2021-12-02 20:44:37,119 - 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 20:44:40,416 - mmaction - INFO - Distributed training: True 2021-12-02 20:44:41,313 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8, num_segments=16), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True, num_segments=16), train_cfg=None, test_cfg=dict(average_clips='prob')) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.0075, momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1, max_keep_ckpts=5) 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)] 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' 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='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='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/tsm_r50_1x1x16_50e_sthv1_rgb_new/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-12-02 20:44:43,686 - mmaction - INFO - Set random seed to 1245730010, deterministic: False 2021-12-02 20:44:45,024 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-12-02 20:44:46,867 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-41, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tsm_r50_1x1x16_50e_sthv1_rgb_new 2021-12-02 20:44:46,868 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-12-02 20:45:35,279 - mmaction - INFO - Epoch [1][20/1793] lr: 7.500e-03, eta: 2 days, 10:54:45, time: 2.366, data_time: 1.583, memory: 10398, top1_acc: 0.0031, top5_acc: 0.0292, loss_cls: 5.6019, loss: 5.6019, grad_norm: 4.1379 2021-12-02 20:45:49,700 - mmaction - INFO - Epoch [1][40/1793] lr: 7.500e-03, eta: 1 day, 14:25:27, time: 0.721, data_time: 0.002, memory: 10398, top1_acc: 0.0115, top5_acc: 0.0427, loss_cls: 5.7410, loss: 5.7410, grad_norm: 4.3143 2021-12-02 20:46:04,081 - mmaction - INFO - Epoch [1][60/1793] lr: 7.500e-03, eta: 1 day, 7:34:34, time: 0.719, data_time: 0.000, memory: 10398, top1_acc: 0.0052, top5_acc: 0.0510, loss_cls: 5.4221, loss: 5.4221, grad_norm: 3.6728 2021-12-02 20:46:18,461 - mmaction - INFO - Epoch [1][80/1793] lr: 7.500e-03, eta: 1 day, 4:08:53, time: 0.719, data_time: 0.000, memory: 10398, top1_acc: 0.0083, top5_acc: 0.0354, loss_cls: 5.2817, loss: 5.2817, grad_norm: 2.7769 2021-12-02 20:46:32,897 - mmaction - INFO - Epoch [1][100/1793] lr: 7.500e-03, eta: 1 day, 2:06:16, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.0094, top5_acc: 0.0573, loss_cls: 5.1837, loss: 5.1837, grad_norm: 2.2559 2021-12-02 20:46:47,310 - mmaction - INFO - Epoch [1][120/1793] lr: 7.500e-03, eta: 1 day, 0:44:11, time: 0.721, data_time: 0.001, memory: 10398, top1_acc: 0.0135, top5_acc: 0.0458, loss_cls: 5.1200, loss: 5.1200, grad_norm: 2.0260 2021-12-02 20:47:01,725 - mmaction - INFO - Epoch [1][140/1793] lr: 7.500e-03, eta: 23:45:29, time: 0.721, data_time: 0.000, memory: 10398, top1_acc: 0.0240, top5_acc: 0.0625, loss_cls: 5.0892, loss: 5.0892, grad_norm: 1.4451 2021-12-02 20:47:16,157 - mmaction - INFO - Epoch [1][160/1793] lr: 7.500e-03, eta: 23:01:33, time: 0.722, data_time: 0.001, memory: 10398, top1_acc: 0.0167, top5_acc: 0.0500, loss_cls: 5.0937, loss: 5.0937, grad_norm: 1.4451 2021-12-02 20:47:30,609 - mmaction - INFO - Epoch [1][180/1793] lr: 7.500e-03, eta: 22:27:29, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0125, top5_acc: 0.0729, loss_cls: 5.0595, loss: 5.0595, grad_norm: 1.4993 2021-12-02 20:47:45,043 - mmaction - INFO - Epoch [1][200/1793] lr: 7.500e-03, eta: 22:00:04, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.0229, top5_acc: 0.0656, loss_cls: 5.0335, loss: 5.0335, grad_norm: 1.8052 2021-12-02 20:47:59,481 - mmaction - INFO - Epoch [1][220/1793] lr: 7.500e-03, eta: 21:37:36, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.0115, top5_acc: 0.0760, loss_cls: 5.0323, loss: 5.0323, grad_norm: 1.7305 2021-12-02 20:48:13,941 - mmaction - INFO - Epoch [1][240/1793] lr: 7.500e-03, eta: 21:18:58, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0250, top5_acc: 0.0844, loss_cls: 5.0179, loss: 5.0179, grad_norm: 1.8160 2021-12-02 20:48:28,401 - mmaction - INFO - Epoch [1][260/1793] lr: 7.500e-03, eta: 21:03:12, time: 0.723, data_time: 0.001, memory: 10398, top1_acc: 0.0156, top5_acc: 0.0688, loss_cls: 5.0239, loss: 5.0239, grad_norm: 1.8586 2021-12-02 20:48:42,857 - mmaction - INFO - Epoch [1][280/1793] lr: 7.500e-03, eta: 20:49:36, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0229, top5_acc: 0.0760, loss_cls: 4.9740, loss: 4.9740, grad_norm: 1.8871 2021-12-02 20:48:57,322 - mmaction - INFO - Epoch [1][300/1793] lr: 7.500e-03, eta: 20:37:50, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0240, top5_acc: 0.0990, loss_cls: 4.9296, loss: 4.9296, grad_norm: 2.0758 2021-12-02 20:49:11,786 - mmaction - INFO - Epoch [1][320/1793] lr: 7.500e-03, eta: 20:27:29, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0229, top5_acc: 0.1000, loss_cls: 4.9652, loss: 4.9652, grad_norm: 2.1268 2021-12-02 20:49:26,235 - mmaction - INFO - Epoch [1][340/1793] lr: 7.500e-03, eta: 20:18:18, time: 0.723, data_time: 0.001, memory: 10398, top1_acc: 0.0281, top5_acc: 0.1062, loss_cls: 4.9088, loss: 4.9088, grad_norm: 2.4117 2021-12-02 20:49:40,670 - mmaction - INFO - Epoch [1][360/1793] lr: 7.500e-03, eta: 20:10:02, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.0323, top5_acc: 0.0938, loss_cls: 4.9391, loss: 4.9391, grad_norm: 2.3429 2021-12-02 20:49:55,125 - mmaction - INFO - Epoch [1][380/1793] lr: 7.500e-03, eta: 20:02:41, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0302, top5_acc: 0.1083, loss_cls: 4.8927, loss: 4.8927, grad_norm: 2.4532 2021-12-02 20:50:09,582 - mmaction - INFO - Epoch [1][400/1793] lr: 7.500e-03, eta: 19:56:03, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0240, top5_acc: 0.1125, loss_cls: 4.8718, loss: 4.8718, grad_norm: 2.6276 2021-12-02 20:50:24,046 - mmaction - INFO - Epoch [1][420/1793] lr: 7.500e-03, eta: 19:50:01, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0333, top5_acc: 0.1167, loss_cls: 4.8801, loss: 4.8801, grad_norm: 2.6688 2021-12-02 20:50:38,491 - mmaction - INFO - Epoch [1][440/1793] lr: 7.500e-03, eta: 19:44:31, time: 0.723, data_time: 0.001, memory: 10398, top1_acc: 0.0333, top5_acc: 0.1083, loss_cls: 4.8677, loss: 4.8677, grad_norm: 2.6897 2021-12-02 20:50:52,949 - mmaction - INFO - Epoch [1][460/1793] lr: 7.500e-03, eta: 19:39:29, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0333, top5_acc: 0.1250, loss_cls: 4.8488, loss: 4.8488, grad_norm: 2.7591 2021-12-02 20:51:07,413 - mmaction - INFO - Epoch [1][480/1793] lr: 7.500e-03, eta: 19:34:52, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0448, top5_acc: 0.1427, loss_cls: 4.8069, loss: 4.8069, grad_norm: 3.0037 2021-12-02 20:51:21,873 - mmaction - INFO - Epoch [1][500/1793] lr: 7.500e-03, eta: 19:30:35, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0354, top5_acc: 0.1375, loss_cls: 4.8087, loss: 4.8087, grad_norm: 2.7995 2021-12-02 20:51:36,337 - mmaction - INFO - Epoch [1][520/1793] lr: 7.500e-03, eta: 19:26:38, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0333, top5_acc: 0.1531, loss_cls: 4.7504, loss: 4.7504, grad_norm: 3.1770 2021-12-02 20:51:50,817 - mmaction - INFO - Epoch [1][540/1793] lr: 7.500e-03, eta: 19:23:00, time: 0.724, data_time: 0.000, memory: 10398, top1_acc: 0.0479, top5_acc: 0.1562, loss_cls: 4.7737, loss: 4.7737, grad_norm: 3.0454 2021-12-02 20:52:05,278 - mmaction - INFO - Epoch [1][560/1793] lr: 7.500e-03, eta: 19:19:33, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0396, top5_acc: 0.1406, loss_cls: 4.7588, loss: 4.7588, grad_norm: 3.0763 2021-12-02 20:52:19,742 - mmaction - INFO - Epoch [1][580/1793] lr: 7.500e-03, eta: 19:16:20, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0479, top5_acc: 0.1500, loss_cls: 4.7242, loss: 4.7242, grad_norm: 3.1161 2021-12-02 20:52:34,194 - mmaction - INFO - Epoch [1][600/1793] lr: 7.500e-03, eta: 19:13:17, time: 0.723, data_time: 0.001, memory: 10398, top1_acc: 0.0479, top5_acc: 0.1396, loss_cls: 4.7330, loss: 4.7330, grad_norm: 3.1796 2021-12-02 20:52:48,662 - mmaction - INFO - Epoch [1][620/1793] lr: 7.500e-03, eta: 19:10:27, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0396, top5_acc: 0.1417, loss_cls: 4.7533, loss: 4.7533, grad_norm: 3.0742 2021-12-02 20:53:03,122 - mmaction - INFO - Epoch [1][640/1793] lr: 7.500e-03, eta: 19:07:46, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0437, top5_acc: 0.1531, loss_cls: 4.7086, loss: 4.7086, grad_norm: 3.4469 2021-12-02 20:53:17,585 - mmaction - INFO - Epoch [1][660/1793] lr: 7.500e-03, eta: 19:05:15, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0448, top5_acc: 0.1406, loss_cls: 4.7579, loss: 4.7579, grad_norm: 3.2003 2021-12-02 20:53:32,052 - mmaction - INFO - Epoch [1][680/1793] lr: 7.500e-03, eta: 19:02:52, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0375, top5_acc: 0.1490, loss_cls: 4.7260, loss: 4.7260, grad_norm: 3.2025 2021-12-02 20:53:46,514 - mmaction - INFO - Epoch [1][700/1793] lr: 7.500e-03, eta: 19:00:35, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0427, top5_acc: 0.1479, loss_cls: 4.7200, loss: 4.7200, grad_norm: 3.6704 2021-12-02 20:54:00,975 - mmaction - INFO - Epoch [1][720/1793] lr: 7.500e-03, eta: 18:58:25, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0427, top5_acc: 0.1500, loss_cls: 4.7229, loss: 4.7229, grad_norm: 3.3133 2021-12-02 20:54:17,036 - mmaction - INFO - Epoch [1][740/1793] lr: 7.500e-03, eta: 18:59:34, time: 0.803, data_time: 0.079, memory: 10398, top1_acc: 0.0594, top5_acc: 0.1844, loss_cls: 4.6082, loss: 4.6082, grad_norm: 3.8770 2021-12-02 20:54:31,491 - mmaction - INFO - Epoch [1][760/1793] lr: 7.500e-03, eta: 18:57:30, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0563, top5_acc: 0.1917, loss_cls: 4.6334, loss: 4.6334, grad_norm: 3.4350 2021-12-02 20:54:45,947 - mmaction - INFO - Epoch [1][780/1793] lr: 7.500e-03, eta: 18:55:32, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0542, top5_acc: 0.1771, loss_cls: 4.6154, loss: 4.6154, grad_norm: 3.6651 2021-12-02 20:55:00,398 - mmaction - INFO - Epoch [1][800/1793] lr: 7.500e-03, eta: 18:53:39, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0563, top5_acc: 0.2021, loss_cls: 4.6023, loss: 4.6023, grad_norm: 3.8621 2021-12-02 20:55:14,854 - mmaction - INFO - Epoch [1][820/1793] lr: 7.500e-03, eta: 18:51:51, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0542, top5_acc: 0.1948, loss_cls: 4.5571, loss: 4.5571, grad_norm: 3.6399 2021-12-02 20:55:29,329 - mmaction - INFO - Epoch [1][840/1793] lr: 7.500e-03, eta: 18:50:09, time: 0.724, data_time: 0.000, memory: 10398, top1_acc: 0.0552, top5_acc: 0.1875, loss_cls: 4.6145, loss: 4.6145, grad_norm: 3.8638 2021-12-02 20:55:43,782 - mmaction - INFO - Epoch [1][860/1793] lr: 7.500e-03, eta: 18:48:30, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0625, top5_acc: 0.1948, loss_cls: 4.6051, loss: 4.6051, grad_norm: 3.7404 2021-12-02 20:55:58,623 - mmaction - INFO - Epoch [1][880/1793] lr: 7.500e-03, eta: 18:47:33, time: 0.742, data_time: 0.020, memory: 10398, top1_acc: 0.0615, top5_acc: 0.2010, loss_cls: 4.5969, loss: 4.5969, grad_norm: 3.8200 2021-12-02 20:56:13,074 - mmaction - INFO - Epoch [1][900/1793] lr: 7.500e-03, eta: 18:46:00, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.0635, top5_acc: 0.1990, loss_cls: 4.5802, loss: 4.5802, grad_norm: 3.7652 2021-12-02 20:56:27,535 - mmaction - INFO - Epoch [1][920/1793] lr: 7.500e-03, eta: 18:44:31, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0573, top5_acc: 0.1979, loss_cls: 4.5336, loss: 4.5336, grad_norm: 3.8209 2021-12-02 20:56:42,001 - mmaction - INFO - Epoch [1][940/1793] lr: 7.500e-03, eta: 18:43:06, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0552, top5_acc: 0.1938, loss_cls: 4.5796, loss: 4.5796, grad_norm: 3.9272 2021-12-02 20:56:56,461 - mmaction - INFO - Epoch [1][960/1793] lr: 7.500e-03, eta: 18:41:43, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0677, top5_acc: 0.2177, loss_cls: 4.5094, loss: 4.5094, grad_norm: 3.9489 2021-12-02 20:57:10,923 - mmaction - INFO - Epoch [1][980/1793] lr: 7.500e-03, eta: 18:40:23, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0698, top5_acc: 0.2156, loss_cls: 4.5069, loss: 4.5069, grad_norm: 4.1608 2021-12-02 20:57:25,385 - mmaction - INFO - Epoch [1][1000/1793] lr: 7.500e-03, eta: 18:39:06, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0750, top5_acc: 0.1990, loss_cls: 4.5268, loss: 4.5268, grad_norm: 3.9936 2021-12-02 20:57:39,852 - mmaction - INFO - Epoch [1][1020/1793] lr: 7.500e-03, eta: 18:37:51, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0729, top5_acc: 0.2104, loss_cls: 4.5207, loss: 4.5207, grad_norm: 3.8995 2021-12-02 20:57:54,308 - mmaction - INFO - Epoch [1][1040/1793] lr: 7.500e-03, eta: 18:36:38, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0563, top5_acc: 0.1938, loss_cls: 4.5576, loss: 4.5576, grad_norm: 3.7905 2021-12-02 20:58:08,759 - mmaction - INFO - Epoch [1][1060/1793] lr: 7.500e-03, eta: 18:35:27, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0583, top5_acc: 0.2271, loss_cls: 4.5253, loss: 4.5253, grad_norm: 3.8667 2021-12-02 20:58:23,227 - mmaction - INFO - Epoch [1][1080/1793] lr: 7.500e-03, eta: 18:34:19, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0677, top5_acc: 0.2135, loss_cls: 4.4911, loss: 4.4911, grad_norm: 4.1995 2021-12-02 20:58:37,688 - mmaction - INFO - Epoch [1][1100/1793] lr: 7.500e-03, eta: 18:33:13, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0792, top5_acc: 0.2313, loss_cls: 4.4896, loss: 4.4896, grad_norm: 4.0963 2021-12-02 20:58:52,139 - mmaction - INFO - Epoch [1][1120/1793] lr: 7.500e-03, eta: 18:32:08, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0833, top5_acc: 0.2208, loss_cls: 4.4169, loss: 4.4169, grad_norm: 4.2782 2021-12-02 20:59:06,603 - mmaction - INFO - Epoch [1][1140/1793] lr: 7.500e-03, eta: 18:31:05, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0948, top5_acc: 0.2354, loss_cls: 4.4486, loss: 4.4486, grad_norm: 4.2151 2021-12-02 20:59:21,065 - mmaction - INFO - Epoch [1][1160/1793] lr: 7.500e-03, eta: 18:30:04, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0719, top5_acc: 0.2292, loss_cls: 4.4157, loss: 4.4157, grad_norm: 4.2422 2021-12-02 20:59:35,525 - mmaction - INFO - Epoch [1][1180/1793] lr: 7.500e-03, eta: 18:29:05, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0719, top5_acc: 0.2417, loss_cls: 4.4324, loss: 4.4324, grad_norm: 4.4008 2021-12-02 20:59:49,981 - mmaction - INFO - Epoch [1][1200/1793] lr: 7.500e-03, eta: 18:28:06, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0802, top5_acc: 0.2427, loss_cls: 4.4090, loss: 4.4090, grad_norm: 4.2858 2021-12-02 21:00:04,431 - mmaction - INFO - Epoch [1][1220/1793] lr: 7.500e-03, eta: 18:27:09, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0750, top5_acc: 0.2625, loss_cls: 4.3333, loss: 4.3333, grad_norm: 4.4430 2021-12-02 21:00:18,890 - mmaction - INFO - Epoch [1][1240/1793] lr: 7.500e-03, eta: 18:26:14, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0896, top5_acc: 0.2646, loss_cls: 4.3622, loss: 4.3622, grad_norm: 4.4775 2021-12-02 21:00:33,353 - mmaction - INFO - Epoch [1][1260/1793] lr: 7.500e-03, eta: 18:25:20, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0760, top5_acc: 0.2458, loss_cls: 4.3846, loss: 4.3846, grad_norm: 4.3826 2021-12-02 21:00:47,807 - mmaction - INFO - Epoch [1][1280/1793] lr: 7.500e-03, eta: 18:24:27, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0854, top5_acc: 0.2490, loss_cls: 4.3372, loss: 4.3372, grad_norm: 4.4321 2021-12-02 21:01:02,261 - mmaction - INFO - Epoch [1][1300/1793] lr: 7.500e-03, eta: 18:23:35, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1083, top5_acc: 0.2729, loss_cls: 4.3505, loss: 4.3505, grad_norm: 4.5553 2021-12-02 21:01:16,719 - mmaction - INFO - Epoch [1][1320/1793] lr: 7.500e-03, eta: 18:22:44, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1073, top5_acc: 0.2938, loss_cls: 4.2260, loss: 4.2260, grad_norm: 4.6680 2021-12-02 21:01:31,180 - mmaction - INFO - Epoch [1][1340/1793] lr: 7.500e-03, eta: 18:21:55, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0958, top5_acc: 0.2927, loss_cls: 4.2767, loss: 4.2767, grad_norm: 4.4427 2021-12-02 21:01:45,647 - mmaction - INFO - Epoch [1][1360/1793] lr: 7.500e-03, eta: 18:21:07, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1010, top5_acc: 0.2729, loss_cls: 4.2829, loss: 4.2829, grad_norm: 4.6629 2021-12-02 21:02:00,097 - mmaction - INFO - Epoch [1][1380/1793] lr: 7.500e-03, eta: 18:20:19, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.0906, top5_acc: 0.2625, loss_cls: 4.3386, loss: 4.3386, grad_norm: 4.6371 2021-12-02 21:02:14,555 - mmaction - INFO - Epoch [1][1400/1793] lr: 7.500e-03, eta: 18:19:33, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0896, top5_acc: 0.2729, loss_cls: 4.2567, loss: 4.2567, grad_norm: 4.5177 2021-12-02 21:02:29,018 - mmaction - INFO - Epoch [1][1420/1793] lr: 7.500e-03, eta: 18:18:47, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0969, top5_acc: 0.2854, loss_cls: 4.2725, loss: 4.2725, grad_norm: 4.4807 2021-12-02 21:02:43,475 - mmaction - INFO - Epoch [1][1440/1793] lr: 7.500e-03, eta: 18:18:02, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1073, top5_acc: 0.2948, loss_cls: 4.2943, loss: 4.2943, grad_norm: 4.5942 2021-12-02 21:02:57,925 - mmaction - INFO - Epoch [1][1460/1793] lr: 7.500e-03, eta: 18:17:18, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1021, top5_acc: 0.2896, loss_cls: 4.2343, loss: 4.2343, grad_norm: 4.4546 2021-12-02 21:03:12,367 - mmaction - INFO - Epoch [1][1480/1793] lr: 7.500e-03, eta: 18:16:34, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.1000, top5_acc: 0.2792, loss_cls: 4.2307, loss: 4.2307, grad_norm: 4.5647 2021-12-02 21:03:26,827 - mmaction - INFO - Epoch [1][1500/1793] lr: 7.500e-03, eta: 18:15:52, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.0885, top5_acc: 0.2635, loss_cls: 4.3414, loss: 4.3414, grad_norm: 4.6241 2021-12-02 21:03:41,278 - mmaction - INFO - Epoch [1][1520/1793] lr: 7.500e-03, eta: 18:15:10, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1052, top5_acc: 0.2865, loss_cls: 4.2293, loss: 4.2293, grad_norm: 4.7526 2021-12-02 21:03:55,729 - mmaction - INFO - Epoch [1][1540/1793] lr: 7.500e-03, eta: 18:14:28, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.1333, top5_acc: 0.3365, loss_cls: 4.0530, loss: 4.0530, grad_norm: 4.7381 2021-12-02 21:04:10,189 - mmaction - INFO - Epoch [1][1560/1793] lr: 7.500e-03, eta: 18:13:48, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1042, top5_acc: 0.2854, loss_cls: 4.2205, loss: 4.2205, grad_norm: 4.7851 2021-12-02 21:04:24,641 - mmaction - INFO - Epoch [1][1580/1793] lr: 7.500e-03, eta: 18:13:08, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1000, top5_acc: 0.2812, loss_cls: 4.2106, loss: 4.2106, grad_norm: 4.4747 2021-12-02 21:04:39,105 - mmaction - INFO - Epoch [1][1600/1793] lr: 7.500e-03, eta: 18:12:30, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1115, top5_acc: 0.3031, loss_cls: 4.1609, loss: 4.1609, grad_norm: 4.6871 2021-12-02 21:04:53,568 - mmaction - INFO - Epoch [1][1620/1793] lr: 7.500e-03, eta: 18:11:52, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1094, top5_acc: 0.3063, loss_cls: 4.1906, loss: 4.1906, grad_norm: 4.6667 2021-12-02 21:05:08,012 - mmaction - INFO - Epoch [1][1640/1793] lr: 7.500e-03, eta: 18:11:13, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.1323, top5_acc: 0.2927, loss_cls: 4.1719, loss: 4.1719, grad_norm: 4.5285 2021-12-02 21:05:22,462 - mmaction - INFO - Epoch [1][1660/1793] lr: 7.500e-03, eta: 18:10:36, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.1208, top5_acc: 0.3177, loss_cls: 4.1190, loss: 4.1190, grad_norm: 4.6940 2021-12-02 21:05:36,918 - mmaction - INFO - Epoch [1][1680/1793] lr: 7.500e-03, eta: 18:09:59, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1135, top5_acc: 0.3104, loss_cls: 4.1152, loss: 4.1152, grad_norm: 4.5924 2021-12-02 21:05:51,384 - mmaction - INFO - Epoch [1][1700/1793] lr: 7.500e-03, eta: 18:09:23, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1177, top5_acc: 0.2906, loss_cls: 4.1889, loss: 4.1889, grad_norm: 4.5293 2021-12-02 21:06:05,831 - mmaction - INFO - Epoch [1][1720/1793] lr: 7.500e-03, eta: 18:08:47, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.1250, top5_acc: 0.3260, loss_cls: 4.0938, loss: 4.0938, grad_norm: 4.9948 2021-12-02 21:06:20,279 - mmaction - INFO - Epoch [1][1740/1793] lr: 7.500e-03, eta: 18:08:11, time: 0.722, data_time: 0.000, memory: 10398, top1_acc: 0.1177, top5_acc: 0.3406, loss_cls: 4.0446, loss: 4.0446, grad_norm: 4.9706 2021-12-02 21:06:34,743 - mmaction - INFO - Epoch [1][1760/1793] lr: 7.500e-03, eta: 18:07:37, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1313, top5_acc: 0.3156, loss_cls: 4.1511, loss: 4.1511, grad_norm: 5.0089 2021-12-02 21:06:49,210 - mmaction - INFO - Epoch [1][1780/1793] lr: 7.500e-03, eta: 18:07:03, time: 0.723, data_time: 0.000, memory: 10398, top1_acc: 0.1198, top5_acc: 0.3292, loss_cls: 4.0804, loss: 4.0804, grad_norm: 4.9458 2021-12-02 21:08:09,759 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:08:09,929 - mmaction - INFO - top1_acc 0.0990 top5_acc 0.2924 2021-12-02 21:08:09,929 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:08:09,940 - mmaction - INFO - mean_acc 0.0841 2021-12-02 21:08:10,580 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-12-02 21:08:10,581 - mmaction - INFO - Best top1_acc is 0.0990 at 1 epoch. 2021-12-02 21:08:10,586 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-12-02 21:08:13,340 - mmaction - INFO - Epoch(val) [1][241] top1_acc: 0.0990, top5_acc: 0.2924, mean_class_accuracy: 0.0841 2021-12-02 21:08:53,221 - mmaction - INFO - Epoch [2][20/1793] lr: 7.500e-03, eta: 18:19:04, time: 1.994, data_time: 1.295, memory: 10398, top1_acc: 0.1156, top5_acc: 0.3094, loss_cls: 4.1281, loss: 4.1281, grad_norm: 4.8495 2021-12-02 21:09:07,229 - mmaction - INFO - Epoch [2][40/1793] lr: 7.500e-03, eta: 18:18:01, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.1260, top5_acc: 0.3354, loss_cls: 4.0669, loss: 4.0669, grad_norm: 5.1902 2021-12-02 21:09:21,250 - mmaction - INFO - Epoch [2][60/1793] lr: 7.500e-03, eta: 18:16:59, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.1313, top5_acc: 0.3417, loss_cls: 3.9863, loss: 3.9863, grad_norm: 5.1093 2021-12-02 21:09:35,264 - mmaction - INFO - Epoch [2][80/1793] lr: 7.500e-03, eta: 18:15:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.1375, top5_acc: 0.3677, loss_cls: 3.9877, loss: 3.9877, grad_norm: 5.0649 2021-12-02 21:09:49,283 - mmaction - INFO - Epoch [2][100/1793] lr: 7.500e-03, eta: 18:14:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.1302, top5_acc: 0.3604, loss_cls: 3.9814, loss: 3.9814, grad_norm: 4.9632 2021-12-02 21:10:03,325 - mmaction - INFO - Epoch [2][120/1793] lr: 7.500e-03, eta: 18:14:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1437, top5_acc: 0.3688, loss_cls: 3.9786, loss: 3.9786, grad_norm: 5.2708 2021-12-02 21:10:17,358 - mmaction - INFO - Epoch [2][140/1793] lr: 7.500e-03, eta: 18:13:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1281, top5_acc: 0.3500, loss_cls: 4.0385, loss: 4.0385, grad_norm: 4.8130 2021-12-02 21:10:31,394 - mmaction - INFO - Epoch [2][160/1793] lr: 7.500e-03, eta: 18:12:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1458, top5_acc: 0.3458, loss_cls: 3.9635, loss: 3.9635, grad_norm: 4.9884 2021-12-02 21:10:45,437 - mmaction - INFO - Epoch [2][180/1793] lr: 7.500e-03, eta: 18:11:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1240, top5_acc: 0.3354, loss_cls: 4.0139, loss: 4.0139, grad_norm: 5.1233 2021-12-02 21:10:59,479 - mmaction - INFO - Epoch [2][200/1793] lr: 7.500e-03, eta: 18:10:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1313, top5_acc: 0.3427, loss_cls: 3.9783, loss: 3.9783, grad_norm: 5.2064 2021-12-02 21:11:13,519 - mmaction - INFO - Epoch [2][220/1793] lr: 7.500e-03, eta: 18:09:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1281, top5_acc: 0.3365, loss_cls: 4.0121, loss: 4.0121, grad_norm: 5.0624 2021-12-02 21:11:27,561 - mmaction - INFO - Epoch [2][240/1793] lr: 7.500e-03, eta: 18:08:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1646, top5_acc: 0.3771, loss_cls: 3.8853, loss: 3.8853, grad_norm: 5.3083 2021-12-02 21:11:41,605 - mmaction - INFO - Epoch [2][260/1793] lr: 7.500e-03, eta: 18:07:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1302, top5_acc: 0.3698, loss_cls: 3.9513, loss: 3.9513, grad_norm: 4.9549 2021-12-02 21:11:55,664 - mmaction - INFO - Epoch [2][280/1793] lr: 7.500e-03, eta: 18:06:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1292, top5_acc: 0.3312, loss_cls: 3.9844, loss: 3.9844, grad_norm: 4.9028 2021-12-02 21:12:09,721 - mmaction - INFO - Epoch [2][300/1793] lr: 7.500e-03, eta: 18:06:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1187, top5_acc: 0.3615, loss_cls: 3.9536, loss: 3.9536, grad_norm: 4.8640 2021-12-02 21:12:23,770 - mmaction - INFO - Epoch [2][320/1793] lr: 7.500e-03, eta: 18:05:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1500, top5_acc: 0.3552, loss_cls: 3.9326, loss: 3.9326, grad_norm: 4.8191 2021-12-02 21:12:37,814 - mmaction - INFO - Epoch [2][340/1793] lr: 7.500e-03, eta: 18:04:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1615, top5_acc: 0.4000, loss_cls: 3.8110, loss: 3.8110, grad_norm: 5.4064 2021-12-02 21:12:51,872 - mmaction - INFO - Epoch [2][360/1793] lr: 7.500e-03, eta: 18:03:34, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.1302, top5_acc: 0.3438, loss_cls: 4.0033, loss: 4.0033, grad_norm: 4.9584 2021-12-02 21:13:05,934 - mmaction - INFO - Epoch [2][380/1793] lr: 7.500e-03, eta: 18:02:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1708, top5_acc: 0.3969, loss_cls: 3.8300, loss: 3.8300, grad_norm: 5.1673 2021-12-02 21:13:20,003 - mmaction - INFO - Epoch [2][400/1793] lr: 7.500e-03, eta: 18:02:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1500, top5_acc: 0.3833, loss_cls: 3.8741, loss: 3.8741, grad_norm: 5.1784 2021-12-02 21:13:34,067 - mmaction - INFO - Epoch [2][420/1793] lr: 7.500e-03, eta: 18:01:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1427, top5_acc: 0.3865, loss_cls: 3.8600, loss: 3.8600, grad_norm: 5.3734 2021-12-02 21:13:48,111 - mmaction - INFO - Epoch [2][440/1793] lr: 7.500e-03, eta: 18:00:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1417, top5_acc: 0.3646, loss_cls: 3.9183, loss: 3.9183, grad_norm: 5.0776 2021-12-02 21:14:02,174 - mmaction - INFO - Epoch [2][460/1793] lr: 7.500e-03, eta: 17:59:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1792, top5_acc: 0.3781, loss_cls: 3.8172, loss: 3.8172, grad_norm: 5.2854 2021-12-02 21:14:16,228 - mmaction - INFO - Epoch [2][480/1793] lr: 7.500e-03, eta: 17:59:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1667, top5_acc: 0.4115, loss_cls: 3.7736, loss: 3.7736, grad_norm: 5.4369 2021-12-02 21:14:30,272 - mmaction - INFO - Epoch [2][500/1793] lr: 7.500e-03, eta: 17:58:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1573, top5_acc: 0.3896, loss_cls: 3.7922, loss: 3.7922, grad_norm: 5.3150 2021-12-02 21:14:44,334 - mmaction - INFO - Epoch [2][520/1793] lr: 7.500e-03, eta: 17:57:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1698, top5_acc: 0.3740, loss_cls: 3.8967, loss: 3.8967, grad_norm: 5.2203 2021-12-02 21:14:58,387 - mmaction - INFO - Epoch [2][540/1793] lr: 7.500e-03, eta: 17:56:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1479, top5_acc: 0.3667, loss_cls: 3.9163, loss: 3.9163, grad_norm: 5.1764 2021-12-02 21:15:12,436 - mmaction - INFO - Epoch [2][560/1793] lr: 7.500e-03, eta: 17:56:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1396, top5_acc: 0.3781, loss_cls: 3.8589, loss: 3.8589, grad_norm: 5.3789 2021-12-02 21:15:26,499 - mmaction - INFO - Epoch [2][580/1793] lr: 7.500e-03, eta: 17:55:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1458, top5_acc: 0.3594, loss_cls: 3.9139, loss: 3.9139, grad_norm: 5.2598 2021-12-02 21:15:40,549 - mmaction - INFO - Epoch [2][600/1793] lr: 7.500e-03, eta: 17:54:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1656, top5_acc: 0.4219, loss_cls: 3.7687, loss: 3.7687, grad_norm: 5.2026 2021-12-02 21:15:54,614 - mmaction - INFO - Epoch [2][620/1793] lr: 7.500e-03, eta: 17:54:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1635, top5_acc: 0.3937, loss_cls: 3.7643, loss: 3.7643, grad_norm: 5.3418 2021-12-02 21:16:08,670 - mmaction - INFO - Epoch [2][640/1793] lr: 7.500e-03, eta: 17:53:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1594, top5_acc: 0.3906, loss_cls: 3.8289, loss: 3.8289, grad_norm: 5.2438 2021-12-02 21:16:22,740 - mmaction - INFO - Epoch [2][660/1793] lr: 7.500e-03, eta: 17:52:43, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.1562, top5_acc: 0.3896, loss_cls: 3.8532, loss: 3.8532, grad_norm: 5.4571 2021-12-02 21:16:36,806 - mmaction - INFO - Epoch [2][680/1793] lr: 7.500e-03, eta: 17:52:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1458, top5_acc: 0.3917, loss_cls: 3.7815, loss: 3.7815, grad_norm: 5.2602 2021-12-02 21:16:50,870 - mmaction - INFO - Epoch [2][700/1793] lr: 7.500e-03, eta: 17:51:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1625, top5_acc: 0.4094, loss_cls: 3.7898, loss: 3.7898, grad_norm: 5.5175 2021-12-02 21:17:04,933 - mmaction - INFO - Epoch [2][720/1793] lr: 7.500e-03, eta: 17:50:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1750, top5_acc: 0.4313, loss_cls: 3.7029, loss: 3.7029, grad_norm: 5.4114 2021-12-02 21:17:19,023 - mmaction - INFO - Epoch [2][740/1793] lr: 7.500e-03, eta: 17:50:08, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.1635, top5_acc: 0.4052, loss_cls: 3.8210, loss: 3.8210, grad_norm: 5.2119 2021-12-02 21:17:33,086 - mmaction - INFO - Epoch [2][760/1793] lr: 7.500e-03, eta: 17:49:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1542, top5_acc: 0.3594, loss_cls: 3.8595, loss: 3.8595, grad_norm: 5.1810 2021-12-02 21:17:47,152 - mmaction - INFO - Epoch [2][780/1793] lr: 7.500e-03, eta: 17:48:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1708, top5_acc: 0.4073, loss_cls: 3.7382, loss: 3.7382, grad_norm: 5.5401 2021-12-02 21:18:01,218 - mmaction - INFO - Epoch [2][800/1793] lr: 7.500e-03, eta: 17:48:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1875, top5_acc: 0.4125, loss_cls: 3.7350, loss: 3.7350, grad_norm: 5.3780 2021-12-02 21:18:15,280 - mmaction - INFO - Epoch [2][820/1793] lr: 7.500e-03, eta: 17:47:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1750, top5_acc: 0.4167, loss_cls: 3.7291, loss: 3.7291, grad_norm: 5.5367 2021-12-02 21:18:29,338 - mmaction - INFO - Epoch [2][840/1793] lr: 7.500e-03, eta: 17:47:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1812, top5_acc: 0.4219, loss_cls: 3.6818, loss: 3.6818, grad_norm: 5.5178 2021-12-02 21:18:43,399 - mmaction - INFO - Epoch [2][860/1793] lr: 7.500e-03, eta: 17:46:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1510, top5_acc: 0.4104, loss_cls: 3.7909, loss: 3.7909, grad_norm: 5.2822 2021-12-02 21:18:57,453 - mmaction - INFO - Epoch [2][880/1793] lr: 7.500e-03, eta: 17:45:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1604, top5_acc: 0.4177, loss_cls: 3.7735, loss: 3.7735, grad_norm: 5.4211 2021-12-02 21:19:11,507 - mmaction - INFO - Epoch [2][900/1793] lr: 7.500e-03, eta: 17:45:15, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.1656, top5_acc: 0.4188, loss_cls: 3.7282, loss: 3.7282, grad_norm: 5.3230 2021-12-02 21:19:25,564 - mmaction - INFO - Epoch [2][920/1793] lr: 7.500e-03, eta: 17:44:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1667, top5_acc: 0.4219, loss_cls: 3.7149, loss: 3.7149, grad_norm: 5.2875 2021-12-02 21:19:39,628 - mmaction - INFO - Epoch [2][940/1793] lr: 7.500e-03, eta: 17:44:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1594, top5_acc: 0.4177, loss_cls: 3.7570, loss: 3.7570, grad_norm: 5.4790 2021-12-02 21:19:53,689 - mmaction - INFO - Epoch [2][960/1793] lr: 7.500e-03, eta: 17:43:30, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.1896, top5_acc: 0.4271, loss_cls: 3.6777, loss: 3.6777, grad_norm: 5.4101 2021-12-02 21:20:07,749 - mmaction - INFO - Epoch [2][980/1793] lr: 7.500e-03, eta: 17:42:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1677, top5_acc: 0.3906, loss_cls: 3.8283, loss: 3.8283, grad_norm: 5.3915 2021-12-02 21:20:21,810 - mmaction - INFO - Epoch [2][1000/1793] lr: 7.500e-03, eta: 17:42:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1594, top5_acc: 0.4167, loss_cls: 3.7281, loss: 3.7281, grad_norm: 5.2041 2021-12-02 21:20:35,876 - mmaction - INFO - Epoch [2][1020/1793] lr: 7.500e-03, eta: 17:41:48, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.1865, top5_acc: 0.4323, loss_cls: 3.6403, loss: 3.6403, grad_norm: 5.5387 2021-12-02 21:20:49,945 - mmaction - INFO - Epoch [2][1040/1793] lr: 7.500e-03, eta: 17:41:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1667, top5_acc: 0.4344, loss_cls: 3.6736, loss: 3.6736, grad_norm: 5.7779 2021-12-02 21:21:04,005 - mmaction - INFO - Epoch [2][1060/1793] lr: 7.500e-03, eta: 17:40:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1781, top5_acc: 0.4250, loss_cls: 3.7008, loss: 3.7008, grad_norm: 5.3036 2021-12-02 21:21:18,066 - mmaction - INFO - Epoch [2][1080/1793] lr: 7.500e-03, eta: 17:40:09, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.1615, top5_acc: 0.4052, loss_cls: 3.7703, loss: 3.7703, grad_norm: 5.5704 2021-12-02 21:21:32,150 - mmaction - INFO - Epoch [2][1100/1793] lr: 7.500e-03, eta: 17:39:37, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.2021, top5_acc: 0.4344, loss_cls: 3.5548, loss: 3.5548, grad_norm: 5.4957 2021-12-02 21:21:46,210 - mmaction - INFO - Epoch [2][1120/1793] lr: 7.500e-03, eta: 17:39:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1885, top5_acc: 0.4188, loss_cls: 3.6410, loss: 3.6410, grad_norm: 5.4387 2021-12-02 21:22:00,262 - mmaction - INFO - Epoch [2][1140/1793] lr: 7.500e-03, eta: 17:38:32, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.1583, top5_acc: 0.4104, loss_cls: 3.7358, loss: 3.7358, grad_norm: 5.3360 2021-12-02 21:22:14,329 - mmaction - INFO - Epoch [2][1160/1793] lr: 7.500e-03, eta: 17:38:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2031, top5_acc: 0.4562, loss_cls: 3.5485, loss: 3.5485, grad_norm: 5.6020 2021-12-02 21:22:28,390 - mmaction - INFO - Epoch [2][1180/1793] lr: 7.500e-03, eta: 17:37:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1760, top5_acc: 0.4125, loss_cls: 3.6859, loss: 3.6859, grad_norm: 5.5528 2021-12-02 21:22:42,447 - mmaction - INFO - Epoch [2][1200/1793] lr: 7.500e-03, eta: 17:36:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1854, top5_acc: 0.4250, loss_cls: 3.6831, loss: 3.6831, grad_norm: 5.4148 2021-12-02 21:22:56,493 - mmaction - INFO - Epoch [2][1220/1793] lr: 7.500e-03, eta: 17:36:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1938, top5_acc: 0.4385, loss_cls: 3.6245, loss: 3.6245, grad_norm: 5.6633 2021-12-02 21:23:10,539 - mmaction - INFO - Epoch [2][1240/1793] lr: 7.500e-03, eta: 17:35:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1948, top5_acc: 0.4344, loss_cls: 3.6118, loss: 3.6118, grad_norm: 5.6634 2021-12-02 21:23:24,603 - mmaction - INFO - Epoch [2][1260/1793] lr: 7.500e-03, eta: 17:35:23, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.1885, top5_acc: 0.4667, loss_cls: 3.5143, loss: 3.5143, grad_norm: 5.4150 2021-12-02 21:23:38,643 - mmaction - INFO - Epoch [2][1280/1793] lr: 7.500e-03, eta: 17:34:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1781, top5_acc: 0.4083, loss_cls: 3.6776, loss: 3.6776, grad_norm: 5.4994 2021-12-02 21:23:52,680 - mmaction - INFO - Epoch [2][1300/1793] lr: 7.500e-03, eta: 17:34:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1969, top5_acc: 0.4656, loss_cls: 3.5460, loss: 3.5460, grad_norm: 5.7922 2021-12-02 21:24:06,728 - mmaction - INFO - Epoch [2][1320/1793] lr: 7.500e-03, eta: 17:33:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2094, top5_acc: 0.4698, loss_cls: 3.5210, loss: 3.5210, grad_norm: 5.5505 2021-12-02 21:24:20,781 - mmaction - INFO - Epoch [2][1340/1793] lr: 7.500e-03, eta: 17:33:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1990, top5_acc: 0.4542, loss_cls: 3.6332, loss: 3.6332, grad_norm: 5.6235 2021-12-02 21:24:34,826 - mmaction - INFO - Epoch [2][1360/1793] lr: 7.500e-03, eta: 17:32:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1979, top5_acc: 0.4437, loss_cls: 3.6302, loss: 3.6302, grad_norm: 5.5159 2021-12-02 21:24:48,879 - mmaction - INFO - Epoch [2][1380/1793] lr: 7.500e-03, eta: 17:32:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1906, top5_acc: 0.4417, loss_cls: 3.6324, loss: 3.6324, grad_norm: 5.6688 2021-12-02 21:25:02,931 - mmaction - INFO - Epoch [2][1400/1793] lr: 7.500e-03, eta: 17:31:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2042, top5_acc: 0.4354, loss_cls: 3.6017, loss: 3.6017, grad_norm: 5.8387 2021-12-02 21:25:16,971 - mmaction - INFO - Epoch [2][1420/1793] lr: 7.500e-03, eta: 17:31:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2021, top5_acc: 0.4448, loss_cls: 3.5737, loss: 3.5737, grad_norm: 5.4733 2021-12-02 21:25:31,002 - mmaction - INFO - Epoch [2][1440/1793] lr: 7.500e-03, eta: 17:30:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2156, top5_acc: 0.4583, loss_cls: 3.4590, loss: 3.4590, grad_norm: 5.6203 2021-12-02 21:25:45,047 - mmaction - INFO - Epoch [2][1460/1793] lr: 7.500e-03, eta: 17:30:23, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2000, top5_acc: 0.4500, loss_cls: 3.6005, loss: 3.6005, grad_norm: 5.5178 2021-12-02 21:25:59,082 - mmaction - INFO - Epoch [2][1480/1793] lr: 7.500e-03, eta: 17:29:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2135, top5_acc: 0.4833, loss_cls: 3.4960, loss: 3.4960, grad_norm: 5.9499 2021-12-02 21:26:13,116 - mmaction - INFO - Epoch [2][1500/1793] lr: 7.500e-03, eta: 17:29:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1979, top5_acc: 0.4344, loss_cls: 3.6444, loss: 3.6444, grad_norm: 5.6444 2021-12-02 21:26:27,147 - mmaction - INFO - Epoch [2][1520/1793] lr: 7.500e-03, eta: 17:28:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2208, top5_acc: 0.4385, loss_cls: 3.5787, loss: 3.5787, grad_norm: 5.7767 2021-12-02 21:26:41,154 - mmaction - INFO - Epoch [2][1540/1793] lr: 7.500e-03, eta: 17:28:26, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.1917, top5_acc: 0.4417, loss_cls: 3.5735, loss: 3.5735, grad_norm: 5.4999 2021-12-02 21:26:55,193 - mmaction - INFO - Epoch [2][1560/1793] lr: 7.500e-03, eta: 17:27:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.1844, top5_acc: 0.4135, loss_cls: 3.6780, loss: 3.6780, grad_norm: 5.4856 2021-12-02 21:27:09,238 - mmaction - INFO - Epoch [2][1580/1793] lr: 7.500e-03, eta: 17:27:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2208, top5_acc: 0.4875, loss_cls: 3.4145, loss: 3.4145, grad_norm: 5.9173 2021-12-02 21:27:23,292 - mmaction - INFO - Epoch [2][1600/1793] lr: 7.500e-03, eta: 17:27:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2073, top5_acc: 0.4917, loss_cls: 3.4998, loss: 3.4998, grad_norm: 5.5739 2021-12-02 21:27:37,332 - mmaction - INFO - Epoch [2][1620/1793] lr: 7.500e-03, eta: 17:26:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2010, top5_acc: 0.4552, loss_cls: 3.5701, loss: 3.5701, grad_norm: 5.4474 2021-12-02 21:27:51,384 - mmaction - INFO - Epoch [2][1640/1793] lr: 7.500e-03, eta: 17:26:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.1979, top5_acc: 0.4625, loss_cls: 3.5508, loss: 3.5508, grad_norm: 5.6615 2021-12-02 21:28:05,430 - mmaction - INFO - Epoch [2][1660/1793] lr: 7.500e-03, eta: 17:25:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2406, top5_acc: 0.5031, loss_cls: 3.3823, loss: 3.3823, grad_norm: 5.8154 2021-12-02 21:28:19,482 - mmaction - INFO - Epoch [2][1680/1793] lr: 7.500e-03, eta: 17:25:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2437, top5_acc: 0.4979, loss_cls: 3.4369, loss: 3.4369, grad_norm: 5.5741 2021-12-02 21:28:33,510 - mmaction - INFO - Epoch [2][1700/1793] lr: 7.500e-03, eta: 17:24:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2156, top5_acc: 0.4719, loss_cls: 3.4941, loss: 3.4941, grad_norm: 5.8585 2021-12-02 21:28:47,548 - mmaction - INFO - Epoch [2][1720/1793] lr: 7.500e-03, eta: 17:24:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2010, top5_acc: 0.4625, loss_cls: 3.5476, loss: 3.5476, grad_norm: 5.7212 2021-12-02 21:29:01,603 - mmaction - INFO - Epoch [2][1740/1793] lr: 7.500e-03, eta: 17:23:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2094, top5_acc: 0.4688, loss_cls: 3.5053, loss: 3.5053, grad_norm: 5.5725 2021-12-02 21:29:15,664 - mmaction - INFO - Epoch [2][1760/1793] lr: 7.500e-03, eta: 17:23:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2344, top5_acc: 0.4844, loss_cls: 3.4688, loss: 3.4688, grad_norm: 5.5439 2021-12-02 21:29:29,728 - mmaction - INFO - Epoch [2][1780/1793] lr: 7.500e-03, eta: 17:22:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2156, top5_acc: 0.4823, loss_cls: 3.4427, loss: 3.4427, grad_norm: 5.8641 2021-12-02 21:30:48,051 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:30:48,203 - mmaction - INFO - top1_acc 0.1528 top5_acc 0.3906 2021-12-02 21:30:48,203 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:30:48,212 - mmaction - INFO - mean_acc 0.1434 2021-12-02 21:30:49,231 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-12-02 21:30:49,232 - mmaction - INFO - Best top1_acc is 0.1528 at 2 epoch. 