010, loss_cls: 1.1504, loss: 1.1504, grad_norm: 10.9167 2021-12-03 11:53:32,012 - mmaction - INFO - Epoch [47][380/1793] lr: 7.500e-06, eta: 1:09:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9135, loss_cls: 1.0944, loss: 1.0944, grad_norm: 10.4763 2021-12-03 11:53:44,137 - mmaction - INFO - Epoch [47][400/1793] lr: 7.500e-06, eta: 1:09:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.9042, loss_cls: 1.1509, loss: 1.1509, grad_norm: 11.2096 2021-12-03 11:53:56,258 - mmaction - INFO - Epoch [47][420/1793] lr: 7.500e-06, eta: 1:09:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8958, loss_cls: 1.1670, loss: 1.1670, grad_norm: 11.0068 2021-12-03 11:54:08,401 - mmaction - INFO - Epoch [47][440/1793] lr: 7.500e-06, eta: 1:09:16, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.8948, loss_cls: 1.1115, loss: 1.1115, grad_norm: 10.5399 2021-12-03 11:54:20,519 - mmaction - INFO - Epoch [47][460/1793] lr: 7.500e-06, eta: 1:09:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9177, loss_cls: 1.0492, loss: 1.0492, grad_norm: 10.0217 2021-12-03 11:54:32,616 - mmaction - INFO - Epoch [47][480/1793] lr: 7.500e-06, eta: 1:08:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1164, loss: 1.1164, grad_norm: 10.9368 2021-12-03 11:54:44,710 - mmaction - INFO - Epoch [47][500/1793] lr: 7.500e-06, eta: 1:08:39, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8958, loss_cls: 1.1550, loss: 1.1550, grad_norm: 10.6849 2021-12-03 11:54:56,839 - mmaction - INFO - Epoch [47][520/1793] lr: 7.500e-06, eta: 1:08:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.8990, loss_cls: 1.0709, loss: 1.0709, grad_norm: 10.3740 2021-12-03 11:55:08,941 - mmaction - INFO - Epoch [47][540/1793] lr: 7.500e-06, eta: 1:08:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7375, top5_acc: 0.9104, loss_cls: 1.0234, loss: 1.0234, grad_norm: 10.5760 2021-12-03 11:55:21,064 - mmaction - INFO - Epoch [47][560/1793] lr: 7.500e-06, eta: 1:08:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8990, loss_cls: 1.1619, loss: 1.1619, grad_norm: 10.6488 2021-12-03 11:55:33,183 - mmaction - INFO - Epoch [47][580/1793] lr: 7.500e-06, eta: 1:07:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9156, loss_cls: 1.0540, loss: 1.0540, grad_norm: 10.3045 2021-12-03 11:55:45,305 - mmaction - INFO - Epoch [47][600/1793] lr: 7.500e-06, eta: 1:07:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9031, loss_cls: 1.1080, loss: 1.1080, grad_norm: 10.7175 2021-12-03 11:55:57,430 - mmaction - INFO - Epoch [47][620/1793] lr: 7.500e-06, eta: 1:07:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9042, loss_cls: 1.1381, loss: 1.1381, grad_norm: 10.7468 2021-12-03 11:56:09,553 - mmaction - INFO - Epoch [47][640/1793] lr: 7.500e-06, eta: 1:07:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6687, top5_acc: 0.8833, loss_cls: 1.2426, loss: 1.2426, grad_norm: 11.4131 2021-12-03 11:56:21,663 - mmaction - INFO - Epoch [47][660/1793] lr: 7.500e-06, eta: 1:07:00, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9135, loss_cls: 1.0976, loss: 1.0976, grad_norm: 10.4542 2021-12-03 11:56:33,777 - mmaction - INFO - Epoch [47][680/1793] lr: 7.500e-06, eta: 1:06:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7396, top5_acc: 0.9167, loss_cls: 1.0109, loss: 1.0109, grad_norm: 9.7877 2021-12-03 11:56:45,900 - mmaction - INFO - Epoch [47][700/1793] lr: 7.500e-06, eta: 1:06:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.8990, loss_cls: 1.0934, loss: 1.0934, grad_norm: 11.0996 2021-12-03 11:56:58,029 - mmaction - INFO - Epoch [47][720/1793] lr: 7.500e-06, eta: 1:06:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8948, loss_cls: 1.1589, loss: 1.1589, grad_norm: 10.9863 2021-12-03 11:57:10,126 - mmaction - INFO - Epoch [47][740/1793] lr: 7.500e-06, eta: 1:06:11, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9125, loss_cls: 1.0889, loss: 1.0889, grad_norm: 10.5500 2021-12-03 11:57:22,236 - mmaction - INFO - Epoch [47][760/1793] lr: 7.500e-06, eta: 1:05:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9021, loss_cls: 1.0765, loss: 1.0765, grad_norm: 10.1952 2021-12-03 11:57:34,372 - mmaction - INFO - Epoch [47][780/1793] lr: 7.500e-06, eta: 1:05:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9135, loss_cls: 1.1015, loss: 1.1015, grad_norm: 10.5697 2021-12-03 11:57:46,479 - mmaction - INFO - Epoch [47][800/1793] lr: 7.500e-06, eta: 1:05:34, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9042, loss_cls: 1.1083, loss: 1.1083, grad_norm: 10.7230 2021-12-03 11:57:58,622 - mmaction - INFO - Epoch [47][820/1793] lr: 7.500e-06, eta: 1:05:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9010, loss_cls: 1.1001, loss: 1.1001, grad_norm: 10.3048 2021-12-03 11:58:10,738 - mmaction - INFO - Epoch [47][840/1793] lr: 7.500e-06, eta: 1:05:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0483, loss: 1.0483, grad_norm: 9.9617 2021-12-03 11:58:22,863 - mmaction - INFO - Epoch [47][860/1793] lr: 7.500e-06, eta: 1:04:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.9031, loss_cls: 1.1387, loss: 1.1387, grad_norm: 11.0336 2021-12-03 11:58:34,993 - mmaction - INFO - Epoch [47][880/1793] lr: 7.500e-06, eta: 1:04:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9062, loss_cls: 1.0558, loss: 1.0558, grad_norm: 9.7161 2021-12-03 11:58:47,113 - mmaction - INFO - Epoch [47][900/1793] lr: 7.500e-06, eta: 1:04:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8990, loss_cls: 1.1481, loss: 1.1481, grad_norm: 10.8164 2021-12-03 11:58:59,248 - mmaction - INFO - Epoch [47][920/1793] lr: 7.500e-06, eta: 1:04:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9073, loss_cls: 1.0740, loss: 1.0740, grad_norm: 10.1823 2021-12-03 11:59:11,366 - mmaction - INFO - Epoch [47][940/1793] lr: 7.500e-06, eta: 1:04:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9062, loss_cls: 1.0368, loss: 1.0368, grad_norm: 10.1637 2021-12-03 11:59:23,503 - mmaction - INFO - Epoch [47][960/1793] lr: 7.500e-06, eta: 1:03:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8990, loss_cls: 1.1284, loss: 1.1284, grad_norm: 11.0556 2021-12-03 11:59:35,613 - mmaction - INFO - Epoch [47][980/1793] lr: 7.500e-06, eta: 1:03:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9135, loss_cls: 1.1058, loss: 1.1058, grad_norm: 10.8766 2021-12-03 11:59:47,742 - mmaction - INFO - Epoch [47][1000/1793] lr: 7.500e-06, eta: 1:03:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9135, loss_cls: 1.0833, loss: 1.0833, grad_norm: 10.6213 2021-12-03 11:59:59,848 - mmaction - INFO - Epoch [47][1020/1793] lr: 7.500e-06, eta: 1:03:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7271, top5_acc: 0.9031, loss_cls: 1.0905, loss: 1.0905, grad_norm: 10.0194 2021-12-03 12:00:11,979 - mmaction - INFO - Epoch [47][1040/1793] lr: 7.500e-06, eta: 1:03:05, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.9000, loss_cls: 1.0995, loss: 1.0995, grad_norm: 10.5982 2021-12-03 12:00:24,097 - mmaction - INFO - Epoch [47][1060/1793] lr: 7.500e-06, eta: 1:02:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0211, loss: 1.0211, grad_norm: 9.9108 2021-12-03 12:00:36,223 - mmaction - INFO - Epoch [47][1080/1793] lr: 7.500e-06, eta: 1:02:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8906, loss_cls: 1.1757, loss: 1.1757, grad_norm: 10.8946 2021-12-03 12:00:48,351 - mmaction - INFO - Epoch [47][1100/1793] lr: 7.500e-06, eta: 1:02:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1358, loss: 1.1358, grad_norm: 10.6690 2021-12-03 12:01:00,467 - mmaction - INFO - Epoch [47][1120/1793] lr: 7.500e-06, eta: 1:02:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9073, loss_cls: 1.0850, loss: 1.0850, grad_norm: 10.9945 2021-12-03 12:01:12,607 - mmaction - INFO - Epoch [47][1140/1793] lr: 7.500e-06, eta: 1:02:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8885, loss_cls: 1.1971, loss: 1.1971, grad_norm: 11.0178 2021-12-03 12:01:24,728 - mmaction - INFO - Epoch [47][1160/1793] lr: 7.500e-06, eta: 1:01:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8865, loss_cls: 1.1968, loss: 1.1968, grad_norm: 10.9042 2021-12-03 12:01:36,859 - mmaction - INFO - Epoch [47][1180/1793] lr: 7.500e-06, eta: 1:01:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.8865, loss_cls: 1.1467, loss: 1.1467, grad_norm: 10.6846 2021-12-03 12:01:48,969 - mmaction - INFO - Epoch [47][1200/1793] lr: 7.500e-06, eta: 1:01:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8958, loss_cls: 1.1714, loss: 1.1714, grad_norm: 10.7091 2021-12-03 12:02:01,078 - mmaction - INFO - Epoch [47][1220/1793] lr: 7.500e-06, eta: 1:01:14, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7323, top5_acc: 0.9021, loss_cls: 1.0330, loss: 1.0330, grad_norm: 10.4380 2021-12-03 12:02:13,180 - mmaction - INFO - Epoch [47][1240/1793] lr: 7.500e-06, eta: 1:01:02, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9021, loss_cls: 1.0749, loss: 1.0749, grad_norm: 10.4278 2021-12-03 12:02:25,321 - mmaction - INFO - Epoch [47][1260/1793] lr: 7.500e-06, eta: 1:00:49, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.1804, loss: 1.1804, grad_norm: 10.9624 2021-12-03 12:02:37,429 - mmaction - INFO - Epoch [47][1280/1793] lr: 7.500e-06, eta: 1:00:37, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9156, loss_cls: 1.0697, loss: 1.0697, grad_norm: 10.4987 2021-12-03 12:02:49,554 - mmaction - INFO - Epoch [47][1300/1793] lr: 7.500e-06, eta: 1:00:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9052, loss_cls: 1.0913, loss: 1.0913, grad_norm: 10.5215 2021-12-03 12:03:01,681 - mmaction - INFO - Epoch [47][1320/1793] lr: 7.500e-06, eta: 1:00:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9010, loss_cls: 1.1007, loss: 1.1007, grad_norm: 10.5764 2021-12-03 12:03:13,800 - mmaction - INFO - Epoch [47][1340/1793] lr: 7.500e-06, eta: 1:00:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9146, loss_cls: 1.0623, loss: 1.0623, grad_norm: 11.4147 2021-12-03 12:03:25,927 - mmaction - INFO - Epoch [47][1360/1793] lr: 7.500e-06, eta: 0:59:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8927, loss_cls: 1.2139, loss: 1.2139, grad_norm: 11.1152 2021-12-03 12:03:38,043 - mmaction - INFO - Epoch [47][1380/1793] lr: 7.500e-06, eta: 0:59:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9073, loss_cls: 1.0524, loss: 1.0524, grad_norm: 10.2078 2021-12-03 12:03:50,158 - mmaction - INFO - Epoch [47][1400/1793] lr: 7.500e-06, eta: 0:59:23, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9010, loss_cls: 1.1099, loss: 1.1099, grad_norm: 10.5273 2021-12-03 12:04:02,284 - mmaction - INFO - Epoch [47][1420/1793] lr: 7.500e-06, eta: 0:59:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9083, loss_cls: 1.0976, loss: 1.0976, grad_norm: 10.3521 2021-12-03 12:04:14,390 - mmaction - INFO - Epoch [47][1440/1793] lr: 7.500e-06, eta: 0:58:58, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9125, loss_cls: 1.1178, loss: 1.1178, grad_norm: 10.6889 2021-12-03 12:04:26,497 - mmaction - INFO - Epoch [47][1460/1793] lr: 7.500e-06, eta: 0:58:46, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9115, loss_cls: 1.0563, loss: 1.0563, grad_norm: 10.8932 2021-12-03 12:04:38,621 - mmaction - INFO - Epoch [47][1480/1793] lr: 7.500e-06, eta: 0:58:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8906, loss_cls: 1.1487, loss: 1.1487, grad_norm: 11.1098 2021-12-03 12:04:50,759 - mmaction - INFO - Epoch [47][1500/1793] lr: 7.500e-06, eta: 0:58:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8969, loss_cls: 1.1393, loss: 1.1393, grad_norm: 10.7543 2021-12-03 12:05:02,889 - mmaction - INFO - Epoch [47][1520/1793] lr: 7.500e-06, eta: 0:58:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7260, top5_acc: 0.9062, loss_cls: 1.1010, loss: 1.1010, grad_norm: 10.6091 2021-12-03 12:05:15,007 - mmaction - INFO - Epoch [47][1540/1793] lr: 7.500e-06, eta: 0:57:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8990, loss_cls: 1.1988, loss: 1.1988, grad_norm: 11.1560 2021-12-03 12:05:27,127 - mmaction - INFO - Epoch [47][1560/1793] lr: 7.500e-06, eta: 0:57:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8948, loss_cls: 1.1446, loss: 1.1446, grad_norm: 10.6523 2021-12-03 12:05:39,256 - mmaction - INFO - Epoch [47][1580/1793] lr: 7.500e-06, eta: 0:57:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8927, loss_cls: 1.1413, loss: 1.1413, grad_norm: 11.1628 2021-12-03 12:05:51,386 - mmaction - INFO - Epoch [47][1600/1793] lr: 7.500e-06, eta: 0:57:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9083, loss_cls: 1.0654, loss: 1.0654, grad_norm: 10.6936 2021-12-03 12:06:03,518 - mmaction - INFO - Epoch [47][1620/1793] lr: 7.500e-06, eta: 0:57:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9115, loss_cls: 1.1299, loss: 1.1299, grad_norm: 10.7971 2021-12-03 12:06:15,621 - mmaction - INFO - Epoch [47][1640/1793] lr: 7.500e-06, eta: 0:56:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9135, loss_cls: 1.0843, loss: 1.0843, grad_norm: 10.7096 2021-12-03 12:06:27,723 - mmaction - INFO - Epoch [47][1660/1793] lr: 7.500e-06, eta: 0:56:42, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9000, loss_cls: 1.1049, loss: 1.1049, grad_norm: 10.9560 2021-12-03 12:06:39,860 - mmaction - INFO - Epoch [47][1680/1793] lr: 7.500e-06, eta: 0:56:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9000, loss_cls: 1.0943, loss: 1.0943, grad_norm: 10.8504 2021-12-03 12:06:51,982 - mmaction - INFO - Epoch [47][1700/1793] lr: 7.500e-06, eta: 0:56:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8948, loss_cls: 1.1400, loss: 1.1400, grad_norm: 10.4111 2021-12-03 12:07:04,106 - mmaction - INFO - Epoch [47][1720/1793] lr: 7.500e-06, eta: 0:56:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.8896, loss_cls: 1.1743, loss: 1.1743, grad_norm: 11.0030 2021-12-03 12:07:16,242 - mmaction - INFO - Epoch [47][1740/1793] lr: 7.500e-06, eta: 0:55:53, time: 0.607, data_time: 0.001, memory: 10469, top1_acc: 0.7167, top5_acc: 0.8906, loss_cls: 1.1241, loss: 1.1241, grad_norm: 10.8551 2021-12-03 12:07:28,360 - mmaction - INFO - Epoch [47][1760/1793] lr: 7.500e-06, eta: 0:55:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8990, loss_cls: 1.1201, loss: 1.1201, grad_norm: 10.9839 2021-12-03 12:07:40,464 - mmaction - INFO - Epoch [47][1780/1793] lr: 7.500e-06, eta: 0:55:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9021, loss_cls: 1.0830, loss: 1.0830, grad_norm: 10.4336 2021-12-03 12:08:57,353 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:08:57,524 - mmaction - INFO - top1_acc 0.4854 top5_acc 0.7785 2021-12-03 12:08:57,524 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:08:57,536 - mmaction - INFO - mean_acc 0.4474 2021-12-03 12:08:57,542 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-12-03 12:08:58,285 - mmaction - INFO - Epoch(val) [47][241] top1_acc: 0.4854, top5_acc: 0.7785, mean_class_accuracy: 0.4474 2021-12-03 12:09:40,235 - mmaction - INFO - Epoch [48][20/1793] lr: 7.500e-06, eta: 0:55:09, time: 2.097, data_time: 1.485, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9062, loss_cls: 1.1237, loss: 1.1237, grad_norm: 10.5749 2021-12-03 12:09:52,315 - mmaction - INFO - Epoch [48][40/1793] lr: 7.500e-06, eta: 0:54:56, time: 0.605, data_time: 0.002, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9042, loss_cls: 1.1097, loss: 1.1097, grad_norm: 10.9085 2021-12-03 12:10:04,376 - mmaction - INFO - Epoch [48][60/1793] lr: 7.500e-06, eta: 0:54:44, time: 0.603, data_time: 0.001, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8990, loss_cls: 1.1043, loss: 1.1043, grad_norm: 10.2233 2021-12-03 12:10:16,452 - mmaction - INFO - Epoch [48][80/1793] lr: 7.500e-06, eta: 0:54:32, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8969, loss_cls: 1.1356, loss: 1.1356, grad_norm: 10.7152 2021-12-03 12:10:28,509 - mmaction - INFO - Epoch [48][100/1793] lr: 7.500e-06, eta: 0:54:19, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8958, loss_cls: 1.1585, loss: 1.1585, grad_norm: 11.1308 2021-12-03 12:10:40,568 - mmaction - INFO - Epoch [48][120/1793] lr: 7.500e-06, eta: 0:54:07, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9073, loss_cls: 1.0958, loss: 1.0958, grad_norm: 10.8409 2021-12-03 12:10:52,664 - mmaction - INFO - Epoch [48][140/1793] lr: 7.500e-06, eta: 0:53:55, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7281, top5_acc: 0.9052, loss_cls: 1.0578, loss: 1.0578, grad_norm: 10.2390 2021-12-03 12:11:04,747 - mmaction - INFO - Epoch [48][160/1793] lr: 7.500e-06, eta: 0:53:42, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9021, loss_cls: 1.1453, loss: 1.1453, grad_norm: 10.5604 2021-12-03 12:11:16,837 - mmaction - INFO - Epoch [48][180/1793] lr: 7.500e-06, eta: 0:53:30, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1104, loss: 1.1104, grad_norm: 10.4270 2021-12-03 12:11:28,947 - mmaction - INFO - Epoch [48][200/1793] lr: 7.500e-06, eta: 0:53:17, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.8906, loss_cls: 1.1745, loss: 1.1745, grad_norm: 10.6752 2021-12-03 12:11:41,043 - mmaction - INFO - Epoch [48][220/1793] lr: 7.500e-06, eta: 0:53:05, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.0658, loss: 1.0658, grad_norm: 10.3302 2021-12-03 12:11:53,162 - mmaction - INFO - Epoch [48][240/1793] lr: 7.500e-06, eta: 0:52:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1506, loss: 1.1506, grad_norm: 10.7796 2021-12-03 12:12:05,286 - mmaction - INFO - Epoch [48][260/1793] lr: 7.500e-06, eta: 0:52:40, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8990, loss_cls: 1.1538, loss: 1.1538, grad_norm: 11.0915 2021-12-03 12:12:17,415 - mmaction - INFO - Epoch [48][280/1793] lr: 7.500e-06, eta: 0:52:28, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.8979, loss_cls: 1.0963, loss: 1.0963, grad_norm: 10.5258 2021-12-03 12:12:29,525 - mmaction - INFO - Epoch [48][300/1793] lr: 7.500e-06, eta: 0:52:16, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9094, loss_cls: 