2021-12-02 21:30:49,245 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-12-02 21:30:49,942 - mmaction - INFO - Epoch(val) [2][241] top1_acc: 0.1528, top5_acc: 0.3906, mean_class_accuracy: 0.1434 2021-12-02 21:31:30,026 - mmaction - INFO - Epoch [3][20/1793] lr: 7.500e-03, eta: 17:28:59, time: 2.004, data_time: 1.299, memory: 10398, top1_acc: 0.1948, top5_acc: 0.4781, loss_cls: 3.5262, loss: 3.5262, grad_norm: 5.5664 2021-12-02 21:31:44,045 - mmaction - INFO - Epoch [3][40/1793] lr: 7.500e-03, eta: 17:28:30, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.2417, top5_acc: 0.4875, loss_cls: 3.4439, loss: 3.4439, grad_norm: 5.7197 2021-12-02 21:31:58,057 - mmaction - INFO - Epoch [3][60/1793] lr: 7.500e-03, eta: 17:28:00, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.2625, top5_acc: 0.5260, loss_cls: 3.2361, loss: 3.2361, grad_norm: 6.0088 2021-12-02 21:32:12,087 - mmaction - INFO - Epoch [3][80/1793] lr: 7.500e-03, eta: 17:27:32, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2062, top5_acc: 0.5062, loss_cls: 3.3540, loss: 3.3540, grad_norm: 5.9343 2021-12-02 21:32:26,132 - mmaction - INFO - Epoch [3][100/1793] lr: 7.500e-03, eta: 17:27:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2333, top5_acc: 0.5062, loss_cls: 3.3014, loss: 3.3014, grad_norm: 5.6412 2021-12-02 21:32:40,194 - mmaction - INFO - Epoch [3][120/1793] lr: 7.500e-03, eta: 17:26:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2344, top5_acc: 0.5083, loss_cls: 3.3543, loss: 3.3543, grad_norm: 5.9879 2021-12-02 21:32:54,257 - mmaction - INFO - Epoch [3][140/1793] lr: 7.500e-03, eta: 17:26:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2333, top5_acc: 0.5000, loss_cls: 3.3580, loss: 3.3580, grad_norm: 5.8410 2021-12-02 21:33:08,312 - mmaction - INFO - Epoch [3][160/1793] lr: 7.500e-03, eta: 17:25:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2094, top5_acc: 0.5021, loss_cls: 3.4114, loss: 3.4114, grad_norm: 6.0342 2021-12-02 21:33:22,379 - mmaction - INFO - Epoch [3][180/1793] lr: 7.500e-03, eta: 17:25:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2229, top5_acc: 0.4875, loss_cls: 3.4125, loss: 3.4125, grad_norm: 5.6186 2021-12-02 21:33:36,441 - mmaction - INFO - Epoch [3][200/1793] lr: 7.500e-03, eta: 17:24:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2208, top5_acc: 0.4854, loss_cls: 3.3929, loss: 3.3929, grad_norm: 6.1078 2021-12-02 21:33:50,504 - mmaction - INFO - Epoch [3][220/1793] lr: 7.500e-03, eta: 17:24:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2458, top5_acc: 0.5219, loss_cls: 3.2909, loss: 3.2909, grad_norm: 5.9050 2021-12-02 21:34:04,569 - mmaction - INFO - Epoch [3][240/1793] lr: 7.500e-03, eta: 17:23:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2052, top5_acc: 0.4667, loss_cls: 3.4935, loss: 3.4935, grad_norm: 5.6532 2021-12-02 21:34:18,632 - mmaction - INFO - Epoch [3][260/1793] lr: 7.500e-03, eta: 17:23:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2323, top5_acc: 0.4948, loss_cls: 3.4311, loss: 3.4311, grad_norm: 6.1898 2021-12-02 21:34:32,694 - mmaction - INFO - Epoch [3][280/1793] lr: 7.500e-03, eta: 17:23:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2385, top5_acc: 0.5188, loss_cls: 3.2966, loss: 3.2966, grad_norm: 5.7673 2021-12-02 21:34:46,761 - mmaction - INFO - Epoch [3][300/1793] lr: 7.500e-03, eta: 17:22:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2292, top5_acc: 0.4885, loss_cls: 3.4129, loss: 3.4129, grad_norm: 5.4821 2021-12-02 21:35:00,822 - mmaction - INFO - Epoch [3][320/1793] lr: 7.500e-03, eta: 17:22:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2198, top5_acc: 0.4844, loss_cls: 3.4194, loss: 3.4194, grad_norm: 6.1400 2021-12-02 21:35:14,882 - mmaction - INFO - Epoch [3][340/1793] lr: 7.500e-03, eta: 17:21:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2198, top5_acc: 0.4688, loss_cls: 3.4614, loss: 3.4614, grad_norm: 5.6680 2021-12-02 21:35:28,939 - mmaction - INFO - Epoch [3][360/1793] lr: 7.500e-03, eta: 17:21:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2521, top5_acc: 0.4917, loss_cls: 3.3847, loss: 3.3847, grad_norm: 5.8286 2021-12-02 21:35:43,002 - mmaction - INFO - Epoch [3][380/1793] lr: 7.500e-03, eta: 17:20:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2542, top5_acc: 0.5375, loss_cls: 3.2457, loss: 3.2457, grad_norm: 5.8340 2021-12-02 21:35:57,064 - mmaction - INFO - Epoch [3][400/1793] lr: 7.500e-03, eta: 17:20:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2500, top5_acc: 0.5104, loss_cls: 3.3620, loss: 3.3620, grad_norm: 6.1290 2021-12-02 21:36:11,127 - mmaction - INFO - Epoch [3][420/1793] lr: 7.500e-03, eta: 17:20:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2490, top5_acc: 0.5240, loss_cls: 3.3060, loss: 3.3060, grad_norm: 5.7049 2021-12-02 21:36:25,192 - mmaction - INFO - Epoch [3][440/1793] lr: 7.500e-03, eta: 17:19:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2333, top5_acc: 0.5125, loss_cls: 3.3057, loss: 3.3057, grad_norm: 6.1077 2021-12-02 21:36:39,250 - mmaction - INFO - Epoch [3][460/1793] lr: 7.500e-03, eta: 17:19:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2479, top5_acc: 0.5188, loss_cls: 3.2673, loss: 3.2673, grad_norm: 5.9384 2021-12-02 21:36:53,308 - mmaction - INFO - Epoch [3][480/1793] lr: 7.500e-03, eta: 17:18:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2469, top5_acc: 0.5208, loss_cls: 3.2801, loss: 3.2801, grad_norm: 5.8806 2021-12-02 21:37:07,370 - mmaction - INFO - Epoch [3][500/1793] lr: 7.500e-03, eta: 17:18:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2458, top5_acc: 0.5271, loss_cls: 3.2782, loss: 3.2782, grad_norm: 6.0117 2021-12-02 21:37:21,432 - mmaction - INFO - Epoch [3][520/1793] lr: 7.500e-03, eta: 17:17:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2458, top5_acc: 0.5135, loss_cls: 3.3045, loss: 3.3045, grad_norm: 6.1244 2021-12-02 21:37:35,487 - mmaction - INFO - Epoch [3][540/1793] lr: 7.500e-03, eta: 17:17:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2510, top5_acc: 0.5281, loss_cls: 3.2235, loss: 3.2235, grad_norm: 5.7974 2021-12-02 21:37:49,549 - mmaction - INFO - Epoch [3][560/1793] lr: 7.500e-03, eta: 17:17:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2396, top5_acc: 0.5073, loss_cls: 3.3657, loss: 3.3657, grad_norm: 6.1011 2021-12-02 21:38:03,609 - mmaction - INFO - Epoch [3][580/1793] lr: 7.500e-03, eta: 17:16:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2437, top5_acc: 0.5208, loss_cls: 3.2603, loss: 3.2603, grad_norm: 6.1147 2021-12-02 21:38:17,670 - mmaction - INFO - Epoch [3][600/1793] lr: 7.500e-03, eta: 17:16:15, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.2479, top5_acc: 0.5198, loss_cls: 3.3158, loss: 3.3158, grad_norm: 5.8466 2021-12-02 21:38:31,718 - mmaction - INFO - Epoch [3][620/1793] lr: 7.500e-03, eta: 17:15:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2615, top5_acc: 0.5302, loss_cls: 3.2350, loss: 3.2350, grad_norm: 5.7698 2021-12-02 21:38:45,755 - mmaction - INFO - Epoch [3][640/1793] lr: 7.500e-03, eta: 17:15:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2687, top5_acc: 0.5219, loss_cls: 3.2213, loss: 3.2213, grad_norm: 6.0192 2021-12-02 21:38:59,803 - mmaction - INFO - Epoch [3][660/1793] lr: 7.500e-03, eta: 17:15:01, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2510, top5_acc: 0.5229, loss_cls: 3.2928, loss: 3.2928, grad_norm: 5.9689 2021-12-02 21:39:13,850 - mmaction - INFO - Epoch [3][680/1793] lr: 7.500e-03, eta: 17:14:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2406, top5_acc: 0.5292, loss_cls: 3.3044, loss: 3.3044, grad_norm: 5.9735 2021-12-02 21:39:27,895 - mmaction - INFO - Epoch [3][700/1793] lr: 7.500e-03, eta: 17:14:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2458, top5_acc: 0.5229, loss_cls: 3.2262, loss: 3.2262, grad_norm: 5.8647 2021-12-02 21:39:41,936 - mmaction - INFO - Epoch [3][720/1793] lr: 7.500e-03, eta: 17:13:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2573, top5_acc: 0.5500, loss_cls: 3.2129, loss: 3.2129, grad_norm: 6.0992 2021-12-02 21:39:55,984 - mmaction - INFO - Epoch [3][740/1793] lr: 7.500e-03, eta: 17:13:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2656, top5_acc: 0.5104, loss_cls: 3.2756, loss: 3.2756, grad_norm: 6.2220 2021-12-02 21:40:10,016 - mmaction - INFO - Epoch [3][760/1793] lr: 7.500e-03, eta: 17:12:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2646, top5_acc: 0.5448, loss_cls: 3.2255, loss: 3.2255, grad_norm: 5.7958 2021-12-02 21:40:24,054 - mmaction - INFO - Epoch [3][780/1793] lr: 7.500e-03, eta: 17:12:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2490, top5_acc: 0.5229, loss_cls: 3.3066, loss: 3.3066, grad_norm: 5.9755 2021-12-02 21:40:38,090 - mmaction - INFO - Epoch [3][800/1793] lr: 7.500e-03, eta: 17:12:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2656, top5_acc: 0.5375, loss_cls: 3.2208, loss: 3.2208, grad_norm: 5.8986 2021-12-02 21:40:52,130 - mmaction - INFO - Epoch [3][820/1793] lr: 7.500e-03, eta: 17:11:47, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2573, top5_acc: 0.5312, loss_cls: 3.2980, loss: 3.2980, grad_norm: 6.1172 2021-12-02 21:41:06,163 - mmaction - INFO - Epoch [3][840/1793] lr: 7.500e-03, eta: 17:11:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2781, top5_acc: 0.5437, loss_cls: 3.1569, loss: 3.1569, grad_norm: 5.8757 2021-12-02 21:41:20,201 - mmaction - INFO - Epoch [3][860/1793] lr: 7.500e-03, eta: 17:10:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2323, top5_acc: 0.5177, loss_cls: 3.2949, loss: 3.2949, grad_norm: 6.5427 2021-12-02 21:41:34,242 - mmaction - INFO - Epoch [3][880/1793] lr: 7.500e-03, eta: 17:10:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2385, top5_acc: 0.5135, loss_cls: 3.2919, loss: 3.2919, grad_norm: 5.9139 2021-12-02 21:41:48,266 - mmaction - INFO - Epoch [3][900/1793] lr: 7.500e-03, eta: 17:10:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2573, top5_acc: 0.5406, loss_cls: 3.1829, loss: 3.1829, grad_norm: 6.3593 2021-12-02 21:42:02,309 - mmaction - INFO - Epoch [3][920/1793] lr: 7.500e-03, eta: 17:09:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2417, top5_acc: 0.5302, loss_cls: 3.2376, loss: 3.2376, grad_norm: 5.9771 2021-12-02 21:42:16,348 - mmaction - INFO - Epoch [3][940/1793] lr: 7.500e-03, eta: 17:09:25, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2500, top5_acc: 0.5417, loss_cls: 3.2306, loss: 3.2306, grad_norm: 6.1093 2021-12-02 21:42:30,385 - mmaction - INFO - Epoch [3][960/1793] lr: 7.500e-03, eta: 17:09:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2677, top5_acc: 0.5448, loss_cls: 3.2006, loss: 3.2006, grad_norm: 5.6915 2021-12-02 21:42:44,411 - mmaction - INFO - Epoch [3][980/1793] lr: 7.500e-03, eta: 17:08:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2604, top5_acc: 0.5281, loss_cls: 3.2158, loss: 3.2158, grad_norm: 6.0539 2021-12-02 21:42:58,435 - mmaction - INFO - Epoch [3][1000/1793] lr: 7.500e-03, eta: 17:08:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2604, top5_acc: 0.5365, loss_cls: 3.2445, loss: 3.2445, grad_norm: 6.0861 2021-12-02 21:43:12,477 - mmaction - INFO - Epoch [3][1020/1793] lr: 7.500e-03, eta: 17:07:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2812, top5_acc: 0.5604, loss_cls: 3.1407, loss: 3.1407, grad_norm: 6.1373 2021-12-02 21:43:26,513 - mmaction - INFO - Epoch [3][1040/1793] lr: 7.500e-03, eta: 17:07:28, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2760, top5_acc: 0.5573, loss_cls: 3.1401, loss: 3.1401, grad_norm: 6.3323 2021-12-02 21:43:40,560 - mmaction - INFO - Epoch [3][1060/1793] lr: 7.500e-03, eta: 17:07:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2427, top5_acc: 0.5073, loss_cls: 3.2846, loss: 3.2846, grad_norm: 6.0017 2021-12-02 21:43:54,620 - mmaction - INFO - Epoch [3][1080/1793] lr: 7.500e-03, eta: 17:06:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2677, top5_acc: 0.5531, loss_cls: 3.1527, loss: 3.1527, grad_norm: 6.1397 2021-12-02 21:44:08,668 - mmaction - INFO - Epoch [3][1100/1793] lr: 7.500e-03, eta: 17:06:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2448, top5_acc: 0.5208, loss_cls: 3.2348, loss: 3.2348, grad_norm: 5.9096 2021-12-02 21:44:22,703 - mmaction - INFO - Epoch [3][1120/1793] lr: 7.500e-03, eta: 17:05:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2771, top5_acc: 0.5406, loss_cls: 3.2099, loss: 3.2099, grad_norm: 5.9998 2021-12-02 21:44:36,742 - mmaction - INFO - Epoch [3][1140/1793] lr: 7.500e-03, eta: 17:05:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2448, top5_acc: 0.5333, loss_cls: 3.2871, loss: 3.2871, grad_norm: 6.0189 2021-12-02 21:44:50,781 - mmaction - INFO - Epoch [3][1160/1793] lr: 7.500e-03, eta: 17:05:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2771, top5_acc: 0.5719, loss_cls: 3.1053, loss: 3.1053, grad_norm: 5.9830 2021-12-02 21:45:04,833 - mmaction - INFO - Epoch [3][1180/1793] lr: 7.500e-03, eta: 17:04:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2698, top5_acc: 0.5573, loss_cls: 3.1628, loss: 3.1628, grad_norm: 6.0862 2021-12-02 21:45:18,866 - mmaction - INFO - Epoch [3][1200/1793] lr: 7.500e-03, eta: 17:04:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2635, top5_acc: 0.5333, loss_cls: 3.2305, loss: 3.2305, grad_norm: 6.2401 2021-12-02 21:45:32,884 - mmaction - INFO - Epoch [3][1220/1793] lr: 7.500e-03, eta: 17:04:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2635, top5_acc: 0.5271, loss_cls: 3.2740, loss: 3.2740, grad_norm: 5.9328 2021-12-02 21:45:46,914 - mmaction - INFO - Epoch [3][1240/1793] lr: 7.500e-03, eta: 17:03:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2781, top5_acc: 0.5458, loss_cls: 3.1632, loss: 3.1632, grad_norm: 6.0455 2021-12-02 21:46:00,943 - mmaction - INFO - Epoch [3][1260/1793] lr: 7.500e-03, eta: 17:03:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2823, top5_acc: 0.5448, loss_cls: 3.1648, loss: 3.1648, grad_norm: 5.9031 2021-12-02 21:46:14,981 - mmaction - INFO - Epoch [3][1280/1793] lr: 7.500e-03, eta: 17:02:57, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2687, top5_acc: 0.5542, loss_cls: 3.1037, loss: 3.1037, grad_norm: 6.0533 2021-12-02 21:46:29,009 - mmaction - INFO - Epoch [3][1300/1793] lr: 7.500e-03, eta: 17:02:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2698, top5_acc: 0.5583, loss_cls: 3.1477, loss: 3.1477, grad_norm: 5.7526 2021-12-02 21:46:43,025 - mmaction - INFO - Epoch [3][1320/1793] lr: 7.500e-03, eta: 17:02:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2635, top5_acc: 0.5646, loss_cls: 3.1347, loss: 3.1347, grad_norm: 6.1403 2021-12-02 21:46:57,059 - mmaction - INFO - Epoch [3][1340/1793] lr: 7.500e-03, eta: 17:01:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2656, top5_acc: 0.5437, loss_cls: 3.1045, loss: 3.1045, grad_norm: 5.9919 2021-12-02 21:47:11,103 - mmaction - INFO - Epoch [3][1360/1793] lr: 7.500e-03, eta: 17:01:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2635, top5_acc: 0.5552, loss_cls: 3.1264, loss: 3.1264, grad_norm: 6.1509 2021-12-02 21:47:25,133 - mmaction - INFO - Epoch [3][1380/1793] lr: 7.500e-03, eta: 17:01:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2583, top5_acc: 0.5365, loss_cls: 3.2088, loss: 3.2088, grad_norm: 6.0546 2021-12-02 21:47:39,188 - mmaction - INFO - Epoch [3][1400/1793] lr: 7.500e-03, eta: 17:00:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2979, top5_acc: 0.5729, loss_cls: 3.0701, loss: 3.0701, grad_norm: 5.8465 2021-12-02 21:47:53,246 - mmaction - INFO - Epoch [3][1420/1793] lr: 7.500e-03, eta: 17:00:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2677, top5_acc: 0.5469, loss_cls: 3.1622, loss: 3.1622, grad_norm: 6.0954 2021-12-02 21:48:07,295 - mmaction - INFO - Epoch [3][1440/1793] lr: 7.500e-03, eta: 17:00:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2615, top5_acc: 0.5573, loss_cls: 3.1185, loss: 3.1185, grad_norm: 6.0162 2021-12-02 21:48:21,326 - mmaction - INFO - Epoch [3][1460/1793] lr: 7.500e-03, eta: 16:59:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2792, top5_acc: 0.5458, loss_cls: 3.1293, loss: 3.1293, grad_norm: 6.2032 2021-12-02 21:48:35,358 - mmaction - INFO - Epoch [3][1480/1793] lr: 7.500e-03, eta: 16:59:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2635, top5_acc: 0.5490, loss_cls: 3.1982, loss: 3.1982, grad_norm: 6.0404 2021-12-02 21:48:49,416 - mmaction - INFO - Epoch [3][1500/1793] lr: 7.500e-03, eta: 16:58:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2802, top5_acc: 0.5365, loss_cls: 3.1620, loss: 3.1620, grad_norm: 6.0317 2021-12-02 21:49:03,461 - mmaction - INFO - Epoch [3][1520/1793] lr: 7.500e-03, eta: 16:58:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2583, top5_acc: 0.5302, loss_cls: 3.1997, loss: 3.1997, grad_norm: 6.1371 2021-12-02 21:49:17,495 - mmaction - INFO - Epoch [3][1540/1793] lr: 7.500e-03, eta: 16:58:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2823, top5_acc: 0.5521, loss_cls: 3.0836, loss: 3.0836, grad_norm: 6.0258 2021-12-02 21:49:31,538 - mmaction - INFO - Epoch [3][1560/1793] lr: 7.500e-03, eta: 16:57:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2646, top5_acc: 0.5271, loss_cls: 3.2264, loss: 3.2264, grad_norm: 5.8958 2021-12-02 21:49:45,595 - mmaction - INFO - Epoch [3][1580/1793] lr: 7.500e-03, eta: 16:57:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2656, top5_acc: 0.5510, loss_cls: 3.1480, loss: 3.1480, grad_norm: 6.1050 2021-12-02 21:49:59,635 - mmaction - INFO - Epoch [3][1600/1793] lr: 7.500e-03, eta: 16:57:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2833, top5_acc: 0.5552, loss_cls: 3.1699, loss: 3.1699, grad_norm: 5.8979 2021-12-02 21:50:13,681 - mmaction - INFO - Epoch [3][1620/1793] lr: 7.500e-03, eta: 16:56:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2750, top5_acc: 0.5344, loss_cls: 3.1614, loss: 3.1614, grad_norm: 6.1536 2021-12-02 21:50:27,729 - mmaction - INFO - Epoch [3][1640/1793] lr: 7.500e-03, eta: 16:56:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2698, top5_acc: 0.5552, loss_cls: 3.1493, loss: 3.1493, grad_norm: 6.2429 2021-12-02 21:50:41,776 - mmaction - INFO - Epoch [3][1660/1793] lr: 7.500e-03, eta: 16:56:09, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.2906, top5_acc: 0.5583, loss_cls: 3.1157, loss: 3.1157, grad_norm: 6.0518 2021-12-02 21:50:55,818 - mmaction - INFO - Epoch [3][1680/1793] lr: 7.500e-03, eta: 16:55:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2875, top5_acc: 0.5687, loss_cls: 3.0337, loss: 3.0337, grad_norm: 6.0402 2021-12-02 21:51:09,881 - mmaction - INFO - Epoch [3][1700/1793] lr: 7.500e-03, eta: 16:55:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2812, top5_acc: 0.5823, loss_cls: 3.0391, loss: 3.0391, grad_norm: 6.3987 2021-12-02 21:51:23,946 - mmaction - INFO - Epoch [3][1720/1793] lr: 7.500e-03, eta: 16:55:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2812, top5_acc: 0.5417, loss_cls: 3.2166, loss: 3.2166, grad_norm: 6.1425 2021-12-02 21:51:38,012 - mmaction - INFO - Epoch [3][1740/1793] lr: 7.500e-03, eta: 16:54:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2865, top5_acc: 0.5604, loss_cls: 3.0908, loss: 3.0908, grad_norm: 5.9408 2021-12-02 21:51:52,079 - mmaction - INFO - Epoch [3][1760/1793] lr: 7.500e-03, eta: 16:54:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2875, top5_acc: 0.5781, loss_cls: 3.0447, loss: 3.0447, grad_norm: 6.4406 2021-12-02 21:52:06,142 - mmaction - INFO - Epoch [3][1780/1793] lr: 7.500e-03, eta: 16:54:06, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.2917, top5_acc: 0.5604, loss_cls: 3.0646, loss: 3.0646, grad_norm: 6.1539 2021-12-02 21:53:21,786 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:53:21,948 - mmaction - INFO - top1_acc 0.1998 top5_acc 0.4649 2021-12-02 21:53:21,948 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:53:21,959 - mmaction - INFO - mean_acc 0.1787 2021-12-02 21:53:23,110 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-12-02 21:53:23,110 - mmaction - INFO - Best top1_acc is 0.1998 at 3 epoch. 2021-12-02 21:53:23,123 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-12-02 21:53:23,910 - mmaction - INFO - Epoch(val) [3][241] top1_acc: 0.1998, top5_acc: 0.4649, mean_class_accuracy: 0.1787 2021-12-02 21:54:03,632 - mmaction - INFO - Epoch [4][20/1793] lr: 7.500e-03, eta: 16:57:50, time: 1.986, data_time: 1.277, memory: 10398, top1_acc: 0.2604, top5_acc: 0.5531, loss_cls: 3.1191, loss: 3.1191, grad_norm: 6.1972 2021-12-02 21:54:17,654 - mmaction - INFO - Epoch [4][40/1793] lr: 7.500e-03, eta: 16:57:28, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.2896, top5_acc: 0.5708, loss_cls: 3.0202, loss: 3.0202, grad_norm: 6.1582 2021-12-02 21:54:31,682 - mmaction - INFO - Epoch [4][60/1793] lr: 7.500e-03, eta: 16:57:06, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.2740, top5_acc: 0.5760, loss_cls: 3.0413, loss: 3.0413, grad_norm: 6.2634 2021-12-02 21:54:45,702 - mmaction - INFO - Epoch [4][80/1793] lr: 7.500e-03, eta: 16:56:44, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.3000, top5_acc: 0.6135, loss_cls: 2.9332, loss: 2.9332, grad_norm: 6.3897 2021-12-02 21:54:59,724 - mmaction - INFO - Epoch [4][100/1793] lr: 7.500e-03, eta: 16:56:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3104, top5_acc: 0.5990, loss_cls: 2.9359, loss: 2.9359, grad_norm: 6.2990 2021-12-02 21:55:13,756 - mmaction - INFO - Epoch [4][120/1793] lr: 7.500e-03, eta: 16:56:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3000, top5_acc: 0.5906, loss_cls: 3.0024, loss: 3.0024, grad_norm: 6.5118 2021-12-02 21:55:27,792 - mmaction - INFO - Epoch [4][140/1793] lr: 7.500e-03, eta: 16:55:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3000, top5_acc: 0.5938, loss_cls: 2.9563, loss: 2.9563, grad_norm: 6.4944 2021-12-02 21:55:41,838 - mmaction - INFO - Epoch [4][160/1793] lr: 7.500e-03, eta: 16:55:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3052, top5_acc: 0.6177, loss_cls: 2.9017, loss: 2.9017, grad_norm: 6.2124 2021-12-02 21:55:55,880 - mmaction - INFO - Epoch [4][180/1793] lr: 7.500e-03, eta: 16:54:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3042, top5_acc: 0.5833, loss_cls: 2.9601, loss: 2.9601, grad_norm: 6.2541 2021-12-02 21:56:09,932 - mmaction - INFO - Epoch [4][200/1793] lr: 7.500e-03, eta: 16:54:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2958, top5_acc: 0.5667, loss_cls: 3.0286, loss: 3.0286, grad_norm: 6.2930 2021-12-02 21:56:23,969 - mmaction - INFO - Epoch [4][220/1793] lr: 7.500e-03, eta: 16:54:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2969, top5_acc: 0.5917, loss_cls: 2.9663, loss: 2.9663, grad_norm: 6.0609 2021-12-02 21:56:38,001 - mmaction - INFO - Epoch [4][240/1793] lr: 7.500e-03, eta: 16:53:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3000, top5_acc: 0.5760, loss_cls: 3.0819, loss: 3.0819, grad_norm: 6.2704 2021-12-02 21:56:52,040 - mmaction - INFO - Epoch [4][260/1793] lr: 7.500e-03, eta: 16:53:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3000, top5_acc: 0.5781, loss_cls: 2.9607, loss: 2.9607, grad_norm: 6.2881 2021-12-02 21:57:06,075 - mmaction - INFO - Epoch [4][280/1793] lr: 7.500e-03, eta: 16:53:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3135, top5_acc: 0.6094, loss_cls: 2.8680, loss: 2.8680, grad_norm: 6.1687 2021-12-02 21:57:20,101 - mmaction - INFO - Epoch [4][300/1793] lr: 7.500e-03, eta: 16:52:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2917, top5_acc: 0.5635, loss_cls: 3.0556, loss: 3.0556, grad_norm: 6.3314 2021-12-02 21:57:34,128 - mmaction - INFO - Epoch [4][320/1793] lr: 7.500e-03, eta: 16:52:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2896, top5_acc: 0.5708, loss_cls: 3.0467, loss: 3.0467, grad_norm: 6.1771 2021-12-02 21:57:48,165 - mmaction - INFO - Epoch [4][340/1793] lr: 7.500e-03, eta: 16:52:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2927, top5_acc: 0.5594, loss_cls: 3.0859, loss: 3.0859, grad_norm: 6.2420 2021-12-02 21:58:02,193 - mmaction - INFO - Epoch [4][360/1793] lr: 7.500e-03, eta: 16:51:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2771, top5_acc: 0.5833, loss_cls: 3.0041, loss: 3.0041, grad_norm: 6.2832 2021-12-02 21:58:16,231 - mmaction - INFO - Epoch [4][380/1793] lr: 7.500e-03, eta: 16:51:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3021, top5_acc: 0.6115, loss_cls: 2.9328, loss: 2.9328, grad_norm: 6.5521 2021-12-02 21:58:30,270 - mmaction - INFO - Epoch [4][400/1793] lr: 7.500e-03, eta: 16:51:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3063, top5_acc: 0.5698, loss_cls: 3.0375, loss: 3.0375, grad_norm: 6.2705 2021-12-02 21:58:44,300 - mmaction - INFO - Epoch [4][420/1793] lr: 7.500e-03, eta: 16:50:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2771, top5_acc: 0.5521, loss_cls: 3.1413, loss: 3.1413, grad_norm: 6.3732 2021-12-02 21:58:58,340 - mmaction - INFO - Epoch [4][440/1793] lr: 7.500e-03, eta: 16:50:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2854, top5_acc: 0.5698, loss_cls: 3.0103, loss: 3.0103, grad_norm: 6.1801 2021-12-02 21:59:12,359 - mmaction - INFO - Epoch [4][460/1793] lr: 7.500e-03, eta: 16:50:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3208, top5_acc: 0.5792, loss_cls: 2.9895, loss: 2.9895, grad_norm: 6.2122 2021-12-02 21:59:26,405 - mmaction - INFO - Epoch [4][480/1793] lr: 7.500e-03, eta: 16:49:44, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3042, top5_acc: 0.5844, loss_cls: 3.0041, loss: 3.0041, grad_norm: 6.2676 2021-12-02 21:59:40,432 - mmaction - INFO - Epoch [4][500/1793] lr: 7.500e-03, eta: 16:49:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3229, top5_acc: 0.5792, loss_cls: 2.9803, loss: 2.9803, grad_norm: 6.2620 2021-12-02 21:59:54,477 - mmaction - INFO - Epoch [4][520/1793] lr: 7.500e-03, eta: 16:49:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3000, top5_acc: 0.5792, loss_cls: 3.0228, loss: 3.0228, grad_norm: 6.2148 2021-12-02 22:00:08,525 - mmaction - INFO - Epoch [4][540/1793] lr: 7.500e-03, eta: 16:48:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3052, top5_acc: 0.5875, loss_cls: 2.9824, loss: 2.9824, grad_norm: 6.2773 2021-12-02 22:00:22,564 - mmaction - INFO - Epoch [4][560/1793] lr: 7.500e-03, eta: 16:48:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3073, top5_acc: 0.5760, loss_cls: 2.9836, loss: 2.9836, grad_norm: 6.1904 2021-12-02 22:00:36,597 - mmaction - INFO - Epoch [4][580/1793] lr: 7.500e-03, eta: 16:48:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3198, top5_acc: 0.6000, loss_cls: 2.9276, loss: 2.9276, grad_norm: 6.3996 2021-12-02 22:00:50,621 - mmaction - INFO - Epoch [4][600/1793] lr: 7.500e-03, eta: 16:47:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2823, top5_acc: 0.5687, loss_cls: 3.0743, loss: 3.0743, grad_norm: 6.2231 2021-12-02 22:01:04,663 - mmaction - INFO - Epoch [4][620/1793] lr: 7.500e-03, eta: 16:47:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3302, top5_acc: 0.6094, loss_cls: 2.8926, loss: 2.8926, grad_norm: 6.1881 2021-12-02 22:01:18,698 - mmaction - INFO - Epoch [4][640/1793] lr: 7.500e-03, eta: 16:47:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3083, top5_acc: 0.6042, loss_cls: 2.9010, loss: 2.9010, grad_norm: 6.2120 2021-12-02 22:01:32,738 - mmaction - INFO - Epoch [4][660/1793] lr: 7.500e-03, eta: 16:46:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3146, top5_acc: 0.5771, loss_cls: 2.9745, loss: 2.9745, grad_norm: 6.3169 2021-12-02 22:01:46,785 - mmaction - INFO - Epoch [4][680/1793] lr: 7.500e-03, eta: 16:46:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3156, top5_acc: 0.6000, loss_cls: 2.9398, loss: 2.9398, grad_norm: 6.6482 2021-12-02 22:02:00,839 - mmaction - INFO - Epoch [4][700/1793] lr: 7.500e-03, eta: 16:46:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.2969, top5_acc: 0.5844, loss_cls: 2.9660, loss: 2.9660, grad_norm: 6.1958 2021-12-02 22:02:14,890 - mmaction - INFO - Epoch [4][720/1793] lr: 7.500e-03, eta: 16:45:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3260, top5_acc: 0.6302, loss_cls: 2.8142, loss: 2.8142, grad_norm: 6.4107 2021-12-02 22:02:28,949 - mmaction - INFO - Epoch [4][740/1793] lr: 7.500e-03, eta: 16:45:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3375, top5_acc: 0.6135, loss_cls: 2.7772, loss: 2.7772, grad_norm: 6.5298 2021-12-02 22:02:42,979 - mmaction - INFO - Epoch [4][760/1793] lr: 7.500e-03, eta: 16:45:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3083, top5_acc: 0.6104, loss_cls: 2.8509, loss: 2.8509, grad_norm: 6.3189 2021-12-02 22:02:57,004 - mmaction - INFO - Epoch [4][780/1793] lr: 7.500e-03, eta: 16:44:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.2948, top5_acc: 0.5583, loss_cls: 2.9693, loss: 2.9693, grad_norm: 6.4102 2021-12-02 22:03:11,040 - mmaction - INFO - Epoch [4][800/1793] lr: 7.500e-03, eta: 16:44:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3177, top5_acc: 0.6052, loss_cls: 2.8646, loss: 2.8646, grad_norm: 6.0557 2021-12-02 22:03:25,074 - mmaction - INFO - Epoch [4][820/1793] lr: 7.500e-03, eta: 16:44:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3250, top5_acc: 0.6052, loss_cls: 2.9098, loss: 2.9098, grad_norm: 6.4236 2021-12-02 22:03:39,115 - mmaction - INFO - Epoch [4][840/1793] lr: 7.500e-03, eta: 16:43:42, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3063, top5_acc: 0.5906, loss_cls: 2.9184, loss: 2.9184, grad_norm: 5.9842 2021-12-02 22:03:53,177 - mmaction - INFO - Epoch [4][860/1793] lr: 7.500e-03, eta: 16:43:22, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3010, top5_acc: 0.5719, loss_cls: 3.0104, loss: 3.0104, grad_norm: 6.4198 2021-12-02 22:04:07,224 - mmaction - INFO - Epoch [4][880/1793] lr: 7.500e-03, eta: 16:43:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3000, top5_acc: 0.5917, loss_cls: 3.0037, loss: 3.0037, grad_norm: 6.2610 2021-12-02 22:04:21,275 - mmaction - INFO - Epoch [4][900/1793] lr: 7.500e-03, eta: 16:42:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3375, top5_acc: 0.6323, loss_cls: 2.7743, loss: 2.7743, grad_norm: 6.3302 2021-12-02 22:04:35,343 - mmaction - INFO - Epoch [4][920/1793] lr: 7.500e-03, eta: 16:42:24, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.2927, top5_acc: 0.5854, loss_cls: 2.9726, loss: 2.9726, grad_norm: 6.4976 2021-12-02 22:04:49,388 - mmaction - INFO - Epoch [4][940/1793] lr: 7.500e-03, eta: 16:42:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3063, top5_acc: 0.5760, loss_cls: 3.0193, loss: 3.0193, grad_norm: 6.5660 2021-12-02 22:05:03,443 - mmaction - INFO - Epoch [4][960/1793] lr: 7.500e-03, eta: 16:41:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3177, top5_acc: 0.5802, loss_cls: 2.9958, loss: 2.9958, grad_norm: 6.1547 2021-12-02 22:05:17,487 - mmaction - INFO - Epoch [4][980/1793] lr: 7.500e-03, eta: 16:41:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2875, top5_acc: 0.5490, loss_cls: 3.1328, loss: 3.1328, grad_norm: 6.5125 2021-12-02 22:05:31,531 - mmaction - INFO - Epoch [4][1000/1793] lr: 7.500e-03, eta: 16:41:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2875, top5_acc: 0.5917, loss_cls: 2.9788, loss: 2.9788, grad_norm: 6.4288 2021-12-02 22:05:45,591 - mmaction - INFO - Epoch [4][1020/1793] lr: 7.500e-03, eta: 16:40:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3021, top5_acc: 0.5646, loss_cls: 3.0060, loss: 3.0060, grad_norm: 6.2779 2021-12-02 22:05:59,658 - mmaction - INFO - Epoch [4][1040/1793] lr: 7.500e-03, eta: 16:40:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3135, top5_acc: 0.6021, loss_cls: 2.9384, loss: 2.9384, grad_norm: 6.5441 2021-12-02 22:06:13,713 - mmaction - INFO - Epoch [4][1060/1793] lr: 7.500e-03, eta: 16:40:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3260, top5_acc: 0.6021, loss_cls: 2.9071, loss: 2.9071, grad_norm: 6.0430 2021-12-02 22:06:27,760 - mmaction - INFO - Epoch [4][1080/1793] lr: 7.500e-03, eta: 16:39:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3281, top5_acc: 0.6135, loss_cls: 2.8274, loss: 2.8274, grad_norm: 6.2263 2021-12-02 22:06:41,812 - mmaction - INFO - Epoch [4][1100/1793] lr: 7.500e-03, eta: 16:39:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3302, top5_acc: 0.6198, loss_cls: 2.8784, loss: 2.8784, grad_norm: 6.4663 2021-12-02 22:06:55,874 - mmaction - INFO - Epoch [4][1120/1793] lr: 7.500e-03, eta: 16:39:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3365, top5_acc: 0.6177, loss_cls: 2.8650, loss: 2.8650, grad_norm: 6.1850 2021-12-02 22:07:09,936 - mmaction - INFO - Epoch [4][1140/1793] lr: 7.500e-03, eta: 16:38:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3156, top5_acc: 0.5896, loss_cls: 2.9731, loss: 2.9731, grad_norm: 6.0731 2021-12-02 22:07:23,997 - mmaction - INFO - Epoch [4][1160/1793] lr: 7.500e-03, eta: 16:38:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3156, top5_acc: 0.6198, loss_cls: 2.8562, loss: 2.8562, grad_norm: 6.5401 2021-12-02 22:07:38,063 - mmaction - INFO - Epoch [4][1180/1793] lr: 7.500e-03, eta: 16:38:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3292, top5_acc: 0.5969, loss_cls: 2.8397, loss: 2.8397, grad_norm: 6.0234 2021-12-02 22:07:52,108 - mmaction - INFO - Epoch [4][1200/1793] lr: 7.500e-03, eta: 16:37:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2969, top5_acc: 0.5927, loss_cls: 3.0122, loss: 3.0122, grad_norm: 6.5638 2021-12-02 22:08:06,162 - mmaction - INFO - Epoch [4][1220/1793] lr: 7.500e-03, eta: 16:37:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3094, top5_acc: 0.5823, loss_cls: 3.0271, loss: 3.0271, grad_norm: 6.3390 2021-12-02 22:08:20,226 - mmaction - INFO - Epoch [4][1240/1793] lr: 7.500e-03, eta: 16:37:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3156, top5_acc: 0.6073, loss_cls: 2.8503, loss: 2.8503, grad_norm: 6.2630 2021-12-02 22:08:34,280 - mmaction - INFO - Epoch [4][1260/1793] lr: 7.500e-03, eta: 16:36:59, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3000, top5_acc: 0.5885, loss_cls: 2.9173, loss: 2.9173, grad_norm: 6.2461 2021-12-02 22:08:48,325 - mmaction - INFO - Epoch [4][1280/1793] lr: 7.500e-03, eta: 16:36:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3187, top5_acc: 0.5969, loss_cls: 2.9033, loss: 2.9033, grad_norm: 6.1290 2021-12-02 22:09:02,368 - mmaction - INFO - Epoch [4][1300/1793] lr: 7.500e-03, eta: 16:36:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3302, top5_acc: 0.6344, loss_cls: 2.8163, loss: 2.8163, grad_norm: 6.6431 2021-12-02 22:09:16,406 - mmaction - INFO - Epoch [4][1320/1793] lr: 7.500e-03, eta: 16:36:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3052, top5_acc: 0.6094, loss_cls: 2.9156, loss: 2.9156, grad_norm: 6.4501 2021-12-02 22:09:30,451 - mmaction - INFO - Epoch [4][1340/1793] lr: 7.500e-03, eta: 16:35:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3021, top5_acc: 0.6010, loss_cls: 2.9493, loss: 2.9493, grad_norm: 6.1241 2021-12-02 22:09:44,514 - mmaction - INFO - Epoch [4][1360/1793] lr: 7.500e-03, eta: 16:35:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3187, top5_acc: 0.6125, loss_cls: 2.8842, loss: 2.8842, grad_norm: 6.3775 2021-12-02 22:09:58,564 - mmaction - INFO - Epoch [4][1380/1793] lr: 7.500e-03, eta: 16:35:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3354, top5_acc: 0.6188, loss_cls: 2.8787, loss: 2.8787, grad_norm: 6.3844 2021-12-02 22:10:12,602 - mmaction - INFO - Epoch [4][1400/1793] lr: 7.500e-03, eta: 16:34:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3094, top5_acc: 0.6073, loss_cls: 2.9253, loss: 2.9253, grad_norm: 5.9145 2021-12-02 22:10:26,652 - mmaction - INFO - Epoch [4][1420/1793] lr: 7.500e-03, eta: 16:34:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3125, top5_acc: 0.6104, loss_cls: 2.8899, loss: 2.8899, grad_norm: 6.2151 2021-12-02 22:10:40,691 - mmaction - INFO - Epoch [4][1440/1793] lr: 7.500e-03, eta: 16:34:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3208, top5_acc: 0.5979, loss_cls: 2.8949, loss: 2.8949, grad_norm: 6.2334 2021-12-02 22:10:54,740 - mmaction - INFO - Epoch [4][1460/1793] lr: 7.500e-03, eta: 16:33:50, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3385, top5_acc: 0.6104, loss_cls: 2.8858, loss: 2.8858, grad_norm: 6.0915 2021-12-02 22:11:08,788 - mmaction - INFO - Epoch [4][1480/1793] lr: 7.500e-03, eta: 16:33:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3063, top5_acc: 0.6042, loss_cls: 2.9370, loss: 2.9370, grad_norm: 6.3779 2021-12-02 22:11:22,836 - mmaction - INFO - Epoch [4][1500/1793] lr: 7.500e-03, eta: 16:33:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3354, top5_acc: 0.6240, loss_cls: 2.7994, loss: 2.7994, grad_norm: 6.3166 2021-12-02 22:11:36,875 - mmaction - INFO - Epoch [4][1520/1793] lr: 7.500e-03, eta: 16:32:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.2896, top5_acc: 0.6073, loss_cls: 2.8903, loss: 2.8903, grad_norm: 6.4983 2021-12-02 22:11:50,925 - mmaction - INFO - Epoch [4][1540/1793] lr: 7.500e-03, eta: 16:32:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3479, top5_acc: 0.6240, loss_cls: 2.7623, loss: 2.7623, grad_norm: 6.1929 2021-12-02 22:12:04,971 - mmaction - INFO - Epoch [4][1560/1793] lr: 7.500e-03, eta: 16:32:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3438, top5_acc: 0.5979, loss_cls: 2.8960, loss: 2.8960, grad_norm: 6.4793 2021-12-02 22:12:19,003 - mmaction - INFO - Epoch [4][1580/1793] lr: 7.500e-03, eta: 16:31:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3302, top5_acc: 0.6260, loss_cls: 2.8335, loss: 2.8335, grad_norm: 6.1524 2021-12-02 22:12:33,067 - mmaction - INFO - Epoch [4][1600/1793] lr: 7.500e-03, eta: 16:31:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3677, top5_acc: 0.6427, loss_cls: 2.7366, loss: 2.7366, grad_norm: 6.4544 2021-12-02 22:12:47,117 - mmaction - INFO - Epoch [4][1620/1793] lr: 7.500e-03, eta: 16:31:21, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3354, top5_acc: 0.6219, loss_cls: 2.8473, loss: 2.8473, grad_norm: 6.2576 2021-12-02 22:13:01,163 - mmaction - INFO - Epoch [4][1640/1793] lr: 7.500e-03, eta: 16:31:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3365, top5_acc: 0.6146, loss_cls: 2.8447, loss: 2.8447, grad_norm: 6.5285 2021-12-02 22:13:15,209 - mmaction - INFO - Epoch [4][1660/1793] lr: 7.500e-03, eta: 16:30:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3167, top5_acc: 0.6188, loss_cls: 2.9102, loss: 2.9102, grad_norm: 6.3577 2021-12-02 22:13:29,250 - mmaction - INFO - Epoch [4][1680/1793] lr: 7.500e-03, eta: 16:30:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3604, top5_acc: 0.6104, loss_cls: 2.8156, loss: 2.8156, grad_norm: 6.3439 2021-12-02 22:13:43,309 - mmaction - INFO - Epoch [4][1700/1793] lr: 7.500e-03, eta: 16:30:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3323, top5_acc: 0.6208, loss_cls: 2.8556, loss: 2.8556, grad_norm: 6.4019 2021-12-02 22:13:57,354 - mmaction - INFO - Epoch [4][1720/1793] lr: 7.500e-03, eta: 16:29:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3104, top5_acc: 0.6115, loss_cls: 2.9014, loss: 2.9014, grad_norm: 6.3248 2021-12-02 22:14:11,402 - mmaction - INFO - Epoch [4][1740/1793] lr: 7.500e-03, eta: 16:29:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3323, top5_acc: 0.6115, loss_cls: 2.8738, loss: 2.8738, grad_norm: 6.7100 2021-12-02 22:14:25,431 - mmaction - INFO - Epoch [4][1760/1793] lr: 7.500e-03, eta: 16:29:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3042, top5_acc: 0.6094, loss_cls: 2.8689, loss: 2.8689, grad_norm: 6.4860 2021-12-02 22:14:39,472 - mmaction - INFO - Epoch [4][1780/1793] lr: 7.500e-03, eta: 16:28:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3333, top5_acc: 0.6240, loss_cls: 2.7900, loss: 2.7900, grad_norm: 6.3086 2021-12-02 22:15:56,694 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:15:56,846 - mmaction - INFO - top1_acc 0.2457 top5_acc 0.5200 2021-12-02 22:15:56,847 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:15:56,856 - mmaction - INFO - mean_acc 0.2203 2021-12-02 22:15:57,794 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-12-02 22:15:57,794 - mmaction - INFO - Best top1_acc is 0.2457 at 4 epoch. 2021-12-02 22:15:57,807 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-12-02 22:16:01,916 - mmaction - INFO - Epoch(val) [4][241] top1_acc: 0.2457, top5_acc: 0.5200, mean_class_accuracy: 0.2203 2021-12-02 22:16:41,910 - mmaction - INFO - Epoch [5][20/1793] lr: 7.500e-03, eta: 16:31:37, time: 1.999, data_time: 1.300, memory: 10398, top1_acc: 0.3594, top5_acc: 0.6260, loss_cls: 2.7537, loss: 2.7537, grad_norm: 6.1187 2021-12-02 22:16:55,922 - mmaction - INFO - Epoch [5][40/1793] lr: 7.500e-03, eta: 16:31:17, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.3177, top5_acc: 0.6042, loss_cls: 2.8618, loss: 2.8618, grad_norm: 6.7521 2021-12-02 22:17:09,937 - mmaction - INFO - Epoch [5][60/1793] lr: 7.500e-03, eta: 16:30:58, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.3396, top5_acc: 0.6500, loss_cls: 2.7470, loss: 2.7470, grad_norm: 6.4718 2021-12-02 22:17:23,954 - mmaction - INFO - Epoch [5][80/1793] lr: 7.500e-03, eta: 16:30:39, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.3271, top5_acc: 0.6094, loss_cls: 2.8471, loss: 2.8471, grad_norm: 6.6676 2021-12-02 22:17:37,966 - mmaction - INFO - Epoch [5][100/1793] lr: 7.500e-03, eta: 16:30:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3594, top5_acc: 0.6385, loss_cls: 2.7493, loss: 2.7493, grad_norm: 6.2782 2021-12-02 22:17:51,977 - mmaction - INFO - Epoch [5][120/1793] lr: 7.500e-03, eta: 16:30:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3427, top5_acc: 0.6260, loss_cls: 2.7911, loss: 2.7911, grad_norm: 6.5425 2021-12-02 22:18:06,006 - mmaction - INFO - Epoch [5][140/1793] lr: 7.500e-03, eta: 16:29:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3312, top5_acc: 0.6240, loss_cls: 2.8336, loss: 2.8336, grad_norm: 6.0743 2021-12-02 22:18:20,024 - mmaction - INFO - Epoch [5][160/1793] lr: 7.500e-03, eta: 16:29:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3500, top5_acc: 0.6396, loss_cls: 2.7504, loss: 2.7504, grad_norm: 6.5211 2021-12-02 22:18:34,049 - mmaction - INFO - Epoch [5][180/1793] lr: 7.500e-03, eta: 16:29:04, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.3479, top5_acc: 0.6365, loss_cls: 2.7724, loss: 2.7724, grad_norm: 6.1574 2021-12-02 22:18:48,072 - mmaction - INFO - Epoch [5][200/1793] lr: 7.500e-03, eta: 16:28:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3385, top5_acc: 0.6479, loss_cls: 2.7115, loss: 2.7115, grad_norm: 6.6580 2021-12-02 22:19:02,105 - mmaction - INFO - Epoch [5][220/1793] lr: 7.500e-03, eta: 16:28:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3292, top5_acc: 0.6260, loss_cls: 2.8345, loss: 2.8345, grad_norm: 6.3600 2021-12-02 22:19:16,129 - mmaction - INFO - Epoch [5][240/1793] lr: 7.500e-03, eta: 16:28:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3344, top5_acc: 0.6323, loss_cls: 2.7873, loss: 2.7873, grad_norm: 6.3830 2021-12-02 22:19:30,153 - mmaction - INFO - Epoch [5][260/1793] lr: 7.500e-03, eta: 16:27:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3354, top5_acc: 0.6406, loss_cls: 2.7654, loss: 2.7654, grad_norm: 6.2509 2021-12-02 22:19:44,185 - mmaction - INFO - Epoch [5][280/1793] lr: 7.500e-03, eta: 16:27:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3396, top5_acc: 0.5990, loss_cls: 2.8223, loss: 2.8223, grad_norm: 6.2748 2021-12-02 22:19:58,225 - mmaction - INFO - Epoch [5][300/1793] lr: 7.500e-03, eta: 16:27:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3427, top5_acc: 0.6417, loss_cls: 2.6928, loss: 2.6928, grad_norm: 6.4620 2021-12-02 22:20:12,271 - mmaction - INFO - Epoch [5][320/1793] lr: 7.500e-03, eta: 16:26:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3260, top5_acc: 0.6042, loss_cls: 2.8881, loss: 2.8881, grad_norm: 6.6953 2021-12-02 22:20:26,311 - mmaction - INFO - Epoch [5][340/1793] lr: 7.500e-03, eta: 16:26:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3354, top5_acc: 0.6146, loss_cls: 2.8289, loss: 2.8289, grad_norm: 6.6328 2021-12-02 22:20:40,350 - mmaction - INFO - Epoch [5][360/1793] lr: 7.500e-03, eta: 16:26:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3542, top5_acc: 0.6312, loss_cls: 2.7288, loss: 2.7288, grad_norm: 6.6137 2021-12-02 22:20:54,406 - mmaction - INFO - Epoch [5][380/1793] lr: 7.500e-03, eta: 16:25:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3469, top5_acc: 0.6198, loss_cls: 2.6918, loss: 2.6918, grad_norm: 6.5473 2021-12-02 22:21:08,450 - mmaction - INFO - Epoch [5][400/1793] lr: 7.500e-03, eta: 16:25:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3458, top5_acc: 0.6438, loss_cls: 2.7457, loss: 2.7457, grad_norm: 6.2393 2021-12-02 22:21:22,512 - mmaction - INFO - Epoch [5][420/1793] lr: 7.500e-03, eta: 16:25:21, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3240, top5_acc: 0.6448, loss_cls: 2.7760, loss: 2.7760, grad_norm: 6.2645 2021-12-02 22:21:36,549 - mmaction - INFO - Epoch [5][440/1793] lr: 7.500e-03, eta: 16:25:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3427, top5_acc: 0.6406, loss_cls: 2.7343, loss: 2.7343, grad_norm: 6.4750 2021-12-02 22:21:50,589 - mmaction - INFO - Epoch [5][460/1793] lr: 7.500e-03, eta: 16:24:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3438, top5_acc: 0.6469, loss_cls: 2.7057, loss: 2.7057, grad_norm: 6.4361 2021-12-02 22:22:04,638 - mmaction - INFO - Epoch [5][480/1793] lr: 7.500e-03, eta: 16:24:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3406, top5_acc: 0.6438, loss_cls: 2.7314, loss: 2.7314, grad_norm: 6.5769 2021-12-02 22:22:18,693 - mmaction - INFO - Epoch [5][500/1793] lr: 7.500e-03, eta: 16:24:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3427, top5_acc: 0.6333, loss_cls: 2.7566, loss: 2.7566, grad_norm: 6.5195 2021-12-02 22:22:32,735 - mmaction - INFO - Epoch [5][520/1793] lr: 7.500e-03, eta: 16:23:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3646, top5_acc: 0.6302, loss_cls: 2.6833, loss: 2.6833, grad_norm: 6.3766 2021-12-02 22:22:46,785 - mmaction - INFO - Epoch [5][540/1793] lr: 7.500e-03, eta: 16:23:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3344, top5_acc: 0.6083, loss_cls: 2.8593, loss: 2.8593, grad_norm: 6.5173 2021-12-02 22:23:00,828 - mmaction - INFO - Epoch [5][560/1793] lr: 7.500e-03, eta: 16:23:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3385, top5_acc: 0.6125, loss_cls: 2.9269, loss: 2.9269, grad_norm: 6.2678 2021-12-02 22:23:14,876 - mmaction - INFO - Epoch [5][580/1793] lr: 7.500e-03, eta: 16:22:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3615, top5_acc: 0.6354, loss_cls: 2.7279, loss: 2.7279, grad_norm: 6.2611 2021-12-02 22:23:28,936 - mmaction - INFO - Epoch [5][600/1793] lr: 7.500e-03, eta: 16:22:37, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3417, top5_acc: 0.6323, loss_cls: 2.8076, loss: 2.8076, grad_norm: 6.4419 2021-12-02 22:23:43,001 - mmaction - INFO - Epoch [5][620/1793] lr: 7.500e-03, eta: 16:22:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3229, top5_acc: 0.6292, loss_cls: 2.7951, loss: 2.7951, grad_norm: 6.3690 2021-12-02 22:23:57,063 - mmaction - INFO - Epoch [5][640/1793] lr: 7.500e-03, eta: 16:22:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3260, top5_acc: 0.6198, loss_cls: 2.8087, loss: 2.8087, grad_norm: 6.3644 2021-12-02 22:24:11,126 - mmaction - INFO - Epoch [5][660/1793] lr: 7.500e-03, eta: 16:21:44, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3542, top5_acc: 0.6698, loss_cls: 2.6534, loss: 2.6534, grad_norm: 6.6129 2021-12-02 22:24:25,188 - mmaction - INFO - Epoch [5][680/1793] lr: 7.500e-03, eta: 16:21:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3656, top5_acc: 0.6687, loss_cls: 2.6177, loss: 2.6177, grad_norm: 6.0750 2021-12-02 22:24:39,255 - mmaction - INFO - Epoch [5][700/1793] lr: 7.500e-03, eta: 16:21:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3667, top5_acc: 0.6271, loss_cls: 2.7103, loss: 2.7103, grad_norm: 6.3852 2021-12-02 22:24:53,318 - mmaction - INFO - Epoch [5][720/1793] lr: 7.500e-03, eta: 16:20:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3583, top5_acc: 0.6406, loss_cls: 2.7622, loss: 2.7622, grad_norm: 6.8709 2021-12-02 22:25:07,369 - mmaction - INFO - Epoch [5][740/1793] lr: 7.500e-03, eta: 16:20:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3469, top5_acc: 0.6396, loss_cls: 2.7243, loss: 2.7243, grad_norm: 6.4235 2021-12-02 22:25:21,430 - mmaction - INFO - Epoch [5][760/1793] lr: 7.500e-03, eta: 16:20:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3385, top5_acc: 0.6323, loss_cls: 2.7451, loss: 2.7451, grad_norm: 6.4918 2021-12-02 22:25:35,479 - mmaction - INFO - Epoch [5][780/1793] lr: 7.500e-03, eta: 16:19:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3719, top5_acc: 0.6583, loss_cls: 2.6614, loss: 2.6614, grad_norm: 6.2735 2021-12-02 22:25:49,540 - mmaction - INFO - Epoch [5][800/1793] lr: 7.500e-03, eta: 16:19:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3281, top5_acc: 0.6375, loss_cls: 2.7070, loss: 2.7070, grad_norm: 6.4685 2021-12-02 22:26:03,610 - mmaction - INFO - Epoch [5][820/1793] lr: 7.500e-03, eta: 16:19:21, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.3375, top5_acc: 0.6125, loss_cls: 2.7993, loss: 2.7993, grad_norm: 6.2830 2021-12-02 22:26:17,671 - mmaction - INFO - Epoch [5][840/1793] lr: 7.500e-03, eta: 16:19:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3677, top5_acc: 0.6635, loss_cls: 2.6390, loss: 2.6390, grad_norm: 6.4653 2021-12-02 22:26:31,713 - mmaction - INFO - Epoch [5][860/1793] lr: 7.500e-03, eta: 16:18:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3531, top5_acc: 0.6396, loss_cls: 2.7372, loss: 2.7372, grad_norm: 6.4451 2021-12-02 22:26:45,763 - mmaction - INFO - Epoch [5][880/1793] lr: 7.500e-03, eta: 16:18:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3500, top5_acc: 0.6354, loss_cls: 2.7646, loss: 2.7646, grad_norm: 6.2577 2021-12-02 22:26:59,826 - mmaction - INFO - Epoch [5][900/1793] lr: 7.500e-03, eta: 16:18:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3563, top5_acc: 0.6323, loss_cls: 2.8091, loss: 2.8091, grad_norm: 6.2567 2021-12-02 22:27:13,883 - mmaction - INFO - Epoch [5][920/1793] lr: 7.500e-03, eta: 16:17:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3677, top5_acc: 0.6271, loss_cls: 2.7651, loss: 2.7651, grad_norm: 6.0217 2021-12-02 22:27:27,949 - mmaction - INFO - Epoch [5][940/1793] lr: 7.500e-03, eta: 16:17:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3531, top5_acc: 0.6583, loss_cls: 2.7074, loss: 2.7074, grad_norm: 6.6484 2021-12-02 22:27:42,018 - mmaction - INFO - Epoch [5][960/1793] lr: 7.500e-03, eta: 16:17:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3365, top5_acc: 0.6146, loss_cls: 2.8274, loss: 2.8274, grad_norm: 6.2194 2021-12-02 22:27:56,063 - mmaction - INFO - Epoch [5][980/1793] lr: 7.500e-03, eta: 16:16:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3448, top5_acc: 0.6323, loss_cls: 2.7279, loss: 2.7279, grad_norm: 6.3795 2021-12-02 22:28:10,124 - mmaction - INFO - Epoch [5][1000/1793] lr: 7.500e-03, eta: 16:16:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3646, top5_acc: 0.6365, loss_cls: 2.7092, loss: 2.7092, grad_norm: 6.3365 2021-12-02 22:28:24,185 - mmaction - INFO - Epoch [5][1020/1793] lr: 7.500e-03, eta: 16:16:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3781, top5_acc: 0.6385, loss_cls: 2.6683, loss: 2.6683, grad_norm: 6.1744 2021-12-02 22:28:38,230 - mmaction - INFO - Epoch [5][1040/1793] lr: 7.500e-03, eta: 16:16:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3448, top5_acc: 0.6344, loss_cls: 2.7189, loss: 2.7189, grad_norm: 6.3034 2021-12-02 22:28:52,291 - mmaction - INFO - Epoch [5][1060/1793] lr: 7.500e-03, eta: 16:15:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3448, top5_acc: 0.6250, loss_cls: 2.7836, loss: 2.7836, grad_norm: 6.4808 2021-12-02 22:29:06,340 - mmaction - INFO - Epoch [5][1080/1793] lr: 7.500e-03, eta: 16:15:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3740, top5_acc: 0.6792, loss_cls: 2.5992, loss: 2.5992, grad_norm: 6.4737 2021-12-02 22:29:20,393 - mmaction - INFO - Epoch [5][1100/1793] lr: 7.500e-03, eta: 16:15:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3583, top5_acc: 0.6542, loss_cls: 2.6828, loss: 2.6828, grad_norm: 6.1639 2021-12-02 22:29:34,454 - mmaction - INFO - Epoch [5][1120/1793] lr: 7.500e-03, eta: 16:14:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3510, top5_acc: 0.6542, loss_cls: 2.6451, loss: 2.6451, grad_norm: 6.7336 2021-12-02 22:29:48,495 - mmaction - INFO - Epoch [5][1140/1793] lr: 7.500e-03, eta: 16:14:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3490, top5_acc: 0.6240, loss_cls: 2.7305, loss: 2.7305, grad_norm: 6.1918 2021-12-02 22:30:02,535 - mmaction - INFO - Epoch [5][1160/1793] lr: 7.500e-03, eta: 16:14:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3740, top5_acc: 0.6573, loss_cls: 2.6170, loss: 2.6170, grad_norm: 6.3139 2021-12-02 22:30:16,588 - mmaction - INFO - Epoch [5][1180/1793] lr: 7.500e-03, eta: 16:14:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3625, top5_acc: 0.6500, loss_cls: 2.6946, loss: 2.6946, grad_norm: 6.7075 2021-12-02 22:30:30,644 - mmaction - INFO - Epoch [5][1200/1793] lr: 7.500e-03, eta: 16:13:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3583, top5_acc: 0.6312, loss_cls: 2.6848, loss: 2.6848, grad_norm: 6.2438 2021-12-02 22:30:44,674 - mmaction - INFO - Epoch [5][1220/1793] lr: 7.500e-03, eta: 16:13:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3396, top5_acc: 0.6333, loss_cls: 2.7111, loss: 2.7111, grad_norm: 6.5125 2021-12-02 22:30:58,687 - mmaction - INFO - Epoch [5][1240/1793] lr: 7.500e-03, eta: 16:13:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3469, top5_acc: 0.6531, loss_cls: 2.6574, loss: 2.6574, grad_norm: 6.3901 2021-12-02 22:31:12,734 - mmaction - INFO - Epoch [5][1260/1793] lr: 7.500e-03, eta: 16:12:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3312, top5_acc: 0.6250, loss_cls: 2.7641, loss: 2.7641, grad_norm: 6.3275 2021-12-02 22:31:26,790 - mmaction - INFO - Epoch [5][1280/1793] lr: 7.500e-03, eta: 16:12:34, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3667, top5_acc: 0.6312, loss_cls: 2.7062, loss: 2.7062, grad_norm: 6.4410 2021-12-02 22:31:40,827 - mmaction - INFO - Epoch [5][1300/1793] lr: 7.500e-03, eta: 16:12:17, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3604, top5_acc: 0.6625, loss_cls: 2.6527, loss: 2.6527, grad_norm: 6.5137 2021-12-02 22:31:54,853 - mmaction - INFO - Epoch [5][1320/1793] lr: 7.500e-03, eta: 16:11:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3875, top5_acc: 0.6635, loss_cls: 2.5486, loss: 2.5486, grad_norm: 6.4052 2021-12-02 22:32:08,890 - mmaction - INFO - Epoch [5][1340/1793] lr: 7.500e-03, eta: 16:11:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3469, top5_acc: 0.6365, loss_cls: 2.7168, loss: 2.7168, grad_norm: 6.4433 2021-12-02 22:32:22,913 - mmaction - INFO - Epoch [5][1360/1793] lr: 7.500e-03, eta: 16:11:24, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.3583, top5_acc: 0.6375, loss_cls: 2.7656, loss: 2.7656, grad_norm: 6.6348 2021-12-02 22:32:36,939 - mmaction - INFO - Epoch [5][1380/1793] lr: 7.500e-03, eta: 16:11:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3469, top5_acc: 0.6438, loss_cls: 2.7324, loss: 2.7324, grad_norm: 6.2957 2021-12-02 22:32:50,983 - mmaction - INFO - Epoch [5][1400/1793] lr: 7.500e-03, eta: 16:10:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3500, top5_acc: 0.6333, loss_cls: 2.7564, loss: 2.7564, grad_norm: 6.5644 2021-12-02 22:33:05,012 - mmaction - INFO - Epoch [5][1420/1793] lr: 7.500e-03, eta: 16:10:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3625, top5_acc: 0.6510, loss_cls: 2.7054, loss: 2.7054, grad_norm: 6.5849 2021-12-02 22:33:19,045 - mmaction - INFO - Epoch [5][1440/1793] lr: 7.500e-03, eta: 16:10:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3740, top5_acc: 0.6552, loss_cls: 2.6130, loss: 2.6130, grad_norm: 6.3096 2021-12-02 22:33:33,097 - mmaction - INFO - Epoch [5][1460/1793] lr: 7.500e-03, eta: 16:09:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3573, top5_acc: 0.6521, loss_cls: 2.7178, loss: 2.7178, grad_norm: 6.9053 2021-12-02 22:33:47,150 - mmaction - INFO - Epoch [5][1480/1793] lr: 7.500e-03, eta: 16:09:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3552, top5_acc: 0.6448, loss_cls: 2.6248, loss: 2.6248, grad_norm: 6.4752 2021-12-02 22:34:01,187 - mmaction - INFO - Epoch [5][1500/1793] lr: 7.500e-03, eta: 16:09:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3604, top5_acc: 0.6344, loss_cls: 2.7255, loss: 2.7255, grad_norm: 6.3633 2021-12-02 22:34:15,212 - mmaction - INFO - Epoch [5][1520/1793] lr: 7.500e-03, eta: 16:09:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3708, top5_acc: 0.6448, loss_cls: 2.7190, loss: 2.7190, grad_norm: 6.2107 2021-12-02 22:34:29,235 - mmaction - INFO - Epoch [5][1540/1793] lr: 7.500e-03, eta: 16:08:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3604, top5_acc: 0.6510, loss_cls: 2.6386, loss: 2.6386, grad_norm: 6.2006 2021-12-02 22:34:43,252 - mmaction - INFO - Epoch [5][1560/1793] lr: 7.500e-03, eta: 16:08:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3510, top5_acc: 0.6448, loss_cls: 2.7224, loss: 2.7224, grad_norm: 6.2617 2021-12-02 22:34:57,270 - mmaction - INFO - Epoch [5][1580/1793] lr: 7.500e-03, eta: 16:08:11, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.3646, top5_acc: 0.6417, loss_cls: 2.7340, loss: 2.7340, grad_norm: 6.2798 2021-12-02 22:35:11,305 - mmaction - INFO - Epoch [5][1600/1793] lr: 7.500e-03, eta: 16:07:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3552, top5_acc: 0.6500, loss_cls: 2.6792, loss: 2.6792, grad_norm: 6.3976 2021-12-02 22:35:25,328 - mmaction - INFO - Epoch [5][1620/1793] lr: 7.500e-03, eta: 16:07:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.6708, loss_cls: 2.5946, loss: 2.5946, grad_norm: 6.2872 2021-12-02 22:35:39,354 - mmaction - INFO - Epoch [5][1640/1793] lr: 7.500e-03, eta: 16:07:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3198, top5_acc: 0.6302, loss_cls: 2.7621, loss: 2.7621, grad_norm: 6.6652 2021-12-02 22:35:53,369 - mmaction - INFO - Epoch [5][1660/1793] lr: 7.500e-03, eta: 16:07:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3656, top5_acc: 0.6479, loss_cls: 2.6824, loss: 2.6824, grad_norm: 6.2748 2021-12-02 22:36:07,405 - mmaction - INFO - Epoch [5][1680/1793] lr: 7.500e-03, eta: 16:06:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3479, top5_acc: 0.6260, loss_cls: 2.7315, loss: 2.7315, grad_norm: 6.4723 2021-12-02 22:36:21,441 - mmaction - INFO - Epoch [5][1700/1793] lr: 7.500e-03, eta: 16:06:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3521, top5_acc: 0.6458, loss_cls: 2.6675, loss: 2.6675, grad_norm: 6.2502 2021-12-02 22:36:35,467 - mmaction - INFO - Epoch [5][1720/1793] lr: 7.500e-03, eta: 16:06:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3479, top5_acc: 0.6406, loss_cls: 2.6596, loss: 2.6596, grad_norm: 6.8347 2021-12-02 22:36:49,492 - mmaction - INFO - Epoch [5][1740/1793] lr: 7.500e-03, eta: 16:05:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3771, top5_acc: 0.6771, loss_cls: 2.5779, loss: 2.5779, grad_norm: 6.2871 2021-12-02 22:37:03,525 - mmaction - INFO - Epoch [5][1760/1793] lr: 7.500e-03, eta: 16:05:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3625, top5_acc: 0.6542, loss_cls: 2.6130, loss: 2.6130, grad_norm: 6.5677 2021-12-02 22:37:17,575 - mmaction - INFO - Epoch [5][1780/1793] lr: 7.500e-03, eta: 16:05:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3500, top5_acc: 0.6438, loss_cls: 2.6668, loss: 2.6668, grad_norm: 6.4904 2021-12-02 22:38:34,363 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:38:34,516 - mmaction - INFO - top1_acc 0.2559 top5_acc 0.5497 2021-12-02 22:38:34,516 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:38:34,525 - mmaction - INFO - mean_acc 0.2307 2021-12-02 22:38:36,401 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-12-02 22:38:36,402 - mmaction - INFO - Best top1_acc is 0.2559 at 5 epoch. 2021-12-02 22:38:36,416 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-12-02 22:38:40,016 - mmaction - INFO - Epoch(val) [5][241] top1_acc: 0.2559, top5_acc: 0.5497, mean_class_accuracy: 0.2307 2021-12-02 22:39:19,881 - mmaction - INFO - Epoch [6][20/1793] lr: 7.500e-03, eta: 16:07:19, time: 1.993, data_time: 1.294, memory: 10398, top1_acc: 0.3688, top5_acc: 0.6552, loss_cls: 2.5974, loss: 2.5974, grad_norm: 6.4296 2021-12-02 22:39:33,889 - mmaction - INFO - Epoch [6][40/1793] lr: 7.500e-03, eta: 16:07:02, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.3729, top5_acc: 0.6490, loss_cls: 2.6888, loss: 2.6888, grad_norm: 6.2498 2021-12-02 22:39:47,897 - mmaction - INFO - Epoch [6][60/1793] lr: 7.500e-03, eta: 16:06:44, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.4042, top5_acc: 0.6865, loss_cls: 2.4201, loss: 2.4201, grad_norm: 6.6213 2021-12-02 22:40:01,908 - mmaction - INFO - Epoch [6][80/1793] lr: 7.500e-03, eta: 16:06:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3740, top5_acc: 0.6417, loss_cls: 2.6417, loss: 2.6417, grad_norm: 6.7447 2021-12-02 22:40:15,933 - mmaction - INFO - Epoch [6][100/1793] lr: 7.500e-03, eta: 16:06:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4125, top5_acc: 0.6781, loss_cls: 2.5065, loss: 2.5065, grad_norm: 6.4938 2021-12-02 22:40:29,958 - mmaction - INFO - Epoch [6][120/1793] lr: 7.500e-03, eta: 16:05:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3750, top5_acc: 0.6646, loss_cls: 2.5910, loss: 2.5910, grad_norm: 6.7288 2021-12-02 22:40:44,005 - mmaction - INFO - Epoch [6][140/1793] lr: 7.500e-03, eta: 16:05:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.6750, loss_cls: 2.5450, loss: 2.5450, grad_norm: 6.2850 2021-12-02 22:40:58,039 - mmaction - INFO - Epoch [6][160/1793] lr: 7.500e-03, eta: 16:05:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3729, top5_acc: 0.6573, loss_cls: 2.5959, loss: 2.5959, grad_norm: 6.5790 2021-12-02 22:41:12,081 - mmaction - INFO - Epoch [6][180/1793] lr: 7.500e-03, eta: 16:04:59, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3771, top5_acc: 0.6562, loss_cls: 2.6593, loss: 2.6593, grad_norm: 6.2837 2021-12-02 22:41:26,117 - mmaction - INFO - Epoch [6][200/1793] lr: 7.500e-03, eta: 16:04:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3677, top5_acc: 0.6625, loss_cls: 2.6063, loss: 2.6063, grad_norm: 6.4568 2021-12-02 22:41:40,153 - mmaction - INFO - Epoch [6][220/1793] lr: 7.500e-03, eta: 16:04:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3823, top5_acc: 0.6771, loss_cls: 2.6097, loss: 2.6097, grad_norm: 6.7553 2021-12-02 22:41:54,186 - mmaction - INFO - Epoch [6][240/1793] lr: 7.500e-03, eta: 16:04:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.5258, loss: 2.5258, grad_norm: 6.7337 2021-12-02 22:42:08,241 - mmaction - INFO - Epoch [6][260/1793] lr: 7.500e-03, eta: 16:03:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3885, top5_acc: 0.6552, loss_cls: 2.6573, loss: 2.6573, grad_norm: 6.3943 2021-12-02 22:42:22,268 - mmaction - INFO - Epoch [6][280/1793] lr: 7.500e-03, eta: 16:03:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3823, top5_acc: 0.6615, loss_cls: 2.5997, loss: 2.5997, grad_norm: 6.7007 2021-12-02 22:42:36,305 - mmaction - INFO - Epoch [6][300/1793] lr: 7.500e-03, eta: 16:03:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3646, top5_acc: 0.6562, loss_cls: 2.6214, loss: 2.6214, grad_norm: 6.5190 2021-12-02 22:42:50,366 - mmaction - INFO - Epoch [6][320/1793] lr: 7.500e-03, eta: 16:02:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3635, top5_acc: 0.6396, loss_cls: 2.6324, loss: 2.6324, grad_norm: 6.7577 2021-12-02 22:43:04,414 - mmaction - INFO - Epoch [6][340/1793] lr: 7.500e-03, eta: 16:02:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3740, top5_acc: 0.6625, loss_cls: 2.6326, loss: 2.6326, grad_norm: 6.4486 2021-12-02 22:43:18,474 - mmaction - INFO - Epoch [6][360/1793] lr: 7.500e-03, eta: 16:02:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3812, top5_acc: 0.6583, loss_cls: 2.5939, loss: 2.5939, grad_norm: 6.6056 2021-12-02 22:43:32,518 - mmaction - INFO - Epoch [6][380/1793] lr: 7.500e-03, eta: 16:02:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3844, top5_acc: 0.6469, loss_cls: 2.6260, loss: 2.6260, grad_norm: 6.6973 2021-12-02 22:43:46,559 - mmaction - INFO - Epoch [6][400/1793] lr: 7.500e-03, eta: 16:01:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3917, top5_acc: 0.6823, loss_cls: 2.5633, loss: 2.5633, grad_norm: 6.5041 2021-12-02 22:44:00,608 - mmaction - INFO - Epoch [6][420/1793] lr: 7.500e-03, eta: 16:01:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3635, top5_acc: 0.6406, loss_cls: 2.6552, loss: 2.6552, grad_norm: 6.2632 2021-12-02 22:44:14,670 - mmaction - INFO - Epoch [6][440/1793] lr: 7.500e-03, eta: 16:01:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3625, top5_acc: 0.6760, loss_cls: 2.5644, loss: 2.5644, grad_norm: 6.4676 2021-12-02 22:44:28,733 - mmaction - INFO - Epoch [6][460/1793] lr: 7.500e-03, eta: 16:00:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3740, top5_acc: 0.6469, loss_cls: 2.6841, loss: 2.6841, grad_norm: 6.4021 2021-12-02 22:44:42,796 - mmaction - INFO - Epoch [6][480/1793] lr: 7.500e-03, eta: 16:00:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.6885, loss_cls: 2.5429, loss: 2.5429, grad_norm: 6.4643 2021-12-02 22:44:56,861 - mmaction - INFO - Epoch [6][500/1793] lr: 7.500e-03, eta: 16:00:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3698, top5_acc: 0.6760, loss_cls: 2.5324, loss: 2.5324, grad_norm: 6.3129 2021-12-02 22:45:10,924 - mmaction - INFO - Epoch [6][520/1793] lr: 7.500e-03, eta: 16:00:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3719, top5_acc: 0.6604, loss_cls: 2.6185, loss: 2.6185, grad_norm: 6.7708 2021-12-02 22:45:24,983 - mmaction - INFO - Epoch [6][540/1793] lr: 7.500e-03, eta: 15:59:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4073, top5_acc: 0.6667, loss_cls: 2.5547, loss: 2.5547, grad_norm: 6.3821 2021-12-02 22:45:39,047 - mmaction - INFO - Epoch [6][560/1793] lr: 7.500e-03, eta: 15:59:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3812, top5_acc: 0.6635, loss_cls: 2.5961, loss: 2.5961, grad_norm: 6.4199 2021-12-02 22:45:53,095 - mmaction - INFO - Epoch [6][580/1793] lr: 7.500e-03, eta: 15:59:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3750, top5_acc: 0.7021, loss_cls: 2.4726, loss: 2.4726, grad_norm: 6.5229 2021-12-02 22:46:07,137 - mmaction - INFO - Epoch [6][600/1793] lr: 7.500e-03, eta: 15:58:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3458, top5_acc: 0.6583, loss_cls: 2.6491, loss: 2.6491, grad_norm: 6.7777 2021-12-02 22:46:21,185 - mmaction - INFO - Epoch [6][620/1793] lr: 7.500e-03, eta: 15:58:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3833, top5_acc: 0.6865, loss_cls: 2.5301, loss: 2.5301, grad_norm: 6.9126 2021-12-02 22:46:35,251 - mmaction - INFO - Epoch [6][640/1793] lr: 7.500e-03, eta: 15:58:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3750, top5_acc: 0.6646, loss_cls: 2.5964, loss: 2.5964, grad_norm: 6.4083 2021-12-02 22:46:49,294 - mmaction - INFO - Epoch [6][660/1793] lr: 7.500e-03, eta: 15:58:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4021, top5_acc: 0.6604, loss_cls: 2.5139, loss: 2.5139, grad_norm: 6.5008 2021-12-02 22:47:03,353 - mmaction - INFO - Epoch [6][680/1793] lr: 7.500e-03, eta: 15:57:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3583, top5_acc: 0.6542, loss_cls: 2.6741, loss: 2.6741, grad_norm: 6.3750 2021-12-02 22:47:17,409 - mmaction - INFO - Epoch [6][700/1793] lr: 7.500e-03, eta: 15:57:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3708, top5_acc: 0.6604, loss_cls: 2.5559, loss: 2.5559, grad_norm: 6.3367 2021-12-02 22:47:31,465 - mmaction - INFO - Epoch [6][720/1793] lr: 7.500e-03, eta: 15:57:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3667, top5_acc: 0.6469, loss_cls: 2.6844, loss: 2.6844, grad_norm: 6.7162 2021-12-02 22:47:45,505 - mmaction - INFO - Epoch [6][740/1793] lr: 7.500e-03, eta: 15:56:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3563, top5_acc: 0.6448, loss_cls: 2.6362, loss: 2.6362, grad_norm: 6.8346 2021-12-02 22:47:59,554 - mmaction - INFO - Epoch [6][760/1793] lr: 7.500e-03, eta: 15:56:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3875, top5_acc: 0.6708, loss_cls: 2.5117, loss: 2.5117, grad_norm: 6.4228 2021-12-02 22:48:13,598 - mmaction - INFO - Epoch [6][780/1793] lr: 7.500e-03, eta: 15:56:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.6740, loss_cls: 2.5366, loss: 2.5366, grad_norm: 6.5894 2021-12-02 22:48:27,619 - mmaction - INFO - Epoch [6][800/1793] lr: 7.500e-03, eta: 15:56:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3760, top5_acc: 0.6677, loss_cls: 2.5494, loss: 2.5494, grad_norm: 6.6501 2021-12-02 22:48:41,660 - mmaction - INFO - Epoch [6][820/1793] lr: 7.500e-03, eta: 15:55:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3802, top5_acc: 0.6865, loss_cls: 2.5704, loss: 2.5704, grad_norm: 6.7406 2021-12-02 22:48:55,697 - mmaction - INFO - Epoch [6][840/1793] lr: 7.500e-03, eta: 15:55:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3885, top5_acc: 0.6740, loss_cls: 2.5476, loss: 2.5476, grad_norm: 6.4100 2021-12-02 22:49:09,742 - mmaction - INFO - Epoch [6][860/1793] lr: 7.500e-03, eta: 15:55:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3781, top5_acc: 0.6604, loss_cls: 2.6092, loss: 2.6092, grad_norm: 6.5260 2021-12-02 22:49:23,781 - mmaction - INFO - Epoch [6][880/1793] lr: 7.500e-03, eta: 15:55:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3781, top5_acc: 0.6542, loss_cls: 2.6130, loss: 2.6130, grad_norm: 6.4197 2021-12-02 22:49:37,805 - mmaction - INFO - Epoch [6][900/1793] lr: 7.500e-03, eta: 15:54:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3750, top5_acc: 0.6458, loss_cls: 2.5751, loss: 2.5751, grad_norm: 6.6433 2021-12-02 22:49:51,842 - mmaction - INFO - Epoch [6][920/1793] lr: 7.500e-03, eta: 15:54:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3958, top5_acc: 0.6760, loss_cls: 2.5232, loss: 2.5232, grad_norm: 6.3347 2021-12-02 22:50:05,866 - mmaction - INFO - Epoch [6][940/1793] lr: 7.500e-03, eta: 15:54:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3500, top5_acc: 0.6469, loss_cls: 2.7079, loss: 2.7079, grad_norm: 6.8311 2021-12-02 22:50:19,897 - mmaction - INFO - Epoch [6][960/1793] lr: 7.500e-03, eta: 15:53:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3719, top5_acc: 0.6667, loss_cls: 2.5861, loss: 2.5861, grad_norm: 6.3838 2021-12-02 22:50:33,939 - mmaction - INFO - Epoch [6][980/1793] lr: 7.500e-03, eta: 15:53:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3896, top5_acc: 0.6500, loss_cls: 2.6135, loss: 2.6135, grad_norm: 6.8075 2021-12-02 22:50:47,979 - mmaction - INFO - Epoch [6][1000/1793] lr: 7.500e-03, eta: 15:53:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3635, top5_acc: 0.6698, loss_cls: 2.5943, loss: 2.5943, grad_norm: 6.3140 2021-12-02 22:51:02,011 - mmaction - INFO - Epoch [6][1020/1793] lr: 7.500e-03, eta: 15:53:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3573, top5_acc: 0.6469, loss_cls: 2.6358, loss: 2.6358, grad_norm: 6.6015 2021-12-02 22:51:16,038 - mmaction - INFO - Epoch [6][1040/1793] lr: 7.500e-03, eta: 15:52:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3927, top5_acc: 0.6646, loss_cls: 2.6104, loss: 2.6104, grad_norm: 6.7024 2021-12-02 22:51:30,067 - mmaction - INFO - Epoch [6][1060/1793] lr: 7.500e-03, eta: 15:52:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3958, top5_acc: 0.6708, loss_cls: 2.5572, loss: 2.5572, grad_norm: 6.2636 2021-12-02 22:51:44,103 - mmaction - INFO - Epoch [6][1080/1793] lr: 7.500e-03, eta: 15:52:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3635, top5_acc: 0.6677, loss_cls: 2.6338, loss: 2.6338, grad_norm: 6.9519 2021-12-02 22:51:58,143 - mmaction - INFO - Epoch [6][1100/1793] lr: 7.500e-03, eta: 15:51:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3719, top5_acc: 0.6417, loss_cls: 2.6897, loss: 2.6897, grad_norm: 6.5696 2021-12-02 22:52:12,185 - mmaction - INFO - Epoch [6][1120/1793] lr: 7.500e-03, eta: 15:51:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4031, top5_acc: 0.6823, loss_cls: 2.4840, loss: 2.4840, grad_norm: 6.6432 2021-12-02 22:52:26,229 - mmaction - INFO - Epoch [6][1140/1793] lr: 7.500e-03, eta: 15:51:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3917, top5_acc: 0.6813, loss_cls: 2.5138, loss: 2.5138, grad_norm: 6.4994 2021-12-02 22:52:40,279 - mmaction - INFO - Epoch [6][1160/1793] lr: 7.500e-03, eta: 15:51:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3688, top5_acc: 0.6687, loss_cls: 2.6023, loss: 2.6023, grad_norm: 6.7414 2021-12-02 22:52:54,303 - mmaction - INFO - Epoch [6][1180/1793] lr: 7.500e-03, eta: 15:50:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3750, top5_acc: 0.6615, loss_cls: 2.6096, loss: 2.6096, grad_norm: 6.4240 2021-12-02 22:53:08,347 - mmaction - INFO - Epoch [6][1200/1793] lr: 7.500e-03, eta: 15:50:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3875, top5_acc: 0.6656, loss_cls: 2.6654, loss: 2.6654, grad_norm: 6.5367 2021-12-02 22:53:22,390 - mmaction - INFO - Epoch [6][1220/1793] lr: 7.500e-03, eta: 15:50:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3885, top5_acc: 0.6458, loss_cls: 2.5949, loss: 2.5949, grad_norm: 6.6770 2021-12-02 22:53:36,439 - mmaction - INFO - Epoch [6][1240/1793] lr: 7.500e-03, eta: 15:49:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.7042, loss_cls: 2.4578, loss: 2.4578, grad_norm: 6.4343 2021-12-02 22:53:50,499 - mmaction - INFO - Epoch [6][1260/1793] lr: 7.500e-03, eta: 15:49:40, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3865, top5_acc: 0.6729, loss_cls: 2.5909, loss: 2.5909, grad_norm: 6.6562 2021-12-02 22:54:04,559 - mmaction - INFO - Epoch [6][1280/1793] lr: 7.500e-03, eta: 15:49:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3563, top5_acc: 0.6521, loss_cls: 2.6700, loss: 2.6700, grad_norm: 6.7415 2021-12-02 22:54:18,621 - mmaction - INFO - Epoch [6][1300/1793] lr: 7.500e-03, eta: 15:49:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3708, top5_acc: 0.6562, loss_cls: 2.6206, loss: 2.6206, grad_norm: 6.3196 2021-12-02 22:54:32,661 - mmaction - INFO - Epoch [6][1320/1793] lr: 7.500e-03, eta: 15:48:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3760, top5_acc: 0.6833, loss_cls: 2.5538, loss: 2.5538, grad_norm: 6.7425 2021-12-02 22:54:46,700 - mmaction - INFO - Epoch [6][1340/1793] lr: 7.500e-03, eta: 15:48:33, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3740, top5_acc: 0.6625, loss_cls: 2.6365, loss: 2.6365, grad_norm: 6.2600 2021-12-02 22:55:00,744 - mmaction - INFO - Epoch [6][1360/1793] lr: 7.500e-03, eta: 15:48:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3625, top5_acc: 0.6500, loss_cls: 2.5947, loss: 2.5947, grad_norm: 6.5914 2021-12-02 22:55:14,800 - mmaction - INFO - Epoch [6][1380/1793] lr: 7.500e-03, eta: 15:48:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3781, top5_acc: 0.6844, loss_cls: 2.5309, loss: 2.5309, grad_norm: 6.3445 2021-12-02 22:55:28,841 - mmaction - INFO - Epoch [6][1400/1793] lr: 7.500e-03, eta: 15:47:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3625, top5_acc: 0.6771, loss_cls: 2.5934, loss: 2.5934, grad_norm: 7.0378 2021-12-02 22:55:42,895 - mmaction - INFO - Epoch [6][1420/1793] lr: 7.500e-03, eta: 15:47:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3917, top5_acc: 0.6635, loss_cls: 2.5619, loss: 2.5619, grad_norm: 6.3946 2021-12-02 22:55:56,936 - mmaction - INFO - Epoch [6][1440/1793] lr: 7.500e-03, eta: 15:47:10, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4010, top5_acc: 0.7000, loss_cls: 2.5167, loss: 2.5167, grad_norm: 6.2254 2021-12-02 22:56:10,989 - mmaction - INFO - Epoch [6][1460/1793] lr: 7.500e-03, eta: 15:46:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4125, top5_acc: 0.6667, loss_cls: 2.5362, loss: 2.5362, grad_norm: 6.4019 2021-12-02 22:56:25,051 - mmaction - INFO - Epoch [6][1480/1793] lr: 7.500e-03, eta: 15:46:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3896, top5_acc: 0.6677, loss_cls: 2.5606, loss: 2.5606, grad_norm: 6.5016 2021-12-02 22:56:39,101 - mmaction - INFO - Epoch [6][1500/1793] lr: 7.500e-03, eta: 15:46:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4167, top5_acc: 0.7052, loss_cls: 2.4281, loss: 2.4281, grad_norm: 6.5600 2021-12-02 22:56:53,156 - mmaction - INFO - Epoch [6][1520/1793] lr: 7.500e-03, eta: 15:46:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3854, top5_acc: 0.6719, loss_cls: 2.5701, loss: 2.5701, grad_norm: 6.6855 2021-12-02 22:57:07,195 - mmaction - INFO - Epoch [6][1540/1793] lr: 7.500e-03, eta: 15:45:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3875, top5_acc: 0.6656, loss_cls: 2.5678, loss: 2.5678, grad_norm: 6.3984 2021-12-02 22:57:21,248 - mmaction - INFO - Epoch [6][1560/1793] lr: 7.500e-03, eta: 15:45:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3927, top5_acc: 0.6906, loss_cls: 2.4859, loss: 2.4859, grad_norm: 6.5355 2021-12-02 22:57:35,306 - mmaction - INFO - Epoch [6][1580/1793] lr: 7.500e-03, eta: 15:45:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3781, top5_acc: 0.6625, loss_cls: 2.6317, loss: 2.6317, grad_norm: 6.7396 2021-12-02 22:57:49,376 - mmaction - INFO - Epoch [6][1600/1793] lr: 7.500e-03, eta: 15:44:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3906, top5_acc: 0.6552, loss_cls: 2.6457, loss: 2.6457, grad_norm: 6.9043 2021-12-02 22:58:03,440 - mmaction - INFO - Epoch [6][1620/1793] lr: 7.500e-03, eta: 15:44:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3750, top5_acc: 0.6479, loss_cls: 2.6304, loss: 2.6304, grad_norm: 6.5731 2021-12-02 22:58:17,503 - mmaction - INFO - Epoch [6][1640/1793] lr: 7.500e-03, eta: 15:44:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4073, top5_acc: 0.6635, loss_cls: 2.5685, loss: 2.5685, grad_norm: 6.6516 2021-12-02 22:58:31,560 - mmaction - INFO - Epoch [6][1660/1793] lr: 7.500e-03, eta: 15:44:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4052, top5_acc: 0.6927, loss_cls: 2.4515, loss: 2.4515, grad_norm: 6.8498 2021-12-02 22:58:45,627 - mmaction - INFO - Epoch [6][1680/1793] lr: 7.500e-03, eta: 15:43:52, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3760, top5_acc: 0.6687, loss_cls: 2.6017, loss: 2.6017, grad_norm: 6.5517 2021-12-02 22:58:59,687 - mmaction - INFO - Epoch [6][1700/1793] lr: 7.500e-03, eta: 15:43:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3688, top5_acc: 0.6646, loss_cls: 2.6106, loss: 2.6106, grad_norm: 6.7062 2021-12-02 22:59:13,751 - mmaction - INFO - Epoch [6][1720/1793] lr: 7.500e-03, eta: 15:43:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3781, top5_acc: 0.6375, loss_cls: 2.6346, loss: 2.6346, grad_norm: 6.6396 2021-12-02 22:59:27,805 - mmaction - INFO - Epoch [6][1740/1793] lr: 7.500e-03, eta: 15:43:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3552, top5_acc: 0.6615, loss_cls: 2.6327, loss: 2.6327, grad_norm: 6.5966 2021-12-02 22:59:41,852 - mmaction - INFO - Epoch [6][1760/1793] lr: 7.500e-03, eta: 15:42:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4104, top5_acc: 0.6865, loss_cls: 2.5280, loss: 2.5280, grad_norm: 6.4029 2021-12-02 22:59:55,902 - mmaction - INFO - Epoch [6][1780/1793] lr: 7.500e-03, eta: 15:42:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3708, top5_acc: 0.6823, loss_cls: 2.5317, loss: 2.5317, grad_norm: 6.6621 2021-12-02 23:01:13,318 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:01:13,471 - mmaction - INFO - top1_acc 0.2980 top5_acc 0.6012 2021-12-02 23:01:13,472 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:01:13,481 - mmaction - INFO - mean_acc 0.2684 2021-12-02 23:01:14,239 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-12-02 23:01:14,239 - mmaction - INFO - Best top1_acc is 0.2980 at 6 epoch. 2021-12-02 23:01:14,243 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-12-02 23:01:15,176 - mmaction - INFO - Epoch(val) [6][241] top1_acc: 0.2980, top5_acc: 0.6012, mean_class_accuracy: 0.2684 2021-12-02 23:01:55,417 - mmaction - INFO - Epoch [7][20/1793] lr: 7.500e-03, eta: 15:44:08, time: 2.012, data_time: 1.305, memory: 10398, top1_acc: 0.4000, top5_acc: 0.6771, loss_cls: 2.4924, loss: 2.4924, grad_norm: 6.3232 2021-12-02 23:02:09,430 - mmaction - INFO - Epoch [7][40/1793] lr: 7.500e-03, eta: 15:43:51, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4115, top5_acc: 0.6927, loss_cls: 2.4591, loss: 2.4591, grad_norm: 6.7474 2021-12-02 23:02:23,449 - mmaction - INFO - Epoch [7][60/1793] lr: 7.500e-03, eta: 15:43:34, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4042, top5_acc: 0.6760, loss_cls: 2.4839, loss: 2.4839, grad_norm: 6.4028 2021-12-02 23:02:37,475 - mmaction - INFO - Epoch [7][80/1793] lr: 7.500e-03, eta: 15:43:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.7010, loss_cls: 2.4539, loss: 2.4539, grad_norm: 6.2868 2021-12-02 23:02:51,504 - mmaction - INFO - Epoch [7][100/1793] lr: 7.500e-03, eta: 15:43:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.7083, loss_cls: 2.4495, loss: 2.4495, grad_norm: 6.7847 2021-12-02 23:03:05,537 - mmaction - INFO - Epoch [7][120/1793] lr: 7.500e-03, eta: 15:42:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4042, top5_acc: 0.6865, loss_cls: 2.4816, loss: 2.4816, grad_norm: 6.6119 2021-12-02 23:03:19,565 - mmaction - INFO - Epoch [7][140/1793] lr: 7.500e-03, eta: 15:42:27, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3583, top5_acc: 0.6615, loss_cls: 2.6275, loss: 2.6275, grad_norm: 6.4332 2021-12-02 23:03:33,598 - mmaction - INFO - Epoch [7][160/1793] lr: 7.500e-03, eta: 15:42:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.7188, loss_cls: 2.3572, loss: 2.3572, grad_norm: 7.0754 2021-12-02 23:03:47,638 - mmaction - INFO - Epoch [7][180/1793] lr: 7.500e-03, eta: 15:41:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3906, top5_acc: 0.6729, loss_cls: 2.5257, loss: 2.5257, grad_norm: 6.7422 2021-12-02 23:04:01,695 - mmaction - INFO - Epoch [7][200/1793] lr: 7.500e-03, eta: 15:41:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3656, top5_acc: 0.6604, loss_cls: 2.6144, loss: 2.6144, grad_norm: 6.6854 2021-12-02 23:04:15,750 - mmaction - INFO - Epoch [7][220/1793] lr: 7.500e-03, eta: 15:41:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4031, top5_acc: 0.6802, loss_cls: 2.4938, loss: 2.4938, grad_norm: 6.5273 2021-12-02 23:04:29,805 - mmaction - INFO - Epoch [7][240/1793] lr: 7.500e-03, eta: 15:41:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4146, top5_acc: 0.6729, loss_cls: 2.4785, loss: 2.4785, grad_norm: 6.6151 2021-12-02 23:04:43,836 - mmaction - INFO - Epoch [7][260/1793] lr: 7.500e-03, eta: 15:40:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3990, top5_acc: 0.6698, loss_cls: 2.5034, loss: 2.5034, grad_norm: 6.7299 2021-12-02 23:04:57,882 - mmaction - INFO - Epoch [7][280/1793] lr: 7.500e-03, eta: 15:40:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.6781, loss_cls: 2.5261, loss: 2.5261, grad_norm: 6.6361 2021-12-02 23:05:11,933 - mmaction - INFO - Epoch [7][300/1793] lr: 7.500e-03, eta: 15:40:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.7073, loss_cls: 2.3695, loss: 2.3695, grad_norm: 6.4994 2021-12-02 23:05:25,962 - mmaction - INFO - Epoch [7][320/1793] lr: 7.500e-03, eta: 15:39:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.6594, loss_cls: 2.5235, loss: 2.5235, grad_norm: 6.6268 2021-12-02 23:05:39,994 - mmaction - INFO - Epoch [7][340/1793] lr: 7.500e-03, eta: 15:39:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.6802, loss_cls: 2.4654, loss: 2.4654, grad_norm: 6.6797 2021-12-02 23:05:54,026 - mmaction - INFO - Epoch [7][360/1793] lr: 7.500e-03, eta: 15:39:24, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3844, top5_acc: 0.6906, loss_cls: 2.4910, loss: 2.4910, grad_norm: 6.4335 2021-12-02 23:06:08,065 - mmaction - INFO - Epoch [7][380/1793] lr: 7.500e-03, eta: 15:39:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4188, top5_acc: 0.7010, loss_cls: 2.4508, loss: 2.4508, grad_norm: 6.6746 2021-12-02 23:06:22,093 - mmaction - INFO - Epoch [7][400/1793] lr: 7.500e-03, eta: 15:38:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4177, top5_acc: 0.6958, loss_cls: 2.4511, loss: 2.4511, grad_norm: 6.5869 2021-12-02 23:06:36,124 - mmaction - INFO - Epoch [7][420/1793] lr: 7.500e-03, eta: 15:38:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3719, top5_acc: 0.6740, loss_cls: 2.5546, loss: 2.5546, grad_norm: 6.3588 2021-12-02 23:06:50,144 - mmaction - INFO - Epoch [7][440/1793] lr: 7.500e-03, eta: 15:38:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4146, top5_acc: 0.6917, loss_cls: 2.4028, loss: 2.4028, grad_norm: 6.7729 2021-12-02 23:07:04,184 - mmaction - INFO - Epoch [7][460/1793] lr: 7.500e-03, eta: 15:38:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3937, top5_acc: 0.7073, loss_cls: 2.4158, loss: 2.4158, grad_norm: 6.7625 2021-12-02 23:07:18,218 - mmaction - INFO - Epoch [7][480/1793] lr: 7.500e-03, eta: 15:37:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3990, top5_acc: 0.6677, loss_cls: 2.4891, loss: 2.4891, grad_norm: 7.1089 2021-12-02 23:07:32,269 - mmaction - INFO - Epoch [7][500/1793] lr: 7.500e-03, eta: 15:37:28, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4031, top5_acc: 0.7104, loss_cls: 2.4273, loss: 2.4273, grad_norm: 6.8647 2021-12-02 23:07:46,300 - mmaction - INFO - Epoch [7][520/1793] lr: 7.500e-03, eta: 15:37:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4094, top5_acc: 0.7115, loss_cls: 2.3879, loss: 2.3879, grad_norm: 6.7295 2021-12-02 23:08:00,341 - mmaction - INFO - Epoch [7][540/1793] lr: 7.500e-03, eta: 15:36:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3719, top5_acc: 0.6729, loss_cls: 2.5526, loss: 2.5526, grad_norm: 6.9302 2021-12-02 23:08:14,392 - mmaction - INFO - Epoch [7][560/1793] lr: 7.500e-03, eta: 15:36:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3969, top5_acc: 0.6958, loss_cls: 2.4597, loss: 2.4597, grad_norm: 6.4786 2021-12-02 23:08:28,426 - mmaction - INFO - Epoch [7][580/1793] lr: 7.500e-03, eta: 15:36:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3677, top5_acc: 0.6510, loss_cls: 2.6437, loss: 2.6437, grad_norm: 6.7721 2021-12-02 23:08:42,474 - mmaction - INFO - Epoch [7][600/1793] lr: 7.500e-03, eta: 15:36:06, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3885, top5_acc: 0.6771, loss_cls: 2.5104, loss: 2.5104, grad_norm: 6.4302 2021-12-02 23:08:56,502 - mmaction - INFO - Epoch [7][620/1793] lr: 7.500e-03, eta: 15:35:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3875, top5_acc: 0.6854, loss_cls: 2.5029, loss: 2.5029, grad_norm: 6.6661 2021-12-02 23:09:10,519 - mmaction - INFO - Epoch [7][640/1793] lr: 7.500e-03, eta: 15:35:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3812, top5_acc: 0.6875, loss_cls: 2.5235, loss: 2.5235, grad_norm: 7.0601 2021-12-02 23:09:24,551 - mmaction - INFO - Epoch [7][660/1793] lr: 7.500e-03, eta: 15:35:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4052, top5_acc: 0.6646, loss_cls: 2.5598, loss: 2.5598, grad_norm: 6.6498 2021-12-02 23:09:38,584 - mmaction - INFO - Epoch [7][680/1793] lr: 7.500e-03, eta: 15:35:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3812, top5_acc: 0.6844, loss_cls: 2.5015, loss: 2.5015, grad_norm: 6.6315 2021-12-02 23:09:52,625 - mmaction - INFO - Epoch [7][700/1793] lr: 7.500e-03, eta: 15:34:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4073, top5_acc: 0.6781, loss_cls: 2.5353, loss: 2.5353, grad_norm: 7.1048 2021-12-02 23:10:06,669 - mmaction - INFO - Epoch [7][720/1793] lr: 7.500e-03, eta: 15:34:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3958, top5_acc: 0.6990, loss_cls: 2.4490, loss: 2.4490, grad_norm: 6.5972 2021-12-02 23:10:20,720 - mmaction - INFO - Epoch [7][740/1793] lr: 7.500e-03, eta: 15:34:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3625, top5_acc: 0.6792, loss_cls: 2.5624, loss: 2.5624, grad_norm: 6.5519 2021-12-02 23:10:34,777 - mmaction - INFO - Epoch [7][760/1793] lr: 7.500e-03, eta: 15:33:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3979, top5_acc: 0.6750, loss_cls: 2.4333, loss: 2.4333, grad_norm: 6.6678 2021-12-02 23:10:48,842 - mmaction - INFO - Epoch [7][780/1793] lr: 7.500e-03, eta: 15:33:38, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.3937, top5_acc: 0.6844, loss_cls: 2.5576, loss: 2.5576, grad_norm: 6.6578 2021-12-02 23:11:02,883 - mmaction - INFO - Epoch [7][800/1793] lr: 7.500e-03, eta: 15:33:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3927, top5_acc: 0.6802, loss_cls: 2.4724, loss: 2.4724, grad_norm: 6.6459 2021-12-02 23:11:16,928 - mmaction - INFO - Epoch [7][820/1793] lr: 7.500e-03, eta: 15:33:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3937, top5_acc: 0.6750, loss_cls: 2.4821, loss: 2.4821, grad_norm: 6.5985 2021-12-02 23:11:30,973 - mmaction - INFO - Epoch [7][840/1793] lr: 7.500e-03, eta: 15:32:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4073, top5_acc: 0.7000, loss_cls: 2.4309, loss: 2.4309, grad_norm: 6.4939 2021-12-02 23:11:45,005 - mmaction - INFO - Epoch [7][860/1793] lr: 7.500e-03, eta: 15:32:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4052, top5_acc: 0.6937, loss_cls: 2.4257, loss: 2.4257, grad_norm: 6.3735 2021-12-02 23:11:59,064 - mmaction - INFO - Epoch [7][880/1793] lr: 7.500e-03, eta: 15:32:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4073, top5_acc: 0.6979, loss_cls: 2.4761, loss: 2.4761, grad_norm: 6.5492 2021-12-02 23:12:13,106 - mmaction - INFO - Epoch [7][900/1793] lr: 7.500e-03, eta: 15:32:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4167, top5_acc: 0.7177, loss_cls: 2.3708, loss: 2.3708, grad_norm: 