1.1106, loss: 1.1106, grad_norm: 10.3537 2021-12-03 12:12:41,617 - mmaction - INFO - Epoch [48][320/1793] lr: 7.500e-06, eta: 0:52:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7260, top5_acc: 0.9010, loss_cls: 1.0857, loss: 1.0857, grad_norm: 10.6957 2021-12-03 12:12:53,720 - mmaction - INFO - Epoch [48][340/1793] lr: 7.500e-06, eta: 0:51:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1309, loss: 1.1309, grad_norm: 11.2558 2021-12-03 12:13:05,834 - mmaction - INFO - Epoch [48][360/1793] lr: 7.500e-06, eta: 0:51:39, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.8927, loss_cls: 1.1580, loss: 1.1580, grad_norm: 10.5087 2021-12-03 12:13:17,937 - mmaction - INFO - Epoch [48][380/1793] lr: 7.500e-06, eta: 0:51:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.8990, loss_cls: 1.0916, loss: 1.0916, grad_norm: 10.4847 2021-12-03 12:13:30,053 - mmaction - INFO - Epoch [48][400/1793] lr: 7.500e-06, eta: 0:51:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9177, loss_cls: 1.0520, loss: 1.0520, grad_norm: 11.0220 2021-12-03 12:13:42,183 - mmaction - INFO - Epoch [48][420/1793] lr: 7.500e-06, eta: 0:51:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9073, loss_cls: 1.1025, loss: 1.1025, grad_norm: 10.4629 2021-12-03 12:13:54,313 - mmaction - INFO - Epoch [48][440/1793] lr: 7.500e-06, eta: 0:50:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9167, loss_cls: 1.0958, loss: 1.0958, grad_norm: 10.6439 2021-12-03 12:14:06,442 - mmaction - INFO - Epoch [48][460/1793] lr: 7.500e-06, eta: 0:50:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9115, loss_cls: 1.0775, loss: 1.0775, grad_norm: 10.5319 2021-12-03 12:14:18,578 - mmaction - INFO - Epoch [48][480/1793] lr: 7.500e-06, eta: 0:50:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9052, loss_cls: 1.0547, loss: 1.0547, grad_norm: 10.3223 2021-12-03 12:14:30,685 - mmaction - INFO - Epoch [48][500/1793] lr: 7.500e-06, eta: 0:50:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7469, top5_acc: 0.9177, loss_cls: 1.0044, loss: 1.0044, grad_norm: 10.2720 2021-12-03 12:14:42,813 - mmaction - INFO - Epoch [48][520/1793] lr: 7.500e-06, eta: 0:50:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7417, top5_acc: 0.9010, loss_cls: 1.1045, loss: 1.1045, grad_norm: 10.4148 2021-12-03 12:14:54,919 - mmaction - INFO - Epoch [48][540/1793] lr: 7.500e-06, eta: 0:49:47, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8938, loss_cls: 1.1427, loss: 1.1427, grad_norm: 10.7087 2021-12-03 12:15:07,043 - mmaction - INFO - Epoch [48][560/1793] lr: 7.500e-06, eta: 0:49:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9021, loss_cls: 1.0885, loss: 1.0885, grad_norm: 10.6747 2021-12-03 12:15:19,168 - mmaction - INFO - Epoch [48][580/1793] lr: 7.500e-06, eta: 0:49:23, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8948, loss_cls: 1.1668, loss: 1.1668, grad_norm: 10.8749 2021-12-03 12:15:31,286 - mmaction - INFO - Epoch [48][600/1793] lr: 7.500e-06, eta: 0:49:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9115, loss_cls: 1.0746, loss: 1.0746, grad_norm: 10.7512 2021-12-03 12:15:43,418 - mmaction - INFO - Epoch [48][620/1793] lr: 7.500e-06, eta: 0:48:58, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9021, loss_cls: 1.1133, loss: 1.1133, grad_norm: 11.0269 2021-12-03 12:15:55,536 - mmaction - INFO - Epoch [48][640/1793] lr: 7.500e-06, eta: 0:48:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8958, loss_cls: 1.1803, loss: 1.1803, grad_norm: 10.8344 2021-12-03 12:16:07,661 - mmaction - INFO - Epoch [48][660/1793] lr: 7.500e-06, eta: 0:48:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.8958, loss_cls: 1.1033, loss: 1.1033, grad_norm: 10.3284 2021-12-03 12:16:19,794 - mmaction - INFO - Epoch [48][680/1793] lr: 7.500e-06, eta: 0:48:21, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0985, loss: 1.0985, grad_norm: 11.0185 2021-12-03 12:16:31,916 - mmaction - INFO - Epoch [48][700/1793] lr: 7.500e-06, eta: 0:48:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9156, loss_cls: 1.0735, loss: 1.0735, grad_norm: 10.7698 2021-12-03 12:16:44,051 - mmaction - INFO - Epoch [48][720/1793] lr: 7.500e-06, eta: 0:47:56, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9125, loss_cls: 1.1163, loss: 1.1163, grad_norm: 10.9586 2021-12-03 12:16:56,159 - mmaction - INFO - Epoch [48][740/1793] lr: 7.500e-06, eta: 0:47:44, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7354, top5_acc: 0.9115, loss_cls: 1.0122, loss: 1.0122, grad_norm: 10.1578 2021-12-03 12:17:08,282 - mmaction - INFO - Epoch [48][760/1793] lr: 7.500e-06, eta: 0:47:31, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7333, top5_acc: 0.9229, loss_cls: 0.9810, loss: 0.9810, grad_norm: 10.0025 2021-12-03 12:17:20,382 - mmaction - INFO - Epoch [48][780/1793] lr: 7.500e-06, eta: 0:47:19, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8979, loss_cls: 1.1075, loss: 1.1075, grad_norm: 10.6309 2021-12-03 12:17:32,498 - mmaction - INFO - Epoch [48][800/1793] lr: 7.500e-06, eta: 0:47:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9156, loss_cls: 1.0541, loss: 1.0541, grad_norm: 10.3526 2021-12-03 12:17:44,596 - mmaction - INFO - Epoch [48][820/1793] lr: 7.500e-06, eta: 0:46:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9094, loss_cls: 1.0977, loss: 1.0977, grad_norm: 10.5150 2021-12-03 12:17:56,720 - mmaction - INFO - Epoch [48][840/1793] lr: 7.500e-06, eta: 0:46:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9052, loss_cls: 1.0865, loss: 1.0865, grad_norm: 10.8282 2021-12-03 12:18:08,854 - mmaction - INFO - Epoch [48][860/1793] lr: 7.500e-06, eta: 0:46:30, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9083, loss_cls: 1.1308, loss: 1.1308, grad_norm: 11.0918 2021-12-03 12:18:20,978 - mmaction - INFO - Epoch [48][880/1793] lr: 7.500e-06, eta: 0:46:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8979, loss_cls: 1.1815, loss: 1.1815, grad_norm: 11.0701 2021-12-03 12:18:33,094 - mmaction - INFO - Epoch [48][900/1793] lr: 7.500e-06, eta: 0:46:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8990, loss_cls: 1.1245, loss: 1.1245, grad_norm: 10.5422 2021-12-03 12:18:45,221 - mmaction - INFO - Epoch [48][920/1793] lr: 7.500e-06, eta: 0:45:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9198, loss_cls: 1.0758, loss: 1.0758, grad_norm: 10.8247 2021-12-03 12:18:57,330 - mmaction - INFO - Epoch [48][940/1793] lr: 7.500e-06, eta: 0:45:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9104, loss_cls: 1.0549, loss: 1.0549, grad_norm: 10.6393 2021-12-03 12:19:09,434 - mmaction - INFO - Epoch [48][960/1793] lr: 7.500e-06, eta: 0:45:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9104, loss_cls: 1.0800, loss: 1.0800, grad_norm: 10.4889 2021-12-03 12:19:21,548 - mmaction - INFO - Epoch [48][980/1793] lr: 7.500e-06, eta: 0:45:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7365, top5_acc: 0.9104, loss_cls: 1.0443, loss: 1.0443, grad_norm: 10.4853 2021-12-03 12:19:33,684 - mmaction - INFO - Epoch [48][1000/1793] lr: 7.500e-06, eta: 0:45:03, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9010, loss_cls: 1.1341, loss: 1.1341, grad_norm: 10.2603 2021-12-03 12:19:45,797 - mmaction - INFO - Epoch [48][1020/1793] lr: 7.500e-06, eta: 0:44:51, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9115, loss_cls: 1.0686, loss: 1.0686, grad_norm: 10.6837 2021-12-03 12:19:57,935 - mmaction - INFO - Epoch [48][1040/1793] lr: 7.500e-06, eta: 0:44:38, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8979, loss_cls: 1.1381, loss: 1.1381, grad_norm: 10.9506 2021-12-03 12:20:10,052 - mmaction - INFO - Epoch [48][1060/1793] lr: 7.500e-06, eta: 0:44:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9052, loss_cls: 1.0963, loss: 1.0963, grad_norm: 10.5387 2021-12-03 12:20:22,190 - mmaction - INFO - Epoch [48][1080/1793] lr: 7.500e-06, eta: 0:44:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8906, loss_cls: 1.1711, loss: 1.1711, grad_norm: 10.6554 2021-12-03 12:20:34,354 - mmaction - INFO - Epoch [48][1100/1793] lr: 7.500e-06, eta: 0:44:01, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8823, loss_cls: 1.1897, loss: 1.1897, grad_norm: 11.0228 2021-12-03 12:20:46,469 - mmaction - INFO - Epoch [48][1120/1793] lr: 7.500e-06, eta: 0:43:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9021, loss_cls: 1.1082, loss: 1.1082, grad_norm: 10.7469 2021-12-03 12:20:58,597 - mmaction - INFO - Epoch [48][1140/1793] lr: 7.500e-06, eta: 0:43:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9135, loss_cls: 1.0425, loss: 1.0425, grad_norm: 10.6995 2021-12-03 12:21:10,727 - mmaction - INFO - Epoch [48][1160/1793] lr: 7.500e-06, eta: 0:43:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9021, loss_cls: 1.1278, loss: 1.1278, grad_norm: 10.6697 2021-12-03 12:21:22,852 - mmaction - INFO - Epoch [48][1180/1793] lr: 7.500e-06, eta: 0:43:12, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8854, loss_cls: 1.1296, loss: 1.1296, grad_norm: 