6.3475 2021-12-02 23:12:27,143 - mmaction - INFO - Epoch [7][920/1793] lr: 7.500e-03, eta: 15:31:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7094, loss_cls: 2.3332, loss: 2.3332, grad_norm: 6.6526 2021-12-02 23:12:41,208 - mmaction - INFO - Epoch [7][940/1793] lr: 7.500e-03, eta: 15:31:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3979, top5_acc: 0.6979, loss_cls: 2.4158, loss: 2.4158, grad_norm: 6.6454 2021-12-02 23:12:55,275 - mmaction - INFO - Epoch [7][960/1793] lr: 7.500e-03, eta: 15:31:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3990, top5_acc: 0.6823, loss_cls: 2.5464, loss: 2.5464, grad_norm: 6.9876 2021-12-02 23:13:09,300 - mmaction - INFO - Epoch [7][980/1793] lr: 7.500e-03, eta: 15:30:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3896, top5_acc: 0.6740, loss_cls: 2.4984, loss: 2.4984, grad_norm: 6.5427 2021-12-02 23:13:23,339 - mmaction - INFO - Epoch [7][1000/1793] lr: 7.500e-03, eta: 15:30:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3896, top5_acc: 0.7135, loss_cls: 2.4249, loss: 2.4249, grad_norm: 6.5724 2021-12-02 23:13:37,382 - mmaction - INFO - Epoch [7][1020/1793] lr: 7.500e-03, eta: 15:30:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.7094, loss_cls: 2.4159, loss: 2.4159, grad_norm: 6.5706 2021-12-02 23:13:51,433 - mmaction - INFO - Epoch [7][1040/1793] lr: 7.500e-03, eta: 15:30:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.7000, loss_cls: 2.4808, loss: 2.4808, grad_norm: 6.6697 2021-12-02 23:14:05,469 - mmaction - INFO - Epoch [7][1060/1793] lr: 7.500e-03, eta: 15:29:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3917, top5_acc: 0.6792, loss_cls: 2.5449, loss: 2.5449, grad_norm: 6.5693 2021-12-02 23:14:19,512 - mmaction - INFO - Epoch [7][1080/1793] lr: 7.500e-03, eta: 15:29:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4000, top5_acc: 0.6823, loss_cls: 2.4689, loss: 2.4689, grad_norm: 6.7262 2021-12-02 23:14:33,563 - mmaction - INFO - Epoch [7][1100/1793] lr: 7.500e-03, eta: 15:29:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4177, top5_acc: 0.6969, loss_cls: 2.4592, loss: 2.4592, grad_norm: 6.5721 2021-12-02 23:14:47,618 - mmaction - INFO - Epoch [7][1120/1793] lr: 7.500e-03, eta: 15:29:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4062, top5_acc: 0.6969, loss_cls: 2.4001, loss: 2.4001, grad_norm: 6.5979 2021-12-02 23:15:01,657 - mmaction - INFO - Epoch [7][1140/1793] lr: 7.500e-03, eta: 15:28:45, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.3781, top5_acc: 0.6760, loss_cls: 2.5519, loss: 2.5519, grad_norm: 6.4979 2021-12-02 23:15:15,714 - mmaction - INFO - Epoch [7][1160/1793] lr: 7.500e-03, eta: 15:28:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4104, top5_acc: 0.6885, loss_cls: 2.4372, loss: 2.4372, grad_norm: 6.4133 2021-12-02 23:15:29,752 - mmaction - INFO - Epoch [7][1180/1793] lr: 7.500e-03, eta: 15:28:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3969, top5_acc: 0.6844, loss_cls: 2.4563, loss: 2.4563, grad_norm: 6.2660 2021-12-02 23:15:43,778 - mmaction - INFO - Epoch [7][1200/1793] lr: 7.500e-03, eta: 15:27:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.6552, loss_cls: 2.6110, loss: 2.6110, grad_norm: 6.6067 2021-12-02 23:15:57,816 - mmaction - INFO - Epoch [7][1220/1793] lr: 7.500e-03, eta: 15:27:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3875, top5_acc: 0.6625, loss_cls: 2.5867, loss: 2.5867, grad_norm: 6.5380 2021-12-02 23:16:11,876 - mmaction - INFO - Epoch [7][1240/1793] lr: 7.500e-03, eta: 15:27:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4000, top5_acc: 0.7042, loss_cls: 2.4199, loss: 2.4199, grad_norm: 6.4501 2021-12-02 23:16:25,919 - mmaction - INFO - Epoch [7][1260/1793] lr: 7.500e-03, eta: 15:27:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4208, top5_acc: 0.6844, loss_cls: 2.4201, loss: 2.4201, grad_norm: 6.4547 2021-12-02 23:16:39,951 - mmaction - INFO - Epoch [7][1280/1793] lr: 7.500e-03, eta: 15:26:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3917, top5_acc: 0.6865, loss_cls: 2.4650, loss: 2.4650, grad_norm: 6.8179 2021-12-02 23:16:53,976 - mmaction - INFO - Epoch [7][1300/1793] lr: 7.500e-03, eta: 15:26:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4208, top5_acc: 0.6844, loss_cls: 2.4886, loss: 2.4886, grad_norm: 6.4677 2021-12-02 23:17:08,018 - mmaction - INFO - Epoch [7][1320/1793] lr: 7.500e-03, eta: 15:26:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.6896, loss_cls: 2.4792, loss: 2.4792, grad_norm: 6.4166 2021-12-02 23:17:22,060 - mmaction - INFO - Epoch [7][1340/1793] lr: 7.500e-03, eta: 15:26:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.6979, loss_cls: 2.4245, loss: 2.4245, grad_norm: 6.3767 2021-12-02 23:17:36,102 - mmaction - INFO - Epoch [7][1360/1793] lr: 7.500e-03, eta: 15:25:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3969, top5_acc: 0.6823, loss_cls: 2.4624, loss: 2.4624, grad_norm: 6.7038 2021-12-02 23:17:50,158 - mmaction - INFO - Epoch [7][1380/1793] lr: 7.500e-03, eta: 15:25:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.7021, loss_cls: 2.3866, loss: 2.3866, grad_norm: 6.7441 2021-12-02 23:18:04,205 - mmaction - INFO - Epoch [7][1400/1793] lr: 7.500e-03, eta: 15:25:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3646, top5_acc: 0.6823, loss_cls: 2.5140, loss: 2.5140, grad_norm: 6.5522 2021-12-02 23:18:18,252 - mmaction - INFO - Epoch [7][1420/1793] lr: 7.500e-03, eta: 15:24:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4281, top5_acc: 0.7052, loss_cls: 2.3978, loss: 2.3978, grad_norm: 6.5056 2021-12-02 23:18:32,298 - mmaction - INFO - Epoch [7][1440/1793] lr: 7.500e-03, eta: 15:24:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4188, top5_acc: 0.6948, loss_cls: 2.4373, loss: 2.4373, grad_norm: 6.5350 2021-12-02 23:18:46,325 - mmaction - INFO - Epoch [7][1460/1793] lr: 7.500e-03, eta: 15:24:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3948, top5_acc: 0.6760, loss_cls: 2.5200, loss: 2.5200, grad_norm: 6.6821 2021-12-02 23:19:00,360 - mmaction - INFO - Epoch [7][1480/1793] lr: 7.500e-03, eta: 15:24:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.6990, loss_cls: 2.4142, loss: 2.4142, grad_norm: 6.6023 2021-12-02 23:19:14,397 - mmaction - INFO - Epoch [7][1500/1793] lr: 7.500e-03, eta: 15:23:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4073, top5_acc: 0.7010, loss_cls: 2.4223, loss: 2.4223, grad_norm: 6.3147 2021-12-02 23:19:28,454 - mmaction - INFO - Epoch [7][1520/1793] lr: 7.500e-03, eta: 15:23:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3875, top5_acc: 0.6740, loss_cls: 2.5074, loss: 2.5074, grad_norm: 6.8061 2021-12-02 23:19:42,507 - mmaction - INFO - Epoch [7][1540/1793] lr: 7.500e-03, eta: 15:23:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.6792, loss_cls: 2.4420, loss: 2.4420, grad_norm: 6.6150 2021-12-02 23:19:56,552 - mmaction - INFO - Epoch [7][1560/1793] lr: 7.500e-03, eta: 15:23:05, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4010, top5_acc: 0.6594, loss_cls: 2.5642, loss: 2.5642, grad_norm: 6.6413 2021-12-02 23:20:10,595 - mmaction - INFO - Epoch [7][1580/1793] lr: 7.500e-03, eta: 15:22:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4021, top5_acc: 0.6760, loss_cls: 2.5782, loss: 2.5782, grad_norm: 6.6420 2021-12-02 23:20:24,653 - mmaction - INFO - Epoch [7][1600/1793] lr: 7.500e-03, eta: 15:22:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3948, top5_acc: 0.6896, loss_cls: 2.4876, loss: 2.4876, grad_norm: 6.4028 2021-12-02 23:20:38,706 - mmaction - INFO - Epoch [7][1620/1793] lr: 7.500e-03, eta: 15:22:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.3760, top5_acc: 0.6635, loss_cls: 2.5368, loss: 2.5368, grad_norm: 6.4757 2021-12-02 23:20:52,734 - mmaction - INFO - Epoch [7][1640/1793] lr: 7.500e-03, eta: 15:22:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3854, top5_acc: 0.6687, loss_cls: 2.5541, loss: 2.5541, grad_norm: 6.3346 2021-12-02 23:21:06,764 - mmaction - INFO - Epoch [7][1660/1793] lr: 7.500e-03, eta: 15:21:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4146, top5_acc: 0.6771, loss_cls: 2.4605, loss: 2.4605, grad_norm: 6.7779 2021-12-02 23:21:20,802 - mmaction - INFO - Epoch [7][1680/1793] lr: 7.500e-03, eta: 15:21:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4188, top5_acc: 0.7042, loss_cls: 2.3777, loss: 2.3777, grad_norm: 6.8545 2021-12-02 23:21:34,847 - mmaction - INFO - Epoch [7][1700/1793] lr: 7.500e-03, eta: 15:21:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.6906, loss_cls: 2.4573, loss: 2.4573, grad_norm: 6.8284 2021-12-02 23:21:48,887 - mmaction - INFO - Epoch [7][1720/1793] lr: 7.500e-03, eta: 15:20:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3948, top5_acc: 0.6760, loss_cls: 2.5752, loss: 2.5752, grad_norm: 6.4295 2021-12-02 23:22:02,919 - mmaction - INFO - Epoch [7][1740/1793] lr: 7.500e-03, eta: 15:20:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4062, top5_acc: 0.7031, loss_cls: 2.4464, loss: 2.4464, grad_norm: 6.5906 2021-12-02 23:22:16,946 - mmaction - INFO - Epoch [7][1760/1793] lr: 7.500e-03, eta: 15:20:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4052, top5_acc: 0.6979, loss_cls: 2.4673, loss: 2.4673, grad_norm: 6.7688 2021-12-02 23:22:30,980 - mmaction - INFO - Epoch [7][1780/1793] lr: 7.500e-03, eta: 15:20:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4208, top5_acc: 0.7156, loss_cls: 2.3547, loss: 2.3547, grad_norm: 6.6158 2021-12-02 23:23:48,004 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:23:48,160 - mmaction - INFO - top1_acc 0.3134 top5_acc 0.6030 2021-12-02 23:23:48,161 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:23:48,170 - mmaction - INFO - mean_acc 0.2815 2021-12-02 23:23:48,643 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-12-02 23:23:48,644 - mmaction - INFO - Best top1_acc is 0.3134 at 7 epoch. 2021-12-02 23:23:48,660 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-12-02 23:23:51,538 - mmaction - INFO - Epoch(val) [7][241] top1_acc: 0.3134, top5_acc: 0.6030, mean_class_accuracy: 0.2815 2021-12-02 23:24:31,585 - mmaction - INFO - Epoch [8][20/1793] lr: 7.500e-03, eta: 15:21:25, time: 2.002, data_time: 1.302, memory: 10398, top1_acc: 0.3937, top5_acc: 0.7010, loss_cls: 2.4067, loss: 2.4067, grad_norm: 6.6967 2021-12-02 23:24:45,582 - mmaction - INFO - Epoch [8][40/1793] lr: 7.500e-03, eta: 15:21:09, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7115, loss_cls: 2.3418, loss: 2.3418, grad_norm: 6.4911 2021-12-02 23:24:59,602 - mmaction - INFO - Epoch [8][60/1793] lr: 7.500e-03, eta: 15:20:53, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4094, top5_acc: 0.7031, loss_cls: 2.4027, loss: 2.4027, grad_norm: 6.5827 2021-12-02 23:25:13,614 - mmaction - INFO - Epoch [8][80/1793] lr: 7.500e-03, eta: 15:20:36, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7260, loss_cls: 2.2498, loss: 2.2498, grad_norm: 6.4612 2021-12-02 23:25:27,635 - mmaction - INFO - Epoch [8][100/1793] lr: 7.500e-03, eta: 15:20:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4344, top5_acc: 0.7281, loss_cls: 2.2297, loss: 2.2297, grad_norm: 6.5602 2021-12-02 23:25:41,660 - mmaction - INFO - Epoch [8][120/1793] lr: 7.500e-03, eta: 15:20:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3760, top5_acc: 0.6896, loss_cls: 2.4427, loss: 2.4427, grad_norm: 6.8437 2021-12-02 23:25:55,691 - mmaction - INFO - Epoch [8][140/1793] lr: 7.500e-03, eta: 15:19:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3969, top5_acc: 0.6969, loss_cls: 2.4258, loss: 2.4258, grad_norm: 7.0782 2021-12-02 23:26:09,730 - mmaction - INFO - Epoch [8][160/1793] lr: 7.500e-03, eta: 15:19:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7115, loss_cls: 2.3489, loss: 2.3489, grad_norm: 6.7466 2021-12-02 23:26:23,765 - mmaction - INFO - Epoch [8][180/1793] lr: 7.500e-03, eta: 15:19:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4042, top5_acc: 0.6906, loss_cls: 2.5039, loss: 2.5039, grad_norm: 6.6865 2021-12-02 23:26:37,782 - mmaction - INFO - Epoch [8][200/1793] lr: 7.500e-03, eta: 15:18:59, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4104, top5_acc: 0.6990, loss_cls: 2.3728, loss: 2.3728, grad_norm: 6.5480 2021-12-02 23:26:51,831 - mmaction - INFO - Epoch [8][220/1793] lr: 7.500e-03, eta: 15:18:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3823, top5_acc: 0.6823, loss_cls: 2.5143, loss: 2.5143, grad_norm: 6.8851 2021-12-02 23:27:05,881 - mmaction - INFO - Epoch [8][240/1793] lr: 7.500e-03, eta: 15:18:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.6990, loss_cls: 2.4833, loss: 2.4833, grad_norm: 6.5475 2021-12-02 23:27:19,907 - mmaction - INFO - Epoch [8][260/1793] lr: 7.500e-03, eta: 15:18:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7198, loss_cls: 2.3311, loss: 2.3311, grad_norm: 6.6955 2021-12-02 23:27:33,935 - mmaction - INFO - Epoch [8][280/1793] lr: 7.500e-03, eta: 15:17:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7281, loss_cls: 2.2433, loss: 2.2433, grad_norm: 6.6633 2021-12-02 23:27:47,967 - mmaction - INFO - Epoch [8][300/1793] lr: 7.500e-03, eta: 15:17:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4052, top5_acc: 0.6823, loss_cls: 2.4274, loss: 2.4274, grad_norm: 6.9611 2021-12-02 23:28:02,003 - mmaction - INFO - Epoch [8][320/1793] lr: 7.500e-03, eta: 15:17:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4062, top5_acc: 0.6865, loss_cls: 2.4223, loss: 2.4223, grad_norm: 6.3848 2021-12-02 23:28:16,047 - mmaction - INFO - Epoch [8][340/1793] lr: 7.500e-03, eta: 15:17:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.7083, loss_cls: 2.4457, loss: 2.4457, grad_norm: 6.9638 2021-12-02 23:28:30,087 - mmaction - INFO - Epoch [8][360/1793] lr: 7.500e-03, eta: 15:16:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.7083, loss_cls: 2.3573, loss: 2.3573, grad_norm: 6.7152 2021-12-02 23:28:44,124 - mmaction - INFO - Epoch [8][380/1793] lr: 7.500e-03, eta: 15:16:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3979, top5_acc: 0.6958, loss_cls: 2.4523, loss: 2.4523, grad_norm: 6.6504 2021-12-02 23:28:58,171 - mmaction - INFO - Epoch [8][400/1793] lr: 7.500e-03, eta: 15:16:17, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4094, top5_acc: 0.6990, loss_cls: 2.3943, loss: 2.3943, grad_norm: 6.7580 2021-12-02 23:29:12,220 - mmaction - INFO - Epoch [8][420/1793] lr: 7.500e-03, eta: 15:16:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4292, top5_acc: 0.6875, loss_cls: 2.3663, loss: 2.3663, grad_norm: 6.7123 2021-12-02 23:29:26,269 - mmaction - INFO - Epoch [8][440/1793] lr: 7.500e-03, eta: 15:15:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4167, top5_acc: 0.6760, loss_cls: 2.5181, loss: 2.5181, grad_norm: 6.6066 2021-12-02 23:29:40,321 - mmaction - INFO - Epoch [8][460/1793] lr: 7.500e-03, eta: 15:15:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3979, top5_acc: 0.6917, loss_cls: 2.3922, loss: 2.3922, grad_norm: 6.5378 2021-12-02 23:29:54,355 - mmaction - INFO - Epoch [8][480/1793] lr: 7.500e-03, eta: 15:15:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.6948, loss_cls: 2.4434, loss: 2.4434, grad_norm: 6.3792 2021-12-02 23:30:08,393 - mmaction - INFO - Epoch [8][500/1793] lr: 7.500e-03, eta: 15:14:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4021, top5_acc: 0.7094, loss_cls: 2.3975, loss: 2.3975, grad_norm: 6.5426 2021-12-02 23:30:22,436 - mmaction - INFO - Epoch [8][520/1793] lr: 7.500e-03, eta: 15:14:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7000, loss_cls: 2.3777, loss: 2.3777, grad_norm: 6.6628 2021-12-02 23:30:36,474 - mmaction - INFO - Epoch [8][540/1793] lr: 7.500e-03, eta: 15:14:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4188, top5_acc: 0.7104, loss_cls: 2.3168, loss: 2.3168, grad_norm: 6.6334 2021-12-02 23:30:50,503 - mmaction - INFO - Epoch [8][560/1793] lr: 7.500e-03, eta: 15:14:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.7031, loss_cls: 2.3339, loss: 2.3339, grad_norm: 6.5452 2021-12-02 23:31:04,544 - mmaction - INFO - Epoch [8][580/1793] lr: 7.500e-03, eta: 15:13:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3927, top5_acc: 0.7031, loss_cls: 2.3719, loss: 2.3719, grad_norm: 6.7373 2021-12-02 23:31:18,598 - mmaction - INFO - Epoch [8][600/1793] lr: 7.500e-03, eta: 15:13:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4115, top5_acc: 0.6906, loss_cls: 2.4290, loss: 2.4290, grad_norm: 6.7217 2021-12-02 23:31:32,629 - mmaction - INFO - Epoch [8][620/1793] lr: 7.500e-03, eta: 15:13:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.6969, loss_cls: 2.3476, loss: 2.3476, grad_norm: 6.2681 2021-12-02 23:31:46,678 - mmaction - INFO - Epoch [8][640/1793] lr: 7.500e-03, eta: 15:13:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4333, top5_acc: 0.7302, loss_cls: 2.2897, loss: 2.2897, grad_norm: 6.3772 2021-12-02 23:32:00,690 - mmaction - INFO - Epoch [8][660/1793] lr: 7.500e-03, eta: 15:12:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.7073, loss_cls: 2.4112, loss: 2.4112, grad_norm: 6.7496 2021-12-02 23:32:14,726 - mmaction - INFO - Epoch [8][680/1793] lr: 7.500e-03, eta: 15:12:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.6813, loss_cls: 2.4659, loss: 2.4659, grad_norm: 6.6814 2021-12-02 23:32:28,755 - mmaction - INFO - Epoch [8][700/1793] lr: 7.500e-03, eta: 15:12:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.6990, loss_cls: 2.4162, loss: 2.4162, grad_norm: 6.9761 2021-12-02 23:32:42,783 - mmaction - INFO - Epoch [8][720/1793] lr: 7.500e-03, eta: 15:12:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3958, top5_acc: 0.6802, loss_cls: 2.5015, loss: 2.5015, grad_norm: 6.5539 2021-12-02 23:32:56,819 - mmaction - INFO - Epoch [8][740/1793] lr: 7.500e-03, eta: 15:11:45, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7302, loss_cls: 2.3182, loss: 2.3182, grad_norm: 6.8277 2021-12-02 23:33:10,847 - mmaction - INFO - Epoch [8][760/1793] lr: 7.500e-03, eta: 15:11:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.6927, loss_cls: 2.4067, loss: 2.4067, grad_norm: 6.5386 2021-12-02 23:33:24,872 - mmaction - INFO - Epoch [8][780/1793] lr: 7.500e-03, eta: 15:11:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7333, loss_cls: 2.2700, loss: 2.2700, grad_norm: 6.5172 2021-12-02 23:33:38,888 - mmaction - INFO - Epoch [8][800/1793] lr: 7.500e-03, eta: 15:10:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4385, top5_acc: 0.7125, loss_cls: 2.3166, loss: 2.3166, grad_norm: 6.4878 2021-12-02 23:33:52,926 - mmaction - INFO - Epoch [8][820/1793] lr: 7.500e-03, eta: 15:10:40, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4115, top5_acc: 0.6979, loss_cls: 2.3599, loss: 2.3599, grad_norm: 6.5461 2021-12-02 23:34:06,946 - mmaction - INFO - Epoch [8][840/1793] lr: 7.500e-03, eta: 15:10:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4240, top5_acc: 0.7031, loss_cls: 2.3634, loss: 2.3634, grad_norm: 6.5390 2021-12-02 23:34:20,965 - mmaction - INFO - Epoch [8][860/1793] lr: 7.500e-03, eta: 15:10:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.6958, loss_cls: 2.4222, loss: 2.4222, grad_norm: 6.8348 2021-12-02 23:34:35,001 - mmaction - INFO - Epoch [8][880/1793] lr: 7.500e-03, eta: 15:09:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7115, loss_cls: 2.3296, loss: 2.3296, grad_norm: 6.8542 2021-12-02 23:34:49,026 - mmaction - INFO - Epoch [8][900/1793] lr: 7.500e-03, eta: 15:09:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3990, top5_acc: 0.6844, loss_cls: 2.4315, loss: 2.4315, grad_norm: 6.6132 2021-12-02 23:35:03,054 - mmaction - INFO - Epoch [8][920/1793] lr: 7.500e-03, eta: 15:09:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4125, top5_acc: 0.6875, loss_cls: 2.4054, loss: 2.4054, grad_norm: 6.9269 2021-12-02 23:35:17,088 - mmaction - INFO - Epoch [8][940/1793] lr: 7.500e-03, eta: 15:09:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.6979, loss_cls: 2.3475, loss: 2.3475, grad_norm: 6.7770 2021-12-02 23:35:31,113 - mmaction - INFO - Epoch [8][960/1793] lr: 7.500e-03, eta: 15:08:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.6927, loss_cls: 2.4279, loss: 2.4279, grad_norm: 6.6153 2021-12-02 23:35:45,131 - mmaction - INFO - Epoch [8][980/1793] lr: 7.500e-03, eta: 15:08:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7135, loss_cls: 2.2972, loss: 2.2972, grad_norm: 6.6728 2021-12-02 23:35:59,151 - mmaction - INFO - Epoch [8][1000/1793] lr: 7.500e-03, eta: 15:08:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4125, top5_acc: 0.6979, loss_cls: 2.3756, loss: 2.3756, grad_norm: 6.4896 2021-12-02 23:36:13,170 - mmaction - INFO - Epoch [8][1020/1793] lr: 7.500e-03, eta: 15:08:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4115, top5_acc: 0.6792, loss_cls: 2.4349, loss: 2.4349, grad_norm: 6.5302 2021-12-02 23:36:27,184 - mmaction - INFO - Epoch [8][1040/1793] lr: 7.500e-03, eta: 15:07:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4292, top5_acc: 0.7333, loss_cls: 2.2889, loss: 2.2889, grad_norm: 6.6542 2021-12-02 23:36:41,207 - mmaction - INFO - Epoch [8][1060/1793] lr: 7.500e-03, eta: 15:07:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.7219, loss_cls: 2.3802, loss: 2.3802, grad_norm: 6.8826 2021-12-02 23:36:55,215 - mmaction - INFO - Epoch [8][1080/1793] lr: 7.500e-03, eta: 15:07:12, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7219, loss_cls: 2.2911, loss: 2.2911, grad_norm: 6.8043 2021-12-02 23:37:09,226 - mmaction - INFO - Epoch [8][1100/1793] lr: 7.500e-03, eta: 15:06:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7229, loss_cls: 2.2655, loss: 2.2655, grad_norm: 6.6433 2021-12-02 23:37:23,246 - mmaction - INFO - Epoch [8][1120/1793] lr: 7.500e-03, eta: 15:06:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4167, top5_acc: 0.6979, loss_cls: 2.4033, loss: 2.4033, grad_norm: 6.7260 2021-12-02 23:37:37,244 - mmaction - INFO - Epoch [8][1140/1793] lr: 7.500e-03, eta: 15:06:24, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4167, top5_acc: 0.6969, loss_cls: 2.4289, loss: 2.4289, grad_norm: 6.9229 2021-12-02 23:37:51,265 - mmaction - INFO - Epoch [8][1160/1793] lr: 7.500e-03, eta: 15:06:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4115, top5_acc: 0.6771, loss_cls: 2.4458, loss: 2.4458, grad_norm: 6.6242 2021-12-02 23:38:05,272 - mmaction - INFO - Epoch [8][1180/1793] lr: 7.500e-03, eta: 15:05:52, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.6990, loss_cls: 2.3738, loss: 2.3738, grad_norm: 6.6909 2021-12-02 23:38:19,291 - mmaction - INFO - Epoch [8][1200/1793] lr: 7.500e-03, eta: 15:05:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4156, top5_acc: 0.7094, loss_cls: 2.3524, loss: 2.3524, grad_norm: 6.6453 2021-12-02 23:38:33,300 - mmaction - INFO - Epoch [8][1220/1793] lr: 7.500e-03, eta: 15:05:20, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.7104, loss_cls: 2.4151, loss: 2.4151, grad_norm: 6.6226 2021-12-02 23:38:47,319 - mmaction - INFO - Epoch [8][1240/1793] lr: 7.500e-03, eta: 15:05:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4094, top5_acc: 0.7052, loss_cls: 2.3597, loss: 2.3597, grad_norm: 6.7197 2021-12-02 23:39:01,330 - mmaction - INFO - Epoch [8][1260/1793] lr: 7.500e-03, eta: 15:04:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4125, top5_acc: 0.7021, loss_cls: 2.3705, loss: 2.3705, grad_norm: 6.6139 2021-12-02 23:39:15,345 - mmaction - INFO - Epoch [8][1280/1793] lr: 7.500e-03, eta: 15:04:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7010, loss_cls: 2.3666, loss: 2.3666, grad_norm: 6.7336 2021-12-02 23:39:29,362 - mmaction - INFO - Epoch [8][1300/1793] lr: 7.500e-03, eta: 15:04:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4635, top5_acc: 0.7052, loss_cls: 2.2813, loss: 2.2813, grad_norm: 6.5813 2021-12-02 23:39:43,390 - mmaction - INFO - Epoch [8][1320/1793] lr: 7.500e-03, eta: 15:04:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3927, top5_acc: 0.6854, loss_cls: 2.4960, loss: 2.4960, grad_norm: 6.5982 2021-12-02 23:39:57,403 - mmaction - INFO - Epoch [8][1340/1793] lr: 7.500e-03, eta: 15:03:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4177, top5_acc: 0.6896, loss_cls: 2.3718, loss: 2.3718, grad_norm: 6.9232 2021-12-02 23:40:11,430 - mmaction - INFO - Epoch [8][1360/1793] lr: 7.500e-03, eta: 15:03:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.7271, loss_cls: 2.2612, loss: 2.2612, grad_norm: 6.8937 2021-12-02 23:40:25,466 - mmaction - INFO - Epoch [8][1380/1793] lr: 7.500e-03, eta: 15:03:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3948, top5_acc: 0.6833, loss_cls: 2.5123, loss: 2.5123, grad_norm: 6.7584 2021-12-02 23:40:39,506 - mmaction - INFO - Epoch [8][1400/1793] lr: 7.500e-03, eta: 15:02:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4208, top5_acc: 0.7063, loss_cls: 2.3772, loss: 2.3772, grad_norm: 6.4310 2021-12-02 23:40:53,547 - mmaction - INFO - Epoch [8][1420/1793] lr: 7.500e-03, eta: 15:02:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4240, top5_acc: 0.7000, loss_cls: 2.4148, loss: 2.4148, grad_norm: 6.5977 2021-12-02 23:41:07,593 - mmaction - INFO - Epoch [8][1440/1793] lr: 7.500e-03, eta: 15:02:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7208, loss_cls: 2.2431, loss: 2.2431, grad_norm: 7.1493 2021-12-02 23:41:21,633 - mmaction - INFO - Epoch [8][1460/1793] lr: 7.500e-03, eta: 15:02:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3865, top5_acc: 0.6854, loss_cls: 2.4946, loss: 2.4946, grad_norm: 6.5719 2021-12-02 23:41:35,673 - mmaction - INFO - Epoch [8][1480/1793] lr: 7.500e-03, eta: 15:01:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4344, top5_acc: 0.7333, loss_cls: 2.2650, loss: 2.2650, grad_norm: 6.6868 2021-12-02 23:41:49,716 - mmaction - INFO - Epoch [8][1500/1793] lr: 7.500e-03, eta: 15:01:38, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4156, top5_acc: 0.6979, loss_cls: 2.3899, loss: 2.3899, grad_norm: 6.7533 2021-12-02 23:42:03,741 - mmaction - INFO - Epoch [8][1520/1793] lr: 7.500e-03, eta: 15:01:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.3979, top5_acc: 0.6760, loss_cls: 2.5375, loss: 2.5375, grad_norm: 7.3657 2021-12-02 23:42:17,766 - mmaction - INFO - Epoch [8][1540/1793] lr: 7.500e-03, eta: 15:01:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4188, top5_acc: 0.7010, loss_cls: 2.3595, loss: 2.3595, grad_norm: 6.5943 2021-12-02 23:42:31,817 - mmaction - INFO - Epoch [8][1560/1793] lr: 7.500e-03, eta: 15:00:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4396, top5_acc: 0.7510, loss_cls: 2.2721, loss: 2.2721, grad_norm: 6.9066 2021-12-02 23:42:45,859 - mmaction - INFO - Epoch [8][1580/1793] lr: 7.500e-03, eta: 15:00:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3771, top5_acc: 0.6875, loss_cls: 2.4846, loss: 2.4846, grad_norm: 7.1036 2021-12-02 23:42:59,893 - mmaction - INFO - Epoch [8][1600/1793] lr: 7.500e-03, eta: 15:00:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7094, loss_cls: 2.3457, loss: 2.3457, grad_norm: 6.6253 2021-12-02 23:43:13,929 - mmaction - INFO - Epoch [8][1620/1793] lr: 7.500e-03, eta: 15:00:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4000, top5_acc: 0.6927, loss_cls: 2.4574, loss: 2.4574, grad_norm: 6.7108 2021-12-02 23:43:27,979 - mmaction - INFO - Epoch [8][1640/1793] lr: 7.500e-03, eta: 14:59:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4156, top5_acc: 0.7063, loss_cls: 2.3729, loss: 2.3729, grad_norm: 7.0504 2021-12-02 23:43:42,013 - mmaction - INFO - Epoch [8][1660/1793] lr: 7.500e-03, eta: 14:59:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4062, top5_acc: 0.7094, loss_cls: 2.3976, loss: 2.3976, grad_norm: 7.0770 2021-12-02 23:43:56,047 - mmaction - INFO - Epoch [8][1680/1793] lr: 7.500e-03, eta: 14:59:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7219, loss_cls: 2.3214, loss: 2.3214, grad_norm: 6.6404 2021-12-02 23:44:10,102 - mmaction - INFO - Epoch [8][1700/1793] lr: 7.500e-03, eta: 14:59:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3404, loss: 2.3404, grad_norm: 7.1533 2021-12-02 23:44:24,164 - mmaction - INFO - Epoch [8][1720/1793] lr: 7.500e-03, eta: 14:58:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.6771, loss_cls: 2.4838, loss: 2.4838, grad_norm: 7.0377 2021-12-02 23:44:38,221 - mmaction - INFO - Epoch [8][1740/1793] lr: 7.500e-03, eta: 14:58:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4115, top5_acc: 0.6937, loss_cls: 2.4718, loss: 2.4718, grad_norm: 6.8751 2021-12-02 23:44:52,286 - mmaction - INFO - Epoch [8][1760/1793] lr: 7.500e-03, eta: 14:58:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7135, loss_cls: 2.2979, loss: 2.2979, grad_norm: 6.9537 2021-12-02 23:45:06,325 - mmaction - INFO - Epoch [8][1780/1793] lr: 7.500e-03, eta: 14:57:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4146, top5_acc: 0.6781, loss_cls: 2.4193, loss: 2.4193, grad_norm: 6.9489 2021-12-02 23:46:24,009 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:46:24,163 - mmaction - INFO - top1_acc 0.3027 top5_acc 0.5982 2021-12-02 23:46:24,163 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:46:24,173 - mmaction - INFO - mean_acc 0.2803 2021-12-02 23:46:24,178 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-12-02 23:46:26,830 - mmaction - INFO - Epoch(val) [8][241] top1_acc: 0.3027, top5_acc: 0.5982, mean_class_accuracy: 0.2803 2021-12-02 23:47:06,639 - mmaction - INFO - Epoch [9][20/1793] lr: 7.500e-03, eta: 14:58:59, time: 1.990, data_time: 1.290, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7000, loss_cls: 2.3051, loss: 2.3051, grad_norm: 6.6731 2021-12-02 23:47:20,641 - mmaction - INFO - Epoch [9][40/1793] lr: 7.500e-03, eta: 14:58:43, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.4146, top5_acc: 0.6854, loss_cls: 2.4383, loss: 2.4383, grad_norm: 6.8035 2021-12-02 23:47:34,633 - mmaction - INFO - Epoch [9][60/1793] lr: 7.500e-03, eta: 14:58:27, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7292, loss_cls: 2.1940, loss: 2.1940, grad_norm: 6.8373 2021-12-02 23:47:48,634 - mmaction - INFO - Epoch [9][80/1793] lr: 7.500e-03, eta: 14:58:11, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4427, top5_acc: 0.7219, loss_cls: 2.2537, loss: 2.2537, grad_norm: 6.9366 2021-12-02 23:48:02,652 - mmaction - INFO - Epoch [9][100/1793] lr: 7.500e-03, eta: 14:57:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4281, top5_acc: 0.7281, loss_cls: 2.2890, loss: 2.2890, grad_norm: 6.8028 2021-12-02 23:48:16,664 - mmaction - INFO - Epoch [9][120/1793] lr: 7.500e-03, eta: 14:57:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7115, loss_cls: 2.3355, loss: 2.3355, grad_norm: 7.3723 2021-12-02 23:48:30,678 - mmaction - INFO - Epoch [9][140/1793] lr: 7.500e-03, eta: 14:57:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.7312, loss_cls: 2.2853, loss: 2.2853, grad_norm: 7.2513 2021-12-02 23:48:44,682 - mmaction - INFO - Epoch [9][160/1793] lr: 7.500e-03, eta: 14:57:07, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7146, loss_cls: 2.3812, loss: 2.3812, grad_norm: 6.7525 2021-12-02 23:48:58,696 - mmaction - INFO - Epoch [9][180/1793] lr: 7.500e-03, eta: 14:56:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7083, loss_cls: 2.3698, loss: 2.3698, grad_norm: 6.8191 2021-12-02 23:49:12,710 - mmaction - INFO - Epoch [9][200/1793] lr: 7.500e-03, eta: 14:56:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.6958, loss_cls: 2.4459, loss: 2.4459, grad_norm: 6.7103 2021-12-02 23:49:26,731 - mmaction - INFO - Epoch [9][220/1793] lr: 7.500e-03, eta: 14:56:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4604, top5_acc: 0.7323, loss_cls: 2.2364, loss: 2.2364, grad_norm: 6.9171 2021-12-02 23:49:40,756 - mmaction - INFO - Epoch [9][240/1793] lr: 7.500e-03, eta: 14:56:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7427, loss_cls: 2.1637, loss: 2.1637, grad_norm: 6.8276 2021-12-02 23:49:54,765 - mmaction - INFO - Epoch [9][260/1793] lr: 7.500e-03, eta: 14:55:47, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4344, top5_acc: 0.7188, loss_cls: 2.3184, loss: 2.3184, grad_norm: 7.1233 2021-12-02 23:50:08,774 - mmaction - INFO - Epoch [9][280/1793] lr: 7.500e-03, eta: 14:55:31, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4167, top5_acc: 0.7104, loss_cls: 2.3771, loss: 2.3771, grad_norm: 6.8919 2021-12-02 23:50:22,799 - mmaction - INFO - Epoch [9][300/1793] lr: 7.500e-03, eta: 14:55:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7198, loss_cls: 2.3456, loss: 2.3456, grad_norm: 7.0015 2021-12-02 23:50:36,825 - mmaction - INFO - Epoch [9][320/1793] lr: 7.500e-03, eta: 14:55:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4177, top5_acc: 0.7240, loss_cls: 2.3669, loss: 2.3669, grad_norm: 7.0214 2021-12-02 23:50:50,846 - mmaction - INFO - Epoch [9][340/1793] lr: 7.500e-03, eta: 14:54:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7344, loss_cls: 2.2862, loss: 2.2862, grad_norm: 7.0742 2021-12-02 23:51:04,866 - mmaction - INFO - Epoch [9][360/1793] lr: 7.500e-03, eta: 14:54:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4104, top5_acc: 0.6937, loss_cls: 2.4523, loss: 2.4523, grad_norm: 7.3091 2021-12-02 23:51:18,891 - mmaction - INFO - Epoch [9][380/1793] lr: 7.500e-03, eta: 14:54:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7156, loss_cls: 2.3739, loss: 2.3739, grad_norm: 7.3860 2021-12-02 23:51:32,906 - mmaction - INFO - Epoch [9][400/1793] lr: 7.500e-03, eta: 14:53:56, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4271, top5_acc: 0.7042, loss_cls: 2.3574, loss: 2.3574, grad_norm: 6.9117 2021-12-02 23:51:46,927 - mmaction - INFO - Epoch [9][420/1793] lr: 7.500e-03, eta: 14:53:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4208, top5_acc: 0.7000, loss_cls: 2.4047, loss: 2.4047, grad_norm: 7.2623 2021-12-02 23:52:00,948 - mmaction - INFO - Epoch [9][440/1793] lr: 7.500e-03, eta: 14:53:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7281, loss_cls: 2.2879, loss: 2.2879, grad_norm: 6.6039 2021-12-02 23:52:14,958 - mmaction - INFO - Epoch [9][460/1793] lr: 7.500e-03, eta: 14:53:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4073, top5_acc: 0.6937, loss_cls: 2.4388, loss: 2.4388, grad_norm: 6.7515 2021-12-02 23:52:28,967 - mmaction - INFO - Epoch [9][480/1793] lr: 7.500e-03, eta: 14:52:53, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7344, loss_cls: 2.2130, loss: 2.2130, grad_norm: 6.8331 2021-12-02 23:52:42,985 - mmaction - INFO - Epoch [9][500/1793] lr: 7.500e-03, eta: 14:52:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4135, top5_acc: 0.6990, loss_cls: 2.4016, loss: 2.4016, grad_norm: 6.8795 2021-12-02 23:52:57,019 - mmaction - INFO - Epoch [9][520/1793] lr: 7.500e-03, eta: 14:52:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4396, top5_acc: 0.6990, loss_cls: 2.3781, loss: 2.3781, grad_norm: 7.2313 2021-12-02 23:53:11,036 - mmaction - INFO - Epoch [9][540/1793] lr: 7.500e-03, eta: 14:52:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4042, top5_acc: 0.7010, loss_cls: 2.3913, loss: 2.3913, grad_norm: 6.7718 2021-12-02 23:53:25,059 - mmaction - INFO - Epoch [9][560/1793] lr: 7.500e-03, eta: 14:51:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.7385, loss_cls: 2.2693, loss: 2.2693, grad_norm: 6.7701 2021-12-02 23:53:39,083 - mmaction - INFO - Epoch [9][580/1793] lr: 7.500e-03, eta: 14:51:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7448, loss_cls: 2.2651, loss: 2.2651, grad_norm: 6.5796 2021-12-02 23:53:53,120 - mmaction - INFO - Epoch [9][600/1793] lr: 7.500e-03, eta: 14:51:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4156, top5_acc: 0.6990, loss_cls: 2.4081, loss: 2.4081, grad_norm: 7.0501 2021-12-02 23:54:07,144 - mmaction - INFO - Epoch [9][620/1793] lr: 7.500e-03, eta: 14:51:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7229, loss_cls: 2.2864, loss: 2.2864, grad_norm: 6.6427 2021-12-02 23:54:21,166 - mmaction - INFO - Epoch [9][640/1793] lr: 7.500e-03, eta: 14:50:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4125, top5_acc: 0.7292, loss_cls: 2.3546, loss: 2.3546, grad_norm: 6.7234 2021-12-02 23:54:35,192 - mmaction - INFO - Epoch [9][660/1793] lr: 7.500e-03, eta: 14:50:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7167, loss_cls: 2.3088, loss: 2.3088, grad_norm: 6.7592 2021-12-02 23:54:49,207 - mmaction - INFO - Epoch [9][680/1793] lr: 7.500e-03, eta: 14:50:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3123, loss: 2.3123, grad_norm: 6.8805 2021-12-02 23:55:03,226 - mmaction - INFO - Epoch [9][700/1793] lr: 7.500e-03, eta: 14:49:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7063, loss_cls: 2.2930, loss: 2.2930, grad_norm: 6.6126 2021-12-02 23:55:17,263 - mmaction - INFO - Epoch [9][720/1793] lr: 7.500e-03, eta: 14:49:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4271, top5_acc: 0.7229, loss_cls: 2.3558, loss: 2.3558, grad_norm: 6.7268 2021-12-02 23:55:31,290 - mmaction - INFO - Epoch [9][740/1793] lr: 7.500e-03, eta: 14:49:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7219, loss_cls: 2.2739, loss: 2.2739, grad_norm: 6.9406 2021-12-02 23:55:45,326 - mmaction - INFO - Epoch [9][760/1793] lr: 7.500e-03, eta: 14:49:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4292, top5_acc: 0.7042, loss_cls: 2.4029, loss: 2.4029, grad_norm: 6.6002 2021-12-02 23:55:59,364 - mmaction - INFO - Epoch [9][780/1793] lr: 7.500e-03, eta: 14:48:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4292, top5_acc: 0.7083, loss_cls: 2.3623, loss: 2.3623, grad_norm: 6.8062 2021-12-02 23:56:13,400 - mmaction - INFO - Epoch [9][800/1793] lr: 7.500e-03, eta: 14:48:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7229, loss_cls: 2.2533, loss: 2.2533, grad_norm: 6.6979 2021-12-02 23:56:27,434 - mmaction - INFO - Epoch [9][820/1793] lr: 7.500e-03, eta: 14:48:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.6969, loss_cls: 2.3825, loss: 2.3825, grad_norm: 6.6798 2021-12-02 23:56:41,481 - mmaction - INFO - Epoch [9][840/1793] lr: 7.500e-03, eta: 14:48:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4385, top5_acc: 0.7208, loss_cls: 2.2876, loss: 2.2876, grad_norm: 6.6925 2021-12-02 23:56:55,521 - mmaction - INFO - Epoch [9][860/1793] lr: 7.500e-03, eta: 14:47:54, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4240, top5_acc: 0.7250, loss_cls: 2.2761, loss: 2.2761, grad_norm: 6.4251 2021-12-02 23:57:09,560 - mmaction - INFO - Epoch [9][880/1793] lr: 7.500e-03, eta: 14:47:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.7063, loss_cls: 2.3334, loss: 2.3334, grad_norm: 6.7372 2021-12-02 23:57:23,602 - mmaction - INFO - Epoch [9][900/1793] lr: 7.500e-03, eta: 14:47:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7125, loss_cls: 2.3410, loss: 2.3410, grad_norm: 6.6042 2021-12-02 23:57:37,644 - mmaction - INFO - Epoch [9][920/1793] lr: 7.500e-03, eta: 14:47:07, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7073, loss_cls: 2.3650, loss: 2.3650, grad_norm: 7.1629 2021-12-02 23:57:51,670 - mmaction - INFO - Epoch [9][940/1793] lr: 7.500e-03, eta: 14:46:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7229, loss_cls: 2.2353, loss: 2.2353, grad_norm: 6.6715 2021-12-02 23:58:05,699 - mmaction - INFO - Epoch [9][960/1793] lr: 7.500e-03, eta: 14:46:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.7021, loss_cls: 2.3625, loss: 2.3625, grad_norm: 6.7909 2021-12-02 23:58:19,759 - mmaction - INFO - Epoch [9][980/1793] lr: 7.500e-03, eta: 14:46:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.7000, loss_cls: 2.3539, loss: 2.3539, grad_norm: 7.2886 2021-12-02 23:58:33,794 - mmaction - INFO - Epoch [9][1000/1793] lr: 7.500e-03, eta: 14:46:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4156, top5_acc: 0.7167, loss_cls: 2.3129, loss: 2.3129, grad_norm: 7.5056 2021-12-02 23:58:47,834 - mmaction - INFO - Epoch [9][1020/1793] lr: 7.500e-03, eta: 14:45:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4385, top5_acc: 0.6917, loss_cls: 2.3599, loss: 2.3599, grad_norm: 6.8482 2021-12-02 23:59:01,873 - mmaction - INFO - Epoch [9][1040/1793] lr: 7.500e-03, eta: 14:45:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.6979, loss_cls: 2.3918, loss: 2.3918, grad_norm: 6.9850 2021-12-02 23:59:15,910 - mmaction - INFO - Epoch [9][1060/1793] lr: 7.500e-03, eta: 14:45:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4208, top5_acc: 0.7104, loss_cls: 2.3686, loss: 2.3686, grad_norm: 7.0436 2021-12-02 23:59:29,956 - mmaction - INFO - Epoch [9][1080/1793] lr: 7.500e-03, eta: 14:45:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7021, loss_cls: 2.3539, loss: 2.3539, grad_norm: 6.7851 2021-12-02 23:59:43,989 - mmaction - INFO - Epoch [9][1100/1793] lr: 7.500e-03, eta: 14:44:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7219, loss_cls: 2.3037, loss: 2.3037, grad_norm: 6.6525 2021-12-02 23:59:58,027 - mmaction - INFO - Epoch [9][1120/1793] lr: 7.500e-03, eta: 14:44:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4281, top5_acc: 0.7250, loss_cls: 2.3325, loss: 2.3325, grad_norm: 6.8481 2021-12-03 00:00:12,050 - mmaction - INFO - Epoch [9][1140/1793] lr: 7.500e-03, eta: 14:44:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4062, top5_acc: 0.7094, loss_cls: 2.3585, loss: 2.3585, grad_norm: 6.7633 2021-12-03 00:00:26,081 - mmaction - INFO - Epoch [9][1160/1793] lr: 7.500e-03, eta: 14:43:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4094, top5_acc: 0.7271, loss_cls: 2.3431, loss: 2.3431, grad_norm: 6.6795 2021-12-03 00:00:40,123 - mmaction - INFO - Epoch [9][1180/1793] lr: 7.500e-03, eta: 14:43:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4333, top5_acc: 0.6969, loss_cls: 2.3535, loss: 2.3535, grad_norm: 6.3984 2021-12-03 00:00:54,165 - mmaction - INFO - Epoch [9][1200/1793] lr: 7.500e-03, eta: 14:43:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.6937, loss_cls: 2.3780, loss: 2.3780, grad_norm: 6.7956 2021-12-03 00:01:08,211 - mmaction - INFO - Epoch [9][1220/1793] lr: 7.500e-03, eta: 14:43:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7146, loss_cls: 2.2870, loss: 2.2870, grad_norm: 6.5090 2021-12-03 00:01:22,255 - mmaction - INFO - Epoch [9][1240/1793] lr: 7.500e-03, eta: 14:42:57, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4396, top5_acc: 0.7198, loss_cls: 2.2528, loss: 2.2528, grad_norm: 6.7635 2021-12-03 00:01:36,302 - mmaction - INFO - Epoch [9][1260/1793] lr: 7.500e-03, eta: 14:42:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4396, top5_acc: 0.7135, loss_cls: 2.3027, loss: 2.3027, grad_norm: 6.7582 2021-12-03 00:01:50,343 - mmaction - INFO - Epoch [9][1280/1793] lr: 7.500e-03, eta: 14:42:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7281, loss_cls: 2.2692, loss: 2.2692, grad_norm: 7.0203 2021-12-03 00:02:04,392 - mmaction - INFO - Epoch [9][1300/1793] lr: 7.500e-03, eta: 14:42:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4125, top5_acc: 0.6937, loss_cls: 2.3718, loss: 2.3718, grad_norm: 6.8188 2021-12-03 00:02:18,427 - mmaction - INFO - Epoch [9][1320/1793] lr: 7.500e-03, eta: 14:41:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4490, top5_acc: 0.7219, loss_cls: 2.2745, loss: 2.2745, grad_norm: 6.7939 2021-12-03 00:02:32,469 - mmaction - INFO - Epoch [9][1340/1793] lr: 7.500e-03, eta: 14:41:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.3844, top5_acc: 0.7063, loss_cls: 2.4125, loss: 2.4125, grad_norm: 7.1375 2021-12-03 00:02:46,515 - mmaction - INFO - Epoch [9][1360/1793] lr: 7.500e-03, eta: 14:41:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4010, top5_acc: 0.7281, loss_cls: 2.3710, loss: 2.3710, grad_norm: 6.5775 2021-12-03 00:03:00,573 - mmaction - INFO - Epoch [9][1380/1793] lr: 7.500e-03, eta: 14:41:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4333, top5_acc: 0.7104, loss_cls: 2.3757, loss: 2.3757, grad_norm: 6.6603 2021-12-03 00:03:14,619 - mmaction - INFO - Epoch [9][1400/1793] lr: 7.500e-03, eta: 14:40:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4167, top5_acc: 0.7292, loss_cls: 2.3502, loss: 2.3502, grad_norm: 6.8583 2021-12-03 00:03:28,682 - mmaction - INFO - Epoch [9][1420/1793] lr: 7.500e-03, eta: 14:40:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4188, top5_acc: 0.6990, loss_cls: 2.3866, loss: 2.3866, grad_norm: 6.4530 2021-12-03 00:03:42,741 - mmaction - INFO - Epoch [9][1440/1793] lr: 7.500e-03, eta: 14:40:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7177, loss_cls: 2.3393, loss: 2.3393, grad_norm: 6.7073 2021-12-03 00:03:56,789 - mmaction - INFO - Epoch [9][1460/1793] lr: 7.500e-03, eta: 14:40:07, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4198, top5_acc: 0.7125, loss_cls: 2.3127, loss: 2.3127, grad_norm: 6.5012 2021-12-03 00:04:10,824 - mmaction - INFO - Epoch [9][1480/1793] lr: 7.500e-03, eta: 14:39:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7198, loss_cls: 2.3210, loss: 2.3210, grad_norm: 6.7484 2021-12-03 00:04:24,871 - mmaction - INFO - Epoch [9][1500/1793] lr: 7.500e-03, eta: 14:39:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4062, top5_acc: 0.7135, loss_cls: 2.3589, loss: 2.3589, grad_norm: 6.7329 2021-12-03 00:04:38,926 - mmaction - INFO - Epoch [9][1520/1793] lr: 7.500e-03, eta: 14:39:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7125, loss_cls: 2.3354, loss: 2.3354, grad_norm: 6.7113 2021-12-03 00:04:52,976 - mmaction - INFO - Epoch [9][1540/1793] lr: 7.500e-03, eta: 14:39:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4146, top5_acc: 0.7083, loss_cls: 2.3857, loss: 2.3857, grad_norm: 6.8678 2021-12-03 00:05:07,027 - mmaction - INFO - Epoch [9][1560/1793] lr: 7.500e-03, eta: 14:38:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4271, top5_acc: 0.7177, loss_cls: 2.3150, loss: 2.3150, grad_norm: 6.2983 2021-12-03 00:05:21,063 - mmaction - INFO - Epoch [9][1580/1793] lr: 7.500e-03, eta: 14:38:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7115, loss_cls: 2.3425, loss: 2.3425, grad_norm: 6.6948 2021-12-03 00:05:35,116 - mmaction - INFO - Epoch [9][1600/1793] lr: 7.500e-03, eta: 14:38:18, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7281, loss_cls: 2.2742, loss: 2.2742, grad_norm: 6.7106 2021-12-03 00:05:49,159 - mmaction - INFO - Epoch [9][1620/1793] lr: 7.500e-03, eta: 14:38:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.7229, loss_cls: 2.2712, loss: 2.2712, grad_norm: 6.8765 2021-12-03 00:06:03,178 - mmaction - INFO - Epoch [9][1640/1793] lr: 7.500e-03, eta: 14:37:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7115, loss_cls: 2.3093, loss: 2.3093, grad_norm: 6.9032 2021-12-03 00:06:17,201 - mmaction - INFO - Epoch [9][1660/1793] lr: 7.500e-03, eta: 14:37:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4385, top5_acc: 0.7406, loss_cls: 2.2640, loss: 2.2640, grad_norm: 6.7563 2021-12-03 00:06:31,246 - mmaction - INFO - Epoch [9][1680/1793] lr: 7.500e-03, eta: 14:37:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7385, loss_cls: 2.2077, loss: 2.2077, grad_norm: 6.6908 2021-12-03 00:06:45,281 - mmaction - INFO - Epoch [9][1700/1793] lr: 7.500e-03, eta: 14:37:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.7229, loss_cls: 2.3356, loss: 2.3356, grad_norm: 6.8996 2021-12-03 00:06:59,307 - mmaction - INFO - Epoch [9][1720/1793] lr: 7.500e-03, eta: 14:36:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7094, loss_cls: 2.2811, loss: 2.2811, grad_norm: 6.6408 2021-12-03 00:07:13,330 - mmaction - INFO - Epoch [9][1740/1793] lr: 7.500e-03, eta: 14:36:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4333, top5_acc: 0.7031, loss_cls: 2.3804, loss: 2.3804, grad_norm: 6.5459 2021-12-03 00:07:27,351 - mmaction - INFO - Epoch [9][1760/1793] lr: 7.500e-03, eta: 14:36:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7104, loss_cls: 2.3757, loss: 2.3757, grad_norm: 6.9017 2021-12-03 00:07:41,388 - mmaction - INFO - Epoch [9][1780/1793] lr: 7.500e-03, eta: 14:35:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7198, loss_cls: 2.2791, loss: 2.2791, grad_norm: 6.6766 2021-12-03 00:08:58,271 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:08:58,436 - mmaction - INFO - top1_acc 0.3203 top5_acc 0.6232 2021-12-03 00:08:58,437 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:08:58,448 - mmaction - INFO - mean_acc 0.2881 2021-12-03 00:08:59,290 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-12-03 00:08:59,290 - mmaction - INFO - Best top1_acc is 0.3203 at 9 epoch. 2021-12-03 00:08:59,296 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-12-03 00:09:02,470 - mmaction - INFO - Epoch(val) [9][241] top1_acc: 0.3203, top5_acc: 0.6232, mean_class_accuracy: 0.2881 2021-12-03 00:09:42,618 - mmaction - INFO - Epoch [10][20/1793] lr: 7.500e-03, eta: 14:36:50, time: 2.007, data_time: 1.308, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7146, loss_cls: 2.3022, loss: 2.3022, grad_norm: 6.4039 2021-12-03 00:09:56,610 - mmaction - INFO - Epoch [10][40/1793] lr: 7.500e-03, eta: 14:36:34, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7208, loss_cls: 2.2432, loss: 2.2432, grad_norm: 6.4999 2021-12-03 00:10:10,607 - mmaction - INFO - Epoch [10][60/1793] lr: 7.500e-03, eta: 14:36:19, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7396, loss_cls: 2.1587, loss: 2.1587, grad_norm: 6.7473 2021-12-03 00:10:24,633 - mmaction - INFO - Epoch [10][80/1793] lr: 7.500e-03, eta: 14:36:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4531, top5_acc: 0.7354, loss_cls: 2.2418, loss: 2.2418, grad_norm: 6.7294 2021-12-03 00:10:38,651 - mmaction - INFO - Epoch [10][100/1793] lr: 7.500e-03, eta: 14:35:47, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7469, loss_cls: 2.1844, loss: 2.1844, grad_norm: 6.6577 2021-12-03 00:10:52,661 - mmaction - INFO - Epoch [10][120/1793] lr: 7.500e-03, eta: 14:35:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4198, top5_acc: 0.7177, loss_cls: 2.3310, loss: 2.3310, grad_norm: 7.0206 2021-12-03 00:11:06,701 - mmaction - INFO - Epoch [10][140/1793] lr: 7.500e-03, eta: 14:35:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7438, loss_cls: 2.2263, loss: 2.2263, grad_norm: 6.8513 2021-12-03 00:11:20,722 - mmaction - INFO - Epoch [10][160/1793] lr: 7.500e-03, eta: 14:35:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7604, loss_cls: 2.1411, loss: 2.1411, grad_norm: 6.7695 2021-12-03 00:11:34,784 - mmaction - INFO - Epoch [10][180/1793] lr: 7.500e-03, eta: 14:34:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7229, loss_cls: 2.3230, loss: 2.3230, grad_norm: 6.7989 2021-12-03 00:11:48,829 - mmaction - INFO - Epoch [10][200/1793] lr: 7.500e-03, eta: 14:34:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7365, loss_cls: 2.2457, loss: 2.2457, grad_norm: 6.8628 2021-12-03 00:12:02,882 - mmaction - INFO - Epoch [10][220/1793] lr: 7.500e-03, eta: 14:34:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4542, top5_acc: 0.7427, loss_cls: 2.2044, loss: 2.2044, grad_norm: 6.9384 2021-12-03 00:12:16,928 - mmaction - INFO - Epoch [10][240/1793] lr: 7.500e-03, eta: 14:33:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4521, top5_acc: 0.7292, loss_cls: 2.2559, loss: 2.2559, grad_norm: 6.9264 2021-12-03 00:12:30,978 - mmaction - INFO - Epoch [10][260/1793] lr: 7.500e-03, eta: 14:33:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4292, top5_acc: 0.7292, loss_cls: 2.2637, loss: 2.2637, grad_norm: 6.9771 2021-12-03 00:12:45,020 - mmaction - INFO - Epoch [10][280/1793] lr: 7.500e-03, eta: 14:33:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7333, loss_cls: 2.2325, loss: 2.2325, grad_norm: 7.1105 2021-12-03 00:12:59,080 - mmaction - INFO - Epoch [10][300/1793] lr: 7.500e-03, eta: 14:33:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7375, loss_cls: 2.2217, loss: 2.2217, grad_norm: 6.8902 2021-12-03 00:13:13,130 - mmaction - INFO - Epoch [10][320/1793] lr: 7.500e-03, eta: 14:32:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7167, loss_cls: 2.3424, loss: 2.3424, grad_norm: 6.8160 2021-12-03 00:13:27,192 - mmaction - INFO - Epoch [10][340/1793] lr: 7.500e-03, eta: 14:32:41, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7385, loss_cls: 2.2865, loss: 2.2865, grad_norm: 6.5514 2021-12-03 00:13:41,234 - mmaction - INFO - Epoch [10][360/1793] lr: 7.500e-03, eta: 14:32:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4531, top5_acc: 0.7333, loss_cls: 2.2649, loss: 2.2649, grad_norm: 7.1014 2021-12-03 00:13:55,278 - mmaction - INFO - Epoch [10][380/1793] lr: 7.500e-03, eta: 14:32:10, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7323, loss_cls: 2.2502, loss: 2.2502, grad_norm: 6.9219 2021-12-03 00:14:09,340 - mmaction - INFO - Epoch [10][400/1793] lr: 7.500e-03, eta: 14:31:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7271, loss_cls: 2.2941, loss: 2.2941, grad_norm: 6.8185 2021-12-03 00:14:23,399 - mmaction - INFO - Epoch [10][420/1793] lr: 7.500e-03, eta: 14:31:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7250, loss_cls: 2.2540, loss: 2.2540, grad_norm: 6.8362 2021-12-03 00:14:37,464 - mmaction - INFO - Epoch [10][440/1793] lr: 7.500e-03, eta: 14:31:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7156, loss_cls: 2.2620, loss: 2.2620, grad_norm: 6.3532 2021-12-03 00:14:51,529 - mmaction - INFO - Epoch [10][460/1793] lr: 7.500e-03, eta: 14:31:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7396, loss_cls: 2.1936, loss: 2.1936, grad_norm: 6.7996 2021-12-03 00:15:05,584 - mmaction - INFO - Epoch [10][480/1793] lr: 7.500e-03, eta: 14:30:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.7083, loss_cls: 2.2908, loss: 2.2908, grad_norm: 6.8485 2021-12-03 00:15:19,651 - mmaction - INFO - Epoch [10][500/1793] lr: 7.500e-03, eta: 14:30:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4604, top5_acc: 0.7438, loss_cls: 2.2390, loss: 2.2390, grad_norm: 6.7446 2021-12-03 00:15:33,716 - mmaction - INFO - Epoch [10][520/1793] lr: 7.500e-03, eta: 14:30:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7198, loss_cls: 2.2790, loss: 2.2790, grad_norm: 6.9642 2021-12-03 00:15:47,779 - mmaction - INFO - Epoch [10][540/1793] lr: 7.500e-03, eta: 14:30:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7000, loss_cls: 2.3189, loss: 2.3189, grad_norm: 6.6822 2021-12-03 00:16:01,853 - mmaction - INFO - Epoch [10][560/1793] lr: 7.500e-03, eta: 14:29:52, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4667, top5_acc: 0.7406, loss_cls: 2.2048, loss: 2.2048, grad_norm: 6.5360 2021-12-03 00:16:15,917 - mmaction - INFO - Epoch [10][580/1793] lr: 7.500e-03, eta: 14:29:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4635, top5_acc: 0.7490, loss_cls: 2.1627, loss: 2.1627, grad_norm: 7.0831 2021-12-03 00:16:29,969 - mmaction - INFO - Epoch [10][600/1793] lr: 7.500e-03, eta: 14:29:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7396, loss_cls: 2.2435, loss: 2.2435, grad_norm: 6.6770 2021-12-03 00:16:44,038 - mmaction - INFO - Epoch [10][620/1793] lr: 7.500e-03, eta: 14:29:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4562, top5_acc: 0.7198, loss_cls: 2.2619, loss: 2.2619, grad_norm: 6.7560 2021-12-03 00:16:58,103 - mmaction - INFO - Epoch [10][640/1793] lr: 7.500e-03, eta: 14:28:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7510, loss_cls: 2.1582, loss: 2.1582, grad_norm: 6.7471 2021-12-03 00:17:12,166 - mmaction - INFO - Epoch [10][660/1793] lr: 7.500e-03, eta: 14:28:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4646, top5_acc: 0.7354, loss_cls: 2.2192, loss: 2.2192, grad_norm: 6.9906 2021-12-03 00:17:26,225 - mmaction - INFO - Epoch [10][680/1793] lr: 7.500e-03, eta: 14:28:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4490, top5_acc: 0.7375, loss_cls: 2.2008, loss: 2.2008, grad_norm: 6.6846 2021-12-03 00:17:40,287 - mmaction - INFO - Epoch [10][700/1793] lr: 7.500e-03, eta: 14:28:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4490, top5_acc: 0.7177, loss_cls: 2.2587, loss: 2.2587, grad_norm: 6.8398 2021-12-03 00:17:54,351 - mmaction - INFO - Epoch [10][720/1793] lr: 7.500e-03, eta: 14:27:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7177, loss_cls: 2.2701, loss: 2.2701, grad_norm: 7.1133 2021-12-03 00:18:08,413 - mmaction - INFO - Epoch [10][740/1793] lr: 7.500e-03, eta: 14:27:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4604, top5_acc: 0.7302, loss_cls: 2.2257, loss: 2.2257, grad_norm: 6.9020 2021-12-03 00:18:22,463 - mmaction - INFO - Epoch [10][760/1793] lr: 7.500e-03, eta: 14:27:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7323, loss_cls: 2.2360, loss: 2.2360, grad_norm: 6.9420 2021-12-03 00:18:36,523 - mmaction - INFO - Epoch [10][780/1793] lr: 7.500e-03, eta: 14:27:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7354, loss_cls: 2.2850, loss: 2.2850, grad_norm: 6.9985 2021-12-03 00:18:50,577 - mmaction - INFO - Epoch [10][800/1793] lr: 7.500e-03, eta: 14:26:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7354, loss_cls: 2.2097, loss: 2.2097, grad_norm: 6.7505 2021-12-03 00:19:04,633 - mmaction - INFO - Epoch [10][820/1793] lr: 7.500e-03, eta: 14:26:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7260, loss_cls: 2.2868, loss: 2.2868, grad_norm: 6.6907 2021-12-03 00:19:18,678 - mmaction - INFO - Epoch [10][840/1793] lr: 7.500e-03, eta: 14:26:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4521, top5_acc: 0.7323, loss_cls: 2.2072, loss: 2.2072, grad_norm: 6.8464 2021-12-03 00:19:32,738 - mmaction - INFO - Epoch [10][860/1793] lr: 7.500e-03, eta: 14:26:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7302, loss_cls: 2.2456, loss: 2.2456, grad_norm: 6.8289 2021-12-03 00:19:46,785 - mmaction - INFO - Epoch [10][880/1793] lr: 7.500e-03, eta: 14:25:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7135, loss_cls: 2.3755, loss: 2.3755, grad_norm: 6.6778 2021-12-03 00:20:00,829 - mmaction - INFO - Epoch [10][900/1793] lr: 7.500e-03, eta: 14:25:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7469, loss_cls: 2.1792, loss: 2.1792, grad_norm: 6.6080 2021-12-03 00:20:14,874 - mmaction - INFO - Epoch [10][920/1793] lr: 7.500e-03, eta: 14:25:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7198, loss_cls: 2.2521, loss: 2.2521, grad_norm: 6.9002 2021-12-03 00:20:28,938 - mmaction - INFO - Epoch [10][940/1793] lr: 7.500e-03, eta: 14:24:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7333, loss_cls: 2.2243, loss: 2.2243, grad_norm: 6.6718 2021-12-03 00:20:42,997 - mmaction - INFO - Epoch [10][960/1793] lr: 7.500e-03, eta: 14:24:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.7000, loss_cls: 2.3429, loss: 2.3429, grad_norm: 7.0512 2021-12-03 00:20:57,062 - mmaction - INFO - Epoch [10][980/1793] lr: 7.500e-03, eta: 14:24:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7083, loss_cls: 2.3640, loss: 2.3640, grad_norm: 6.9976 2021-12-03 00:21:11,126 - mmaction - INFO - Epoch [10][1000/1793] lr: 7.500e-03, eta: 14:24:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4344, top5_acc: 0.7281, loss_cls: 2.2085, loss: 2.2085, grad_norm: 6.8911 2021-12-03 00:21:25,188 - mmaction - INFO - Epoch [10][1020/1793] lr: 7.500e-03, eta: 14:23:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4094, top5_acc: 0.7156, loss_cls: 2.3221, loss: 2.3221, grad_norm: 7.0973 2021-12-03 00:21:39,245 - mmaction - INFO - Epoch [10][1040/1793] lr: 7.500e-03, eta: 14:23:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7167, loss_cls: 2.2965, loss: 2.2965, grad_norm: 6.6783 2021-12-03 00:21:53,289 - mmaction - INFO - Epoch [10][1060/1793] lr: 7.500e-03, eta: 14:23:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7333, loss_cls: 2.2842, loss: 2.2842, grad_norm: 6.7425 2021-12-03 00:22:07,356 - mmaction - INFO - Epoch [10][1080/1793] lr: 7.500e-03, eta: 14:23:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4219, top5_acc: 0.7063, loss_cls: 2.3744, loss: 2.3744, grad_norm: 6.8187 2021-12-03 00:22:21,418 - mmaction - INFO - Epoch [10][1100/1793] lr: 7.500e-03, eta: 14:22:57, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7260, loss_cls: 2.2943, loss: 2.2943, grad_norm: 6.7826 2021-12-03 00:22:35,476 - mmaction - INFO - Epoch [10][1120/1793] lr: 7.500e-03, eta: 14:22:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7260, loss_cls: 2.2828, loss: 2.2828, grad_norm: 6.9630 2021-12-03 00:22:49,538 - mmaction - INFO - Epoch [10][1140/1793] lr: 7.500e-03, eta: 14:22:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7406, loss_cls: 2.2241, loss: 2.2241, grad_norm: 6.7734 2021-12-03 00:23:03,602 - mmaction - INFO - Epoch [10][1160/1793] lr: 7.500e-03, eta: 14:22:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7052, loss_cls: 2.2907, loss: 2.2907, grad_norm: 6.8408 2021-12-03 00:23:17,647 - mmaction - INFO - Epoch [10][1180/1793] lr: 7.500e-03, eta: 14:21:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4375, top5_acc: 0.7229, loss_cls: 2.2669, loss: 2.2669, grad_norm: 7.0765 2021-12-03 00:23:31,705 - mmaction - INFO - Epoch [10][1200/1793] lr: 7.500e-03, eta: 14:21:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.7177, loss_cls: 2.3495, loss: 2.3495, grad_norm: 6.9627 2021-12-03 00:23:45,751 - mmaction - INFO - Epoch [10][1220/1793] lr: 7.500e-03, eta: 14:21:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7250, loss_cls: 2.2489, loss: 2.2489, grad_norm: 6.7796 2021-12-03 00:23:59,779 - mmaction - INFO - Epoch [10][1240/1793] lr: 7.500e-03, eta: 14:21:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4531, top5_acc: 0.7188, loss_cls: 2.2423, loss: 2.2423, grad_norm: 6.5057 2021-12-03 00:24:13,835 - mmaction - INFO - Epoch [10][1260/1793] lr: 7.500e-03, eta: 14:20:54, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4344, top5_acc: 0.7198, loss_cls: 2.2593, loss: 2.2593, grad_norm: 6.4472 2021-12-03 00:24:27,874 - mmaction - INFO - Epoch [10][1280/1793] lr: 7.500e-03, eta: 14:20:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7479, loss_cls: 2.2373, loss: 2.2373, grad_norm: 6.8335 2021-12-03 00:24:41,936 - mmaction - INFO - Epoch [10][1300/1793] lr: 7.500e-03, eta: 14:20:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4375, top5_acc: 0.7198, loss_cls: 2.2128, loss: 2.2128, grad_norm: 6.8452 2021-12-03 00:24:55,963 - mmaction - INFO - Epoch [10][1320/1793] lr: 7.500e-03, eta: 14:20:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4396, top5_acc: 0.7042, loss_cls: 2.3557, loss: 2.3557, grad_norm: 6.6673 2021-12-03 00:25:09,988 - mmaction - INFO - Epoch [10][1340/1793] lr: 7.500e-03, eta: 14:19:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7396, loss_cls: 2.2009, loss: 2.2009, grad_norm: 6.6325 2021-12-03 00:25:24,013 - mmaction - INFO - Epoch [10][1360/1793] lr: 7.500e-03, eta: 14:19:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7375, loss_cls: 2.2880, loss: 2.2880, grad_norm: 6.7368 2021-12-03 00:25:38,043 - mmaction - INFO - Epoch [10][1380/1793] lr: 7.500e-03, eta: 14:19:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7281, loss_cls: 2.2338, loss: 2.2338, grad_norm: 6.9208 2021-12-03 00:25:52,083 - mmaction - INFO - Epoch [10][1400/1793] lr: 7.500e-03, eta: 14:19:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4229, top5_acc: 0.7167, loss_cls: 2.3541, loss: 2.3541, grad_norm: 7.1605 2021-12-03 00:26:06,132 - mmaction - INFO - Epoch [10][1420/1793] lr: 7.500e-03, eta: 14:18:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7302, loss_cls: 2.2620, loss: 2.2620, grad_norm: 6.7389 2021-12-03 00:26:20,155 - mmaction - INFO - Epoch [10][1440/1793] lr: 7.500e-03, eta: 14:18:36, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4219, top5_acc: 0.7219, loss_cls: 2.3488, loss: 2.3488, grad_norm: 7.0178 2021-12-03 00:26:34,171 - mmaction - INFO - Epoch [10][1460/1793] lr: 7.500e-03, eta: 14:18:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7271, loss_cls: 2.2558, loss: 2.2558, grad_norm: 6.7308 2021-12-03 00:26:48,201 - mmaction - INFO - Epoch [10][1480/1793] lr: 7.500e-03, eta: 14:18:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7552, loss_cls: 2.2065, loss: 2.2065, grad_norm: 6.8130 2021-12-03 00:27:02,220 - mmaction - INFO - Epoch [10][1500/1793] lr: 7.500e-03, eta: 14:17:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7208, loss_cls: 2.2805, loss: 2.2805, grad_norm: 6.5871 2021-12-03 00:27:16,264 - mmaction - INFO - Epoch [10][1520/1793] lr: 7.500e-03, eta: 14:17:34, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7115, loss_cls: 2.3179, loss: 2.3179, grad_norm: 6.8764 2021-12-03 00:27:30,304 - mmaction - INFO - Epoch [10][1540/1793] lr: 7.500e-03, eta: 14:17:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7375, loss_cls: 2.2579, loss: 2.2579, grad_norm: 6.5700 2021-12-03 00:27:44,341 - mmaction - INFO - Epoch [10][1560/1793] lr: 7.500e-03, eta: 14:17:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7167, loss_cls: 2.2118, loss: 2.2118, grad_norm: 6.5233 2021-12-03 00:27:58,384 - mmaction - INFO - Epoch [10][1580/1793] lr: 7.500e-03, eta: 14:16:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4208, top5_acc: 0.7146, loss_cls: 2.3626, loss: 2.3626, grad_norm: 6.9454 2021-12-03 00:28:12,420 - mmaction - INFO - Epoch [10][1600/1793] lr: 7.500e-03, eta: 14:16:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7385, loss_cls: 2.1901, loss: 2.1901, grad_norm: 6.5130 2021-12-03 00:28:26,457 - mmaction - INFO - Epoch [10][1620/1793] lr: 7.500e-03, eta: 14:16:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4292, top5_acc: 0.7354, loss_cls: 2.2261, loss: 2.2261, grad_norm: 6.9424 2021-12-03 00:28:40,502 - mmaction - INFO - Epoch [10][1640/1793] lr: 7.500e-03, eta: 14:16:02, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7208, loss_cls: 2.2824, loss: 2.2824, grad_norm: 6.7174 2021-12-03 00:28:54,541 - mmaction - INFO - Epoch [10][1660/1793] lr: 7.500e-03, eta: 14:15:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7458, loss_cls: 2.1684, loss: 2.1684, grad_norm: 6.7790 2021-12-03 00:29:08,575 - mmaction - INFO - Epoch [10][1680/1793] lr: 7.500e-03, eta: 14:15:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7052, loss_cls: 2.3250, loss: 2.3250, grad_norm: 6.9479 2021-12-03 00:29:22,611 - mmaction - INFO - Epoch [10][1700/1793] lr: 7.500e-03, eta: 14:15:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7656, loss_cls: 2.0884, loss: 2.0884, grad_norm: 6.5293 2021-12-03 00:29:36,645 - mmaction - INFO - Epoch [10][1720/1793] lr: 7.500e-03, eta: 14:15:01, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4271, top5_acc: 0.7344, loss_cls: 2.2675, loss: 2.2675, grad_norm: 6.7903 2021-12-03 00:29:50,684 - mmaction - INFO - Epoch [10][1740/1793] lr: 7.500e-03, eta: 14:14:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4562, top5_acc: 0.7292, loss_cls: 2.2311, loss: 2.2311, grad_norm: 6.7992 2021-12-03 00:30:04,723 - mmaction - INFO - Epoch [10][1760/1793] lr: 7.500e-03, eta: 14:14:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7177, loss_cls: 2.2867, loss: 2.2867, grad_norm: 6.8545 2021-12-03 00:30:18,759 - mmaction - INFO - Epoch [10][1780/1793] lr: 7.500e-03, eta: 14:14:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7333, loss_cls: 2.2838, loss: 2.2838, grad_norm: 6.8598 2021-12-03 00:31:36,757 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:31:36,921 - mmaction - INFO - top1_acc 0.3446 top5_acc 0.6381 2021-12-03 00:31:36,921 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:31:36,931 - mmaction - INFO - mean_acc 0.3108 2021-12-03 00:31:40,664 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-12-03 00:31:40,664 - mmaction - INFO - Best top1_acc is 0.3446 at 10 epoch. 2021-12-03 00:31:40,678 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-12-03 00:31:44,028 - mmaction - INFO - Epoch(val) [10][241] top1_acc: 0.3446, top5_acc: 0.6381, mean_class_accuracy: 0.3108 2021-12-03 00:32:24,083 - mmaction - INFO - Epoch [11][20/1793] lr: 7.500e-03, eta: 14:14:57, time: 2.003, data_time: 1.303, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7760, loss_cls: 2.0722, loss: 2.0722, grad_norm: 6.5283 2021-12-03 00:32:38,091 - mmaction - INFO - Epoch [11][40/1793] lr: 7.500e-03, eta: 14:14:42, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7354, loss_cls: 2.2109, loss: 2.2109, grad_norm: 6.8455 2021-12-03 00:32:52,130 - mmaction - INFO - Epoch [11][60/1793] lr: 7.500e-03, eta: 14:14:26, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7292, loss_cls: 2.1886, loss: 2.1886, grad_norm: 7.0099 2021-12-03 00:33:06,178 - mmaction - INFO - Epoch [11][80/1793] lr: 7.500e-03, eta: 14:14:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7604, loss_cls: 2.0985, loss: 2.0985, grad_norm: 6.6549 2021-12-03 00:33:20,215 - mmaction - INFO - Epoch [11][100/1793] lr: 7.500e-03, eta: 14:13:56, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7375, loss_cls: 2.1584, loss: 2.1584, grad_norm: 6.6030 2021-12-03 00:33:34,250 - mmaction - INFO - Epoch [11][120/1793] lr: 7.500e-03, eta: 14:13:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7490, loss_cls: 2.1093, loss: 2.1093, grad_norm: 6.9335 2021-12-03 00:33:48,271 - mmaction - INFO - Epoch [11][140/1793] lr: 7.500e-03, eta: 14:13:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7521, loss_cls: 2.1641, loss: 2.1641, grad_norm: 6.6654 2021-12-03 00:34:02,311 - mmaction - INFO - Epoch [11][160/1793] lr: 7.500e-03, eta: 14:13:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7521, loss_cls: 2.1108, loss: 2.1108, grad_norm: 6.8544 2021-12-03 00:34:16,344 - mmaction - INFO - Epoch [11][180/1793] lr: 7.500e-03, eta: 14:12:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7594, loss_cls: 2.1512, loss: 2.1512, grad_norm: 6.9300 2021-12-03 00:34:30,389 - mmaction - INFO - Epoch [11][200/1793] lr: 7.500e-03, eta: 14:12:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7521, loss_cls: 2.1093, loss: 2.1093, grad_norm: 6.7610 2021-12-03 00:34:44,449 - mmaction - INFO - Epoch [11][220/1793] lr: 7.500e-03, eta: 14:12:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7448, loss_cls: 2.1549, loss: 2.1549, grad_norm: 6.9545 2021-12-03 00:34:58,500 - mmaction - INFO - Epoch [11][240/1793] lr: 7.500e-03, eta: 14:12:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7552, loss_cls: 2.0974, loss: 2.0974, grad_norm: 7.3192 2021-12-03 00:35:12,561 - mmaction - INFO - Epoch [11][260/1793] lr: 7.500e-03, eta: 14:11:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7719, loss_cls: 2.0916, loss: 2.0916, grad_norm: 6.9739 2021-12-03 00:35:26,613 - mmaction - INFO - Epoch [11][280/1793] lr: 7.500e-03, eta: 14:11:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7479, loss_cls: 2.1817, loss: 2.1817, grad_norm: 6.8517 2021-12-03 00:35:40,676 - mmaction - INFO - Epoch [11][300/1793] lr: 7.500e-03, eta: 14:11:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7500, loss_cls: 2.1369, loss: 2.1369, grad_norm: 6.4637 2021-12-03 00:35:54,720 - mmaction - INFO - Epoch [11][320/1793] lr: 7.500e-03, eta: 14:11:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7552, loss_cls: 2.1136, loss: 2.1136, grad_norm: 6.7675 2021-12-03 00:36:08,770 - mmaction - INFO - Epoch [11][340/1793] lr: 7.500e-03, eta: 14:10:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4396, top5_acc: 0.7562, loss_cls: 2.1978, loss: 2.1978, grad_norm: 7.0447 2021-12-03 00:36:22,821 - mmaction - INFO - Epoch [11][360/1793] lr: 7.500e-03, eta: 14:10:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7375, loss_cls: 2.2300, loss: 2.2300, grad_norm: 6.8033 2021-12-03 00:36:36,877 - mmaction - INFO - Epoch [11][380/1793] lr: 7.500e-03, eta: 14:10:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.1808, loss: 2.1808, grad_norm: 6.8757 2021-12-03 00:36:50,929 - mmaction - INFO - Epoch [11][400/1793] lr: 7.500e-03, eta: 14:10:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7073, loss_cls: 2.3137, loss: 2.3137, grad_norm: 6.7209 2021-12-03 00:37:04,995 - mmaction - INFO - Epoch [11][420/1793] lr: 7.500e-03, eta: 14:09:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4635, top5_acc: 0.7354, loss_cls: 2.1528, loss: 2.1528, grad_norm: 6.6850 2021-12-03 00:37:19,050 - mmaction - INFO - Epoch [11][440/1793] lr: 7.500e-03, eta: 14:09:35, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7500, loss_cls: 2.1007, loss: 2.1007, grad_norm: 6.9493 2021-12-03 00:37:33,115 - mmaction - INFO - Epoch [11][460/1793] lr: 7.500e-03, eta: 14:09:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4562, top5_acc: 0.7458, loss_cls: 2.1899, loss: 2.1899, grad_norm: 7.1338 2021-12-03 00:37:47,180 - mmaction - INFO - Epoch [11][480/1793] lr: 7.500e-03, eta: 14:09:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4521, top5_acc: 0.7417, loss_cls: 2.1868, loss: 2.1868, grad_norm: 7.0795 2021-12-03 00:38:01,243 - mmaction - INFO - Epoch [11][500/1793] lr: 7.500e-03, eta: 14:08:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7135, loss_cls: 2.2859, loss: 2.2859, grad_norm: 7.0395 2021-12-03 00:38:15,301 - mmaction - INFO - Epoch [11][520/1793] lr: 7.500e-03, eta: 14:08:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4323, top5_acc: 0.7063, loss_cls: 2.3490, loss: 2.3490, grad_norm: 7.1425 2021-12-03 00:38:29,362 - mmaction - INFO - Epoch [11][540/1793] lr: 7.500e-03, eta: 14:08:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7396, loss_cls: 2.2544, loss: 2.2544, grad_norm: 6.8165 2021-12-03 00:38:43,416 - mmaction - INFO - Epoch [11][560/1793] lr: 7.500e-03, eta: 14:08:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4604, top5_acc: 0.7708, loss_cls: 2.1069, loss: 2.1069, grad_norm: 6.8645 2021-12-03 00:38:57,472 - mmaction - INFO - Epoch [11][580/1793] lr: 7.500e-03, eta: 14:07:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4385, top5_acc: 0.7302, loss_cls: 2.3692, loss: 2.3692, grad_norm: 7.3285 2021-12-03 00:39:11,525 - mmaction - INFO - Epoch [11][600/1793] lr: 7.500e-03, eta: 14:07:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.7240, loss_cls: 2.2853, loss: 2.2853, grad_norm: 6.7749 2021-12-03 00:39:25,571 - mmaction - INFO - Epoch [11][620/1793] lr: 7.500e-03, eta: 14:07:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7427, loss_cls: 2.1642, loss: 2.1642, grad_norm: 6.5734 2021-12-03 00:39:39,609 - mmaction - INFO - Epoch [11][640/1793] lr: 7.500e-03, eta: 14:07:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7344, loss_cls: 2.2169, loss: 2.2169, grad_norm: 7.0857 2021-12-03 00:39:53,651 - mmaction - INFO - Epoch [11][660/1793] lr: 7.500e-03, eta: 14:06:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7260, loss_cls: 2.2415, loss: 2.2415, grad_norm: 6.8088 2021-12-03 00:40:07,720 - mmaction - INFO - Epoch [11][680/1793] lr: 7.500e-03, eta: 14:06:32, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7573, loss_cls: 2.1091, loss: 2.1091, grad_norm: 6.6639 2021-12-03 00:40:21,757 - mmaction - INFO - Epoch [11][700/1793] lr: 7.500e-03, eta: 14:06:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7448, loss_cls: 2.2003, loss: 2.2003, grad_norm: 6.6043 2021-12-03 00:40:35,815 - mmaction - INFO - Epoch [11][720/1793] lr: 7.500e-03, eta: 14:06:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.1253, loss: 2.1253, grad_norm: 6.9025 2021-12-03 00:40:49,872 - mmaction - INFO - Epoch [11][740/1793] lr: 7.500e-03, eta: 14:05:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7438, loss_cls: 2.1415, loss: 2.1415, grad_norm: 6.9009 2021-12-03 00:41:03,919 - mmaction - INFO - Epoch [11][760/1793] lr: 7.500e-03, eta: 14:05:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7292, loss_cls: 2.2234, loss: 2.2234, grad_norm: 6.6512 2021-12-03 00:41:17,956 - mmaction - INFO - Epoch [11][780/1793] lr: 7.500e-03, eta: 14:05:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4562, top5_acc: 0.7198, loss_cls: 2.2634, loss: 2.2634, grad_norm: 6.8903 2021-12-03 00:41:31,992 - mmaction - INFO - Epoch [11][800/1793] lr: 7.500e-03, eta: 14:05:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7354, loss_cls: 2.1992, loss: 2.1992, grad_norm: 6.5857 2021-12-03 00:41:46,021 - mmaction - INFO - Epoch [11][820/1793] lr: 7.500e-03, eta: 14:04:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7250, loss_cls: 2.1874, loss: 2.1874, grad_norm: 6.8643 2021-12-03 00:42:00,079 - mmaction - INFO - Epoch [11][840/1793] lr: 7.500e-03, eta: 14:04:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7531, loss_cls: 2.1607, loss: 2.1607, grad_norm: 7.1085 2021-12-03 00:42:14,112 - mmaction - INFO - Epoch [11][860/1793] lr: 7.500e-03, eta: 14:04:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7365, loss_cls: 2.2131, loss: 2.2131, grad_norm: 6.7979 2021-12-03 00:42:28,151 - mmaction - INFO - Epoch [11][880/1793] lr: 7.500e-03, eta: 14:04:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4323, top5_acc: 0.7250, loss_cls: 2.2979, loss: 2.2979, grad_norm: 7.0400 2021-12-03 00:42:42,193 - mmaction - INFO - Epoch [11][900/1793] lr: 7.500e-03, eta: 14:03:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7250, loss_cls: 2.2319, loss: 2.2319, grad_norm: 7.0874 2021-12-03 00:42:56,232 - mmaction - INFO - Epoch [11][920/1793] lr: 7.500e-03, eta: 14:03:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7229, loss_cls: 2.2835, loss: 2.2835, grad_norm: 6.7593 2021-12-03 00:43:10,294 - mmaction - INFO - Epoch [11][940/1793] lr: 7.500e-03, eta: 14:03:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7365, loss_cls: 2.1618, loss: 2.1618, grad_norm: 6.7542 2021-12-03 00:43:24,322 - mmaction - INFO - Epoch [11][960/1793] lr: 7.500e-03, eta: 14:02:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7573, loss_cls: 2.1162, loss: 2.1162, grad_norm: 6.8402 2021-12-03 00:43:38,386 - mmaction - INFO - Epoch [11][980/1793] lr: 7.500e-03, eta: 14:02:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4562, top5_acc: 0.7292, loss_cls: 2.2348, loss: 2.2348, grad_norm: 6.9566 2021-12-03 00:43:52,442 - mmaction - INFO - Epoch [11][1000/1793] lr: 7.500e-03, eta: 14:02:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7521, loss_cls: 2.1831, loss: 2.1831, grad_norm: 6.6712 2021-12-03 00:44:06,494 - mmaction - INFO - Epoch [11][1020/1793] lr: 7.500e-03, eta: 14:02:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7479, loss_cls: 2.1566, loss: 2.1566, grad_norm: 6.9449 2021-12-03 00:44:20,534 - mmaction - INFO - Epoch [11][1040/1793] lr: 7.500e-03, eta: 14:01:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7427, loss_cls: 2.1766, loss: 2.1766, grad_norm: 7.0302 2021-12-03 00:44:34,576 - mmaction - INFO - Epoch [11][1060/1793] lr: 7.500e-03, eta: 14:01:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7323, loss_cls: 2.2248, loss: 2.2248, grad_norm: 6.8430 2021-12-03 00:44:48,620 - mmaction - INFO - Epoch [11][1080/1793] lr: 7.500e-03, eta: 14:01:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4562, top5_acc: 0.7344, loss_cls: 2.2053, loss: 2.2053, grad_norm: 7.0153 2021-12-03 00:45:02,662 - mmaction - INFO - Epoch [11][1100/1793] lr: 7.500e-03, eta: 14:01:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7323, loss_cls: 2.2122, loss: 2.2122, grad_norm: 6.7849 2021-12-03 00:45:16,707 - mmaction - INFO - Epoch [11][1120/1793] lr: 7.500e-03, eta: 14:00:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7396, loss_cls: 2.1927, loss: 2.1927, grad_norm: 6.9051 2021-12-03 00:45:30,753 - mmaction - INFO - Epoch [11][1140/1793] lr: 7.500e-03, eta: 14:00:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7490, loss_cls: 2.2227, loss: 2.2227, grad_norm: 6.7532 2021-12-03 00:45:44,799 - mmaction - INFO - Epoch [11][1160/1793] lr: 7.500e-03, eta: 14:00:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7479, loss_cls: 2.2232, loss: 2.2232, grad_norm: 6.7312 2021-12-03 00:45:58,840 - mmaction - INFO - Epoch [11][1180/1793] lr: 7.500e-03, eta: 14:00:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7479, loss_cls: 2.1946, loss: 2.1946, grad_norm: 6.8333 2021-12-03 00:46:12,874 - mmaction - INFO - Epoch [11][1200/1793] lr: 7.500e-03, eta: 13:59:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4302, top5_acc: 0.7292, loss_cls: 2.2909, loss: 2.2909, grad_norm: 7.0809 2021-12-03 00:46:26,913 - mmaction - INFO - Epoch [11][1220/1793] lr: 7.500e-03, eta: 13:59:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4083, top5_acc: 0.6844, loss_cls: 2.4332, loss: 2.4332, grad_norm: 6.8140 2021-12-03 00:46:40,970 - mmaction - INFO - Epoch [11][1240/1793] lr: 7.500e-03, eta: 13:59:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7354, loss_cls: 2.2524, loss: 2.2524, grad_norm: 6.9220 2021-12-03 00:46:55,019 - mmaction - INFO - Epoch [11][1260/1793] lr: 7.500e-03, eta: 13:59:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7323, loss_cls: 2.2282, loss: 2.2282, grad_norm: 6.8800 2021-12-03 00:47:09,067 - mmaction - INFO - Epoch [11][1280/1793] lr: 7.500e-03, eta: 13:58:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4344, top5_acc: 0.7281, loss_cls: 2.2261, loss: 2.2261, grad_norm: 6.9916 2021-12-03 00:47:23,096 - mmaction - INFO - Epoch [11][1300/1793] lr: 7.500e-03, eta: 13:58:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7427, loss_cls: 2.2235, loss: 2.2235, grad_norm: 6.7990 2021-12-03 00:47:37,131 - mmaction - INFO - Epoch [11][1320/1793] lr: 7.500e-03, eta: 13:58:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7406, loss_cls: 2.1792, loss: 2.1792, grad_norm: 6.9697 2021-12-03 00:47:51,186 - mmaction - INFO - Epoch [11][1340/1793] lr: 7.500e-03, eta: 13:58:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7229, loss_cls: 2.2314, loss: 2.2314, grad_norm: 6.9701 2021-12-03 00:48:05,227 - mmaction - INFO - Epoch [11][1360/1793] lr: 7.500e-03, eta: 13:57:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.7219, loss_cls: 2.2804, loss: 2.2804, grad_norm: 6.5481 2021-12-03 00:48:19,286 - mmaction - INFO - Epoch [11][1380/1793] lr: 7.500e-03, eta: 13:57:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4260, top5_acc: 0.6969, loss_cls: 2.3905, loss: 2.3905, grad_norm: 6.9161 2021-12-03 00:48:33,314 - mmaction - INFO - Epoch [11][1400/1793] lr: 7.500e-03, eta: 13:57:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4427, top5_acc: 0.7323, loss_cls: 2.2852, loss: 2.2852, grad_norm: 6.5201 2021-12-03 00:48:47,358 - mmaction - INFO - Epoch [11][1420/1793] lr: 7.500e-03, eta: 13:57:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7490, loss_cls: 2.2011, loss: 2.2011, grad_norm: 6.7947 2021-12-03 00:49:01,399 - mmaction - INFO - Epoch [11][1440/1793] lr: 7.500e-03, eta: 13:56:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7333, loss_cls: 2.2162, loss: 2.2162, grad_norm: 6.6704 2021-12-03 00:49:15,437 - mmaction - INFO - Epoch [11][1460/1793] lr: 7.500e-03, eta: 13:56:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7594, loss_cls: 2.0956, loss: 2.0956, grad_norm: 7.0314 2021-12-03 00:49:29,477 - mmaction - INFO - Epoch [11][1480/1793] lr: 7.500e-03, eta: 13:56:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4385, top5_acc: 0.7344, loss_cls: 2.2145, loss: 2.2145, grad_norm: 6.8116 2021-12-03 00:49:43,514 - mmaction - INFO - Epoch [11][1500/1793] lr: 7.500e-03, eta: 13:56:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4396, top5_acc: 0.7219, loss_cls: 2.2837, loss: 2.2837, grad_norm: 6.7557 2021-12-03 00:49:57,548 - mmaction - INFO - Epoch [11][1520/1793] lr: 7.500e-03, eta: 13:55:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7208, loss_cls: 2.2234, loss: 2.2234, grad_norm: 6.6493 2021-12-03 00:50:11,592 - mmaction - INFO - Epoch [11][1540/1793] lr: 7.500e-03, eta: 13:55:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7198, loss_cls: 2.2683, loss: 2.2683, grad_norm: 7.6520 2021-12-03 00:50:25,647 - mmaction - INFO - Epoch [11][1560/1793] lr: 7.500e-03, eta: 13:55:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7031, loss_cls: 2.3052, loss: 2.3052, grad_norm: 7.1797 2021-12-03 00:50:39,697 - mmaction - INFO - Epoch [11][1580/1793] lr: 7.500e-03, eta: 13:55:07, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7542, loss_cls: 2.1644, loss: 2.1644, grad_norm: 6.9822 2021-12-03 00:50:53,738 - mmaction - INFO - Epoch [11][1600/1793] lr: 7.500e-03, eta: 13:54:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7375, loss_cls: 2.2332, loss: 2.2332, grad_norm: 6.8688 2021-12-03 00:51:07,787 - mmaction - INFO - Epoch [11][1620/1793] lr: 7.500e-03, eta: 13:54:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7417, loss_cls: 2.2554, loss: 2.2554, grad_norm: 6.5980 2021-12-03 00:51:21,854 - mmaction - INFO - Epoch [11][1640/1793] lr: 7.500e-03, eta: 13:54:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7104, loss_cls: 2.2425, loss: 2.2425, grad_norm: 7.2263 2021-12-03 00:51:35,900 - mmaction - INFO - Epoch [11][1660/1793] lr: 7.500e-03, eta: 13:54:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7469, loss_cls: 2.1712, loss: 2.1712, grad_norm: 6.6942 2021-12-03 00:51:49,963 - mmaction - INFO - Epoch [11][1680/1793] lr: 7.500e-03, eta: 13:53:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7167, loss_cls: 2.2858, loss: 2.2858, grad_norm: 6.8370 2021-12-03 00:52:04,022 - mmaction - INFO - Epoch [11][1700/1793] lr: 7.500e-03, eta: 13:53:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7542, loss_cls: 2.1682, loss: 2.1682, grad_norm: 6.6244 2021-12-03 00:52:18,065 - mmaction - INFO - Epoch [11][1720/1793] lr: 7.500e-03, eta: 13:53:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7385, loss_cls: 2.1839, loss: 2.1839, grad_norm: 6.6356 2021-12-03 00:52:32,120 - mmaction - INFO - Epoch [11][1740/1793] lr: 7.500e-03, eta: 13:53:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7333, loss_cls: 2.2201, loss: 2.2201, grad_norm: 6.5479 2021-12-03 00:52:46,161 - mmaction - INFO - Epoch [11][1760/1793] lr: 7.500e-03, eta: 13:52:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7635, loss_cls: 2.0439, loss: 2.0439, grad_norm: 6.7346 2021-12-03 00:53:00,218 - mmaction - INFO - Epoch [11][1780/1793] lr: 7.500e-03, eta: 13:52:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4542, top5_acc: 0.7375, loss_cls: 2.2254, loss: 2.2254, grad_norm: 6.7531 2021-12-03 00:54:18,123 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:54:18,278 - mmaction - INFO - top1_acc 0.3309 top5_acc 0.6321 2021-12-03 00:54:18,278 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:54:18,288 - mmaction - INFO - mean_acc 0.3089 2021-12-03 00:54:18,293 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-12-03 00:54:22,431 - mmaction - INFO - Epoch(val) [11][241] top1_acc: 0.3309, top5_acc: 0.6321, mean_class_accuracy: 0.3089 2021-12-03 00:55:02,136 - mmaction - INFO - Epoch [12][20/1793] lr: 7.500e-03, eta: 13:53:10, time: 1.985, data_time: 1.285, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7490, loss_cls: 2.1874, loss: 2.1874, grad_norm: 6.7794 2021-12-03 00:55:16,152 - mmaction - INFO - Epoch [12][40/1793] lr: 7.500e-03, eta: 13:52:54, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4542, top5_acc: 0.7292, loss_cls: 2.1762, loss: 2.1762, grad_norm: 6.6979 2021-12-03 00:55:30,163 - mmaction - INFO - Epoch [12][60/1793] lr: 7.500e-03, eta: 13:52:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7667, loss_cls: 2.0424, loss: 2.0424, grad_norm: 6.8233 2021-12-03 00:55:44,192 - mmaction - INFO - Epoch [12][80/1793] lr: 7.500e-03, eta: 13:52:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4646, top5_acc: 0.7573, loss_cls: 2.1561, loss: 2.1561, grad_norm: 6.9025 2021-12-03 00:55:58,215 - mmaction - INFO - Epoch [12][100/1793] lr: 7.500e-03, eta: 13:52:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7240, loss_cls: 2.2095, loss: 2.2095, grad_norm: 6.6820 2021-12-03 00:56:12,254 - mmaction - INFO - Epoch [12][120/1793] lr: 7.500e-03, eta: 13:51:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7667, loss_cls: 2.1167, loss: 2.1167, grad_norm: 6.7829 2021-12-03 00:56:26,288 - mmaction - INFO - Epoch [12][140/1793] lr: 