10.7216 2021-12-03 12:21:34,995 - mmaction - INFO - Epoch [48][1200/1793] lr: 7.500e-06, eta: 0:42:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8896, loss_cls: 1.1597, loss: 1.1597, grad_norm: 10.6585 2021-12-03 12:21:47,113 - mmaction - INFO - Epoch [48][1220/1793] lr: 7.500e-06, eta: 0:42:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9042, loss_cls: 1.1073, loss: 1.1073, grad_norm: 11.2172 2021-12-03 12:21:59,232 - mmaction - INFO - Epoch [48][1240/1793] lr: 7.500e-06, eta: 0:42:35, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9021, loss_cls: 1.1256, loss: 1.1256, grad_norm: 10.5069 2021-12-03 12:22:11,358 - mmaction - INFO - Epoch [48][1260/1793] lr: 7.500e-06, eta: 0:42:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8958, loss_cls: 1.1181, loss: 1.1181, grad_norm: 10.4491 2021-12-03 12:22:23,500 - mmaction - INFO - Epoch [48][1280/1793] lr: 7.500e-06, eta: 0:42:10, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6698, top5_acc: 0.8906, loss_cls: 1.2177, loss: 1.2177, grad_norm: 11.3372 2021-12-03 12:22:35,620 - mmaction - INFO - Epoch [48][1300/1793] lr: 7.500e-06, eta: 0:41:58, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1893, loss: 1.1893, grad_norm: 11.1459 2021-12-03 12:22:47,761 - mmaction - INFO - Epoch [48][1320/1793] lr: 7.500e-06, eta: 0:41:45, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6906, top5_acc: 0.8990, loss_cls: 1.1586, loss: 1.1586, grad_norm: 11.3518 2021-12-03 12:22:59,882 - mmaction - INFO - Epoch [48][1340/1793] lr: 7.500e-06, eta: 0:41:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8938, loss_cls: 1.1707, loss: 1.1707, grad_norm: 11.0074 2021-12-03 12:23:11,986 - mmaction - INFO - Epoch [48][1360/1793] lr: 7.500e-06, eta: 0:41:21, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.8948, loss_cls: 1.1532, loss: 1.1532, grad_norm: 10.9669 2021-12-03 12:23:24,116 - mmaction - INFO - Epoch [48][1380/1793] lr: 7.500e-06, eta: 0:41:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1153, loss: 1.1153, grad_norm: 10.6962 2021-12-03 12:23:36,206 - mmaction - INFO - Epoch [48][1400/1793] lr: 7.500e-06, eta: 0:40:56, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9302, loss_cls: 0.9944, loss: 0.9944, grad_norm: 10.1391 2021-12-03 12:23:48,312 - mmaction - INFO - Epoch [48][1420/1793] lr: 7.500e-06, eta: 0:40:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9042, loss_cls: 1.1090, loss: 1.1090, grad_norm: 10.9029 2021-12-03 12:24:00,415 - mmaction - INFO - Epoch [48][1440/1793] lr: 7.500e-06, eta: 0:40:31, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.8740, loss_cls: 1.1052, loss: 1.1052, grad_norm: 10.5298 2021-12-03 12:24:12,533 - mmaction - INFO - Epoch [48][1460/1793] lr: 7.500e-06, eta: 0:40:19, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.0376, loss: 1.0376, grad_norm: 10.6347 2021-12-03 12:24:24,640 - mmaction - INFO - Epoch [48][1480/1793] lr: 7.500e-06, eta: 0:40:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9187, loss_cls: 1.0819, loss: 1.0819, grad_norm: 10.6108 2021-12-03 12:24:36,739 - mmaction - INFO - Epoch [48][1500/1793] lr: 7.500e-06, eta: 0:39:54, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9042, loss_cls: 1.1062, loss: 1.1062, grad_norm: 10.5510 2021-12-03 12:24:48,854 - mmaction - INFO - Epoch [48][1520/1793] lr: 7.500e-06, eta: 0:39:42, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9094, loss_cls: 1.0868, loss: 1.0868, grad_norm: 10.7397 2021-12-03 12:25:00,976 - mmaction - INFO - Epoch [48][1540/1793] lr: 7.500e-06, eta: 0:39:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7396, top5_acc: 0.9115, loss_cls: 1.0391, loss: 1.0391, grad_norm: 10.0996 2021-12-03 12:25:13,108 - mmaction - INFO - Epoch [48][1560/1793] lr: 7.500e-06, eta: 0:39:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8865, loss_cls: 1.1410, loss: 1.1410, grad_norm: 10.6775 2021-12-03 12:25:25,233 - mmaction - INFO - Epoch [48][1580/1793] lr: 7.500e-06, eta: 0:39:05, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.8948, loss_cls: 1.1491, loss: 1.1491, grad_norm: 10.6614 2021-12-03 12:25:37,361 - mmaction - INFO - Epoch [48][1600/1793] lr: 7.500e-06, eta: 0:38:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9021, loss_cls: 1.1209, loss: 1.1209, grad_norm: 10.5239 2021-12-03 12:25:49,462 - mmaction - INFO - Epoch [48][1620/1793] lr: 7.500e-06, eta: 0:38:40, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9010, loss_cls: 1.1400, loss: 1.1400, grad_norm: 11.2874 2021-12-03 12:26:01,563 - mmaction - INFO - Epoch [48][1640/1793] lr: 7.500e-06, eta: 0:38:28, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7312, top5_acc: 0.9021, loss_cls: 1.0846, loss: 1.0846, grad_norm: 10.5478 2021-12-03 12:26:13,696 - mmaction - INFO - Epoch [48][1660/1793] lr: 7.500e-06, eta: 0:38:15, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9177, loss_cls: 1.0261, loss: 1.0261, grad_norm: 10.1850 2021-12-03 12:26:25,824 - mmaction - INFO - Epoch [48][1680/1793] lr: 7.500e-06, eta: 0:38:03, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8823, loss_cls: 1.1796, loss: 1.1796, grad_norm: 10.6264 2021-12-03 12:26:37,954 - mmaction - INFO - Epoch [48][1700/1793] lr: 7.500e-06, eta: 0:37:51, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1176, loss: 1.1176, grad_norm: 10.5981 2021-12-03 12:26:50,075 - mmaction - INFO - Epoch [48][1720/1793] lr: 7.500e-06, eta: 0:37:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7312, top5_acc: 0.9115, loss_cls: 1.0233, loss: 1.0233, grad_norm: 10.4884 2021-12-03 12:27:02,201 - mmaction - INFO - Epoch [48][1740/1793] lr: 7.500e-06, eta: 0:37:26, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8885, loss_cls: 1.1648, loss: 1.1648, grad_norm: 10.7558 2021-12-03 12:27:14,304 - mmaction - INFO - Epoch [48][1760/1793] lr: 7.500e-06, eta: 0:37:13, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9177, loss_cls: 1.0613, loss: 1.0613, grad_norm: 10.5212 2021-12-03 12:27:26,421 - mmaction - INFO - Epoch [48][1780/1793] lr: 7.500e-06, eta: 0:37:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9125, loss_cls: 1.0760, loss: 1.0760, grad_norm: 10.8498 2021-12-03 12:28:43,314 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:28:43,469 - mmaction - INFO - top1_acc 0.4886 top5_acc 0.7808 2021-12-03 12:28:43,469 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:28:43,479 - mmaction - INFO - mean_acc 0.4499 2021-12-03 12:28:43,484 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-12-03 12:28:43,815 - mmaction - INFO - Epoch(val) [48][241] top1_acc: 0.4886, top5_acc: 0.7808, mean_class_accuracy: 0.4499 2021-12-03 12:29:26,991 - mmaction - INFO - Epoch [49][20/1793] lr: 7.500e-06, eta: 0:36:42, time: 2.159, data_time: 1.552, memory: 10469, top1_acc: 0.6979, top5_acc: 0.8885, loss_cls: 1.1589, loss: 1.1589, grad_norm: 10.9527 2021-12-03 12:29:39,076 - mmaction - INFO - Epoch [49][40/1793] lr: 7.500e-06, eta: 0:36:29, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.7312, top5_acc: 0.8917, loss_cls: 1.0846, loss: 1.0846, grad_norm: 10.4053 2021-12-03 12:29:51,157 - mmaction - INFO - Epoch [49][60/1793] lr: 7.500e-06, eta: 0:36:17, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.7458, top5_acc: 0.9313, loss_cls: 0.9719, loss: 0.9719, grad_norm: 10.2374 2021-12-03 12:30:03,235 - mmaction - INFO - Epoch [49][80/1793] lr: 7.500e-06, eta: 0:36:05, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6771, top5_acc: 0.8938, loss_cls: 1.1720, loss: 1.1720, grad_norm: 11.3046 2021-12-03 12:30:15,311 - mmaction - INFO - Epoch [49][100/1793] lr: 7.500e-06, eta: 0:35:52, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.7115, top5_acc: 0.8948, loss_cls: 1.1334, loss: 1.1334, grad_norm: 10.7861 2021-12-03 12:30:27,374 - mmaction - INFO - Epoch [49][120/1793] lr: 7.500e-06, eta: 0:35:40, time: 0.603, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.8969, loss_cls: 1.1039, loss: 1.1039, grad_norm: 10.5108 2021-12-03 12:30:39,459 - mmaction - INFO - Epoch [49][140/1793] lr: 7.500e-06, eta: 0:35:27, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9042, loss_cls: 1.1201, loss: 1.1201, grad_norm: 11.1485 2021-12-03 12:30:51,546 - mmaction - INFO - Epoch [49][160/1793] lr: 7.500e-06, eta: 0:35:15, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9021, loss_cls: 1.0853, loss: 1.0853, grad_norm: 10.7669 2021-12-03 12:31:03,641 - mmaction - INFO - Epoch [49][180/1793] lr: 7.500e-06, eta: 0:35:03, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9010, loss_cls: 1.1010, loss: 1.1010, grad_norm: 9.9324 2021-12-03 12:31:15,730 - mmaction - INFO - Epoch [49][200/1793] lr: 7.500e-06, eta: 0:34:50, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8990, loss_cls: 1.1227, loss: 1.1227, grad_norm: 10.9540 2021-12-03 12:31:27,840 - mmaction - INFO - Epoch [49][220/1793] lr: 7.500e-06, eta: 0:34:38, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.8990, loss_cls: 1.0987, loss: 1.0987, grad_norm: 10.4538 2021-12-03 12:31:39,949 - mmaction - INFO - Epoch [49][240/1793] lr: 7.500e-06, eta: 0:34:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9187, loss_cls: 1.0419, loss: 1.0419, grad_norm: 10.1647 2021-12-03 12:31:52,062 - mmaction - INFO - Epoch [49][260/1793] lr: 7.500e-06, eta: 0:34:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9073, loss_cls: 1.1112, loss: 1.1112, grad_norm: 10.7381 2021-12-03 12:32:04,173 - mmaction - INFO - Epoch [49][280/1793] lr: 7.500e-06, eta: 0:34:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9042, loss_cls: 1.1117, loss: 1.1117, grad_norm: 10.4675 2021-12-03 12:32:16,291 - mmaction - INFO - Epoch [49][300/1793] lr: 7.500e-06, eta: 0:33:49, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6927, top5_acc: 0.8938, loss_cls: 1.1498, loss: 1.1498, grad_norm: 10.9017 2021-12-03 12:32:28,400 - mmaction - INFO - Epoch [49][320/1793] lr: 7.500e-06, eta: 0:33:36, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9115, loss_cls: 1.0811, loss: 1.0811, grad_norm: 10.8468 2021-12-03 12:32:40,518 - mmaction - INFO - Epoch [49][340/1793] lr: 7.500e-06, eta: 0:33:24, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6792, top5_acc: 0.8990, loss_cls: 1.1781, loss: 1.1781, grad_norm: 10.9684 2021-12-03 12:32:52,622 - mmaction - INFO - Epoch [49][360/1793] lr: 7.500e-06, eta: 0:33:12, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9083, loss_cls: 1.0857, loss: 1.0857, grad_norm: 10.7503 2021-12-03 12:33:04,749 - mmaction - INFO - Epoch [49][380/1793] lr: 7.500e-06, eta: 0:32:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9156, loss_cls: 1.0486, loss: 1.0486, grad_norm: 10.1362 2021-12-03 12:33:16,865 - mmaction - INFO - Epoch [49][400/1793] lr: 7.500e-06, eta: 0:32:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9125, loss_cls: 1.1025, loss: 1.1025, grad_norm: 10.8311 2021-12-03 12:33:28,952 - mmaction - INFO - Epoch [49][420/1793] lr: 7.500e-06, eta: 0:32:34, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8969, loss_cls: 1.1464, loss: 1.1464, grad_norm: 11.3349 2021-12-03 12:33:41,070 - mmaction - INFO - Epoch [49][440/1793] lr: 7.500e-06, eta: 0:32:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.8990, loss_cls: 1.1137, loss: 1.1137, grad_norm: 10.4446 2021-12-03 12:33:53,183 - mmaction - INFO - Epoch [49][460/1793] lr: 7.500e-06, eta: 0:32:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.9021, loss_cls: 1.1175, loss: 1.1175, grad_norm: 10.4507 2021-12-03 12:34:05,296 - mmaction - INFO - Epoch [49][480/1793] lr: 7.500e-06, eta: 0:31:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.9094, loss_cls: 1.1169, loss: 1.1169, grad_norm: 10.3681 2021-12-03 12:34:17,377 - mmaction - INFO - Epoch [49][500/1793] lr: 7.500e-06, eta: 0:31:45, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9062, loss_cls: 1.0587, loss: 1.0587, grad_norm: 10.1702 2021-12-03 12:34:29,491 - mmaction - INFO - Epoch [49][520/1793] lr: 7.500e-06, eta: 0:31:33, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8990, loss_cls: 1.1474, loss: 1.1474, grad_norm: 10.4394 2021-12-03 12:34:41,632 - mmaction - INFO - Epoch [49][540/1793] lr: 7.500e-06, eta: 0:31:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9156, loss_cls: 1.0706, loss: 1.0706, grad_norm: 10.8136 2021-12-03 12:34:53,742 - mmaction - INFO - Epoch [49][560/1793] lr: 7.500e-06, eta: 0:31:08, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7406, top5_acc: 0.9229, loss_cls: 0.9922, loss: 0.9922, grad_norm: 10.1594 2021-12-03 12:35:05,862 - mmaction - INFO - Epoch [49][580/1793] lr: 7.500e-06, eta: 0:30:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9094, loss_cls: 1.0344, loss: 1.0344, grad_norm: 10.3355 2021-12-03 12:35:17,965 - mmaction - INFO - Epoch [49][600/1793] lr: 7.500e-06, eta: 0:30:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8990, loss_cls: 1.1324, loss: 1.1324, grad_norm: 10.8400 2021-12-03 12:35:30,088 - mmaction - INFO - Epoch [49][620/1793] lr: 7.500e-06, eta: 0:30:31, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9062, loss_cls: 1.0716, loss: 1.0716, grad_norm: 10.3564 2021-12-03 12:35:42,230 - mmaction - INFO - Epoch [49][640/1793] lr: 7.500e-06, eta: 0:30:19, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.8875, loss_cls: 1.1244, loss: 1.1244, grad_norm: 10.7967 2021-12-03 12:35:54,339 - mmaction - INFO - Epoch [49][660/1793] lr: 7.500e-06, eta: 0:30:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9073, loss_cls: 1.1525, loss: 1.1525, grad_norm: 10.6891 2021-12-03 12:36:06,450 - mmaction - INFO - Epoch [49][680/1793] lr: 7.500e-06, eta: 0:29:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.8969, loss_cls: 1.0662, loss: 1.0662, grad_norm: 10.3147 2021-12-03 12:36:18,559 - mmaction - INFO - Epoch [49][700/1793] lr: 7.500e-06, eta: 0:29:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9073, loss_cls: 1.1125, loss: 1.1125, grad_norm: 11.0600 2021-12-03 12:36:30,671 - mmaction - INFO - Epoch [49][720/1793] lr: 7.500e-06, eta: 0:29:29, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.8948, loss_cls: 1.1473, loss: 1.1473, grad_norm: 11.1260 2021-12-03 12:36:42,794 - mmaction - INFO - Epoch [49][740/1793] lr: 7.500e-06, eta: 0:29:17, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.8917, loss_cls: 1.1367, loss: 1.1367, grad_norm: 10.6481 2021-12-03 12:36:54,916 - mmaction - INFO - Epoch [49][760/1793] lr: 7.500e-06, eta: 0:29:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.9208, loss_cls: 0.9986, loss: 0.9986, grad_norm: 9.9374 2021-12-03 12:37:07,043 - mmaction - INFO - Epoch [49][780/1793] lr: 7.500e-06, eta: 0:28:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7365, top5_acc: 0.9021, loss_cls: 1.0737, loss: 1.0737, grad_norm: 10.7715 2021-12-03 12:37:19,189 - mmaction - INFO - Epoch [49][800/1793] lr: 7.500e-06, eta: 0:28:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9052, loss_cls: 1.1113, loss: 1.1113, grad_norm: 10.8289 2021-12-03 12:37:31,309 - mmaction - INFO - Epoch [49][820/1793] lr: 7.500e-06, eta: 0:28:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.9010, loss_cls: 1.1278, loss: 1.1278, grad_norm: 10.9125 2021-12-03 12:37:43,428 - mmaction - INFO - Epoch [49][840/1793] lr: 7.500e-06, eta: 0:28:15, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8844, loss_cls: 1.1819, loss: 1.1819, grad_norm: 11.2544 2021-12-03 12:37:55,516 - mmaction - INFO - Epoch [49][860/1793] lr: 7.500e-06, eta: 0:28:03, time: 0.604, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9208, loss_cls: 1.0350, loss: 1.0350, grad_norm: 10.4839 2021-12-03 12:38:07,594 - mmaction - INFO - Epoch [49][880/1793] lr: 7.500e-06, eta: 0:27:50, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.7073, top5_acc: 0.8885, loss_cls: 1.1837, loss: 1.1837, grad_norm: 10.7205 2021-12-03 12:38:19,696 - mmaction - INFO - Epoch [49][900/1793] lr: 7.500e-06, eta: 0:27:38, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8927, loss_cls: 1.1445, loss: 1.1445, grad_norm: 10.6106 2021-12-03 12:38:31,792 - mmaction - INFO - Epoch [49][920/1793] lr: 7.500e-06, eta: 0:27:26, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9021, loss_cls: 1.1009, loss: 1.1009, grad_norm: 10.6902 2021-12-03 12:38:43,904 - mmaction - INFO - Epoch [49][940/1793] lr: 7.500e-06, eta: 0:27:13, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.9021, loss_cls: 1.1297, loss: 1.1297, grad_norm: 10.7269 2021-12-03 12:38:56,011 - mmaction - INFO - Epoch [49][960/1793] lr: 7.500e-06, eta: 0:27:01, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8969, loss_cls: 1.1521, loss: 1.1521, grad_norm: 10.6963 2021-12-03 12:39:08,132 - mmaction - INFO - Epoch [49][980/1793] lr: 7.500e-06, eta: 0:26:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6667, top5_acc: 0.8844, loss_cls: 1.2640, loss: 1.2640, grad_norm: 11.3573 2021-12-03 12:39:20,257 - mmaction - INFO - Epoch [49][1000/1793] lr: 7.500e-06, eta: 0:26:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.9167, loss_cls: 1.0343, loss: 1.0343, grad_norm: 10.4507 2021-12-03 12:39:32,389 - mmaction - INFO - Epoch [49][1020/1793] lr: 7.500e-06, eta: 0:26:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.8990, loss_cls: 1.0627, loss: 1.0627, grad_norm: 10.4651 2021-12-03 12:39:44,514 - mmaction - INFO - Epoch [49][1040/1793] lr: 7.500e-06, eta: 0:26:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9135, loss_cls: 1.0447, loss: 1.0447, grad_norm: 10.2602 2021-12-03 12:39:56,647 - mmaction - INFO - Epoch [49][1060/1793] lr: 7.500e-06, eta: 0:25:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.9042, loss_cls: 1.0666, loss: 1.0666, grad_norm: 10.6911 2021-12-03 12:40:08,763 - mmaction - INFO - Epoch [49][1080/1793] lr: 7.500e-06, eta: 0:25:47, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7271, top5_acc: 0.9240, loss_cls: 0.9978, loss: 0.9978, grad_norm: 10.0395 2021-12-03 12:40:20,881 - mmaction - INFO - Epoch [49][1100/1793] lr: 7.500e-06, eta: 0:25:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8927, loss_cls: 1.1746, loss: 