7.500e-03, eta: 13:51:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7510, loss_cls: 2.1047, loss: 2.1047, grad_norm: 7.1288 2021-12-03 00:56:40,325 - mmaction - INFO - Epoch [12][160/1793] lr: 7.500e-03, eta: 13:51:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7542, loss_cls: 2.1077, loss: 2.1077, grad_norm: 7.1526 2021-12-03 00:56:54,369 - mmaction - INFO - Epoch [12][180/1793] lr: 7.500e-03, eta: 13:51:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7510, loss_cls: 2.1605, loss: 2.1605, grad_norm: 7.0058 2021-12-03 00:57:08,411 - mmaction - INFO - Epoch [12][200/1793] lr: 7.500e-03, eta: 13:50:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7552, loss_cls: 2.0769, loss: 2.0769, grad_norm: 6.7778 2021-12-03 00:57:22,446 - mmaction - INFO - Epoch [12][220/1793] lr: 7.500e-03, eta: 13:50:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7500, loss_cls: 2.1271, loss: 2.1271, grad_norm: 6.6913 2021-12-03 00:57:36,515 - mmaction - INFO - Epoch [12][240/1793] lr: 7.500e-03, eta: 13:50:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7583, loss_cls: 2.0229, loss: 2.0229, grad_norm: 7.0118 2021-12-03 00:57:50,573 - mmaction - INFO - Epoch [12][260/1793] lr: 7.500e-03, eta: 13:50:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7344, loss_cls: 2.1220, loss: 2.1220, grad_norm: 7.0158 2021-12-03 00:58:04,642 - mmaction - INFO - Epoch [12][280/1793] lr: 7.500e-03, eta: 13:49:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7438, loss_cls: 2.2057, loss: 2.2057, grad_norm: 7.1391 2021-12-03 00:58:18,698 - mmaction - INFO - Epoch [12][300/1793] lr: 7.500e-03, eta: 13:49:37, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4604, top5_acc: 0.7365, loss_cls: 2.1453, loss: 2.1453, grad_norm: 7.0722 2021-12-03 00:58:32,762 - mmaction - INFO - Epoch [12][320/1793] lr: 7.500e-03, eta: 13:49:22, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7583, loss_cls: 2.0934, loss: 2.0934, grad_norm: 6.8207 2021-12-03 00:58:46,826 - mmaction - INFO - Epoch [12][340/1793] lr: 7.500e-03, eta: 13:49:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4542, top5_acc: 0.7208, loss_cls: 2.2374, loss: 2.2374, grad_norm: 6.8247 2021-12-03 00:59:00,898 - mmaction - INFO - Epoch [12][360/1793] lr: 7.500e-03, eta: 13:48:51, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7219, loss_cls: 2.3173, loss: 2.3173, grad_norm: 6.9545 2021-12-03 00:59:14,931 - mmaction - INFO - Epoch [12][380/1793] lr: 7.500e-03, eta: 13:48:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4510, top5_acc: 0.7344, loss_cls: 2.2222, loss: 2.2222, grad_norm: 6.4460 2021-12-03 00:59:28,966 - mmaction - INFO - Epoch [12][400/1793] lr: 7.500e-03, eta: 13:48:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1196, loss: 2.1196, grad_norm: 6.6366 2021-12-03 00:59:43,023 - mmaction - INFO - Epoch [12][420/1793] lr: 7.500e-03, eta: 13:48:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7354, loss_cls: 2.2146, loss: 2.2146, grad_norm: 6.9415 2021-12-03 00:59:57,065 - mmaction - INFO - Epoch [12][440/1793] lr: 7.500e-03, eta: 13:47:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7667, loss_cls: 2.0223, loss: 2.0223, grad_norm: 6.7893 2021-12-03 01:00:11,111 - mmaction - INFO - Epoch [12][460/1793] lr: 7.500e-03, eta: 13:47:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7698, loss_cls: 2.0617, loss: 2.0617, grad_norm: 6.9602 2021-12-03 01:00:25,149 - mmaction - INFO - Epoch [12][480/1793] lr: 7.500e-03, eta: 13:47:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4521, top5_acc: 0.7260, loss_cls: 2.2207, loss: 2.2207, grad_norm: 6.8875 2021-12-03 01:00:39,203 - mmaction - INFO - Epoch [12][500/1793] lr: 7.500e-03, eta: 13:47:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7396, loss_cls: 2.1606, loss: 2.1606, grad_norm: 6.9030 2021-12-03 01:00:53,249 - mmaction - INFO - Epoch [12][520/1793] lr: 7.500e-03, eta: 13:46:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7646, loss_cls: 2.0434, loss: 2.0434, grad_norm: 6.8035 2021-12-03 01:01:07,285 - mmaction - INFO - Epoch [12][540/1793] lr: 7.500e-03, eta: 13:46:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7573, loss_cls: 2.0927, loss: 2.0927, grad_norm: 6.7645 2021-12-03 01:01:21,308 - mmaction - INFO - Epoch [12][560/1793] lr: 7.500e-03, eta: 13:46:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7490, loss_cls: 2.1391, loss: 2.1391, grad_norm: 6.9941 2021-12-03 01:01:35,363 - mmaction - INFO - Epoch [12][580/1793] lr: 7.500e-03, eta: 13:46:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7510, loss_cls: 2.1532, loss: 2.1532, grad_norm: 6.8690 2021-12-03 01:01:49,400 - mmaction - INFO - Epoch [12][600/1793] lr: 7.500e-03, eta: 13:45:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7573, loss_cls: 2.1323, loss: 2.1323, grad_norm: 6.8470 2021-12-03 01:02:03,452 - mmaction - INFO - Epoch [12][620/1793] lr: 7.500e-03, eta: 13:45:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7333, loss_cls: 2.1987, loss: 2.1987, grad_norm: 6.8821 2021-12-03 01:02:17,480 - mmaction - INFO - Epoch [12][640/1793] lr: 7.500e-03, eta: 13:45:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7646, loss_cls: 2.0735, loss: 2.0735, grad_norm: 7.0480 2021-12-03 01:02:31,513 - mmaction - INFO - Epoch [12][660/1793] lr: 7.500e-03, eta: 13:45:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7490, loss_cls: 2.0711, loss: 2.0711, grad_norm: 7.1511 2021-12-03 01:02:45,541 - mmaction - INFO - Epoch [12][680/1793] lr: 7.500e-03, eta: 13:44:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7677, loss_cls: 2.1119, loss: 2.1119, grad_norm: 7.1751 2021-12-03 01:02:59,603 - mmaction - INFO - Epoch [12][700/1793] lr: 7.500e-03, eta: 13:44:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7438, loss_cls: 2.1608, loss: 2.1608, grad_norm: 6.7422 2021-12-03 01:03:13,646 - mmaction - INFO - Epoch [12][720/1793] lr: 7.500e-03, eta: 13:44:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4646, top5_acc: 0.7438, loss_cls: 2.1914, loss: 2.1914, grad_norm: 7.1653 2021-12-03 01:03:27,675 - mmaction - INFO - Epoch [12][740/1793] lr: 7.500e-03, eta: 13:44:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7302, loss_cls: 2.1564, loss: 2.1564, grad_norm: 7.2375 2021-12-03 01:03:41,707 - mmaction - INFO - Epoch [12][760/1793] lr: 7.500e-03, eta: 13:43:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7594, loss_cls: 2.1014, loss: 2.1014, grad_norm: 6.9798 2021-12-03 01:03:55,727 - mmaction - INFO - Epoch [12][780/1793] lr: 7.500e-03, eta: 13:43:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7469, loss_cls: 2.1788, loss: 2.1788, grad_norm: 6.9641 2021-12-03 01:04:09,752 - mmaction - INFO - Epoch [12][800/1793] lr: 7.500e-03, eta: 13:43:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7573, loss_cls: 2.1205, loss: 2.1205, grad_norm: 7.0893 2021-12-03 01:04:23,791 - mmaction - INFO - Epoch [12][820/1793] lr: 7.500e-03, eta: 13:43:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7604, loss_cls: 2.0936, loss: 2.0936, grad_norm: 6.9033 2021-12-03 01:04:37,819 - mmaction - INFO - Epoch [12][840/1793] lr: 7.500e-03, eta: 13:42:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4313, top5_acc: 0.7375, loss_cls: 2.3070, loss: 2.3070, grad_norm: 6.9164 2021-12-03 01:04:51,852 - mmaction - INFO - Epoch [12][860/1793] lr: 7.500e-03, eta: 13:42:32, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7438, loss_cls: 2.1675, loss: 2.1675, grad_norm: 6.9691 2021-12-03 01:05:05,896 - mmaction - INFO - Epoch [12][880/1793] lr: 7.500e-03, eta: 13:42:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7292, loss_cls: 2.1584, loss: 2.1584, grad_norm: 7.0069 2021-12-03 01:05:19,933 - mmaction - INFO - Epoch [12][900/1793] lr: 7.500e-03, eta: 13:42:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7750, loss_cls: 2.0701, loss: 2.0701, grad_norm: 7.0062 2021-12-03 01:05:33,961 - mmaction - INFO - Epoch [12][920/1793] lr: 7.500e-03, eta: 13:41:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7188, loss_cls: 2.2685, loss: 2.2685, grad_norm: 7.4029 2021-12-03 01:05:47,988 - mmaction - INFO - Epoch [12][940/1793] lr: 7.500e-03, eta: 13:41:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4396, top5_acc: 0.7312, loss_cls: 2.2609, loss: 2.2609, grad_norm: 6.7264 2021-12-03 01:06:02,018 - mmaction - INFO - Epoch [12][960/1793] lr: 7.500e-03, eta: 13:41:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4406, top5_acc: 0.7365, loss_cls: 2.2454, loss: 2.2454, grad_norm: 6.9254 2021-12-03 01:06:16,053 - mmaction - INFO - Epoch [12][980/1793] lr: 7.500e-03, eta: 13:41:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7448, loss_cls: 2.1488, loss: 2.1488, grad_norm: 7.1719 2021-12-03 01:06:30,096 - mmaction - INFO - Epoch [12][1000/1793] lr: 7.500e-03, eta: 13:40:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7229, loss_cls: 2.1970, loss: 2.1970, grad_norm: 6.8225 2021-12-03 01:06:44,129 - mmaction - INFO - Epoch [12][1020/1793] lr: 7.500e-03, eta: 13:40:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7479, loss_cls: 2.1850, loss: 2.1850, grad_norm: 7.3100 2021-12-03 01:06:58,140 - mmaction - INFO - Epoch [12][1040/1793] lr: 7.500e-03, eta: 13:40:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7333, loss_cls: 2.1837, loss: 2.1837, grad_norm: 6.8918 2021-12-03 01:07:12,170 - mmaction - INFO - Epoch [12][1060/1793] lr: 7.500e-03, eta: 13:40:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7812, loss_cls: 2.0037, loss: 2.0037, grad_norm: 6.8668 2021-12-03 01:07:26,197 - mmaction - INFO - Epoch [12][1080/1793] lr: 7.500e-03, eta: 13:39:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4344, top5_acc: 0.7188, loss_cls: 2.2981, loss: 2.2981, grad_norm: 6.8655 2021-12-03 01:07:40,217 - mmaction - INFO - Epoch [12][1100/1793] lr: 7.500e-03, eta: 13:39:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7438, loss_cls: 2.1784, loss: 2.1784, grad_norm: 6.9365 2021-12-03 01:07:54,228 - mmaction - INFO - Epoch [12][1120/1793] lr: 7.500e-03, eta: 13:39:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4521, top5_acc: 0.7083, loss_cls: 2.2981, loss: 2.2981, grad_norm: 6.8532 2021-12-03 01:08:08,244 - mmaction - INFO - Epoch [12][1140/1793] lr: 7.500e-03, eta: 13:39:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7521, loss_cls: 2.1294, loss: 2.1294, grad_norm: 6.4604 2021-12-03 01:08:22,258 - mmaction - INFO - Epoch [12][1160/1793] lr: 7.500e-03, eta: 13:38:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4385, top5_acc: 0.7365, loss_cls: 2.2219, loss: 2.2219, grad_norm: 7.0582 2021-12-03 01:08:36,276 - mmaction - INFO - Epoch [12][1180/1793] lr: 7.500e-03, eta: 13:38:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7396, loss_cls: 2.2687, loss: 2.2687, grad_norm: 6.8479 2021-12-03 01:08:50,296 - mmaction - INFO - Epoch [12][1200/1793] lr: 7.500e-03, eta: 13:38:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4490, top5_acc: 0.7365, loss_cls: 2.2052, loss: 2.2052, grad_norm: 6.7382 2021-12-03 01:09:04,304 - mmaction - INFO - Epoch [12][1220/1793] lr: 7.500e-03, eta: 13:37:59, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7729, loss_cls: 2.0674, loss: 2.0674, grad_norm: 6.8254 2021-12-03 01:09:18,332 - mmaction - INFO - Epoch [12][1240/1793] lr: 7.500e-03, eta: 13:37:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7521, loss_cls: 2.0782, loss: 2.0782, grad_norm: 6.7667 2021-12-03 01:09:32,352 - mmaction - INFO - Epoch [12][1260/1793] lr: 7.500e-03, eta: 13:37:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.1889, loss: 2.1889, grad_norm: 7.1799 2021-12-03 01:09:46,386 - mmaction - INFO - Epoch [12][1280/1793] lr: 7.500e-03, eta: 13:37:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7646, loss_cls: 2.1244, loss: 2.1244, grad_norm: 6.9788 2021-12-03 01:10:00,441 - mmaction - INFO - Epoch [12][1300/1793] lr: 7.500e-03, eta: 13:36:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7469, loss_cls: 2.1782, loss: 2.1782, grad_norm: 6.9906 2021-12-03 01:10:14,488 - mmaction - INFO - Epoch [12][1320/1793] lr: 7.500e-03, eta: 13:36:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.2548, loss: 2.2548, grad_norm: 6.8797 2021-12-03 01:10:28,530 - mmaction - INFO - Epoch [12][1340/1793] lr: 7.500e-03, eta: 13:36:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7479, loss_cls: 2.1936, loss: 2.1936, grad_norm: 6.9154 2021-12-03 01:10:42,567 - mmaction - INFO - Epoch [12][1360/1793] lr: 7.500e-03, eta: 13:36:14, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7292, loss_cls: 2.2121, loss: 2.2121, grad_norm: 6.8136 2021-12-03 01:10:56,609 - mmaction - INFO - Epoch [12][1380/1793] lr: 7.500e-03, eta: 13:35:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7677, loss_cls: 2.1023, loss: 2.1023, grad_norm: 6.8523 2021-12-03 01:11:10,638 - mmaction - INFO - Epoch [12][1400/1793] lr: 7.500e-03, eta: 13:35:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7271, loss_cls: 2.2725, loss: 2.2725, grad_norm: 7.3161 2021-12-03 01:11:24,680 - mmaction - INFO - Epoch [12][1420/1793] lr: 7.500e-03, eta: 13:35:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7427, loss_cls: 2.1776, loss: 2.1776, grad_norm: 6.9303 2021-12-03 01:11:38,720 - mmaction - INFO - Epoch [12][1440/1793] lr: 7.500e-03, eta: 13:35:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7333, loss_cls: 2.1505, loss: 2.1505, grad_norm: 7.0442 2021-12-03 01:11:52,758 - mmaction - INFO - Epoch [12][1460/1793] lr: 7.500e-03, eta: 13:34:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4427, top5_acc: 0.7167, loss_cls: 2.2677, loss: 2.2677, grad_norm: 6.7969 2021-12-03 01:12:06,813 - mmaction - INFO - Epoch [12][1480/1793] lr: 7.500e-03, eta: 13:34:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7583, loss_cls: 2.0735, loss: 2.0735, grad_norm: 6.8459 2021-12-03 01:12:20,862 - mmaction - INFO - Epoch [12][1500/1793] lr: 7.500e-03, eta: 13:34:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4323, top5_acc: 0.6937, loss_cls: 2.3304, loss: 2.3304, grad_norm: 6.8651 2021-12-03 01:12:34,910 - mmaction - INFO - Epoch [12][1520/1793] lr: 7.500e-03, eta: 13:34:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7312, loss_cls: 2.2289, loss: 2.2289, grad_norm: 6.7330 2021-12-03 01:12:48,963 - mmaction - INFO - Epoch [12][1540/1793] lr: 7.500e-03, eta: 13:33:58, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7896, loss_cls: 1.9949, loss: 1.9949, grad_norm: 6.7567 2021-12-03 01:13:03,002 - mmaction - INFO - Epoch [12][1560/1793] lr: 7.500e-03, eta: 13:33:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7448, loss_cls: 2.1408, loss: 2.1408, grad_norm: 6.7259 2021-12-03 01:13:17,068 - mmaction - INFO - Epoch [12][1580/1793] lr: 7.500e-03, eta: 13:33:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.1631, loss: 2.1631, grad_norm: 6.7819 2021-12-03 01:13:31,128 - mmaction - INFO - Epoch [12][1600/1793] lr: 7.500e-03, eta: 13:33:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7479, loss_cls: 2.1015, loss: 2.1015, grad_norm: 6.5546 2021-12-03 01:13:45,190 - mmaction - INFO - Epoch [12][1620/1793] lr: 7.500e-03, eta: 13:32:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7521, loss_cls: 2.0962, loss: 2.0962, grad_norm: 6.6371 2021-12-03 01:13:59,260 - mmaction - INFO - Epoch [12][1640/1793] lr: 7.500e-03, eta: 13:32:43, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7458, loss_cls: 2.1418, loss: 2.1418, grad_norm: 6.8441 2021-12-03 01:14:13,316 - mmaction - INFO - Epoch [12][1660/1793] lr: 7.500e-03, eta: 13:32:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7521, loss_cls: 2.1736, loss: 2.1736, grad_norm: 7.0734 2021-12-03 01:14:27,379 - mmaction - INFO - Epoch [12][1680/1793] lr: 7.500e-03, eta: 13:32:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4375, top5_acc: 0.7250, loss_cls: 2.2010, loss: 2.2010, grad_norm: 6.8882 2021-12-03 01:14:41,428 - mmaction - INFO - Epoch [12][1700/1793] lr: 7.500e-03, eta: 13:31:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7510, loss_cls: 2.1482, loss: 2.1482, grad_norm: 6.7602 2021-12-03 01:14:55,487 - mmaction - INFO - Epoch [12][1720/1793] lr: 7.500e-03, eta: 13:31:43, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7406, loss_cls: 2.1404, loss: 2.1404, grad_norm: 6.9256 2021-12-03 01:15:09,553 - mmaction - INFO - Epoch [12][1740/1793] lr: 7.500e-03, eta: 13:31:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7396, loss_cls: 2.1881, loss: 2.1881, grad_norm: 6.7570 2021-12-03 01:15:23,606 - mmaction - INFO - Epoch [12][1760/1793] lr: 7.500e-03, eta: 13:31:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7542, loss_cls: 2.0951, loss: 2.0951, grad_norm: 6.6861 2021-12-03 01:15:37,682 - mmaction - INFO - Epoch [12][1780/1793] lr: 7.500e-03, eta: 13:30:58, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4479, top5_acc: 0.7344, loss_cls: 2.2324, loss: 2.2324, grad_norm: 7.0682 2021-12-03 01:16:55,862 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:16:56,020 - mmaction - INFO - top1_acc 0.3202 top5_acc 0.6348 2021-12-03 01:16:56,020 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:16:56,029 - mmaction - INFO - mean_acc 0.3000 2021-12-03 01:16:56,035 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-12-03 01:17:00,072 - mmaction - INFO - Epoch(val) [12][241] top1_acc: 0.3202, top5_acc: 0.6348, mean_class_accuracy: 0.3000 2021-12-03 01:17:40,185 - mmaction - INFO - Epoch [13][20/1793] lr: 7.500e-03, eta: 13:31:27, time: 2.005, data_time: 1.305, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7552, loss_cls: 2.1297, loss: 2.1297, grad_norm: 6.6132 2021-12-03 01:17:54,238 - mmaction - INFO - Epoch [13][40/1793] lr: 7.500e-03, eta: 13:31:12, time: 0.703, data_time: 0.002, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.1359, loss: 2.1359, grad_norm: 6.9202 2021-12-03 01:18:08,281 - mmaction - INFO - Epoch [13][60/1793] lr: 7.500e-03, eta: 13:30:57, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7667, loss_cls: 1.9613, loss: 1.9613, grad_norm: 6.9796 2021-12-03 01:18:22,327 - mmaction - INFO - Epoch [13][80/1793] lr: 7.500e-03, eta: 13:30:42, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7646, loss_cls: 2.0471, loss: 2.0471, grad_norm: 6.8992 2021-12-03 01:18:36,372 - mmaction - INFO - Epoch [13][100/1793] lr: 7.500e-03, eta: 13:30:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7604, loss_cls: 2.0920, loss: 2.0920, grad_norm: 6.9947 2021-12-03 01:18:50,404 - mmaction - INFO - Epoch [13][120/1793] lr: 7.500e-03, eta: 13:30:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4990, top5_acc: 0.7708, loss_cls: 1.9932, loss: 1.9932, grad_norm: 7.2575 2021-12-03 01:19:04,448 - mmaction - INFO - Epoch [13][140/1793] lr: 7.500e-03, eta: 13:29:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7479, loss_cls: 2.0977, loss: 2.0977, grad_norm: 7.0382 2021-12-03 01:19:18,481 - mmaction - INFO - Epoch [13][160/1793] lr: 7.500e-03, eta: 13:29:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7552, loss_cls: 2.1052, loss: 2.1052, grad_norm: 6.6889 2021-12-03 01:19:32,517 - mmaction - INFO - Epoch [13][180/1793] lr: 7.500e-03, eta: 13:29:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7823, loss_cls: 1.9651, loss: 1.9651, grad_norm: 7.2058 2021-12-03 01:19:46,578 - mmaction - INFO - Epoch [13][200/1793] lr: 7.500e-03, eta: 13:29:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7604, loss_cls: 2.0571, loss: 2.0571, grad_norm: 6.9360 2021-12-03 01:20:00,632 - mmaction - INFO - Epoch [13][220/1793] lr: 7.500e-03, eta: 13:28:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7781, loss_cls: 2.0369, loss: 2.0369, grad_norm: 6.8329 2021-12-03 01:20:14,667 - mmaction - INFO - Epoch [13][240/1793] lr: 7.500e-03, eta: 13:28:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7729, loss_cls: 2.0545, loss: 2.0545, grad_norm: 6.6650 2021-12-03 01:20:28,729 - mmaction - INFO - Epoch [13][260/1793] lr: 7.500e-03, eta: 13:28:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7521, loss_cls: 2.1166, loss: 2.1166, grad_norm: 6.9078 2021-12-03 01:20:42,761 - mmaction - INFO - Epoch [13][280/1793] lr: 7.500e-03, eta: 13:28:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7677, loss_cls: 2.0266, loss: 2.0266, grad_norm: 6.8202 2021-12-03 01:20:56,806 - mmaction - INFO - Epoch [13][300/1793] lr: 7.500e-03, eta: 13:27:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7510, loss_cls: 2.1091, loss: 2.1091, grad_norm: 6.9560 2021-12-03 01:21:10,834 - mmaction - INFO - Epoch [13][320/1793] lr: 7.500e-03, eta: 13:27:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7500, loss_cls: 2.0828, loss: 2.0828, grad_norm: 6.8667 2021-12-03 01:21:24,871 - mmaction - INFO - Epoch [13][340/1793] lr: 7.500e-03, eta: 13:27:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7469, loss_cls: 2.1119, loss: 2.1119, grad_norm: 6.9072 2021-12-03 01:21:38,896 - mmaction - INFO - Epoch [13][360/1793] lr: 7.500e-03, eta: 13:27:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7521, loss_cls: 2.0823, loss: 2.0823, grad_norm: 6.9999 2021-12-03 01:21:52,936 - mmaction - INFO - Epoch [13][380/1793] lr: 7.500e-03, eta: 13:26:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7312, loss_cls: 2.1979, loss: 2.1979, grad_norm: 7.0726 2021-12-03 01:22:06,960 - mmaction - INFO - Epoch [13][400/1793] lr: 7.500e-03, eta: 13:26:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7667, loss_cls: 2.0176, loss: 2.0176, grad_norm: 6.6780 2021-12-03 01:22:20,982 - mmaction - INFO - Epoch [13][420/1793] lr: 7.500e-03, eta: 13:26:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7531, loss_cls: 2.0911, loss: 2.0911, grad_norm: 6.9821 2021-12-03 01:22:35,010 - mmaction - INFO - Epoch [13][440/1793] lr: 7.500e-03, eta: 13:26:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7604, loss_cls: 2.1226, loss: 2.1226, grad_norm: 6.8721 2021-12-03 01:22:49,046 - mmaction - INFO - Epoch [13][460/1793] lr: 7.500e-03, eta: 13:25:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7604, loss_cls: 2.0874, loss: 2.0874, grad_norm: 6.7905 2021-12-03 01:23:03,083 - mmaction - INFO - Epoch [13][480/1793] lr: 7.500e-03, eta: 13:25:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7531, loss_cls: 2.1114, loss: 2.1114, grad_norm: 6.7346 2021-12-03 01:23:17,135 - mmaction - INFO - Epoch [13][500/1793] lr: 7.500e-03, eta: 13:25:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7635, loss_cls: 2.0700, loss: 2.0700, grad_norm: 7.4230 2021-12-03 01:23:31,163 - mmaction - INFO - Epoch [13][520/1793] lr: 7.500e-03, eta: 13:25:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.1368, loss: 2.1368, grad_norm: 7.2598 2021-12-03 01:23:45,194 - mmaction - INFO - Epoch [13][540/1793] lr: 7.500e-03, eta: 13:24:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7490, loss_cls: 2.1241, loss: 2.1241, grad_norm: 6.8946 2021-12-03 01:23:59,227 - mmaction - INFO - Epoch [13][560/1793] lr: 7.500e-03, eta: 13:24:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7510, loss_cls: 2.0833, loss: 2.0833, grad_norm: 7.2399 2021-12-03 01:24:13,271 - mmaction - INFO - Epoch [13][580/1793] lr: 7.500e-03, eta: 13:24:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7635, loss_cls: 2.0568, loss: 2.0568, grad_norm: 6.8673 2021-12-03 01:24:27,311 - mmaction - INFO - Epoch [13][600/1793] lr: 7.500e-03, eta: 13:24:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7354, loss_cls: 2.2493, loss: 2.2493, grad_norm: 6.9606 2021-12-03 01:24:41,357 - mmaction - INFO - Epoch [13][620/1793] lr: 7.500e-03, eta: 13:23:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7500, loss_cls: 2.0997, loss: 2.0997, grad_norm: 6.9872 2021-12-03 01:24:55,394 - mmaction - INFO - Epoch [13][640/1793] lr: 7.500e-03, eta: 13:23:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7427, loss_cls: 2.1836, loss: 2.1836, grad_norm: 7.0064 2021-12-03 01:25:09,442 - mmaction - INFO - Epoch [13][660/1793] lr: 7.500e-03, eta: 13:23:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7396, loss_cls: 2.1665, loss: 2.1665, grad_norm: 6.9768 2021-12-03 01:25:23,476 - mmaction - INFO - Epoch [13][680/1793] lr: 7.500e-03, eta: 13:23:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7604, loss_cls: 2.1029, loss: 2.1029, grad_norm: 6.8660 2021-12-03 01:25:37,514 - mmaction - INFO - Epoch [13][700/1793] lr: 7.500e-03, eta: 13:22:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7250, loss_cls: 2.2390, loss: 2.2390, grad_norm: 7.1478 2021-12-03 01:25:51,534 - mmaction - INFO - Epoch [13][720/1793] lr: 7.500e-03, eta: 13:22:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7615, loss_cls: 2.0754, loss: 2.0754, grad_norm: 6.7772 2021-12-03 01:26:05,561 - mmaction - INFO - Epoch [13][740/1793] lr: 7.500e-03, eta: 13:22:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7490, loss_cls: 2.1172, loss: 2.1172, grad_norm: 7.0004 2021-12-03 01:26:19,581 - mmaction - INFO - Epoch [13][760/1793] lr: 7.500e-03, eta: 13:22:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7219, loss_cls: 2.2507, loss: 2.2507, grad_norm: 7.0946 2021-12-03 01:26:33,618 - mmaction - INFO - Epoch [13][780/1793] lr: 7.500e-03, eta: 13:21:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7583, loss_cls: 2.0978, loss: 2.0978, grad_norm: 7.0312 2021-12-03 01:26:47,655 - mmaction - INFO - Epoch [13][800/1793] lr: 7.500e-03, eta: 13:21:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7531, loss_cls: 2.0526, loss: 2.0526, grad_norm: 6.7916 2021-12-03 01:27:01,696 - mmaction - INFO - Epoch [13][820/1793] lr: 7.500e-03, eta: 13:21:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7281, loss_cls: 2.1605, loss: 2.1605, grad_norm: 7.0793 2021-12-03 01:27:15,720 - mmaction - INFO - Epoch [13][840/1793] lr: 7.500e-03, eta: 13:21:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7469, loss_cls: 2.1428, loss: 2.1428, grad_norm: 7.2243 2021-12-03 01:27:29,753 - mmaction - INFO - Epoch [13][860/1793] lr: 7.500e-03, eta: 13:20:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7417, loss_cls: 2.1598, loss: 2.1598, grad_norm: 7.0932 2021-12-03 01:27:43,795 - mmaction - INFO - Epoch [13][880/1793] lr: 7.500e-03, eta: 13:20:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4448, top5_acc: 0.7354, loss_cls: 2.2328, loss: 2.2328, grad_norm: 7.1794 2021-12-03 01:27:57,835 - mmaction - INFO - Epoch [13][900/1793] lr: 7.500e-03, eta: 13:20:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7542, loss_cls: 2.0844, loss: 2.0844, grad_norm: 6.7934 2021-12-03 01:28:11,877 - mmaction - INFO - Epoch [13][920/1793] lr: 7.500e-03, eta: 13:20:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7344, loss_cls: 2.2155, loss: 2.2155, grad_norm: 7.0168 2021-12-03 01:28:25,907 - mmaction - INFO - Epoch [13][940/1793] lr: 7.500e-03, eta: 13:19:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7229, loss_cls: 2.1775, loss: 2.1775, grad_norm: 6.9338 2021-12-03 01:28:39,943 - mmaction - INFO - Epoch [13][960/1793] lr: 7.500e-03, eta: 13:19:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4542, top5_acc: 0.7333, loss_cls: 2.1778, loss: 2.1778, grad_norm: 7.0913 2021-12-03 01:28:54,004 - mmaction - INFO - Epoch [13][980/1793] lr: 7.500e-03, eta: 13:19:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7198, loss_cls: 2.2302, loss: 2.2302, grad_norm: 6.7655 2021-12-03 01:29:08,049 - mmaction - INFO - Epoch [13][1000/1793] lr: 7.500e-03, eta: 13:19:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7552, loss_cls: 2.1386, loss: 2.1386, grad_norm: 6.9011 2021-12-03 01:29:22,109 - mmaction - INFO - Epoch [13][1020/1793] lr: 7.500e-03, eta: 13:18:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7448, loss_cls: 2.1470, loss: 2.1470, grad_norm: 6.9817 2021-12-03 01:29:36,166 - mmaction - INFO - Epoch [13][1040/1793] lr: 7.500e-03, eta: 13:18:39, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1195, loss: 2.1195, grad_norm: 6.9231 2021-12-03 01:29:50,209 - mmaction - INFO - Epoch [13][1060/1793] lr: 7.500e-03, eta: 13:18:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7375, loss_cls: 2.1279, loss: 2.1279, grad_norm: 7.0473 2021-12-03 01:30:04,240 - mmaction - INFO - Epoch [13][1080/1793] lr: 7.500e-03, eta: 13:18:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7365, loss_cls: 2.1098, loss: 2.1098, grad_norm: 6.8774 2021-12-03 01:30:18,273 - mmaction - INFO - Epoch [13][1100/1793] lr: 7.500e-03, eta: 13:17:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7615, loss_cls: 2.1040, loss: 2.1040, grad_norm: 6.9007 2021-12-03 01:30:32,304 - mmaction - INFO - Epoch [13][1120/1793] lr: 7.500e-03, eta: 13:17:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4646, top5_acc: 0.7427, loss_cls: 2.1403, loss: 2.1403, grad_norm: 6.9254 2021-12-03 01:30:46,349 - mmaction - INFO - Epoch [13][1140/1793] lr: 7.500e-03, eta: 13:17:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7365, loss_cls: 2.1658, loss: 2.1658, grad_norm: 6.9494 2021-12-03 01:31:00,391 - mmaction - INFO - Epoch [13][1160/1793] lr: 7.500e-03, eta: 13:17:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4646, top5_acc: 0.7708, loss_cls: 2.1142, loss: 2.1142, grad_norm: 6.8574 2021-12-03 01:31:14,450 - mmaction - INFO - Epoch [13][1180/1793] lr: 7.500e-03, eta: 13:16:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4635, top5_acc: 0.7615, loss_cls: 2.1018, loss: 2.1018, grad_norm: 6.7026 2021-12-03 01:31:28,484 - mmaction - INFO - Epoch [13][1200/1793] lr: 7.500e-03, eta: 13:16:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7469, loss_cls: 2.0940, loss: 2.0940, grad_norm: 6.8023 2021-12-03 01:31:42,534 - mmaction - INFO - Epoch [13][1220/1793] lr: 7.500e-03, eta: 13:16:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4458, top5_acc: 0.7438, loss_cls: 2.1678, loss: 2.1678, grad_norm: 6.9226 2021-12-03 01:31:56,596 - mmaction - INFO - Epoch [13][1240/1793] lr: 7.500e-03, eta: 13:16:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4615, top5_acc: 0.7583, loss_cls: 2.0793, loss: 2.0793, grad_norm: 7.0512 2021-12-03 01:32:10,645 - mmaction - INFO - Epoch [13][1260/1793] lr: 7.500e-03, eta: 13:15:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7417, loss_cls: 2.1358, loss: 2.1358, grad_norm: 6.7732 2021-12-03 01:32:24,695 - mmaction - INFO - Epoch [13][1280/1793] lr: 7.500e-03, eta: 13:15:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7604, loss_cls: 2.1139, loss: 2.1139, grad_norm: 6.9224 2021-12-03 01:32:38,749 - mmaction - INFO - Epoch [13][1300/1793] lr: 7.500e-03, eta: 13:15:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7719, loss_cls: 2.0708, loss: 2.0708, grad_norm: 7.1868 2021-12-03 01:32:52,806 - mmaction - INFO - Epoch [13][1320/1793] lr: 7.500e-03, eta: 13:15:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7688, loss_cls: 2.0575, loss: 2.0575, grad_norm: 7.1550 2021-12-03 01:33:06,846 - mmaction - INFO - Epoch [13][1340/1793] lr: 7.500e-03, eta: 13:14:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7385, loss_cls: 2.1610, loss: 2.1610, grad_norm: 6.8969 2021-12-03 01:33:20,892 - mmaction - INFO - Epoch [13][1360/1793] lr: 7.500e-03, eta: 13:14:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7354, loss_cls: 2.2111, loss: 2.2111, grad_norm: 6.8218 2021-12-03 01:33:34,935 - mmaction - INFO - Epoch [13][1380/1793] lr: 7.500e-03, eta: 13:14:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7625, loss_cls: 2.0869, loss: 2.0869, grad_norm: 7.1447 2021-12-03 01:33:48,967 - mmaction - INFO - Epoch [13][1400/1793] lr: 7.500e-03, eta: 13:14:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4365, top5_acc: 0.7406, loss_cls: 2.2815, loss: 2.2815, grad_norm: 7.0822 2021-12-03 01:34:03,016 - mmaction - INFO - Epoch [13][1420/1793] lr: 7.500e-03, eta: 13:13:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5312, top5_acc: 0.7698, loss_cls: 1.9660, loss: 1.9660, grad_norm: 6.5626 2021-12-03 01:34:17,067 - mmaction - INFO - Epoch [13][1440/1793] lr: 7.500e-03, eta: 13:13:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7469, loss_cls: 2.1947, loss: 2.1947, grad_norm: 7.2596 2021-12-03 01:34:31,112 - mmaction - INFO - Epoch [13][1460/1793] lr: 7.500e-03, eta: 13:13:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7365, loss_cls: 2.1911, loss: 2.1911, grad_norm: 6.6506 2021-12-03 01:34:45,144 - mmaction - INFO - Epoch [13][1480/1793] lr: 7.500e-03, eta: 13:13:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7312, loss_cls: 2.1802, loss: 2.1802, grad_norm: 6.9662 2021-12-03 01:34:59,187 - mmaction - INFO - Epoch [13][1500/1793] lr: 7.500e-03, eta: 13:12:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7365, loss_cls: 2.2178, loss: 2.2178, grad_norm: 7.0068 2021-12-03 01:35:13,231 - mmaction - INFO - Epoch [13][1520/1793] lr: 7.500e-03, eta: 13:12:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7396, loss_cls: 2.1570, loss: 2.1570, grad_norm: 6.9444 2021-12-03 01:35:27,264 - mmaction - INFO - Epoch [13][1540/1793] lr: 7.500e-03, eta: 13:12:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7688, loss_cls: 2.0318, loss: 2.0318, grad_norm: 6.5144 2021-12-03 01:35:41,310 - mmaction - INFO - Epoch [13][1560/1793] lr: 7.500e-03, eta: 13:12:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7438, loss_cls: 2.0832, loss: 2.0832, grad_norm: 6.8462 2021-12-03 01:35:55,354 - mmaction - INFO - Epoch [13][1580/1793] lr: 7.500e-03, eta: 13:11:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7656, loss_cls: 2.1492, loss: 2.1492, grad_norm: 7.0708 2021-12-03 01:36:09,400 - mmaction - INFO - Epoch [13][1600/1793] lr: 7.500e-03, eta: 13:11:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4531, top5_acc: 0.7292, loss_cls: 2.1892, loss: 2.1892, grad_norm: 6.7839 2021-12-03 01:36:23,429 - mmaction - INFO - Epoch [13][1620/1793] lr: 7.500e-03, eta: 13:11:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7490, loss_cls: 2.0812, loss: 2.0812, grad_norm: 6.7646 2021-12-03 01:36:37,461 - mmaction - INFO - Epoch [13][1640/1793] lr: 7.500e-03, eta: 13:11:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4646, top5_acc: 0.7594, loss_cls: 2.1174, loss: 2.1174, grad_norm: 7.0835 2021-12-03 01:36:51,496 - mmaction - INFO - Epoch [13][1660/1793] lr: 7.500e-03, eta: 13:10:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4667, top5_acc: 0.7490, loss_cls: 2.1155, loss: 2.1155, grad_norm: 6.6215 2021-12-03 01:37:05,528 - mmaction - INFO - Epoch [13][1680/1793] lr: 7.500e-03, eta: 13:10:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7469, loss_cls: 2.1899, loss: 2.1899, grad_norm: 6.9819 2021-12-03 01:37:19,558 - mmaction - INFO - Epoch [13][1700/1793] lr: 7.500e-03, eta: 13:10:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7479, loss_cls: 2.1178, loss: 2.1178, grad_norm: 7.1234 2021-12-03 01:37:33,588 - mmaction - INFO - Epoch [13][1720/1793] lr: 7.500e-03, eta: 13:10:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4437, top5_acc: 0.7458, loss_cls: 2.1875, loss: 2.1875, grad_norm: 6.9032 2021-12-03 01:37:47,635 - mmaction - INFO - Epoch [13][1740/1793] lr: 7.500e-03, eta: 13:09:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7615, loss_cls: 2.0776, loss: 2.0776, grad_norm: 6.7841 2021-12-03 01:38:01,674 - mmaction - INFO - Epoch [13][1760/1793] lr: 7.500e-03, eta: 13:09:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7396, loss_cls: 2.1283, loss: 2.1283, grad_norm: 6.8422 2021-12-03 01:38:15,706 - mmaction - INFO - Epoch [13][1780/1793] lr: 7.500e-03, eta: 13:09:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7625, loss_cls: 2.0487, loss: 2.0487, grad_norm: 6.6552 2021-12-03 01:39:32,939 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:39:33,091 - mmaction - INFO - top1_acc 0.3430 top5_acc 0.6463 2021-12-03 01:39:33,091 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:39:33,101 - mmaction - INFO - mean_acc 0.3093 2021-12-03 01:39:33,103 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-12-03 01:39:36,047 - mmaction - INFO - Epoch(val) [13][241] top1_acc: 0.3430, top5_acc: 0.6463, mean_class_accuracy: 0.3093 2021-12-03 01:40:15,966 - mmaction - INFO - Epoch [14][20/1793] lr: 7.500e-03, eta: 13:09:48, time: 1.996, data_time: 1.297, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7427, loss_cls: 2.1095, loss: 2.1095, grad_norm: 6.9651 2021-12-03 01:40:29,979 - mmaction - INFO - Epoch [14][40/1793] lr: 7.500e-03, eta: 13:09:33, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4490, top5_acc: 0.7333, loss_cls: 2.1263, loss: 2.1263, grad_norm: 6.8171 2021-12-03 01:40:43,987 - mmaction - INFO - Epoch [14][60/1793] lr: 7.500e-03, eta: 13:09:18, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7865, loss_cls: 2.0007, loss: 2.0007, grad_norm: 6.7803 2021-12-03 01:40:58,003 - mmaction - INFO - Epoch [14][80/1793] lr: 7.500e-03, eta: 13:09:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7510, loss_cls: 2.0559, loss: 2.0559, grad_norm: 6.7879 2021-12-03 01:41:12,020 - mmaction - INFO - Epoch [14][100/1793] lr: 7.500e-03, eta: 13:08:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7583, loss_cls: 2.0750, loss: 2.0750, grad_norm: 7.1044 2021-12-03 01:41:26,050 - mmaction - INFO - Epoch [14][120/1793] lr: 7.500e-03, eta: 13:08:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7667, loss_cls: 2.0314, loss: 2.0314, grad_norm: 6.7696 2021-12-03 01:41:40,076 - mmaction - INFO - Epoch [14][140/1793] lr: 7.500e-03, eta: 13:08:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7427, loss_cls: 2.1124, loss: 2.1124, grad_norm: 6.8917 2021-12-03 01:41:54,100 - mmaction - INFO - Epoch [14][160/1793] lr: 7.500e-03, eta: 13:08:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7823, loss_cls: 2.0175, loss: 2.0175, grad_norm: 7.3473 2021-12-03 01:42:08,117 - mmaction - INFO - Epoch [14][180/1793] lr: 7.500e-03, eta: 13:07:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7479, loss_cls: 2.0905, loss: 2.0905, grad_norm: 6.8318 2021-12-03 01:42:22,134 - mmaction - INFO - Epoch [14][200/1793] lr: 7.500e-03, eta: 13:07:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7677, loss_cls: 2.0066, loss: 2.0066, grad_norm: 6.9249 2021-12-03 01:42:36,175 - mmaction - INFO - Epoch [14][220/1793] lr: 7.500e-03, eta: 13:07:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4469, top5_acc: 0.7271, loss_cls: 2.2875, loss: 2.2875, grad_norm: 7.3443 2021-12-03 01:42:50,206 - mmaction - INFO - Epoch [14][240/1793] lr: 7.500e-03, eta: 13:07:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7615, loss_cls: 2.0958, loss: 2.0958, grad_norm: 7.1781 2021-12-03 01:43:04,254 - mmaction - INFO - Epoch [14][260/1793] lr: 7.500e-03, eta: 13:06:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7865, loss_cls: 2.0191, loss: 2.0191, grad_norm: 7.1065 2021-12-03 01:43:18,270 - mmaction - INFO - Epoch [14][280/1793] lr: 7.500e-03, eta: 13:06:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7448, loss_cls: 2.1413, loss: 2.1413, grad_norm: 6.7937 2021-12-03 01:43:32,293 - mmaction - INFO - Epoch [14][300/1793] lr: 7.500e-03, eta: 13:06:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7875, loss_cls: 1.9538, loss: 1.9538, grad_norm: 6.7430 2021-12-03 01:43:46,332 - mmaction - INFO - Epoch [14][320/1793] lr: 7.500e-03, eta: 13:06:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7510, loss_cls: 2.0246, loss: 2.0246, grad_norm: 6.8887 2021-12-03 01:44:00,362 - mmaction - INFO - Epoch [14][340/1793] lr: 7.500e-03, eta: 13:05:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7542, loss_cls: 2.0190, loss: 2.0190, grad_norm: 6.8358 2021-12-03 01:44:14,402 - mmaction - INFO - Epoch [14][360/1793] lr: 7.500e-03, eta: 13:05:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7479, loss_cls: 2.1294, loss: 2.1294, grad_norm: 7.0989 2021-12-03 01:44:28,425 - mmaction - INFO - Epoch [14][380/1793] lr: 7.500e-03, eta: 13:05:17, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7552, loss_cls: 2.1481, loss: 2.1481, grad_norm: 6.9451 2021-12-03 01:44:42,450 - mmaction - INFO - Epoch [14][400/1793] lr: 7.500e-03, eta: 13:05:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7562, loss_cls: 2.0696, loss: 2.0696, grad_norm: 7.1654 2021-12-03 01:44:56,484 - mmaction - INFO - Epoch [14][420/1793] lr: 7.500e-03, eta: 13:04:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7594, loss_cls: 2.1055, loss: 2.1055, grad_norm: 7.1210 2021-12-03 01:45:10,530 - mmaction - INFO - Epoch [14][440/1793] lr: 7.500e-03, eta: 13:04:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7542, loss_cls: 2.0857, loss: 2.0857, grad_norm: 7.1469 2021-12-03 01:45:24,573 - mmaction - INFO - Epoch [14][460/1793] lr: 7.500e-03, eta: 13:04:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7521, loss_cls: 2.0949, loss: 2.0949, grad_norm: 6.8356 2021-12-03 01:45:38,617 - mmaction - INFO - Epoch [14][480/1793] lr: 7.500e-03, eta: 13:04:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7583, loss_cls: 2.0586, loss: 2.0586, grad_norm: 7.0389 2021-12-03 01:45:52,651 - mmaction - INFO - Epoch [14][500/1793] lr: 7.500e-03, eta: 13:03:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7792, loss_cls: 1.9992, loss: 1.9992, grad_norm: 6.6906 2021-12-03 01:46:06,686 - mmaction - INFO - Epoch [14][520/1793] lr: 7.500e-03, eta: 13:03:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7562, loss_cls: 2.0868, loss: 2.0868, grad_norm: 6.8603 2021-12-03 01:46:20,718 - mmaction - INFO - Epoch [14][540/1793] lr: 7.500e-03, eta: 13:03:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7833, loss_cls: 2.0233, loss: 2.0233, grad_norm: 7.0746 2021-12-03 01:46:34,758 - mmaction - INFO - Epoch [14][560/1793] lr: 7.500e-03, eta: 13:03:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7438, loss_cls: 2.1045, loss: 2.1045, grad_norm: 7.2987 2021-12-03 01:46:48,798 - mmaction - INFO - Epoch [14][580/1793] lr: 7.500e-03, eta: 13:02:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.1312, loss: 2.1312, grad_norm: 6.7134 2021-12-03 01:47:02,829 - mmaction - INFO - Epoch [14][600/1793] lr: 7.500e-03, eta: 13:02:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7594, loss_cls: 2.1017, loss: 2.1017, grad_norm: 7.0621 2021-12-03 01:47:16,859 - mmaction - INFO - Epoch [14][620/1793] lr: 7.500e-03, eta: 13:02:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.7615, loss_cls: 2.0232, loss: 2.0232, grad_norm: 6.6961 2021-12-03 01:47:30,885 - mmaction - INFO - Epoch [14][640/1793] lr: 7.500e-03, eta: 13:02:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7833, loss_cls: 1.9955, loss: 1.9955, grad_norm: 6.9477 2021-12-03 01:47:44,918 - mmaction - INFO - Epoch [14][660/1793] lr: 7.500e-03, eta: 13:01:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7708, loss_cls: 2.0274, loss: 2.0274, grad_norm: 7.0380 2021-12-03 01:47:58,961 - mmaction - INFO - Epoch [14][680/1793] lr: 7.500e-03, eta: 13:01:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7625, loss_cls: 2.0409, loss: 2.0409, grad_norm: 7.1288 2021-12-03 01:48:13,002 - mmaction - INFO - Epoch [14][700/1793] lr: 7.500e-03, eta: 13:01:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7333, loss_cls: 2.2024, loss: 2.2024, grad_norm: 7.1443 2021-12-03 01:48:27,019 - mmaction - INFO - Epoch [14][720/1793] lr: 7.500e-03, eta: 13:01:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7583, loss_cls: 2.0723, loss: 2.0723, grad_norm: 6.6027 2021-12-03 01:48:41,048 - mmaction - INFO - Epoch [14][740/1793] lr: 7.500e-03, eta: 13:00:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7490, loss_cls: 2.1275, loss: 2.1275, grad_norm: 6.9930 2021-12-03 01:48:55,068 - mmaction - INFO - Epoch [14][760/1793] lr: 7.500e-03, eta: 13:00:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7677, loss_cls: 2.0214, loss: 2.0214, grad_norm: 6.6862 2021-12-03 01:49:09,114 - mmaction - INFO - Epoch [14][780/1793] lr: 7.500e-03, eta: 13:00:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7792, loss_cls: 1.9828, loss: 1.9828, grad_norm: 7.0469 2021-12-03 01:49:23,151 - mmaction - INFO - Epoch [14][800/1793] lr: 7.500e-03, eta: 13:00:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7688, loss_cls: 2.0353, loss: 2.0353, grad_norm: 7.0653 2021-12-03 01:49:37,174 - mmaction - INFO - Epoch [14][820/1793] lr: 7.500e-03, eta: 12:59:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7688, loss_cls: 2.0561, loss: 2.0561, grad_norm: 6.8216 2021-12-03 01:49:51,207 - mmaction - INFO - Epoch [14][840/1793] lr: 7.500e-03, eta: 12:59:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7698, loss_cls: 1.9372, loss: 1.9372, grad_norm: 6.8164 2021-12-03 01:50:05,265 - mmaction - INFO - Epoch [14][860/1793] lr: 7.500e-03, eta: 12:59:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7333, loss_cls: 2.1553, loss: 2.1553, grad_norm: 6.7920 2021-12-03 01:50:19,302 - mmaction - INFO - Epoch [14][880/1793] lr: 7.500e-03, eta: 12:59:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7667, loss_cls: 2.0519, loss: 2.0519, grad_norm: 6.9511 2021-12-03 01:50:33,353 - mmaction - INFO - Epoch [14][900/1793] lr: 7.500e-03, eta: 12:58:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7531, loss_cls: 2.0917, loss: 2.0917, grad_norm: 6.7973 2021-12-03 01:50:47,401 - mmaction - INFO - Epoch [14][920/1793] lr: 7.500e-03, eta: 12:58:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7802, loss_cls: 1.9537, loss: 1.9537, grad_norm: 6.7794 2021-12-03 01:51:01,442 - mmaction - INFO - Epoch [14][940/1793] lr: 7.500e-03, eta: 12:58:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7500, loss_cls: 2.0860, loss: 2.0860, grad_norm: 7.3385 2021-12-03 01:51:15,485 - mmaction - INFO - Epoch [14][960/1793] lr: 7.500e-03, eta: 12:58:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7458, loss_cls: 2.1655, loss: 2.1655, grad_norm: 6.8110 2021-12-03 01:51:29,549 - mmaction - INFO - Epoch [14][980/1793] lr: 7.500e-03, eta: 12:57:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.7771, loss_cls: 1.9177, loss: 1.9177, grad_norm: 6.9332 2021-12-03 01:51:43,587 - mmaction - INFO - Epoch [14][1000/1793] lr: 7.500e-03, eta: 12:57:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7375, loss_cls: 2.1646, loss: 2.1646, grad_norm: 7.2105 2021-12-03 01:51:57,620 - mmaction - INFO - Epoch [14][1020/1793] lr: 7.500e-03, eta: 12:57:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7729, loss_cls: 2.0145, loss: 2.0145, grad_norm: 6.8429 2021-12-03 01:52:11,683 - mmaction - INFO - Epoch [14][1040/1793] lr: 7.500e-03, eta: 12:57:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4250, top5_acc: 0.7354, loss_cls: 2.2387, loss: 2.2387, grad_norm: 7.4077 2021-12-03 01:52:25,726 - mmaction - INFO - Epoch [14][1060/1793] lr: 7.500e-03, eta: 12:56:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7677, loss_cls: 2.0766, loss: 2.0766, grad_norm: 7.1825 2021-12-03 01:52:39,766 - mmaction - INFO - Epoch [14][1080/1793] lr: 7.500e-03, eta: 12:56:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7635, loss_cls: 2.0476, loss: 2.0476, grad_norm: 7.1307 2021-12-03 01:52:53,811 - mmaction - INFO - Epoch [14][1100/1793] lr: 7.500e-03, eta: 12:56:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7646, loss_cls: 2.0624, loss: 2.0624, grad_norm: 6.9485 2021-12-03 01:53:07,856 - mmaction - INFO - Epoch [14][1120/1793] lr: 7.500e-03, eta: 12:56:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7531, loss_cls: 2.1473, loss: 2.1473, grad_norm: 7.1518 2021-12-03 01:53:21,901 - mmaction - INFO - Epoch [14][1140/1793] lr: 7.500e-03, eta: 12:55:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4583, top5_acc: 0.7385, loss_cls: 2.2302, loss: 2.2302, grad_norm: 7.3328 2021-12-03 01:53:35,919 - mmaction - INFO - Epoch [14][1160/1793] lr: 7.500e-03, eta: 12:55:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4625, top5_acc: 0.7656, loss_cls: 2.0923, loss: 2.0923, grad_norm: 6.7880 2021-12-03 01:53:49,958 - mmaction - INFO - Epoch [14][1180/1793] lr: 7.500e-03, eta: 12:55:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7677, loss_cls: 2.0463, loss: 2.0463, grad_norm: 7.0250 2021-12-03 01:54:03,996 - mmaction - INFO - Epoch [14][1200/1793] lr: 7.500e-03, eta: 12:55:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7719, loss_cls: 2.0428, loss: 2.0428, grad_norm: 7.0645 2021-12-03 01:54:18,052 - mmaction - INFO - Epoch [14][1220/1793] lr: 7.500e-03, eta: 12:54:50, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7448, loss_cls: 2.1468, loss: 2.1468, grad_norm: 7.1739 2021-12-03 01:54:32,097 - mmaction - INFO - Epoch [14][1240/1793] lr: 7.500e-03, eta: 12:54:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7698, loss_cls: 2.0418, loss: 2.0418, grad_norm: 6.9785 2021-12-03 01:54:46,141 - mmaction - INFO - Epoch [14][1260/1793] lr: 7.500e-03, eta: 12:54:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7677, loss_cls: 2.0374, loss: 2.0374, grad_norm: 6.7883 2021-12-03 01:55:00,192 - mmaction - INFO - Epoch [14][1280/1793] lr: 7.500e-03, eta: 12:54:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7677, loss_cls: 2.0933, loss: 2.0933, grad_norm: 7.0061 2021-12-03 01:55:14,240 - mmaction - INFO - Epoch [14][1300/1793] lr: 7.500e-03, eta: 12:53:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5177, top5_acc: 0.7833, loss_cls: 1.9307, loss: 1.9307, grad_norm: 6.8706 2021-12-03 01:55:28,291 - mmaction - INFO - Epoch [14][1320/1793] lr: 7.500e-03, eta: 12:53:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4490, top5_acc: 0.7198, loss_cls: 2.2176, loss: 2.2176, grad_norm: 6.8450 2021-12-03 01:55:42,348 - mmaction - INFO - Epoch [14][1340/1793] lr: 7.500e-03, eta: 12:53:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7490, loss_cls: 2.0918, loss: 2.0918, grad_norm: 6.8335 2021-12-03 01:55:56,414 - mmaction - INFO - Epoch [14][1360/1793] lr: 7.500e-03, eta: 12:53:05, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7635, loss_cls: 2.0646, loss: 2.0646, grad_norm: 7.1002 2021-12-03 01:56:10,471 - mmaction - INFO - Epoch [14][1380/1793] lr: 7.500e-03, eta: 12:52:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7385, loss_cls: 2.1830, loss: 2.1830, grad_norm: 7.0728 2021-12-03 01:56:24,533 - mmaction - INFO - Epoch [14][1400/1793] lr: 7.500e-03, eta: 12:52:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7854, loss_cls: 2.0425, loss: 2.0425, grad_norm: 6.9550 2021-12-03 01:56:38,595 - mmaction - INFO - Epoch [14][1420/1793] lr: 7.500e-03, eta: 12:52:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7583, loss_cls: 2.1079, loss: 2.1079, grad_norm: 6.7766 2021-12-03 01:56:52,663 - mmaction - INFO - Epoch [14][1440/1793] lr: 7.500e-03, eta: 12:52:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4552, top5_acc: 0.7583, loss_cls: 2.1094, loss: 2.1094, grad_norm: 7.1065 2021-12-03 01:57:06,730 - mmaction - INFO - Epoch [14][1460/1793] lr: 7.500e-03, eta: 12:51:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7625, loss_cls: 2.0652, loss: 2.0652, grad_norm: 6.7047 2021-12-03 01:57:20,774 - mmaction - INFO - Epoch [14][1480/1793] lr: 7.500e-03, eta: 12:51:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7562, loss_cls: 2.1605, loss: 2.1605, grad_norm: 7.2693 2021-12-03 01:57:34,818 - mmaction - INFO - Epoch [14][1500/1793] lr: 7.500e-03, eta: 12:51:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7510, loss_cls: 2.1227, loss: 2.1227, grad_norm: 6.7144 2021-12-03 01:57:48,866 - mmaction - INFO - Epoch [14][1520/1793] lr: 7.500e-03, eta: 12:51:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7583, loss_cls: 2.0642, loss: 2.0642, grad_norm: 6.8008 2021-12-03 01:58:02,922 - mmaction - INFO - Epoch [14][1540/1793] lr: 7.500e-03, eta: 12:50:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7531, loss_cls: 2.1040, loss: 2.1040, grad_norm: 6.7854 2021-12-03 01:58:16,951 - mmaction - INFO - Epoch [14][1560/1793] lr: 7.500e-03, eta: 12:50:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4427, top5_acc: 0.7292, loss_cls: 2.2321, loss: 2.2321, grad_norm: 6.9776 2021-12-03 01:58:31,009 - mmaction - INFO - Epoch [14][1580/1793] lr: 7.500e-03, eta: 12:50:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7698, loss_cls: 2.0142, loss: 2.0142, grad_norm: 6.7646 2021-12-03 01:58:45,059 - mmaction - INFO - Epoch [14][1600/1793] lr: 7.500e-03, eta: 12:50:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7635, loss_cls: 2.0129, loss: 2.0129, grad_norm: 6.9568 2021-12-03 01:58:59,122 - mmaction - INFO - Epoch [14][1620/1793] lr: 7.500e-03, eta: 12:49:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7573, loss_cls: 2.1333, loss: 2.1333, grad_norm: 7.2017 2021-12-03 01:59:13,174 - mmaction - INFO - Epoch [14][1640/1793] lr: 7.500e-03, eta: 12:49:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7677, loss_cls: 2.0222, loss: 2.0222, grad_norm: 6.7101 2021-12-03 01:59:27,228 - mmaction - INFO - Epoch [14][1660/1793] lr: 7.500e-03, eta: 12:49:23, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7698, loss_cls: 2.0676, loss: 2.0676, grad_norm: 6.8219 2021-12-03 01:59:41,268 - mmaction - INFO - Epoch [14][1680/1793] lr: 7.500e-03, eta: 12:49:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7688, loss_cls: 2.0243, loss: 2.0243, grad_norm: 6.8723 2021-12-03 01:59:55,319 - mmaction - INFO - Epoch [14][1700/1793] lr: 7.500e-03, eta: 12:48:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7646, loss_cls: 2.0525, loss: 2.0525, grad_norm: 6.7576 2021-12-03 02:00:09,384 - mmaction - INFO - Epoch [14][1720/1793] lr: 7.500e-03, eta: 12:48:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7573, loss_cls: 1.9768, loss: 1.9768, grad_norm: 6.7263 2021-12-03 02:00:23,463 - mmaction - INFO - Epoch [14][1740/1793] lr: 7.500e-03, eta: 12:48:23, time: 0.704, data_time: 0.001, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7469, loss_cls: 2.0684, loss: 2.0684, grad_norm: 6.7559 2021-12-03 02:00:39,247 - mmaction - INFO - Epoch [14][1760/1793] lr: 7.500e-03, eta: 12:48:13, time: 0.789, data_time: 0.087, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7510, loss_cls: 2.0953, loss: 2.0953, grad_norm: 6.8427 2021-12-03 02:00:53,281 - mmaction - INFO - Epoch [14][1780/1793] lr: 7.500e-03, eta: 12:47:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7677, loss_cls: 2.0424, loss: 2.0424, grad_norm: 6.6745 2021-12-03 02:02:14,455 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:02:14,610 - mmaction - INFO - top1_acc 0.3595 top5_acc 0.6525 2021-12-03 02:02:14,610 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:02:14,620 - mmaction - INFO - mean_acc 0.3270 2021-12-03 02:02:16,981 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-12-03 02:02:16,981 - mmaction - INFO - Best top1_acc is 0.3595 at 14 epoch. 2021-12-03 02:02:16,986 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-12-03 02:02:19,716 - mmaction - INFO - Epoch(val) [14][241] top1_acc: 0.3595, top5_acc: 0.6525, mean_class_accuracy: 0.3270 2021-12-03 02:02:59,727 - mmaction - INFO - Epoch [15][20/1793] lr: 7.500e-03, eta: 12:48:17, time: 2.000, data_time: 1.300, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7562, loss_cls: 2.0950, loss: 2.0950, grad_norm: 6.6072 2021-12-03 02:03:13,748 - mmaction - INFO - Epoch [15][40/1793] lr: 7.500e-03, eta: 12:48:02, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7823, loss_cls: 1.9593, loss: 1.9593, grad_norm: 6.6682 2021-12-03 02:03:27,784 - mmaction - INFO - Epoch [15][60/1793] lr: 7.500e-03, eta: 12:47:47, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7969, loss_cls: 1.9134, loss: 1.9134, grad_norm: 6.9100 2021-12-03 02:03:41,818 - mmaction - INFO - Epoch [15][80/1793] lr: 7.500e-03, eta: 12:47:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7854, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.7840 2021-12-03 02:03:55,851 - mmaction - INFO - Epoch [15][100/1793] lr: 7.500e-03, eta: 12:47:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7646, loss_cls: 2.0105, loss: 2.0105, grad_norm: 7.2362 2021-12-03 02:04:09,909 - mmaction - INFO - Epoch [15][120/1793] lr: 7.500e-03, eta: 12:47:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7646, loss_cls: 2.0247, loss: 2.0247, grad_norm: 6.7047 2021-12-03 02:04:23,976 - mmaction - INFO - Epoch [15][140/1793] lr: 7.500e-03, eta: 12:46:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7698, loss_cls: 2.0436, loss: 2.0436, grad_norm: 7.1158 2021-12-03 02:04:38,032 - mmaction - INFO - Epoch [15][160/1793] lr: 7.500e-03, eta: 12:46:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7552, loss_cls: 2.1027, loss: 2.1027, grad_norm: 7.1553 2021-12-03 02:04:52,094 - mmaction - INFO - Epoch [15][180/1793] lr: 7.500e-03, eta: 12:46:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4729, top5_acc: 0.7542, loss_cls: 2.1277, loss: 2.1277, grad_norm: 7.2254 2021-12-03 02:05:06,153 - mmaction - INFO - Epoch [15][200/1793] lr: 7.500e-03, eta: 12:46:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7615, loss_cls: 2.0096, loss: 2.0096, grad_norm: 7.1310 2021-12-03 02:05:20,214 - mmaction - INFO - Epoch [15][220/1793] lr: 7.500e-03, eta: 12:45:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7802, loss_cls: 1.9453, loss: 1.9453, grad_norm: 6.7545 2021-12-03 02:05:34,276 - mmaction - INFO - Epoch [15][240/1793] lr: 7.500e-03, eta: 12:45:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7688, loss_cls: 2.0300, loss: 2.0300, grad_norm: 6.9146 2021-12-03 02:05:48,323 - mmaction - INFO - Epoch [15][260/1793] lr: 7.500e-03, eta: 12:45:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7677, loss_cls: 2.0123, loss: 2.0123, grad_norm: 6.7204 2021-12-03 02:06:02,379 - mmaction - INFO - Epoch [15][280/1793] lr: 7.500e-03, eta: 12:45:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7844, loss_cls: 1.9604, loss: 1.9604, grad_norm: 6.7925 2021-12-03 02:06:16,443 - mmaction - INFO - Epoch [15][300/1793] lr: 7.500e-03, eta: 12:44:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7615, loss_cls: 2.0202, loss: 2.0202, grad_norm: 7.1609 2021-12-03 02:06:30,493 - mmaction - INFO - Epoch [15][320/1793] lr: 7.500e-03, eta: 12:44:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7677, loss_cls: 2.0320, loss: 2.0320, grad_norm: 7.1341 2021-12-03 02:06:44,552 - mmaction - INFO - Epoch [15][340/1793] lr: 7.500e-03, eta: 12:44:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7500, loss_cls: 2.1262, loss: 2.1262, grad_norm: 7.1567 2021-12-03 02:06:58,607 - mmaction - INFO - Epoch [15][360/1793] lr: 7.500e-03, eta: 12:44:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7948, loss_cls: 1.8969, loss: 1.8969, grad_norm: 6.9303 2021-12-03 02:07:12,674 - mmaction - INFO - Epoch [15][380/1793] lr: 7.500e-03, eta: 12:43:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7729, loss_cls: 1.9739, loss: 1.9739, grad_norm: 6.7832 2021-12-03 02:07:26,740 - mmaction - INFO - Epoch [15][400/1793] lr: 7.500e-03, eta: 12:43:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4573, top5_acc: 0.7448, loss_cls: 2.1853, loss: 2.1853, grad_norm: 7.3590 2021-12-03 02:07:40,788 - mmaction - INFO - Epoch [15][420/1793] lr: 7.500e-03, eta: 12:43:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4990, top5_acc: 0.7708, loss_cls: 2.0477, loss: 2.0477, grad_norm: 6.9389 2021-12-03 02:07:54,843 - mmaction - INFO - Epoch [15][440/1793] lr: 7.500e-03, eta: 12:43:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7750, loss_cls: 1.9703, loss: 1.9703, grad_norm: 7.0252 2021-12-03 02:08:08,903 - mmaction - INFO - Epoch [15][460/1793] lr: 7.500e-03, eta: 12:42:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7760, loss_cls: 2.0547, loss: 2.0547, grad_norm: 7.1174 2021-12-03 02:08:22,964 - mmaction - INFO - Epoch [15][480/1793] lr: 7.500e-03, eta: 12:42:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7500, loss_cls: 2.1433, loss: 2.1433, grad_norm: 7.4936 2021-12-03 02:08:37,037 - mmaction - INFO - Epoch [15][500/1793] lr: 7.500e-03, eta: 12:42:20, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7698, loss_cls: 2.0907, loss: 2.0907, grad_norm: 7.1612 2021-12-03 02:08:51,090 - mmaction - INFO - Epoch [15][520/1793] lr: 7.500e-03, eta: 12:42:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7656, loss_cls: 2.0667, loss: 2.0667, grad_norm: 7.1534 2021-12-03 02:09:05,153 - mmaction - INFO - Epoch [15][540/1793] lr: 7.500e-03, eta: 12:41:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7542, loss_cls: 2.0820, loss: 2.0820, grad_norm: 6.9363 2021-12-03 02:09:19,195 - mmaction - INFO - Epoch [15][560/1793] lr: 7.500e-03, eta: 12:41:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7510, loss_cls: 2.0736, loss: 2.0736, grad_norm: 7.2893 2021-12-03 02:09:33,242 - mmaction - INFO - Epoch [15][580/1793] lr: 7.500e-03, eta: 12:41:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7750, loss_cls: 1.9934, loss: 1.9934, grad_norm: 7.2494 2021-12-03 02:09:47,283 - mmaction - INFO - Epoch [15][600/1793] lr: 7.500e-03, eta: 12:41:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7729, loss_cls: 1.9769, loss: 1.9769, grad_norm: 7.2872 2021-12-03 02:10:01,323 - mmaction - INFO - Epoch [15][620/1793] lr: 7.500e-03, eta: 12:40:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7698, loss_cls: 2.0228, loss: 2.0228, grad_norm: 6.9639 2021-12-03 02:10:15,386 - mmaction - INFO - Epoch [15][640/1793] lr: 7.500e-03, eta: 12:40:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7812, loss_cls: 2.0012, loss: 2.0012, grad_norm: 6.8383 2021-12-03 02:10:29,445 - mmaction - INFO - Epoch [15][660/1793] lr: 7.500e-03, eta: 12:40:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5260, top5_acc: 0.7927, loss_cls: 1.8676, loss: 1.8676, grad_norm: 6.8763 2021-12-03 02:10:43,502 - mmaction - INFO - Epoch [15][680/1793] lr: 7.500e-03, eta: 12:40:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0051, loss: 2.0051, grad_norm: 7.1291 2021-12-03 02:10:57,568 - mmaction - INFO - Epoch [15][700/1793] lr: 7.500e-03, eta: 12:39:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7635, loss_cls: 2.0651, loss: 2.0651, grad_norm: 7.2169 2021-12-03 02:11:11,623 - mmaction - INFO - Epoch [15][720/1793] lr: 7.500e-03, eta: 12:39:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7719, loss_cls: 2.0569, loss: 2.0569, grad_norm: 6.8273 2021-12-03 02:11:25,694 - mmaction - INFO - Epoch [15][740/1793] lr: 7.500e-03, eta: 12:39:22, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7562, loss_cls: 2.0307, loss: 2.0307, grad_norm: 6.6892 2021-12-03 02:11:39,757 - mmaction - INFO - Epoch [15][760/1793] lr: 7.500e-03, eta: 12:39:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7854, loss_cls: 2.0231, loss: 2.0231, grad_norm: 7.1723 2021-12-03 02:11:53,817 - mmaction - INFO - Epoch [15][780/1793] lr: 7.500e-03, eta: 12:38:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7771, loss_cls: 1.9701, loss: 1.9701, grad_norm: 7.0451 2021-12-03 02:12:07,887 - mmaction - INFO - Epoch [15][800/1793] lr: 7.500e-03, eta: 12:38:37, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7750, loss_cls: 2.0657, loss: 2.0657, grad_norm: 7.1870 2021-12-03 02:12:21,970 - mmaction - INFO - Epoch [15][820/1793] lr: 7.500e-03, eta: 12:38:22, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7448, loss_cls: 2.0625, loss: 2.0625, grad_norm: 6.8648 2021-12-03 02:12:36,029 - mmaction - INFO - Epoch [15][840/1793] lr: 7.500e-03, eta: 12:38:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7688, loss_cls: 1.9691, loss: 1.9691, grad_norm: 7.0057 2021-12-03 02:12:50,090 - mmaction - INFO - Epoch [15][860/1793] lr: 7.500e-03, eta: 12:37:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7760, loss_cls: 2.0726, loss: 2.0726, grad_norm: 7.2640 2021-12-03 02:13:04,155 - mmaction - INFO - Epoch [15][880/1793] lr: 7.500e-03, eta: 12:37:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7698, loss_cls: 2.0745, loss: 2.0745, grad_norm: 7.0628 2021-12-03 02:13:18,214 - mmaction - INFO - Epoch [15][900/1793] lr: 7.500e-03, eta: 12:37:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7635, loss_cls: 2.1026, loss: 2.1026, grad_norm: 7.1068 2021-12-03 02:13:32,279 - mmaction - INFO - Epoch [15][920/1793] lr: 7.500e-03, eta: 12:37:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7802, loss_cls: 2.0330, loss: 2.0330, grad_norm: 6.9583 2021-12-03 02:13:46,327 - mmaction - INFO - Epoch [15][940/1793] lr: 7.500e-03, eta: 12:36:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7490, loss_cls: 2.1286, loss: 2.1286, grad_norm: 6.9854 2021-12-03 02:14:00,388 - mmaction - INFO - Epoch [15][960/1793] lr: 7.500e-03, eta: 12:36:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7604, loss_cls: 2.0649, loss: 2.0649, grad_norm: 7.4058 2021-12-03 02:14:14,433 - mmaction - INFO - Epoch [15][980/1793] lr: 7.500e-03, eta: 12:36:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7740, loss_cls: 2.0454, loss: 2.0454, grad_norm: 7.0867 2021-12-03 02:14:28,495 - mmaction - INFO - Epoch [15][1000/1793] lr: 7.500e-03, eta: 12:36:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7594, loss_cls: 2.0653, loss: 2.0653, grad_norm: 7.0617 2021-12-03 02:14:42,564 - mmaction - INFO - Epoch [15][1020/1793] lr: 7.500e-03, eta: 12:35:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7531, loss_cls: 2.0894, loss: 2.0894, grad_norm: 7.0141 2021-12-03 02:14:56,622 - mmaction - INFO - Epoch [15][1040/1793] lr: 7.500e-03, eta: 12:35:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4562, top5_acc: 0.7521, loss_cls: 2.1389, loss: 2.1389, grad_norm: 7.3414 2021-12-03 02:15:10,685 - mmaction - INFO - Epoch [15][1060/1793] lr: 7.500e-03, eta: 12:35:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7729, loss_cls: 2.0250, loss: 2.0250, grad_norm: 7.0005 2021-12-03 02:15:24,748 - mmaction - INFO - Epoch [15][1080/1793] lr: 7.500e-03, eta: 12:35:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7583, loss_cls: 2.0781, loss: 2.0781, grad_norm: 7.1827 2021-12-03 02:15:38,813 - mmaction - INFO - Epoch [15][1100/1793] lr: 7.500e-03, eta: 12:34:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7625, loss_cls: 2.0646, loss: 2.0646, grad_norm: 7.2700 2021-12-03 02:15:52,872 - mmaction - INFO - Epoch [15][1120/1793] lr: 7.500e-03, eta: 12:34:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7594, loss_cls: 2.0881, loss: 2.0881, grad_norm: 7.2981 2021-12-03 02:16:06,939 - mmaction - INFO - Epoch [15][1140/1793] lr: 7.500e-03, eta: 12:34:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5177, top5_acc: 0.7781, loss_cls: 1.9573, loss: 1.9573, grad_norm: 6.7934 2021-12-03 02:16:21,002 - mmaction - INFO - Epoch [15][1160/1793] lr: 7.500e-03, eta: 12:34:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7646, loss_cls: 2.0283, loss: 2.0283, grad_norm: 6.9216 2021-12-03 02:16:35,053 - mmaction - INFO - Epoch [15][1180/1793] lr: 7.500e-03, eta: 12:33:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7677, loss_cls: 2.0706, loss: 2.0706, grad_norm: 7.2794 2021-12-03 02:16:49,106 - mmaction - INFO - Epoch [15][1200/1793] lr: 7.500e-03, eta: 12:33:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7854, loss_cls: 1.9755, loss: 1.9755, grad_norm: 6.8018 2021-12-03 02:17:03,165 - mmaction - INFO - Epoch [15][1220/1793] lr: 7.500e-03, eta: 12:33:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7594, loss_cls: 2.0582, loss: 2.0582, grad_norm: 6.7002 2021-12-03 02:17:17,229 - mmaction - INFO - Epoch [15][1240/1793] lr: 7.500e-03, eta: 12:33:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7438, loss_cls: 2.0785, loss: 2.0785, grad_norm: 7.1018 2021-12-03 02:17:31,276 - mmaction - INFO - Epoch [15][1260/1793] lr: 7.500e-03, eta: 12:32:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7573, loss_cls: 2.0302, loss: 2.0302, grad_norm: 6.8178 2021-12-03 02:17:45,326 - mmaction - INFO - Epoch [15][1280/1793] lr: 7.500e-03, eta: 12:32:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7719, loss_cls: 2.0023, loss: 2.0023, grad_norm: 7.0919 2021-12-03 02:17:59,390 - mmaction - INFO - Epoch [15][1300/1793] lr: 7.500e-03, eta: 12:32:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4500, top5_acc: 0.7479, loss_cls: 2.1728, loss: 2.1728, grad_norm: 7.1135 2021-12-03 02:18:13,450 - mmaction - INFO - Epoch [15][1320/1793] lr: 7.500e-03, eta: 12:32:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7708, loss_cls: 2.0683, loss: 2.0683, grad_norm: 7.2696 2021-12-03 02:18:27,497 - mmaction - INFO - Epoch [15][1340/1793] lr: 7.500e-03, eta: 12:31:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4635, top5_acc: 0.7417, loss_cls: 2.1402, loss: 2.1402, grad_norm: 7.0242 2021-12-03 02:18:41,546 - mmaction - INFO - Epoch [15][1360/1793] lr: 7.500e-03, eta: 12:31:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7760, loss_cls: 2.0187, loss: 2.0187, grad_norm: 6.7897 2021-12-03 02:18:55,592 - mmaction - INFO - Epoch [15][1380/1793] lr: 7.500e-03, eta: 12:31:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7750, loss_cls: 2.0319, loss: 2.0319, grad_norm: 6.8676 2021-12-03 02:19:09,633 - mmaction - INFO - Epoch [15][1400/1793] lr: 7.500e-03, eta: 12:31:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4646, top5_acc: 0.7479, loss_cls: 2.0657, loss: 2.0657, grad_norm: 7.0704 2021-12-03 02:19:23,674 - mmaction - INFO - Epoch [15][1420/1793] lr: 7.500e-03, eta: 12:30:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4417, top5_acc: 0.7604, loss_cls: 2.1581, loss: 2.1581, grad_norm: 7.1404 2021-12-03 02:19:37,719 - mmaction - INFO - Epoch [15][1440/1793] lr: 7.500e-03, eta: 12:30:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7562, loss_cls: 2.0830, loss: 2.0830, grad_norm: 6.8700 2021-12-03 02:19:51,776 - mmaction - INFO - Epoch [15][1460/1793] lr: 7.500e-03, eta: 12:30:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4354, top5_acc: 0.7271, loss_cls: 2.2712, loss: 2.2712, grad_norm: 7.2524 2021-12-03 02:20:05,815 - mmaction - INFO - Epoch [15][1480/1793] lr: 7.500e-03, eta: 12:30:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7750, loss_cls: 2.0494, loss: 2.0494, grad_norm: 7.0224 2021-12-03 02:20:19,851 - mmaction - INFO - Epoch [15][1500/1793] lr: 7.500e-03, eta: 12:29:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.1647, loss: 2.1647, grad_norm: 7.0110 2021-12-03 02:20:33,898 - mmaction - INFO - Epoch [15][1520/1793] lr: 7.500e-03, eta: 12:29:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7792, loss_cls: 2.0009, loss: 2.0009, grad_norm: 6.8345 2021-12-03 02:20:47,944 - mmaction - INFO - Epoch [15][1540/1793] lr: 7.500e-03, eta: 12:29:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7719, loss_cls: 2.0595, loss: 2.0595, grad_norm: 6.9344 2021-12-03 02:21:01,984 - mmaction - INFO - Epoch [15][1560/1793] lr: 7.500e-03, eta: 12:29:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7573, loss_cls: 2.0504, loss: 2.0504, grad_norm: 7.1090 2021-12-03 02:21:16,025 - mmaction - INFO - Epoch [15][1580/1793] lr: 7.500e-03, eta: 12:28:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4698, top5_acc: 0.7479, loss_cls: 2.0897, loss: 2.0897, grad_norm: 7.0384 2021-12-03 02:21:30,073 - mmaction - INFO - Epoch [15][1600/1793] lr: 7.500e-03, eta: 12:28:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7719, loss_cls: 2.0007, loss: 2.0007, grad_norm: 6.9111 2021-12-03 02:21:44,114 - mmaction - INFO - Epoch [15][1620/1793] lr: 7.500e-03, eta: 12:28:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7708, loss_cls: 1.9799, loss: 1.9799, grad_norm: 6.8733 2021-12-03 02:21:58,157 - mmaction - INFO - Epoch [15][1640/1793] lr: 7.500e-03, eta: 12:28:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7542, loss_cls: 2.0944, loss: 2.0944, grad_norm: 7.3741 2021-12-03 02:22:12,208 - mmaction - INFO - Epoch [15][1660/1793] lr: 7.500e-03, eta: 12:28:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7583, loss_cls: 2.0525, loss: 2.0525, grad_norm: 7.0429 2021-12-03 02:22:26,240 - mmaction - INFO - Epoch [15][1680/1793] lr: 7.500e-03, eta: 12:27:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7521, loss_cls: 2.0279, loss: 2.0279, grad_norm: 6.6561 2021-12-03 02:22:40,282 - mmaction - INFO - Epoch [15][1700/1793] lr: 7.500e-03, eta: 12:27:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7771, loss_cls: 2.0159, loss: 2.0159, grad_norm: 6.8247 2021-12-03 02:22:54,328 - mmaction - INFO - Epoch [15][1720/1793] lr: 7.500e-03, eta: 12:27:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7562, loss_cls: 2.1455, loss: 2.1455, grad_norm: 7.2288 2021-12-03 02:23:08,370 - mmaction - INFO - Epoch [15][1740/1793] lr: 7.500e-03, eta: 12:27:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7521, loss_cls: 2.1221, loss: 2.1221, grad_norm: 7.0643 2021-12-03 02:23:22,392 - mmaction - INFO - Epoch [15][1760/1793] lr: 7.500e-03, eta: 12:26:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7656, loss_cls: 2.0647, loss: 2.0647, grad_norm: 6.4991 2021-12-03 02:23:36,422 - mmaction - INFO - Epoch [15][1780/1793] lr: 7.500e-03, eta: 12:26:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7677, loss_cls: 2.0435, loss: 2.0435, grad_norm: 7.0080 2021-12-03 02:24:53,683 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:24:53,838 - mmaction - INFO - top1_acc 0.3467 top5_acc 0.6467 2021-12-03 02:24:53,839 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:24:53,848 - mmaction - INFO - mean_acc 0.3163 2021-12-03 02:24:53,850 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-12-03 02:24:55,285 - mmaction - INFO - Epoch(val) [15][241] top1_acc: 0.3467, top5_acc: 0.6467, mean_class_accuracy: 0.3163 2021-12-03 02:25:35,705 - mmaction - INFO - Epoch [16][20/1793] lr: 7.500e-03, eta: 12:26:47, time: 2.021, data_time: 1.321, memory: 10398, top1_acc: 0.5167, top5_acc: 0.8021, loss_cls: 1.9052, loss: 1.9052, grad_norm: 6.8369 2021-12-03 02:25:49,737 - mmaction - INFO - Epoch [16][40/1793] lr: 7.500e-03, eta: 12:26:32, time: 0.702, data_time: 0.002, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7708, loss_cls: 2.0244, loss: 2.0244, grad_norm: 7.0669 2021-12-03 02:26:03,757 - mmaction - INFO - Epoch [16][60/1793] lr: 7.500e-03, eta: 12:26:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7490, loss_cls: 2.0369, loss: 2.0369, grad_norm: 6.9383 2021-12-03 02:26:17,788 - mmaction - INFO - Epoch [16][80/1793] lr: 7.500e-03, eta: 12:26:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7656, loss_cls: 2.0096, loss: 2.0096, grad_norm: 7.0314 2021-12-03 02:26:31,806 - mmaction - INFO - Epoch [16][100/1793] lr: 7.500e-03, eta: 12:25:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7740, loss_cls: 1.9794, loss: 1.9794, grad_norm: 6.8849 2021-12-03 02:26:45,829 - mmaction - INFO - Epoch [16][120/1793] lr: 7.500e-03, eta: 12:25:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.9207, loss: 1.9207, grad_norm: 6.7209 2021-12-03 02:26:59,862 - mmaction - INFO - Epoch [16][140/1793] lr: 7.500e-03, eta: 12:25:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5292, top5_acc: 0.7937, loss_cls: 1.8628, loss: 1.8628, grad_norm: 6.8450 2021-12-03 02:27:13,893 - mmaction - INFO - Epoch [16][160/1793] lr: 7.500e-03, eta: 12:25:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7750, loss_cls: 1.9759, loss: 1.9759, grad_norm: 7.0156 2021-12-03 02:27:27,953 - mmaction - INFO - Epoch [16][180/1793] lr: 7.500e-03, eta: 12:24:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7719, loss_cls: 2.0278, loss: 2.0278, grad_norm: 7.1395 2021-12-03 02:27:42,003 - mmaction - INFO - Epoch [16][200/1793] lr: 7.500e-03, eta: 12:24:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7844, loss_cls: 1.9409, loss: 1.9409, grad_norm: 6.9432 2021-12-03 02:27:56,058 - mmaction - INFO - Epoch [16][220/1793] lr: 7.500e-03, eta: 12:24:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7823, loss_cls: 1.8938, loss: 1.8938, grad_norm: 6.9745 2021-12-03 02:28:10,115 - mmaction - INFO - Epoch [16][240/1793] lr: 7.500e-03, eta: 12:24:04, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7833, loss_cls: 1.8664, loss: 1.8664, grad_norm: 7.0977 2021-12-03 02:28:24,155 - mmaction - INFO - Epoch [16][260/1793] lr: 7.500e-03, eta: 12:23:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7625, loss_cls: 2.0459, loss: 2.0459, grad_norm: 7.3269 2021-12-03 02:28:38,196 - mmaction - INFO - Epoch [16][280/1793] lr: 7.500e-03, eta: 12:23:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7677, loss_cls: 2.0506, loss: 2.0506, grad_norm: 7.4081 2021-12-03 02:28:52,242 - mmaction - INFO - Epoch [16][300/1793] lr: 7.500e-03, eta: 12:23:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7583, loss_cls: 2.0431, loss: 2.0431, grad_norm: 7.0823 2021-12-03 02:29:06,286 - mmaction - INFO - Epoch [16][320/1793] lr: 7.500e-03, eta: 12:23:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7979, loss_cls: 1.9758, loss: 1.9758, grad_norm: 6.9024 2021-12-03 02:29:20,331 - mmaction - INFO - Epoch [16][340/1793] lr: 7.500e-03, eta: 12:22:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7833, loss_cls: 2.0263, loss: 2.0263, grad_norm: 7.2887 2021-12-03 02:29:34,373 - mmaction - INFO - Epoch [16][360/1793] lr: 7.500e-03, eta: 12:22:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7698, loss_cls: 1.9795, loss: 1.9795, grad_norm: 6.5979 2021-12-03 02:29:48,423 - mmaction - INFO - Epoch [16][380/1793] lr: 7.500e-03, eta: 12:22:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7583, loss_cls: 2.0139, loss: 2.0139, grad_norm: 6.9291 2021-12-03 02:30:02,472 - mmaction - INFO - Epoch [16][400/1793] lr: 7.500e-03, eta: 12:22:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5281, top5_acc: 0.7760, loss_cls: 1.9747, loss: 1.9747, grad_norm: 7.1270 2021-12-03 02:30:16,530 - mmaction - INFO - Epoch [16][420/1793] lr: 7.500e-03, eta: 12:21:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7667, loss_cls: 1.9998, loss: 1.9998, grad_norm: 6.7350 2021-12-03 02:30:30,584 - mmaction - INFO - Epoch [16][440/1793] lr: 7.500e-03, eta: 12:21:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.9532, loss: 1.9532, grad_norm: 6.7430 2021-12-03 02:30:44,647 - mmaction - INFO - Epoch [16][460/1793] lr: 7.500e-03, eta: 12:21:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7781, loss_cls: 1.9454, loss: 1.9454, grad_norm: 7.1032 2021-12-03 02:30:58,688 - mmaction - INFO - Epoch [16][480/1793] lr: 7.500e-03, eta: 12:21:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7615, loss_cls: 2.0564, loss: 2.0564, grad_norm: 6.9277 2021-12-03 02:31:12,751 - mmaction - INFO - Epoch [16][500/1793] lr: 7.500e-03, eta: 12:20:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7771, loss_cls: 1.9932, loss: 1.9932, grad_norm: 7.1373 2021-12-03 02:31:26,806 - mmaction - INFO - Epoch [16][520/1793] lr: 7.500e-03, eta: 12:20:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7542, loss_cls: 2.0909, loss: 2.0909, grad_norm: 7.0810 2021-12-03 02:31:40,854 - mmaction - INFO - Epoch [16][540/1793] lr: 7.500e-03, eta: 12:20:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7698, loss_cls: 1.9501, loss: 1.9501, grad_norm: 6.9796 2021-12-03 02:31:54,901 - mmaction - INFO - Epoch [16][560/1793] lr: 7.500e-03, eta: 12:20:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7458, loss_cls: 2.1101, loss: 2.1101, grad_norm: 7.1724 2021-12-03 02:32:08,961 - mmaction - INFO - Epoch [16][580/1793] lr: 7.500e-03, eta: 12:19:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7573, loss_cls: 2.0642, loss: 2.0642, grad_norm: 7.3160 2021-12-03 02:32:23,008 - mmaction - INFO - Epoch [16][600/1793] lr: 7.500e-03, eta: 12:19:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7719, loss_cls: 2.0035, loss: 2.0035, grad_norm: 7.0759 2021-12-03 02:32:37,046 - mmaction - INFO - Epoch [16][620/1793] lr: 7.500e-03, eta: 12:19:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7750, loss_cls: 1.9893, loss: 1.9893, grad_norm: 6.9437 2021-12-03 02:32:51,091 - mmaction - INFO - Epoch [16][640/1793] lr: 7.500e-03, eta: 12:19:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7604, loss_cls: 2.0714, loss: 2.0714, grad_norm: 7.4204 2021-12-03 02:33:05,138 - mmaction - INFO - Epoch [16][660/1793] lr: 7.500e-03, eta: 12:18:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7698, loss_cls: 2.0100, loss: 2.0100, grad_norm: 7.1894 2021-12-03 02:33:19,184 - mmaction - INFO - Epoch [16][680/1793] lr: 7.500e-03, eta: 12:18:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7792, loss_cls: 1.9940, loss: 1.9940, grad_norm: 7.0037 2021-12-03 02:33:33,239 - mmaction - INFO - Epoch [16][700/1793] lr: 7.500e-03, eta: 12:18:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7823, loss_cls: 1.9615, loss: 1.9615, grad_norm: 6.9583 2021-12-03 02:33:47,298 - mmaction - INFO - Epoch [16][720/1793] lr: 7.500e-03, eta: 12:18:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7708, loss_cls: 2.0429, loss: 2.0429, grad_norm: 7.2615 2021-12-03 02:34:01,329 - mmaction - INFO - Epoch [16][740/1793] lr: 7.500e-03, eta: 12:17:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.8115, loss_cls: 1.8866, loss: 1.8866, grad_norm: 6.7470 2021-12-03 02:34:15,381 - mmaction - INFO - Epoch [16][760/1793] lr: 7.500e-03, eta: 12:17:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7708, loss_cls: 2.0674, loss: 2.0674, grad_norm: 7.3177 2021-12-03 02:34:29,413 - mmaction - INFO - Epoch [16][780/1793] lr: 7.500e-03, eta: 12:17:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7615, loss_cls: 2.0241, loss: 2.0241, grad_norm: 6.7440 2021-12-03 02:34:43,445 - mmaction - INFO - Epoch [16][800/1793] lr: 7.500e-03, eta: 12:17:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7760, loss_cls: 1.9456, loss: 1.9456, grad_norm: 6.9200 2021-12-03 02:34:57,484 - mmaction - INFO - Epoch [16][820/1793] lr: 7.500e-03, eta: 12:16:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7625, loss_cls: 2.0129, loss: 2.0129, grad_norm: 6.6371 2021-12-03 02:35:11,541 - mmaction - INFO - Epoch [16][840/1793] lr: 7.500e-03, eta: 12:16:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7688, loss_cls: 2.0331, loss: 2.0331, grad_norm: 6.5020 2021-12-03 02:35:25,588 - mmaction - INFO - Epoch [16][860/1793] lr: 7.500e-03, eta: 12:16:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7719, loss_cls: 2.0259, loss: 2.0259, grad_norm: 6.7774 2021-12-03 02:35:39,626 - mmaction - INFO - Epoch [16][880/1793] lr: 7.500e-03, eta: 12:16:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7698, loss_cls: 2.0146, loss: 2.0146, grad_norm: 7.0766 2021-12-03 02:35:53,668 - mmaction - INFO - Epoch [16][900/1793] lr: 7.500e-03, eta: 12:15:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7760, loss_cls: 2.0037, loss: 2.0037, grad_norm: 7.0070 2021-12-03 02:36:07,696 - mmaction - INFO - Epoch [16][920/1793] lr: 7.500e-03, eta: 12:15:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7646, loss_cls: 2.0113, loss: 2.0113, grad_norm: 7.6958 2021-12-03 02:36:21,736 - mmaction - INFO - Epoch [16][940/1793] lr: 7.500e-03, eta: 12:15:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4635, top5_acc: 0.7802, loss_cls: 2.0098, loss: 2.0098, grad_norm: 7.2008 2021-12-03 02:36:35,771 - mmaction - INFO - Epoch [16][960/1793] lr: 7.500e-03, eta: 12:15:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7615, loss_cls: 2.0549, loss: 2.0549, grad_norm: 7.1548 2021-12-03 02:36:49,816 - mmaction - INFO - Epoch [16][980/1793] lr: 7.500e-03, eta: 12:14:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4760, top5_acc: 0.7667, loss_cls: 2.0934, loss: 2.0934, grad_norm: 7.0283 2021-12-03 02:37:03,857 - mmaction - INFO - Epoch [16][1000/1793] lr: 7.500e-03, eta: 12:14:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9412, loss: 1.9412, grad_norm: 6.8937 2021-12-03 02:37:17,887 - mmaction - INFO - Epoch [16][1020/1793] lr: 7.500e-03, eta: 12:14:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7562, loss_cls: 2.0965, loss: 2.0965, grad_norm: 6.9971 2021-12-03 02:37:31,920 - mmaction - INFO - Epoch [16][1040/1793] lr: 7.500e-03, eta: 12:14:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4740, top5_acc: 0.7719, loss_cls: 2.0872, loss: 2.0872, grad_norm: 7.1350 2021-12-03 02:37:45,970 - mmaction - INFO - Epoch [16][1060/1793] lr: 7.500e-03, eta: 12:13:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7594, loss_cls: 2.0471, loss: 2.0471, grad_norm: 7.0639 2021-12-03 02:37:59,990 - mmaction - INFO - Epoch [16][1080/1793] lr: 7.500e-03, eta: 12:13:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7531, loss_cls: 2.1123, loss: 2.1123, grad_norm: 6.9663 2021-12-03 02:38:14,023 - mmaction - INFO - Epoch [16][1100/1793] lr: 7.500e-03, eta: 12:13:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7750, loss_cls: 2.0620, loss: 2.0620, grad_norm: 7.1108 2021-12-03 02:38:28,052 - mmaction - INFO - Epoch [16][1120/1793] lr: 7.500e-03, eta: 12:13:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7719, loss_cls: 1.9687, loss: 1.9687, grad_norm: 6.9561 2021-12-03 02:38:42,089 - mmaction - INFO - Epoch [16][1140/1793] lr: 7.500e-03, eta: 12:12:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7719, loss_cls: 2.0373, loss: 2.0373, grad_norm: 7.2514 2021-12-03 02:38:56,132 - mmaction - INFO - Epoch [16][1160/1793] lr: 7.500e-03, eta: 12:12:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7521, loss_cls: 2.0345, loss: 2.0345, grad_norm: 6.8880 2021-12-03 02:39:10,176 - mmaction - INFO - Epoch [16][1180/1793] lr: 7.500e-03, eta: 12:12:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7604, loss_cls: 2.0412, loss: 2.0412, grad_norm: 7.0201 2021-12-03 02:39:24,214 - mmaction - INFO - Epoch [16][1200/1793] lr: 7.500e-03, eta: 12:12:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7688, loss_cls: 1.9881, loss: 1.9881, grad_norm: 6.8848 2021-12-03 02:39:38,241 - mmaction - INFO - Epoch [16][1220/1793] lr: 7.500e-03, eta: 12:11:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7906, loss_cls: 1.9779, loss: 1.9779, grad_norm: 7.0702 2021-12-03 02:39:52,277 - mmaction - INFO - Epoch [16][1240/1793] lr: 7.500e-03, eta: 12:11:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 2.0020, loss: 2.0020, grad_norm: 6.7754 2021-12-03 02:40:06,313 - mmaction - INFO - Epoch [16][1260/1793] lr: 7.500e-03, eta: 12:11:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7896, loss_cls: 1.8508, loss: 1.8508, grad_norm: 6.8339 2021-12-03 02:40:20,355 - mmaction - INFO - Epoch [16][1280/1793] lr: 7.500e-03, eta: 12:11:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4677, top5_acc: 0.7552, loss_cls: 2.1201, loss: 2.1201, grad_norm: 7.0078 2021-12-03 02:40:34,384 - mmaction - INFO - Epoch [16][1300/1793] lr: 7.500e-03, eta: 12:10:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4990, top5_acc: 0.7844, loss_cls: 2.0356, loss: 2.0356, grad_norm: 7.2208 2021-12-03 02:40:48,430 - mmaction - INFO - Epoch [16][1320/1793] lr: 7.500e-03, eta: 12:10:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7708, loss_cls: 1.9592, loss: 1.9592, grad_norm: 7.1011 2021-12-03 02:41:02,458 - mmaction - INFO - Epoch [16][1340/1793] lr: 7.500e-03, eta: 12:10:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7896, loss_cls: 1.9000, loss: 1.9000, grad_norm: 6.9328 2021-12-03 02:41:16,508 - mmaction - INFO - Epoch [16][1360/1793] lr: 7.500e-03, eta: 12:10:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7500, loss_cls: 2.1167, loss: 2.1167, grad_norm: 7.1691 2021-12-03 02:41:30,540 - mmaction - INFO - Epoch [16][1380/1793] lr: 7.500e-03, eta: 12:10:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7438, loss_cls: 2.0687, loss: 2.0687, grad_norm: 6.9636 2021-12-03 02:41:44,563 - mmaction - INFO - Epoch [16][1400/1793] lr: 7.500e-03, eta: 12:09:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7604, loss_cls: 2.0127, loss: 2.0127, grad_norm: 7.0531 2021-12-03 02:41:58,614 - mmaction - INFO - Epoch [16][1420/1793] lr: 7.500e-03, eta: 12:09:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7896, loss_cls: 1.9460, loss: 1.9460, grad_norm: 6.8078 2021-12-03 02:42:12,654 - mmaction - INFO - Epoch [16][1440/1793] lr: 7.500e-03, eta: 12:09:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7490, loss_cls: 2.0854, loss: 2.0854, grad_norm: 6.9311 2021-12-03 02:42:26,695 - mmaction - INFO - Epoch [16][1460/1793] lr: 7.500e-03, eta: 12:09:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7521, loss_cls: 2.1071, loss: 2.1071, grad_norm: 6.7919 2021-12-03 02:42:40,751 - mmaction - INFO - Epoch [16][1480/1793] lr: 7.500e-03, eta: 12:08:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7771, loss_cls: 1.9800, loss: 1.9800, grad_norm: 7.1641 2021-12-03 02:42:54,811 - mmaction - INFO - Epoch [16][1500/1793] lr: 7.500e-03, eta: 12:08:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4667, top5_acc: 0.7625, loss_cls: 2.0949, loss: 2.0949, grad_norm: 7.4489 2021-12-03 02:43:08,862 - mmaction - INFO - Epoch [16][1520/1793] lr: 7.500e-03, eta: 12:08:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.2074, loss: 2.2074, grad_norm: 7.2358 2021-12-03 02:43:22,920 - mmaction - INFO - Epoch [16][1540/1793] lr: 7.500e-03, eta: 12:08:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4594, top5_acc: 0.7552, loss_cls: 2.1001, loss: 2.1001, grad_norm: 7.0729 2021-12-03 02:43:36,968 - mmaction - INFO - Epoch [16][1560/1793] lr: 7.500e-03, eta: 12:07:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.7927, loss_cls: 1.9584, loss: 1.9584, grad_norm: 6.9359 2021-12-03 02:43:51,005 - mmaction - INFO - Epoch [16][1580/1793] lr: 7.500e-03, eta: 12:07:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7646, loss_cls: 2.0091, loss: 2.0091, grad_norm: 7.1598 2021-12-03 02:44:05,050 - mmaction - INFO - Epoch [16][1600/1793] lr: 7.500e-03, eta: 12:07:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7521, loss_cls: 2.1089, loss: 2.1089, grad_norm: 6.9799 2021-12-03 02:44:19,112 - mmaction - INFO - Epoch [16][1620/1793] lr: 7.500e-03, eta: 12:07:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7688, loss_cls: 2.0531, loss: 2.0531, grad_norm: 6.9813 2021-12-03 02:44:33,161 - mmaction - INFO - Epoch [16][1640/1793] lr: 7.500e-03, eta: 12:06:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7625, loss_cls: 2.0989, loss: 2.0989, grad_norm: 7.3152 2021-12-03 02:44:47,203 - mmaction - INFO - Epoch [16][1660/1793] lr: 7.500e-03, eta: 12:06:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7688, loss_cls: 2.0406, loss: 2.0406, grad_norm: 6.9408 2021-12-03 02:45:01,245 - mmaction - INFO - Epoch [16][1680/1793] lr: 7.500e-03, eta: 12:06:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7583, loss_cls: 2.0489, loss: 2.0489, grad_norm: 7.4350 2021-12-03 02:45:15,280 - mmaction - INFO - Epoch [16][1700/1793] lr: 7.500e-03, eta: 12:06:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7562, loss_cls: 1.9947, loss: 1.9947, grad_norm: 7.0009 2021-12-03 02:45:29,344 - mmaction - INFO - Epoch [16][1720/1793] lr: 7.500e-03, eta: 12:05:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7490, loss_cls: 2.0816, loss: 2.0816, grad_norm: 7.0150 2021-12-03 02:45:43,416 - mmaction - INFO - Epoch [16][1740/1793] lr: 7.500e-03, eta: 12:05:34, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.5188, top5_acc: 0.7885, loss_cls: 1.9581, loss: 1.9581, grad_norm: 7.0037 2021-12-03 02:45:57,455 - mmaction - INFO - Epoch [16][1760/1793] lr: 7.500e-03, eta: 12:05:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5177, top5_acc: 0.7823, loss_cls: 1.9555, loss: 1.9555, grad_norm: 7.0781 2021-12-03 02:46:11,502 - mmaction - INFO - Epoch [16][1780/1793] lr: 7.500e-03, eta: 12:05:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.7688, loss_cls: 1.9531, loss: 1.9531, grad_norm: 7.0193 2021-12-03 02:47:28,268 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:47:28,420 - mmaction - INFO - top1_acc 0.3711 top5_acc 0.6712 2021-12-03 02:47:28,420 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:47:28,430 - mmaction - INFO - mean_acc 0.3392 2021-12-03 02:47:30,811 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-12-03 02:47:30,811 - mmaction - INFO - Best top1_acc is 0.3711 at 16 epoch. 