1.1746, grad_norm: 11.1813 2021-12-03 12:40:33,012 - mmaction - INFO - Epoch [49][1120/1793] lr: 7.500e-06, eta: 0:25:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.0968, loss: 1.0968, grad_norm: 10.4150 2021-12-03 12:40:45,125 - mmaction - INFO - Epoch [49][1140/1793] lr: 7.500e-06, eta: 0:25:10, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9177, loss_cls: 1.1225, loss: 1.1225, grad_norm: 10.9011 2021-12-03 12:40:57,257 - mmaction - INFO - Epoch [49][1160/1793] lr: 7.500e-06, eta: 0:24:57, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9104, loss_cls: 1.0959, loss: 1.0959, grad_norm: 10.6214 2021-12-03 12:41:09,384 - mmaction - INFO - Epoch [49][1180/1793] lr: 7.500e-06, eta: 0:24:45, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9094, loss_cls: 1.0823, loss: 1.0823, grad_norm: 10.5917 2021-12-03 12:41:21,531 - mmaction - INFO - Epoch [49][1200/1793] lr: 7.500e-06, eta: 0:24:33, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9052, loss_cls: 1.0816, loss: 1.0816, grad_norm: 10.5106 2021-12-03 12:41:33,671 - mmaction - INFO - Epoch [49][1220/1793] lr: 7.500e-06, eta: 0:24:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.8938, loss_cls: 1.1966, loss: 1.1966, grad_norm: 10.9250 2021-12-03 12:41:45,822 - mmaction - INFO - Epoch [49][1240/1793] lr: 7.500e-06, eta: 0:24:08, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9167, loss_cls: 1.0784, loss: 1.0784, grad_norm: 10.6947 2021-12-03 12:41:57,951 - mmaction - INFO - Epoch [49][1260/1793] lr: 7.500e-06, eta: 0:23:56, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9115, loss_cls: 1.0586, loss: 1.0586, grad_norm: 10.2651 2021-12-03 12:42:10,065 - mmaction - INFO - Epoch [49][1280/1793] lr: 7.500e-06, eta: 0:23:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8865, loss_cls: 1.1485, loss: 1.1485, grad_norm: 10.9834 2021-12-03 12:42:22,201 - mmaction - INFO - Epoch [49][1300/1793] lr: 7.500e-06, eta: 0:23:31, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9094, loss_cls: 1.0459, loss: 1.0459, grad_norm: 10.0929 2021-12-03 12:42:34,365 - mmaction - INFO - Epoch [49][1320/1793] lr: 7.500e-06, eta: 0:23:18, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.9104, loss_cls: 1.1041, loss: 1.1041, grad_norm: 11.1685 2021-12-03 12:42:46,503 - mmaction - INFO - Epoch [49][1340/1793] lr: 7.500e-06, eta: 0:23:06, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7177, top5_acc: 0.9010, loss_cls: 1.0888, loss: 1.0888, grad_norm: 10.2416 2021-12-03 12:42:58,633 - mmaction - INFO - Epoch [49][1360/1793] lr: 7.500e-06, eta: 0:22:54, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6990, top5_acc: 0.8760, loss_cls: 1.1944, loss: 1.1944, grad_norm: 10.8668 2021-12-03 12:43:10,772 - mmaction - INFO - Epoch [49][1380/1793] lr: 7.500e-06, eta: 0:22:41, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.0970, loss: 1.0970, grad_norm: 10.5595 2021-12-03 12:43:22,946 - mmaction - INFO - Epoch [49][1400/1793] lr: 7.500e-06, eta: 0:22:29, time: 0.609, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9115, loss_cls: 1.0313, loss: 1.0313, grad_norm: 10.2180 2021-12-03 12:43:35,096 - mmaction - INFO - Epoch [49][1420/1793] lr: 7.500e-06, eta: 0:22:17, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6917, top5_acc: 0.8875, loss_cls: 1.1551, loss: 1.1551, grad_norm: 10.8089 2021-12-03 12:43:47,237 - mmaction - INFO - Epoch [49][1440/1793] lr: 7.500e-06, eta: 0:22:04, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.8958, loss_cls: 1.1470, loss: 1.1470, grad_norm: 10.8988 2021-12-03 12:43:59,370 - mmaction - INFO - Epoch [49][1460/1793] lr: 7.500e-06, eta: 0:21:52, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9146, loss_cls: 1.0760, loss: 1.0760, grad_norm: 10.9519 2021-12-03 12:44:11,513 - mmaction - INFO - Epoch [49][1480/1793] lr: 7.500e-06, eta: 0:21:40, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1642, loss: 1.1642, grad_norm: 10.8193 2021-12-03 12:44:23,671 - mmaction - INFO - Epoch [49][1500/1793] lr: 7.500e-06, eta: 0:21:27, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1267, loss: 1.1267, grad_norm: 10.3982 2021-12-03 12:44:35,831 - mmaction - INFO - Epoch [49][1520/1793] lr: 7.500e-06, eta: 0:21:15, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.0910, loss: 1.0910, grad_norm: 10.7971 2021-12-03 12:44:47,990 - mmaction - INFO - Epoch [49][1540/1793] lr: 7.500e-06, eta: 0:21:03, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9135, loss_cls: 1.0597, loss: 1.0597, grad_norm: 10.6384 2021-12-03 12:45:00,139 - mmaction - INFO - Epoch [49][1560/1793] lr: 7.500e-06, eta: 0:20:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9125, loss_cls: 1.1153, loss: 1.1153, grad_norm: 10.9308 2021-12-03 12:45:12,304 - mmaction - INFO - Epoch [49][1580/1793] lr: 7.500e-06, eta: 0:20:38, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7250, top5_acc: 0.9104, loss_cls: 1.0432, loss: 1.0432, grad_norm: 10.4988 2021-12-03 12:45:24,449 - mmaction - INFO - Epoch [49][1600/1793] lr: 7.500e-06, eta: 0:20:26, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.8833, loss_cls: 1.1411, loss: 1.1411, grad_norm: 10.6556 2021-12-03 12:45:36,602 - mmaction - INFO - Epoch [49][1620/1793] lr: 7.500e-06, eta: 0:20:13, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6823, top5_acc: 0.8844, loss_cls: 1.2120, loss: 1.2120, grad_norm: 11.3041 2021-12-03 12:45:48,742 - mmaction - INFO - Epoch [49][1640/1793] lr: 7.500e-06, eta: 0:20:01, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7490, top5_acc: 0.9198, loss_cls: 0.9995, loss: 0.9995, grad_norm: 10.4508 2021-12-03 12:46:00,892 - mmaction - INFO - Epoch [49][1660/1793] lr: 7.500e-06, eta: 0:19:48, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9156, loss_cls: 1.1296, loss: 1.1296, grad_norm: 10.7571 2021-12-03 12:46:13,057 - mmaction - INFO - Epoch [49][1680/1793] lr: 7.500e-06, eta: 0:19:36, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6948, top5_acc: 0.9000, loss_cls: 1.1298, loss: 1.1298, grad_norm: 10.6677 2021-12-03 12:46:25,203 - mmaction - INFO - Epoch [49][1700/1793] lr: 7.500e-06, eta: 0:19:24, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.9062, loss_cls: 1.1105, loss: 1.1105, grad_norm: 10.8892 2021-12-03 12:46:37,344 - mmaction - INFO - Epoch [49][1720/1793] lr: 7.500e-06, eta: 0:19:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9115, loss_cls: 1.0319, loss: 1.0319, grad_norm: 10.5044 2021-12-03 12:46:49,497 - mmaction - INFO - Epoch [49][1740/1793] lr: 7.500e-06, eta: 0:18:59, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9031, loss_cls: 1.1318, loss: 1.1318, grad_norm: 10.7643 2021-12-03 12:47:01,658 - mmaction - INFO - Epoch [49][1760/1793] lr: 7.500e-06, eta: 0:18:47, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.8990, loss_cls: 1.1057, loss: 1.1057, grad_norm: 10.3015 2021-12-03 12:47:13,802 - mmaction - INFO - Epoch [49][1780/1793] lr: 7.500e-06, eta: 0:18:34, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9125, loss_cls: 1.0710, loss: 1.0710, grad_norm: 10.1759 2021-12-03 12:48:30,224 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:48:30,385 - mmaction - INFO - top1_acc 0.4896 top5_acc 0.7829 2021-12-03 12:48:30,386 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:48:30,395 - mmaction - INFO - mean_acc 0.4501 2021-12-03 12:48:30,400 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-12-03 12:48:31,337 - mmaction - INFO - Epoch(val) [49][241] top1_acc: 0.4896, top5_acc: 0.7829, mean_class_accuracy: 0.4501 2021-12-03 12:49:12,222 - mmaction - INFO - Epoch [50][20/1793] lr: 7.500e-06, eta: 0:18:14, time: 2.043, data_time: 1.437, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9010, loss_cls: 1.1395, loss: 1.1395, grad_norm: 10.9436 2021-12-03 12:49:24,309 - mmaction - INFO - Epoch [50][40/1793] lr: 7.500e-06, eta: 0:18:02, time: 0.604, data_time: 0.002, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9062, loss_cls: 1.0905, loss: 1.0905, grad_norm: 10.9742 2021-12-03 12:49:36,388 - mmaction - INFO - Epoch [50][60/1793] lr: 7.500e-06, eta: 0:17:50, time: 0.604, data_time: 0.001, memory: 10469, top1_acc: 0.6833, top5_acc: 0.8938, loss_cls: 1.1703, loss: 1.1703, grad_norm: 11.4517 2021-12-03 12:49:48,517 - mmaction - INFO - Epoch [50][80/1793] lr: 7.500e-06, eta: 0:17:37, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.7063, top5_acc: 0.9104, loss_cls: 1.1211, loss: 1.1211, grad_norm: 11.1629 2021-12-03 12:50:00,630 - mmaction - INFO - Epoch [50][100/1793] lr: 7.500e-06, eta: 0:17:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9167, loss_cls: 1.0485, loss: 1.0485, grad_norm: 10.6132 2021-12-03 12:50:12,732 - mmaction - INFO - Epoch [50][120/1793] lr: 7.500e-06, eta: 0:17:13, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9000, loss_cls: 1.1372, loss: 1.1372, grad_norm: 11.2158 2021-12-03 12:50:24,846 - mmaction - INFO - Epoch [50][140/1793] lr: 7.500e-06, eta: 0:17:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7260, top5_acc: 0.9260, loss_cls: 1.0422, loss: 1.0422, grad_norm: 10.6822 2021-12-03 12:50:36,947 - mmaction - INFO - Epoch [50][160/1793] lr: 7.500e-06, eta: 0:16:48, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9135, loss_cls: 1.0485, loss: 1.0485, grad_norm: 10.3264 2021-12-03 12:50:49,088 - mmaction - INFO - Epoch [50][180/1793] lr: 7.500e-06, eta: 0:16:36, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7115, top5_acc: 0.9031, loss_cls: 1.1005, loss: 1.1005, grad_norm: 10.8061 2021-12-03 12:51:01,225 - mmaction - INFO - Epoch [50][200/1793] lr: 7.500e-06, eta: 0:16:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.8854, loss_cls: 1.1888, loss: 1.1888, grad_norm: 11.5018 2021-12-03 12:51:13,348 - mmaction - INFO - Epoch [50][220/1793] lr: 7.500e-06, eta: 0:16:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.8979, loss_cls: 1.1187, loss: 1.1187, grad_norm: 10.4658 2021-12-03 12:51:25,481 - mmaction - INFO - Epoch [50][240/1793] lr: 7.500e-06, eta: 0:15:59, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8990, loss_cls: 1.1140, loss: 1.1140, grad_norm: 10.4809 2021-12-03 12:51:37,607 - mmaction - INFO - Epoch [50][260/1793] lr: 7.500e-06, eta: 0:15:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9042, loss_cls: 1.1172, loss: 1.1172, grad_norm: 11.0223 2021-12-03 12:51:49,730 - mmaction - INFO - Epoch [50][280/1793] lr: 7.500e-06, eta: 0:15:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7333, top5_acc: 0.9115, loss_cls: 1.0606, loss: 1.0606, grad_norm: 10.6840 2021-12-03 12:52:01,859 - mmaction - INFO - Epoch [50][300/1793] lr: 7.500e-06, eta: 0:15:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7375, top5_acc: 0.9115, loss_cls: 1.0639, loss: 1.0639, grad_norm: 10.6577 2021-12-03 12:52:13,980 - mmaction - INFO - Epoch [50][320/1793] lr: 7.500e-06, eta: 0:15:09, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9042, loss_cls: 1.0835, loss: 1.0835, grad_norm: 10.5294 2021-12-03 12:52:26,111 - mmaction - INFO - Epoch [50][340/1793] lr: 7.500e-06, eta: 0:14:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.8948, loss_cls: 1.1002, loss: 1.1002, grad_norm: 10.1225 2021-12-03 12:52:38,239 - mmaction - INFO - Epoch [50][360/1793] lr: 7.500e-06, eta: 0:14:44, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.9052, loss_cls: 1.0898, loss: 1.0898, grad_norm: 10.9263 2021-12-03 12:52:50,373 - mmaction - INFO - Epoch [50][380/1793] lr: 7.500e-06, eta: 0:14:32, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.8917, loss_cls: 1.1739, loss: 1.1739, grad_norm: 10.8210 2021-12-03 12:53:02,492 - mmaction - INFO - Epoch [50][400/1793] lr: 7.500e-06, eta: 0:14:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.9073, loss_cls: 1.0885, loss: 1.0885, grad_norm: 10.6324 2021-12-03 12:53:14,629 - mmaction - INFO - Epoch [50][420/1793] lr: 7.500e-06, eta: 0:14:07, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9062, loss_cls: 1.1354, loss: 1.1354, grad_norm: 10.7359 2021-12-03 12:53:26,767 - mmaction - INFO - Epoch [50][440/1793] lr: 7.500e-06, eta: 0:13:55, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.9073, loss_cls: 1.1027, loss: 1.1027, grad_norm: 11.0765 2021-12-03 12:53:38,898 - mmaction - INFO - Epoch [50][460/1793] lr: 7.500e-06, eta: 0:13:43, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.8948, loss_cls: 1.1309, loss: 1.1309, grad_norm: 10.6356 2021-12-03 12:53:51,023 - mmaction - INFO - Epoch [50][480/1793] lr: 7.500e-06, eta: 0:13:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8938, loss_cls: 1.1535, loss: 1.1535, grad_norm: 10.8610 2021-12-03 12:54:03,159 - mmaction - INFO - Epoch [50][500/1793] lr: 7.500e-06, eta: 0:13:18, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9156, loss_cls: 1.0464, loss: 1.0464, grad_norm: 10.6890 2021-12-03 12:54:15,275 - mmaction - INFO - Epoch [50][520/1793] lr: 7.500e-06, eta: 0:13:06, time: 0.606, data_time: 0.001, memory: 10469, top1_acc: 0.7063, top5_acc: 0.9146, loss_cls: 1.0694, loss: 1.0694, grad_norm: 10.7925 2021-12-03 12:54:27,396 - mmaction - INFO - Epoch [50][540/1793] lr: 7.500e-06, eta: 0:12:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6854, top5_acc: 0.9115, loss_cls: 1.1610, loss: 1.1610, grad_norm: 11.0084 2021-12-03 12:54:39,510 - mmaction - INFO - Epoch [50][560/1793] lr: 7.500e-06, eta: 0:12:41, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9156, loss_cls: 1.0901, loss: 1.0901, grad_norm: 11.0098 2021-12-03 12:54:51,657 - mmaction - INFO - Epoch [50][580/1793] lr: 7.500e-06, eta: 0:12:28, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9052, loss_cls: 1.0783, loss: 1.0783, grad_norm: 10.3189 2021-12-03 12:55:03,768 - mmaction - INFO - Epoch [50][600/1793] lr: 7.500e-06, eta: 0:12:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9104, loss_cls: 1.1113, loss: 1.1113, grad_norm: 10.9664 2021-12-03 12:55:15,898 - mmaction - INFO - Epoch [50][620/1793] lr: 7.500e-06, eta: 0:12:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9135, loss_cls: 1.0623, loss: 1.0623, grad_norm: 10.4183 2021-12-03 12:55:28,006 - mmaction - INFO - Epoch [50][640/1793] lr: 7.500e-06, eta: 0:11:51, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.9167, loss_cls: 1.0479, loss: 1.0479, grad_norm: 10.9916 2021-12-03 12:55:40,137 - mmaction - INFO - Epoch [50][660/1793] lr: 7.500e-06, eta: 0:11:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.9062, loss_cls: 1.0989, loss: 1.0989, grad_norm: 10.9889 2021-12-03 12:55:52,242 - mmaction - INFO - Epoch [50][680/1793] lr: 7.500e-06, eta: 0:11:27, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7094, top5_acc: 0.9167, loss_cls: 1.0507, loss: 1.0507, grad_norm: 10.8674 2021-12-03 12:56:04,369 - mmaction - INFO - Epoch [50][700/1793] lr: 7.500e-06, eta: 0:11:14, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6937, top5_acc: 0.9031, loss_cls: 1.1430, loss: 1.1430, grad_norm: 10.7907 2021-12-03 12:56:16,488 - mmaction - INFO - Epoch [50][720/1793] lr: 7.500e-06, eta: 0:11:02, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7323, top5_acc: 0.9198, loss_cls: 1.0305, loss: 1.0305, grad_norm: 10.5681 2021-12-03 12:56:28,622 - mmaction - INFO - Epoch [50][740/1793] lr: 7.500e-06, eta: 0:10:50, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.1096, loss: 1.1096, grad_norm: 10.7767 2021-12-03 12:56:40,775 - mmaction - INFO - Epoch [50][760/1793] lr: 7.500e-06, eta: 0:10:37, time: 0.608, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9052, loss_cls: 1.0681, loss: 1.0681, grad_norm: 10.3955 2021-12-03 12:56:52,899 - mmaction - INFO - Epoch [50][780/1793] lr: 7.500e-06, eta: 0:10:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.8781, loss_cls: 1.1565, loss: 1.1565, grad_norm: 11.2290 2021-12-03 12:57:05,045 - mmaction - INFO - Epoch [50][800/1793] lr: 7.500e-06, eta: 0:10:13, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6802, top5_acc: 0.8885, loss_cls: 1.1931, loss: 1.1931, grad_norm: 11.0703 2021-12-03 12:57:17,173 - mmaction - INFO - Epoch [50][820/1793] lr: 7.500e-06, eta: 0:10:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6896, top5_acc: 0.8969, loss_cls: 1.1517, loss: 1.1517, grad_norm: 11.1744 2021-12-03 12:57:29,290 - mmaction - INFO - Epoch [50][840/1793] lr: 7.500e-06, eta: 0:09:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9094, loss_cls: 1.0868, loss: 1.0868, grad_norm: 10.1920 2021-12-03 12:57:41,405 - mmaction - INFO - Epoch [50][860/1793] lr: 7.500e-06, eta: 0:09:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.9146, loss_cls: 1.0720, loss: 1.0720, grad_norm: 10.6005 2021-12-03 12:57:53,537 - mmaction - INFO - Epoch [50][880/1793] lr: 7.500e-06, eta: 0:09:23, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7010, top5_acc: 0.8979, loss_cls: 1.1401, loss: 1.1401, grad_norm: 10.7118 2021-12-03 12:58:05,675 - mmaction - INFO - Epoch [50][900/1793] lr: 7.500e-06, eta: 0:09:11, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7031, top5_acc: 0.9073, loss_cls: 1.0785, loss: 1.0785, grad_norm: 10.6564 2021-12-03 12:58:17,800 - mmaction - INFO - Epoch [50][920/1793] lr: 7.500e-06, eta: 0:08:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1019, loss: 1.1019, grad_norm: 10.4613 2021-12-03 12:58:29,930 - mmaction - INFO - Epoch [50][940/1793] lr: 7.500e-06, eta: 0:08:46, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9104, loss_cls: 1.0404, loss: 1.0404, grad_norm: 10.5801 2021-12-03 12:58:42,047 - mmaction - INFO - Epoch [50][960/1793] lr: 7.500e-06, eta: 0:08:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7250, top5_acc: 0.9115, loss_cls: 1.0599, loss: 1.0599, grad_norm: 10.5379 2021-12-03 12:58:54,164 - mmaction - INFO - Epoch [50][980/1793] lr: 7.500e-06, eta: 0:08:21, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7104, top5_acc: 0.9177, loss_cls: 1.0581, loss: 1.0581, grad_norm: 10.6219 2021-12-03 12:59:06,301 - mmaction - INFO - Epoch [50][1000/1793] lr: 7.500e-06, eta: 0:08:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8938, loss_cls: 1.1657, loss: 1.1657, grad_norm: 11.1637 2021-12-03 12:59:18,426 - mmaction - INFO - Epoch [50][1020/1793] lr: 7.500e-06, eta: 0:07:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7219, top5_acc: 0.9125, loss_cls: 1.0558, loss: 1.0558, grad_norm: 10.6166 2021-12-03 12:59:30,559 - mmaction - INFO - Epoch [50][1040/1793] lr: 7.500e-06, eta: 0:07:44, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7042, top5_acc: 0.9052, loss_cls: 1.0914, loss: 1.0914, grad_norm: 10.4912 2021-12-03 12:59:42,677 - mmaction - INFO - Epoch [50][1060/1793] lr: 7.500e-06, eta: 0:07:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7292, top5_acc: 0.8990, loss_cls: 1.0760, loss: 1.0760, grad_norm: 10.0621 2021-12-03 12:59:54,812 - mmaction - INFO - Epoch [50][1080/1793] lr: 7.500e-06, eta: 0:07:20, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.1550, loss: 1.1550, grad_norm: 10.4255 2021-12-03 13:00:06,938 - mmaction - INFO - Epoch [50][1100/1793] lr: 7.500e-06, eta: 0:07:07, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6958, top5_acc: 0.8938, loss_cls: 1.1239, loss: 1.1239, grad_norm: 11.2519 2021-12-03 13:00:19,055 - mmaction - INFO - Epoch [50][1120/1793] lr: 7.500e-06, eta: 0:06:55, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7135, top5_acc: 0.8969, loss_cls: 1.1289, loss: 1.1289, grad_norm: 10.6309 2021-12-03 13:00:31,147 - mmaction - INFO - Epoch [50][1140/1793] lr: 7.500e-06, eta: 0:06:43, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7000, top5_acc: 0.8833, loss_cls: 1.1777, loss: 1.1777, grad_norm: 11.0160 2021-12-03 13:00:43,266 - mmaction - INFO - Epoch [50][1160/1793] lr: 7.500e-06, eta: 0:06:30, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.8917, loss_cls: 1.1499, loss: 1.1499, grad_norm: 10.5659 2021-12-03 13:00:55,374 - mmaction - INFO - Epoch [50][1180/1793] lr: 7.500e-06, eta: 0:06:18, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.6875, top5_acc: 0.8854, loss_cls: 1.2206, loss: 1.2206, grad_norm: 10.7809 2021-12-03 13:01:07,471 - mmaction - INFO - Epoch [50][1200/1793] lr: 7.500e-06, eta: 0:06:06, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7156, top5_acc: 0.8979, loss_cls: 1.0886, loss: 1.0886, grad_norm: 10.6811 2021-12-03 13:01:19,582 - mmaction - INFO - Epoch [50][1220/1793] lr: 7.500e-06, eta: 0:05:53, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7302, top5_acc: 0.9073, loss_cls: 1.0206, loss: 1.0206, grad_norm: 10.4259 2021-12-03 13:01:31,688 - mmaction - INFO - Epoch [50][1240/1793] lr: 7.500e-06, eta: 0:05:41, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7063, top5_acc: 0.8958, loss_cls: 1.1129, loss: 1.1129, grad_norm: 10.6536 2021-12-03 13:01:43,792 - mmaction - INFO - Epoch [50][1260/1793] lr: 7.500e-06, eta: 0:05:29, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.9010, loss_cls: 1.1477, loss: 1.1477, grad_norm: 11.0295 2021-12-03 13:01:55,921 - mmaction - INFO - Epoch [50][1280/1793] lr: 7.500e-06, eta: 0:05:16, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.0904, loss: 1.0904, grad_norm: 10.6616 2021-12-03 13:02:08,045 - mmaction - INFO - Epoch [50][1300/1793] lr: 7.500e-06, eta: 0:05:04, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6865, top5_acc: 0.8969, loss_cls: 1.1416, loss: 1.1416, grad_norm: 10.9726 2021-12-03 13:02:20,164 - mmaction - INFO - Epoch [50][1320/1793] lr: 7.500e-06, eta: 0:04:52, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7240, top5_acc: 0.8823, loss_cls: 1.1573, loss: 1.1573, grad_norm: 10.6580 2021-12-03 13:02:32,305 - mmaction - INFO - Epoch [50][1340/1793] lr: 7.500e-06, eta: 0:04:39, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7021, top5_acc: 0.8948, loss_cls: 1.1590, loss: 1.1590, grad_norm: 11.0030 2021-12-03 13:02:44,435 - mmaction - INFO - Epoch [50][1360/1793] lr: 7.500e-06, eta: 0:04:27, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6760, top5_acc: 0.8875, loss_cls: 1.2169, loss: 1.2169, grad_norm: 11.4078 2021-12-03 13:02:56,572 - mmaction - INFO - Epoch [50][1380/1793] lr: 7.500e-06, eta: 0:04:14, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6885, top5_acc: 0.9021, loss_cls: 1.1430, loss: 1.1430, grad_norm: 10.6960 2021-12-03 13:03:08,711 - mmaction - INFO - Epoch [50][1400/1793] lr: 7.500e-06, eta: 0:04:02, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7198, top5_acc: 0.9104, loss_cls: 1.0462, loss: 1.0462, grad_norm: 10.4765 2021-12-03 13:03:20,834 - mmaction - INFO - Epoch [50][1420/1793] lr: 7.500e-06, eta: 0:03:50, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7052, top5_acc: 0.8990, loss_cls: 1.1295, loss: 1.1295, grad_norm: 10.3989 2021-12-03 13:03:32,963 - mmaction - INFO - Epoch [50][1440/1793] lr: 7.500e-06, eta: 0:03:37, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7146, top5_acc: 0.8990, loss_cls: 1.1084, loss: 1.1084, grad_norm: 11.1929 2021-12-03 13:03:45,091 - mmaction - INFO - Epoch [50][1460/1793] lr: 7.500e-06, eta: 0:03:25, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7271, top5_acc: 0.9021, loss_cls: 1.0793, loss: 1.0793, grad_norm: 10.6657 2021-12-03 13:03:57,218 - mmaction - INFO - Epoch [50][1480/1793] lr: 7.500e-06, eta: 0:03:13, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7312, top5_acc: 0.9167, loss_cls: 1.0668, loss: 1.0668, grad_norm: 10.6075 2021-12-03 13:04:09,340 - mmaction - INFO - Epoch [50][1500/1793] lr: 7.500e-06, eta: 0:03:00, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7323, top5_acc: 0.9177, loss_cls: 1.0128, loss: 1.0128, grad_norm: 10.1423 2021-12-03 13:04:21,467 - mmaction - INFO - Epoch [50][1520/1793] lr: 7.500e-06, eta: 0:02:48, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6969, top5_acc: 0.9125, loss_cls: 1.1046, loss: 1.1046, grad_norm: 10.5720 2021-12-03 13:04:33,590 - mmaction - INFO - Epoch [50][1540/1793] lr: 7.500e-06, eta: 0:02:36, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9042, loss_cls: 1.1214, loss: 1.1214, grad_norm: 10.9637 2021-12-03 13:04:45,691 - mmaction - INFO - Epoch [50][1560/1793] lr: 7.500e-06, eta: 0:02:23, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7344, top5_acc: 0.9198, loss_cls: 1.0190, loss: 1.0190, grad_norm: 10.3928 2021-12-03 13:04:57,812 - mmaction - INFO - Epoch [50][1580/1793] lr: 7.500e-06, eta: 0:02:11, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9010, loss_cls: 1.1062, loss: 1.1062, grad_norm: 11.0257 2021-12-03 13:05:09,933 - mmaction - INFO - Epoch [50][1600/1793] lr: 7.500e-06, eta: 0:01:59, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1992, loss: 1.1992, grad_norm: 10.7468 2021-12-03 13:05:22,053 - mmaction - INFO - Epoch [50][1620/1793] lr: 7.500e-06, eta: 0:01:46, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7188, top5_acc: 0.9073, loss_cls: 1.0712, loss: 1.0712, grad_norm: 11.0430 2021-12-03 13:05:34,175 - mmaction - INFO - Epoch [50][1640/1793] lr: 7.500e-06, eta: 0:01:34, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7167, top5_acc: 0.9000, loss_cls: 1.1132, loss: 1.1132, grad_norm: 10.6770 2021-12-03 13:05:46,286 - mmaction - INFO - Epoch [50][1660/1793] lr: 7.500e-06, eta: 0:01:22, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9125, loss_cls: 1.0639, loss: 1.0639, grad_norm: 10.8220 2021-12-03 13:05:58,419 - mmaction - INFO - Epoch [50][1680/1793] lr: 7.500e-06, eta: 0:01:09, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.6979, top5_acc: 0.9052, loss_cls: 1.1190, loss: 1.1190, grad_norm: 10.7558 2021-12-03 13:06:10,542 - mmaction - INFO - Epoch [50][1700/1793] lr: 7.500e-06, eta: 0:00:57, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7229, top5_acc: 0.9042, loss_cls: 1.0771, loss: 1.0771, grad_norm: 10.5654 2021-12-03 13:06:22,649 - mmaction - INFO - Epoch [50][1720/1793] lr: 7.500e-06, eta: 0:00:45, time: 0.605, data_time: 0.000, memory: 10469, top1_acc: 0.7208, top5_acc: 0.9146, loss_cls: 1.0701, loss: 1.0701, grad_norm: 10.6901 2021-12-03 13:06:34,768 - mmaction - INFO - Epoch [50][1740/1793] lr: 7.500e-06, eta: 0:00:32, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7083, top5_acc: 0.9135, loss_cls: 1.0867, loss: 1.0867, grad_norm: 10.6777 2021-12-03 13:06:46,889 - mmaction - INFO - Epoch [50][1760/1793] lr: 7.500e-06, eta: 0:00:20, time: 0.606, data_time: 0.000, memory: 10469, top1_acc: 0.7354, top5_acc: 0.9104, loss_cls: 1.0541, loss: 1.0541, grad_norm: 10.2464 2021-12-03 13:06:59,020 - mmaction - INFO - Epoch [50][1780/1793] lr: 7.500e-06, eta: 0:00:08, time: 0.607, data_time: 0.000, memory: 10469, top1_acc: 0.7125, top5_acc: 0.9083, loss_cls: 1.0915, loss: 1.0915, grad_norm: 10.7746 2021-12-03 13:08:15,669 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 13:08:15,833 - mmaction - INFO - top1_acc 0.4875 top5_acc 0.7802 2021-12-03 13:08:15,834 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 13:08:15,844 - mmaction - INFO - mean_acc 0.4462 2021-12-03 13:08:15,849 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-12-03 13:08:16,595 - mmaction - INFO - Epoch(val) [50][241] top1_acc: 0.4875, top5_acc: 0.7802, mean_class_accuracy: 0.4462