2021-12-03 02:47:30,817 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-12-03 02:47:33,779 - mmaction - INFO - Epoch(val) [16][241] top1_acc: 0.3711, top5_acc: 0.6712, mean_class_accuracy: 0.3392 2021-12-03 02:48:13,495 - mmaction - INFO - Epoch [17][20/1793] lr: 7.500e-03, eta: 12:05:16, time: 1.986, data_time: 1.285, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7646, loss_cls: 2.0419, loss: 2.0419, grad_norm: 6.9844 2021-12-03 02:48:27,517 - mmaction - INFO - Epoch [17][40/1793] lr: 7.500e-03, eta: 12:05:01, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7688, loss_cls: 1.9739, loss: 1.9739, grad_norm: 6.9651 2021-12-03 02:48:41,563 - mmaction - INFO - Epoch [17][60/1793] lr: 7.500e-03, eta: 12:04:46, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.5240, top5_acc: 0.8000, loss_cls: 1.8647, loss: 1.8647, grad_norm: 6.9369 2021-12-03 02:48:55,621 - mmaction - INFO - Epoch [17][80/1793] lr: 7.500e-03, eta: 12:04:31, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7885, loss_cls: 1.9017, loss: 1.9017, grad_norm: 7.1260 2021-12-03 02:49:09,687 - mmaction - INFO - Epoch [17][100/1793] lr: 7.500e-03, eta: 12:04:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4719, top5_acc: 0.7490, loss_cls: 2.1054, loss: 2.1054, grad_norm: 7.3094 2021-12-03 02:49:23,737 - mmaction - INFO - Epoch [17][120/1793] lr: 7.500e-03, eta: 12:04:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7740, loss_cls: 1.9615, loss: 1.9615, grad_norm: 7.1776 2021-12-03 02:49:37,789 - mmaction - INFO - Epoch [17][140/1793] lr: 7.500e-03, eta: 12:03:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5177, top5_acc: 0.8000, loss_cls: 1.8330, loss: 1.8330, grad_norm: 7.0522 2021-12-03 02:49:51,843 - mmaction - INFO - Epoch [17][160/1793] lr: 7.500e-03, eta: 12:03:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5292, top5_acc: 0.7906, loss_cls: 1.8666, loss: 1.8666, grad_norm: 7.3150 2021-12-03 02:50:05,885 - mmaction - INFO - Epoch [17][180/1793] lr: 7.500e-03, eta: 12:03:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7833, loss_cls: 1.9527, loss: 1.9527, grad_norm: 7.0493 2021-12-03 02:50:19,927 - mmaction - INFO - Epoch [17][200/1793] lr: 7.500e-03, eta: 12:03:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7646, loss_cls: 1.9911, loss: 1.9911, grad_norm: 7.3482 2021-12-03 02:50:33,984 - mmaction - INFO - Epoch [17][220/1793] lr: 7.500e-03, eta: 12:02:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7958, loss_cls: 1.8868, loss: 1.8868, grad_norm: 6.9268 2021-12-03 02:50:48,024 - mmaction - INFO - Epoch [17][240/1793] lr: 7.500e-03, eta: 12:02:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5188, top5_acc: 0.7781, loss_cls: 1.9520, loss: 1.9520, grad_norm: 7.3349 2021-12-03 02:51:02,074 - mmaction - INFO - Epoch [17][260/1793] lr: 7.500e-03, eta: 12:02:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7583, loss_cls: 2.0140, loss: 2.0140, grad_norm: 7.1250 2021-12-03 02:51:16,134 - mmaction - INFO - Epoch [17][280/1793] lr: 7.500e-03, eta: 12:02:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7615, loss_cls: 1.9835, loss: 1.9835, grad_norm: 7.0030 2021-12-03 02:51:30,182 - mmaction - INFO - Epoch [17][300/1793] lr: 7.500e-03, eta: 12:01:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7625, loss_cls: 2.0212, loss: 2.0212, grad_norm: 6.9515 2021-12-03 02:51:44,233 - mmaction - INFO - Epoch [17][320/1793] lr: 7.500e-03, eta: 12:01:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5292, top5_acc: 0.7750, loss_cls: 1.9226, loss: 1.9226, grad_norm: 6.6677 2021-12-03 02:51:58,289 - mmaction - INFO - Epoch [17][340/1793] lr: 7.500e-03, eta: 12:01:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5260, top5_acc: 0.7812, loss_cls: 1.8852, loss: 1.8852, grad_norm: 6.9430 2021-12-03 02:52:12,322 - mmaction - INFO - Epoch [17][360/1793] lr: 7.500e-03, eta: 12:01:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.9142, loss: 1.9142, grad_norm: 7.1690 2021-12-03 02:52:26,375 - mmaction - INFO - Epoch [17][380/1793] lr: 7.500e-03, eta: 12:00:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7760, loss_cls: 1.9977, loss: 1.9977, grad_norm: 7.1292 2021-12-03 02:52:40,408 - mmaction - INFO - Epoch [17][400/1793] lr: 7.500e-03, eta: 12:00:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7792, loss_cls: 2.0025, loss: 2.0025, grad_norm: 7.1242 2021-12-03 02:52:54,451 - mmaction - INFO - Epoch [17][420/1793] lr: 7.500e-03, eta: 12:00:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7719, loss_cls: 2.0213, loss: 2.0213, grad_norm: 7.0847 2021-12-03 02:53:08,481 - mmaction - INFO - Epoch [17][440/1793] lr: 7.500e-03, eta: 12:00:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7875, loss_cls: 1.9097, loss: 1.9097, grad_norm: 7.2535 2021-12-03 02:53:22,515 - mmaction - INFO - Epoch [17][460/1793] lr: 7.500e-03, eta: 11:59:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.8010, loss_cls: 1.9546, loss: 1.9546, grad_norm: 6.9684 2021-12-03 02:53:36,543 - mmaction - INFO - Epoch [17][480/1793] lr: 7.500e-03, eta: 11:59:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4667, top5_acc: 0.7531, loss_cls: 2.1290, loss: 2.1290, grad_norm: 7.4244 2021-12-03 02:53:50,571 - mmaction - INFO - Epoch [17][500/1793] lr: 7.500e-03, eta: 11:59:21, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5333, top5_acc: 0.7604, loss_cls: 2.0173, loss: 2.0173, grad_norm: 7.2032 2021-12-03 02:54:04,589 - mmaction - INFO - Epoch [17][520/1793] lr: 7.500e-03, eta: 11:59:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7615, loss_cls: 1.9921, loss: 1.9921, grad_norm: 7.1526 2021-12-03 02:54:18,610 - mmaction - INFO - Epoch [17][540/1793] lr: 7.500e-03, eta: 11:58:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 1.9554, loss: 1.9554, grad_norm: 6.8198 2021-12-03 02:54:32,655 - mmaction - INFO - Epoch [17][560/1793] lr: 7.500e-03, eta: 11:58:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7583, loss_cls: 2.0694, loss: 2.0694, grad_norm: 7.3443 2021-12-03 02:54:46,699 - mmaction - INFO - Epoch [17][580/1793] lr: 7.500e-03, eta: 11:58:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7927, loss_cls: 1.9303, loss: 1.9303, grad_norm: 6.9299 2021-12-03 02:55:00,733 - mmaction - INFO - Epoch [17][600/1793] lr: 7.500e-03, eta: 11:58:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7729, loss_cls: 1.9636, loss: 1.9636, grad_norm: 7.0977 2021-12-03 02:55:14,771 - mmaction - INFO - Epoch [17][620/1793] lr: 7.500e-03, eta: 11:57:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7760, loss_cls: 1.9462, loss: 1.9462, grad_norm: 6.9656 2021-12-03 02:55:28,804 - mmaction - INFO - Epoch [17][640/1793] lr: 7.500e-03, eta: 11:57:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7823, loss_cls: 1.8867, loss: 1.8867, grad_norm: 6.9636 2021-12-03 02:55:42,828 - mmaction - INFO - Epoch [17][660/1793] lr: 7.500e-03, eta: 11:57:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4875, top5_acc: 0.7615, loss_cls: 2.0783, loss: 2.0783, grad_norm: 7.3062 2021-12-03 02:55:56,856 - mmaction - INFO - Epoch [17][680/1793] lr: 7.500e-03, eta: 11:57:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.8052, loss_cls: 1.8883, loss: 1.8883, grad_norm: 6.9770 2021-12-03 02:56:10,897 - mmaction - INFO - Epoch [17][700/1793] lr: 7.500e-03, eta: 11:56:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7906, loss_cls: 1.9713, loss: 1.9713, grad_norm: 7.4555 2021-12-03 02:56:24,932 - mmaction - INFO - Epoch [17][720/1793] lr: 7.500e-03, eta: 11:56:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5177, top5_acc: 0.7948, loss_cls: 1.8978, loss: 1.8978, grad_norm: 7.0020 2021-12-03 02:56:38,975 - mmaction - INFO - Epoch [17][740/1793] lr: 7.500e-03, eta: 11:56:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7781, loss_cls: 1.9761, loss: 1.9761, grad_norm: 7.0909 2021-12-03 02:56:53,008 - mmaction - INFO - Epoch [17][760/1793] lr: 7.500e-03, eta: 11:56:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7615, loss_cls: 2.0102, loss: 2.0102, grad_norm: 7.1363 2021-12-03 02:57:07,059 - mmaction - INFO - Epoch [17][780/1793] lr: 7.500e-03, eta: 11:55:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5333, top5_acc: 0.8010, loss_cls: 1.8878, loss: 1.8878, grad_norm: 6.8133 2021-12-03 02:57:21,102 - mmaction - INFO - Epoch [17][800/1793] lr: 7.500e-03, eta: 11:55:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7698, loss_cls: 2.0024, loss: 2.0024, grad_norm: 7.2299 2021-12-03 02:57:35,153 - mmaction - INFO - Epoch [17][820/1793] lr: 7.500e-03, eta: 11:55:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7719, loss_cls: 2.0022, loss: 2.0022, grad_norm: 6.7636 2021-12-03 02:57:49,210 - mmaction - INFO - Epoch [17][840/1793] lr: 7.500e-03, eta: 11:55:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7885, loss_cls: 1.9042, loss: 1.9042, grad_norm: 6.6342 2021-12-03 02:58:03,258 - mmaction - INFO - Epoch [17][860/1793] lr: 7.500e-03, eta: 11:54:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7812, loss_cls: 1.9800, loss: 1.9800, grad_norm: 7.1137 2021-12-03 02:58:17,309 - mmaction - INFO - Epoch [17][880/1793] lr: 7.500e-03, eta: 11:54:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7667, loss_cls: 2.0388, loss: 2.0388, grad_norm: 6.9401 2021-12-03 02:58:31,346 - mmaction - INFO - Epoch [17][900/1793] lr: 7.500e-03, eta: 11:54:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7875, loss_cls: 1.9596, loss: 1.9596, grad_norm: 6.8824 2021-12-03 02:58:45,385 - mmaction - INFO - Epoch [17][920/1793] lr: 7.500e-03, eta: 11:54:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.8083, loss_cls: 1.8902, loss: 1.8902, grad_norm: 7.0540 2021-12-03 02:58:59,432 - mmaction - INFO - Epoch [17][940/1793] lr: 7.500e-03, eta: 11:53:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7677, loss_cls: 2.0178, loss: 2.0178, grad_norm: 7.1190 2021-12-03 02:59:13,498 - mmaction - INFO - Epoch [17][960/1793] lr: 7.500e-03, eta: 11:53:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5188, top5_acc: 0.7854, loss_cls: 1.9128, loss: 1.9128, grad_norm: 7.0427 2021-12-03 02:59:27,543 - mmaction - INFO - Epoch [17][980/1793] lr: 7.500e-03, eta: 11:53:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7573, loss_cls: 2.0274, loss: 2.0274, grad_norm: 7.1307 2021-12-03 02:59:41,589 - mmaction - INFO - Epoch [17][1000/1793] lr: 7.500e-03, eta: 11:53:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7875, loss_cls: 1.9302, loss: 1.9302, grad_norm: 7.0440 2021-12-03 02:59:55,654 - mmaction - INFO - Epoch [17][1020/1793] lr: 7.500e-03, eta: 11:52:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7792, loss_cls: 1.9480, loss: 1.9480, grad_norm: 6.9814 2021-12-03 03:00:09,706 - mmaction - INFO - Epoch [17][1040/1793] lr: 7.500e-03, eta: 11:52:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7812, loss_cls: 2.0123, loss: 2.0123, grad_norm: 7.1853 2021-12-03 03:00:23,759 - mmaction - INFO - Epoch [17][1060/1793] lr: 7.500e-03, eta: 11:52:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7635, loss_cls: 2.0588, loss: 2.0588, grad_norm: 7.0560 2021-12-03 03:00:37,797 - mmaction - INFO - Epoch [17][1080/1793] lr: 7.500e-03, eta: 11:52:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5292, top5_acc: 0.7875, loss_cls: 1.9016, loss: 1.9016, grad_norm: 6.9024 2021-12-03 03:00:51,853 - mmaction - INFO - Epoch [17][1100/1793] lr: 7.500e-03, eta: 11:51:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4750, top5_acc: 0.7760, loss_cls: 1.9848, loss: 1.9848, grad_norm: 7.0617 2021-12-03 03:01:05,917 - mmaction - INFO - Epoch [17][1120/1793] lr: 7.500e-03, eta: 11:51:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7667, loss_cls: 2.0065, loss: 2.0065, grad_norm: 6.9519 2021-12-03 03:01:19,958 - mmaction - INFO - Epoch [17][1140/1793] lr: 7.500e-03, eta: 11:51:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7812, loss_cls: 1.9892, loss: 1.9892, grad_norm: 7.2467 2021-12-03 03:01:34,010 - mmaction - INFO - Epoch [17][1160/1793] lr: 7.500e-03, eta: 11:51:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7698, loss_cls: 2.0380, loss: 2.0380, grad_norm: 7.3060 2021-12-03 03:01:48,078 - mmaction - INFO - Epoch [17][1180/1793] lr: 7.500e-03, eta: 11:51:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4771, top5_acc: 0.7719, loss_cls: 2.0300, loss: 2.0300, grad_norm: 6.8703 2021-12-03 03:02:02,135 - mmaction - INFO - Epoch [17][1200/1793] lr: 7.500e-03, eta: 11:50:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7875, loss_cls: 1.9783, loss: 1.9783, grad_norm: 7.2399 2021-12-03 03:02:16,185 - mmaction - INFO - Epoch [17][1220/1793] lr: 7.500e-03, eta: 11:50:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4781, top5_acc: 0.7635, loss_cls: 2.0518, loss: 2.0518, grad_norm: 7.2925 2021-12-03 03:02:30,249 - mmaction - INFO - Epoch [17][1240/1793] lr: 7.500e-03, eta: 11:50:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7708, loss_cls: 1.9850, loss: 1.9850, grad_norm: 7.0116 2021-12-03 03:02:44,316 - mmaction - INFO - Epoch [17][1260/1793] lr: 7.500e-03, eta: 11:50:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7865, loss_cls: 2.0333, loss: 2.0333, grad_norm: 7.1110 2021-12-03 03:02:58,378 - mmaction - INFO - Epoch [17][1280/1793] lr: 7.500e-03, eta: 11:49:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.8021, loss_cls: 1.9303, loss: 1.9303, grad_norm: 6.8414 2021-12-03 03:03:12,431 - mmaction - INFO - Epoch [17][1300/1793] lr: 7.500e-03, eta: 11:49:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7583, loss_cls: 2.0516, loss: 2.0516, grad_norm: 6.9677 2021-12-03 03:03:26,494 - mmaction - INFO - Epoch [17][1320/1793] lr: 7.500e-03, eta: 11:49:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7490, loss_cls: 2.0473, loss: 2.0473, grad_norm: 7.0538 2021-12-03 03:03:40,532 - mmaction - INFO - Epoch [17][1340/1793] lr: 7.500e-03, eta: 11:49:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7760, loss_cls: 2.0233, loss: 2.0233, grad_norm: 7.2187 2021-12-03 03:03:54,579 - mmaction - INFO - Epoch [17][1360/1793] lr: 7.500e-03, eta: 11:48:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7646, loss_cls: 1.9762, loss: 1.9762, grad_norm: 6.6155 2021-12-03 03:04:08,627 - mmaction - INFO - Epoch [17][1380/1793] lr: 7.500e-03, eta: 11:48:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7781, loss_cls: 1.9229, loss: 1.9229, grad_norm: 6.9209 2021-12-03 03:04:22,686 - mmaction - INFO - Epoch [17][1400/1793] lr: 7.500e-03, eta: 11:48:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7865, loss_cls: 2.0166, loss: 2.0166, grad_norm: 7.0538 2021-12-03 03:04:36,746 - mmaction - INFO - Epoch [17][1420/1793] lr: 7.500e-03, eta: 11:48:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7760, loss_cls: 2.0118, loss: 2.0118, grad_norm: 7.2636 2021-12-03 03:04:50,799 - mmaction - INFO - Epoch [17][1440/1793] lr: 7.500e-03, eta: 11:47:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7667, loss_cls: 2.0139, loss: 2.0139, grad_norm: 7.0470 2021-12-03 03:05:04,845 - mmaction - INFO - Epoch [17][1460/1793] lr: 7.500e-03, eta: 11:47:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7781, loss_cls: 1.9786, loss: 1.9786, grad_norm: 6.9070 2021-12-03 03:05:18,913 - mmaction - INFO - Epoch [17][1480/1793] lr: 7.500e-03, eta: 11:47:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7854, loss_cls: 2.0098, loss: 2.0098, grad_norm: 7.2944 2021-12-03 03:05:32,968 - mmaction - INFO - Epoch [17][1500/1793] lr: 7.500e-03, eta: 11:47:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7500, loss_cls: 2.0642, loss: 2.0642, grad_norm: 7.2274 2021-12-03 03:05:47,019 - mmaction - INFO - Epoch [17][1520/1793] lr: 7.500e-03, eta: 11:46:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7646, loss_cls: 1.9977, loss: 1.9977, grad_norm: 6.9869 2021-12-03 03:06:01,081 - mmaction - INFO - Epoch [17][1540/1793] lr: 7.500e-03, eta: 11:46:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7667, loss_cls: 1.9935, loss: 1.9935, grad_norm: 7.2595 2021-12-03 03:06:15,138 - mmaction - INFO - Epoch [17][1560/1793] lr: 7.500e-03, eta: 11:46:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7875, loss_cls: 1.9660, loss: 1.9660, grad_norm: 7.5195 2021-12-03 03:06:29,205 - mmaction - INFO - Epoch [17][1580/1793] lr: 7.500e-03, eta: 11:46:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7740, loss_cls: 2.0242, loss: 2.0242, grad_norm: 7.0025 2021-12-03 03:06:43,266 - mmaction - INFO - Epoch [17][1600/1793] lr: 7.500e-03, eta: 11:45:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7771, loss_cls: 1.9968, loss: 1.9968, grad_norm: 6.7997 2021-12-03 03:06:57,307 - mmaction - INFO - Epoch [17][1620/1793] lr: 7.500e-03, eta: 11:45:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7698, loss_cls: 1.9868, loss: 1.9868, grad_norm: 6.8415 2021-12-03 03:07:11,355 - mmaction - INFO - Epoch [17][1640/1793] lr: 7.500e-03, eta: 11:45:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7781, loss_cls: 1.9987, loss: 1.9987, grad_norm: 7.0359 2021-12-03 03:07:25,401 - mmaction - INFO - Epoch [17][1660/1793] lr: 7.500e-03, eta: 11:45:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.0832, loss: 2.0832, grad_norm: 7.1915 2021-12-03 03:07:39,445 - mmaction - INFO - Epoch [17][1680/1793] lr: 7.500e-03, eta: 11:44:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7750, loss_cls: 2.0072, loss: 2.0072, grad_norm: 6.9978 2021-12-03 03:07:53,498 - mmaction - INFO - Epoch [17][1700/1793] lr: 7.500e-03, eta: 11:44:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7625, loss_cls: 2.0869, loss: 2.0869, grad_norm: 7.2373 2021-12-03 03:08:07,567 - mmaction - INFO - Epoch [17][1720/1793] lr: 7.500e-03, eta: 11:44:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7771, loss_cls: 2.0034, loss: 2.0034, grad_norm: 6.9569 2021-12-03 03:08:21,624 - mmaction - INFO - Epoch [17][1740/1793] lr: 7.500e-03, eta: 11:44:08, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.4708, top5_acc: 0.7427, loss_cls: 2.1350, loss: 2.1350, grad_norm: 6.8537 2021-12-03 03:08:35,680 - mmaction - INFO - Epoch [17][1760/1793] lr: 7.500e-03, eta: 11:43:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4792, top5_acc: 0.7458, loss_cls: 2.1460, loss: 2.1460, grad_norm: 6.8095 2021-12-03 03:08:49,728 - mmaction - INFO - Epoch [17][1780/1793] lr: 7.500e-03, eta: 11:43:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7958, loss_cls: 1.9453, loss: 1.9453, grad_norm: 6.9041 2021-12-03 03:10:06,215 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:10:06,368 - mmaction - INFO - top1_acc 0.3636 top5_acc 0.6589 2021-12-03 03:10:06,369 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:10:06,378 - mmaction - INFO - mean_acc 0.3372 2021-12-03 03:10:06,383 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-12-03 03:10:08,222 - mmaction - INFO - Epoch(val) [17][241] top1_acc: 0.3636, top5_acc: 0.6589, mean_class_accuracy: 0.3372 2021-12-03 03:10:48,172 - mmaction - INFO - Epoch [18][20/1793] lr: 7.500e-03, eta: 11:43:47, time: 1.997, data_time: 1.291, memory: 10398, top1_acc: 0.5302, top5_acc: 0.7781, loss_cls: 1.9603, loss: 1.9603, grad_norm: 6.7755 2021-12-03 03:11:02,190 - mmaction - INFO - Epoch [18][40/1793] lr: 7.500e-03, eta: 11:43:32, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7833, loss_cls: 1.8922, loss: 1.8922, grad_norm: 7.0821 2021-12-03 03:11:16,219 - mmaction - INFO - Epoch [18][60/1793] lr: 7.500e-03, eta: 11:43:18, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.5417, top5_acc: 0.7833, loss_cls: 1.8638, loss: 1.8638, grad_norm: 6.6176 2021-12-03 03:11:30,243 - mmaction - INFO - Epoch [18][80/1793] lr: 7.500e-03, eta: 11:43:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5333, top5_acc: 0.7917, loss_cls: 1.8965, loss: 1.8965, grad_norm: 7.0859 2021-12-03 03:11:44,265 - mmaction - INFO - Epoch [18][100/1793] lr: 7.500e-03, eta: 11:42:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5323, top5_acc: 0.8156, loss_cls: 1.8442, loss: 1.8442, grad_norm: 6.9456 2021-12-03 03:11:58,304 - mmaction - INFO - Epoch [18][120/1793] lr: 7.500e-03, eta: 11:42:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7896, loss_cls: 1.8909, loss: 1.8909, grad_norm: 7.1242 2021-12-03 03:12:12,344 - mmaction - INFO - Epoch [18][140/1793] lr: 7.500e-03, eta: 11:42:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5302, top5_acc: 0.7927, loss_cls: 1.8302, loss: 1.8302, grad_norm: 6.9157 2021-12-03 03:12:26,385 - mmaction - INFO - Epoch [18][160/1793] lr: 7.500e-03, eta: 11:42:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5229, top5_acc: 0.7958, loss_cls: 1.9133, loss: 1.9133, grad_norm: 7.1622 2021-12-03 03:12:40,428 - mmaction - INFO - Epoch [18][180/1793] lr: 7.500e-03, eta: 11:41:49, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7812, loss_cls: 2.0100, loss: 2.0100, grad_norm: 7.1242 2021-12-03 03:12:54,476 - mmaction - INFO - Epoch [18][200/1793] lr: 7.500e-03, eta: 11:41:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7812, loss_cls: 1.9961, loss: 1.9961, grad_norm: 6.9242 2021-12-03 03:13:08,510 - mmaction - INFO - Epoch [18][220/1793] lr: 7.500e-03, eta: 11:41:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5375, top5_acc: 0.7833, loss_cls: 1.9195, loss: 1.9195, grad_norm: 7.1349 2021-12-03 03:13:22,542 - mmaction - INFO - Epoch [18][240/1793] lr: 7.500e-03, eta: 11:41:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7740, loss_cls: 2.0141, loss: 2.0141, grad_norm: 7.2939 2021-12-03 03:13:36,588 - mmaction - INFO - Epoch [18][260/1793] lr: 7.500e-03, eta: 11:40:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7990, loss_cls: 1.9589, loss: 1.9589, grad_norm: 6.8596 2021-12-03 03:13:50,648 - mmaction - INFO - Epoch [18][280/1793] lr: 7.500e-03, eta: 11:40:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5417, top5_acc: 0.7990, loss_cls: 1.8773, loss: 1.8773, grad_norm: 6.8027 2021-12-03 03:14:04,710 - mmaction - INFO - Epoch [18][300/1793] lr: 7.500e-03, eta: 11:40:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5260, top5_acc: 0.7958, loss_cls: 1.8635, loss: 1.8635, grad_norm: 7.0754 2021-12-03 03:14:18,773 - mmaction - INFO - Epoch [18][320/1793] lr: 7.500e-03, eta: 11:40:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7833, loss_cls: 1.9391, loss: 1.9391, grad_norm: 7.1187 2021-12-03 03:14:32,830 - mmaction - INFO - Epoch [18][340/1793] lr: 7.500e-03, eta: 11:39:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7917, loss_cls: 1.9400, loss: 1.9400, grad_norm: 7.3226 2021-12-03 03:14:46,898 - mmaction - INFO - Epoch [18][360/1793] lr: 7.500e-03, eta: 11:39:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7792, loss_cls: 1.9694, loss: 1.9694, grad_norm: 7.1129 2021-12-03 03:15:00,959 - mmaction - INFO - Epoch [18][380/1793] lr: 7.500e-03, eta: 11:39:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7583, loss_cls: 1.9693, loss: 1.9693, grad_norm: 7.0292 2021-12-03 03:15:15,007 - mmaction - INFO - Epoch [18][400/1793] lr: 7.500e-03, eta: 11:39:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7750, loss_cls: 1.9045, loss: 1.9045, grad_norm: 7.2166 2021-12-03 03:15:29,053 - mmaction - INFO - Epoch [18][420/1793] lr: 7.500e-03, eta: 11:38:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7937, loss_cls: 1.9007, loss: 1.9007, grad_norm: 7.3558 2021-12-03 03:15:43,119 - mmaction - INFO - Epoch [18][440/1793] lr: 7.500e-03, eta: 11:38:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7750, loss_cls: 1.9592, loss: 1.9592, grad_norm: 6.9477 2021-12-03 03:15:57,171 - mmaction - INFO - Epoch [18][460/1793] lr: 7.500e-03, eta: 11:38:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7708, loss_cls: 2.0164, loss: 2.0164, grad_norm: 7.0228 2021-12-03 03:16:11,207 - mmaction - INFO - Epoch [18][480/1793] lr: 7.500e-03, eta: 11:38:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7719, loss_cls: 1.9390, loss: 1.9390, grad_norm: 7.1649 2021-12-03 03:16:25,248 - mmaction - INFO - Epoch [18][500/1793] lr: 7.500e-03, eta: 11:37:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7833, loss_cls: 1.9709, loss: 1.9709, grad_norm: 7.1959 2021-12-03 03:16:39,289 - mmaction - INFO - Epoch [18][520/1793] lr: 7.500e-03, eta: 11:37:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7781, loss_cls: 1.9936, loss: 1.9936, grad_norm: 7.4816 2021-12-03 03:16:53,330 - mmaction - INFO - Epoch [18][540/1793] lr: 7.500e-03, eta: 11:37:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5281, top5_acc: 0.7958, loss_cls: 1.9266, loss: 1.9266, grad_norm: 7.0847 2021-12-03 03:17:07,373 - mmaction - INFO - Epoch [18][560/1793] lr: 7.500e-03, eta: 11:37:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5354, top5_acc: 0.7854, loss_cls: 1.9380, loss: 1.9380, grad_norm: 7.0763 2021-12-03 03:17:21,413 - mmaction - INFO - Epoch [18][580/1793] lr: 7.500e-03, eta: 11:36:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7781, loss_cls: 1.9128, loss: 1.9128, grad_norm: 6.9553 2021-12-03 03:17:35,445 - mmaction - INFO - Epoch [18][600/1793] lr: 7.500e-03, eta: 11:36:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7625, loss_cls: 1.9921, loss: 1.9921, grad_norm: 7.1171 2021-12-03 03:17:49,494 - mmaction - INFO - Epoch [18][620/1793] lr: 7.500e-03, eta: 11:36:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7771, loss_cls: 2.0325, loss: 2.0325, grad_norm: 7.3283 2021-12-03 03:18:03,548 - mmaction - INFO - Epoch [18][640/1793] lr: 7.500e-03, eta: 11:36:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7844, loss_cls: 1.9621, loss: 1.9621, grad_norm: 7.2004 2021-12-03 03:18:17,578 - mmaction - INFO - Epoch [18][660/1793] lr: 7.500e-03, eta: 11:35:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7750, loss_cls: 1.9696, loss: 1.9696, grad_norm: 7.4497 2021-12-03 03:18:31,630 - mmaction - INFO - Epoch [18][680/1793] lr: 7.500e-03, eta: 11:35:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7604, loss_cls: 1.9429, loss: 1.9429, grad_norm: 7.1508 2021-12-03 03:18:45,694 - mmaction - INFO - Epoch [18][700/1793] lr: 7.500e-03, eta: 11:35:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7844, loss_cls: 2.0051, loss: 2.0051, grad_norm: 7.2356 2021-12-03 03:18:59,740 - mmaction - INFO - Epoch [18][720/1793] lr: 7.500e-03, eta: 11:35:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7917, loss_cls: 1.9050, loss: 1.9050, grad_norm: 7.0750 2021-12-03 03:19:13,790 - mmaction - INFO - Epoch [18][740/1793] lr: 7.500e-03, eta: 11:34:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7823, loss_cls: 1.9224, loss: 1.9224, grad_norm: 7.0610 2021-12-03 03:19:27,842 - mmaction - INFO - Epoch [18][760/1793] lr: 7.500e-03, eta: 11:34:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5281, top5_acc: 0.7771, loss_cls: 1.8663, loss: 1.8663, grad_norm: 6.7297 2021-12-03 03:19:41,895 - mmaction - INFO - Epoch [18][780/1793] lr: 7.500e-03, eta: 11:34:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7625, loss_cls: 2.0286, loss: 2.0286, grad_norm: 7.0103 2021-12-03 03:19:55,960 - mmaction - INFO - Epoch [18][800/1793] lr: 7.500e-03, eta: 11:34:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7854, loss_cls: 1.9332, loss: 1.9332, grad_norm: 7.1239 2021-12-03 03:20:10,017 - mmaction - INFO - Epoch [18][820/1793] lr: 7.500e-03, eta: 11:33:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7677, loss_cls: 1.9752, loss: 1.9752, grad_norm: 7.5084 2021-12-03 03:20:24,061 - mmaction - INFO - Epoch [18][840/1793] lr: 7.500e-03, eta: 11:33:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7729, loss_cls: 2.0254, loss: 2.0254, grad_norm: 7.0963 2021-12-03 03:20:38,090 - mmaction - INFO - Epoch [18][860/1793] lr: 7.500e-03, eta: 11:33:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5250, top5_acc: 0.7948, loss_cls: 1.9107, loss: 1.9107, grad_norm: 7.0239 2021-12-03 03:20:52,118 - mmaction - INFO - Epoch [18][880/1793] lr: 7.500e-03, eta: 11:33:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5271, top5_acc: 0.7885, loss_cls: 1.8817, loss: 1.8817, grad_norm: 6.9651 2021-12-03 03:21:06,157 - mmaction - INFO - Epoch [18][900/1793] lr: 7.500e-03, eta: 11:33:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5010, top5_acc: 0.7771, loss_cls: 1.9299, loss: 1.9299, grad_norm: 7.2420 2021-12-03 03:21:20,187 - mmaction - INFO - Epoch [18][920/1793] lr: 7.500e-03, eta: 11:32:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7667, loss_cls: 1.9858, loss: 1.9858, grad_norm: 7.0022 2021-12-03 03:21:34,223 - mmaction - INFO - Epoch [18][940/1793] lr: 7.500e-03, eta: 11:32:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7625, loss_cls: 2.0487, loss: 2.0487, grad_norm: 6.6247 2021-12-03 03:21:48,266 - mmaction - INFO - Epoch [18][960/1793] lr: 7.500e-03, eta: 11:32:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7688, loss_cls: 1.9341, loss: 1.9341, grad_norm: 6.9389 2021-12-03 03:22:02,305 - mmaction - INFO - Epoch [18][980/1793] lr: 7.500e-03, eta: 11:32:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4979, top5_acc: 0.7781, loss_cls: 1.9705, loss: 1.9705, grad_norm: 7.3372 2021-12-03 03:22:16,343 - mmaction - INFO - Epoch [18][1000/1793] lr: 7.500e-03, eta: 11:31:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7542, loss_cls: 2.0615, loss: 2.0615, grad_norm: 7.1745 2021-12-03 03:22:30,379 - mmaction - INFO - Epoch [18][1020/1793] lr: 7.500e-03, eta: 11:31:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7667, loss_cls: 1.9723, loss: 1.9723, grad_norm: 6.9691 2021-12-03 03:22:44,426 - mmaction - INFO - Epoch [18][1040/1793] lr: 7.500e-03, eta: 11:31:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7781, loss_cls: 1.9685, loss: 1.9685, grad_norm: 7.0713 2021-12-03 03:22:58,482 - mmaction - INFO - Epoch [18][1060/1793] lr: 7.500e-03, eta: 11:31:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9164, loss: 1.9164, grad_norm: 6.7529 2021-12-03 03:23:12,514 - mmaction - INFO - Epoch [18][1080/1793] lr: 7.500e-03, eta: 11:30:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4688, top5_acc: 0.7615, loss_cls: 2.0617, loss: 2.0617, grad_norm: 7.3555 2021-12-03 03:23:26,576 - mmaction - INFO - Epoch [18][1100/1793] lr: 7.500e-03, eta: 11:30:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7635, loss_cls: 1.9723, loss: 1.9723, grad_norm: 6.9485 2021-12-03 03:23:40,617 - mmaction - INFO - Epoch [18][1120/1793] lr: 7.500e-03, eta: 11:30:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7615, loss_cls: 2.0696, loss: 2.0696, grad_norm: 7.2574 2021-12-03 03:23:54,679 - mmaction - INFO - Epoch [18][1140/1793] lr: 7.500e-03, eta: 11:30:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5302, top5_acc: 0.7792, loss_cls: 1.9235, loss: 1.9235, grad_norm: 7.1643 2021-12-03 03:24:08,712 - mmaction - INFO - Epoch [18][1160/1793] lr: 7.500e-03, eta: 11:29:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7719, loss_cls: 2.0053, loss: 2.0053, grad_norm: 7.3455 2021-12-03 03:24:22,756 - mmaction - INFO - Epoch [18][1180/1793] lr: 7.500e-03, eta: 11:29:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7698, loss_cls: 2.0151, loss: 2.0151, grad_norm: 6.8079 2021-12-03 03:24:36,796 - mmaction - INFO - Epoch [18][1200/1793] lr: 7.500e-03, eta: 11:29:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 2.0180, loss: 2.0180, grad_norm: 7.3601 2021-12-03 03:24:50,875 - mmaction - INFO - Epoch [18][1220/1793] lr: 7.500e-03, eta: 11:29:05, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7833, loss_cls: 1.8819, loss: 1.8819, grad_norm: 6.9569 2021-12-03 03:25:04,920 - mmaction - INFO - Epoch [18][1240/1793] lr: 7.500e-03, eta: 11:28:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5323, top5_acc: 0.8000, loss_cls: 1.8388, loss: 1.8388, grad_norm: 7.0526 2021-12-03 03:25:18,964 - mmaction - INFO - Epoch [18][1260/1793] lr: 7.500e-03, eta: 11:28:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7927, loss_cls: 1.9623, loss: 1.9623, grad_norm: 7.0200 2021-12-03 03:25:33,024 - mmaction - INFO - Epoch [18][1280/1793] lr: 7.500e-03, eta: 11:28:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7896, loss_cls: 1.9084, loss: 1.9084, grad_norm: 6.8234 2021-12-03 03:25:47,068 - mmaction - INFO - Epoch [18][1300/1793] lr: 7.500e-03, eta: 11:28:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4990, top5_acc: 0.7760, loss_cls: 1.9870, loss: 1.9870, grad_norm: 7.2851 2021-12-03 03:26:01,123 - mmaction - INFO - Epoch [18][1320/1793] lr: 7.500e-03, eta: 11:27:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5229, top5_acc: 0.7844, loss_cls: 1.9202, loss: 1.9202, grad_norm: 6.9553 2021-12-03 03:26:15,177 - mmaction - INFO - Epoch [18][1340/1793] lr: 7.500e-03, eta: 11:27:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7917, loss_cls: 1.8983, loss: 1.8983, grad_norm: 6.8724 2021-12-03 03:26:29,236 - mmaction - INFO - Epoch [18][1360/1793] lr: 7.500e-03, eta: 11:27:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7573, loss_cls: 2.0224, loss: 2.0224, grad_norm: 7.0650 2021-12-03 03:26:43,279 - mmaction - INFO - Epoch [18][1380/1793] lr: 7.500e-03, eta: 11:27:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7677, loss_cls: 1.9621, loss: 1.9621, grad_norm: 7.2008 2021-12-03 03:26:57,312 - mmaction - INFO - Epoch [18][1400/1793] lr: 7.500e-03, eta: 11:26:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7625, loss_cls: 2.0207, loss: 2.0207, grad_norm: 7.3250 2021-12-03 03:27:11,360 - mmaction - INFO - Epoch [18][1420/1793] lr: 7.500e-03, eta: 11:26:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5312, top5_acc: 0.8000, loss_cls: 1.8533, loss: 1.8533, grad_norm: 7.2015 2021-12-03 03:27:25,404 - mmaction - INFO - Epoch [18][1440/1793] lr: 7.500e-03, eta: 11:26:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7385, loss_cls: 2.1686, loss: 2.1686, grad_norm: 7.4528 2021-12-03 03:27:39,453 - mmaction - INFO - Epoch [18][1460/1793] lr: 7.500e-03, eta: 11:26:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7750, loss_cls: 1.9696, loss: 1.9696, grad_norm: 6.8268 2021-12-03 03:27:53,482 - mmaction - INFO - Epoch [18][1480/1793] lr: 7.500e-03, eta: 11:25:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5260, top5_acc: 0.7854, loss_cls: 1.9212, loss: 1.9212, grad_norm: 7.1731 2021-12-03 03:28:07,526 - mmaction - INFO - Epoch [18][1500/1793] lr: 7.500e-03, eta: 11:25:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7906, loss_cls: 1.9455, loss: 1.9455, grad_norm: 7.2066 2021-12-03 03:28:21,571 - mmaction - INFO - Epoch [18][1520/1793] lr: 7.500e-03, eta: 11:25:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7719, loss_cls: 1.9975, loss: 1.9975, grad_norm: 7.1597 2021-12-03 03:28:35,606 - mmaction - INFO - Epoch [18][1540/1793] lr: 7.500e-03, eta: 11:25:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7740, loss_cls: 1.9796, loss: 1.9796, grad_norm: 7.1184 2021-12-03 03:28:49,653 - mmaction - INFO - Epoch [18][1560/1793] lr: 7.500e-03, eta: 11:24:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7615, loss_cls: 2.0446, loss: 2.0446, grad_norm: 7.1860 2021-12-03 03:29:03,688 - mmaction - INFO - Epoch [18][1580/1793] lr: 7.500e-03, eta: 11:24:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7531, loss_cls: 2.0325, loss: 2.0325, grad_norm: 7.4810 2021-12-03 03:29:17,726 - mmaction - INFO - Epoch [18][1600/1793] lr: 7.500e-03, eta: 11:24:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7760, loss_cls: 2.0138, loss: 2.0138, grad_norm: 7.0561 2021-12-03 03:29:31,760 - mmaction - INFO - Epoch [18][1620/1793] lr: 7.500e-03, eta: 11:24:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7844, loss_cls: 2.0024, loss: 2.0024, grad_norm: 7.0200 2021-12-03 03:29:45,800 - mmaction - INFO - Epoch [18][1640/1793] lr: 7.500e-03, eta: 11:23:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7875, loss_cls: 1.8922, loss: 1.8922, grad_norm: 6.9413 2021-12-03 03:29:59,859 - mmaction - INFO - Epoch [18][1660/1793] lr: 7.500e-03, eta: 11:23:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7812, loss_cls: 1.9773, loss: 1.9773, grad_norm: 7.0577 2021-12-03 03:30:13,901 - mmaction - INFO - Epoch [18][1680/1793] lr: 7.500e-03, eta: 11:23:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7906, loss_cls: 1.9639, loss: 1.9639, grad_norm: 7.0743 2021-12-03 03:30:27,958 - mmaction - INFO - Epoch [18][1700/1793] lr: 7.500e-03, eta: 11:23:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.7635, loss_cls: 2.0254, loss: 2.0254, grad_norm: 7.2728 2021-12-03 03:30:41,996 - mmaction - INFO - Epoch [18][1720/1793] lr: 7.500e-03, eta: 11:22:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7573, loss_cls: 2.0069, loss: 2.0069, grad_norm: 7.1031 2021-12-03 03:30:56,044 - mmaction - INFO - Epoch [18][1740/1793] lr: 7.500e-03, eta: 11:22:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.9443, loss: 1.9443, grad_norm: 7.1903 2021-12-03 03:31:10,088 - mmaction - INFO - Epoch [18][1760/1793] lr: 7.500e-03, eta: 11:22:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7698, loss_cls: 1.9761, loss: 1.9761, grad_norm: 7.2739 2021-12-03 03:31:24,150 - mmaction - INFO - Epoch [18][1780/1793] lr: 7.500e-03, eta: 11:22:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7875, loss_cls: 1.9507, loss: 1.9507, grad_norm: 7.2617 2021-12-03 03:32:40,680 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:32:40,834 - mmaction - INFO - top1_acc 0.3643 top5_acc 0.6774 2021-12-03 03:32:40,834 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:32:40,844 - mmaction - INFO - mean_acc 0.3339 2021-12-03 03:32:40,849 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-12-03 03:32:43,222 - mmaction - INFO - Epoch(val) [18][241] top1_acc: 0.3643, top5_acc: 0.6774, mean_class_accuracy: 0.3339 2021-12-03 03:33:22,713 - mmaction - INFO - Epoch [19][20/1793] lr: 7.500e-03, eta: 11:22:19, time: 1.974, data_time: 1.275, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7812, loss_cls: 1.9011, loss: 1.9011, grad_norm: 6.9118 2021-12-03 03:33:36,726 - mmaction - INFO - Epoch [19][40/1793] lr: 7.500e-03, eta: 11:22:04, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.5281, top5_acc: 0.8031, loss_cls: 1.8540, loss: 1.8540, grad_norm: 7.1339 2021-12-03 03:33:50,751 - mmaction - INFO - Epoch [19][60/1793] lr: 7.500e-03, eta: 11:21:50, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7917, loss_cls: 1.9408, loss: 1.9408, grad_norm: 7.0151 2021-12-03 03:34:04,757 - mmaction - INFO - Epoch [19][80/1793] lr: 7.500e-03, eta: 11:21:35, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7677, loss_cls: 1.9809, loss: 1.9809, grad_norm: 7.0187 2021-12-03 03:34:18,768 - mmaction - INFO - Epoch [19][100/1793] lr: 7.500e-03, eta: 11:21:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5375, top5_acc: 0.8010, loss_cls: 1.8383, loss: 1.8383, grad_norm: 7.0947 2021-12-03 03:34:32,775 - mmaction - INFO - Epoch [19][120/1793] lr: 7.500e-03, eta: 11:21:05, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.5177, top5_acc: 0.7823, loss_cls: 1.8788, loss: 1.8788, grad_norm: 6.9783 2021-12-03 03:34:46,786 - mmaction - INFO - Epoch [19][140/1793] lr: 7.500e-03, eta: 11:20:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7854, loss_cls: 1.8892, loss: 1.8892, grad_norm: 7.1773 2021-12-03 03:35:00,803 - mmaction - INFO - Epoch [19][160/1793] lr: 7.500e-03, eta: 11:20:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5354, top5_acc: 0.8000, loss_cls: 1.8611, loss: 1.8611, grad_norm: 6.9644 2021-12-03 03:35:14,838 - mmaction - INFO - Epoch [19][180/1793] lr: 7.500e-03, eta: 11:20:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7823, loss_cls: 1.9348, loss: 1.9348, grad_norm: 7.3627 2021-12-03 03:35:28,861 - mmaction - INFO - Epoch [19][200/1793] lr: 7.500e-03, eta: 11:20:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5427, top5_acc: 0.7833, loss_cls: 1.8557, loss: 1.8557, grad_norm: 6.7474 2021-12-03 03:35:42,889 - mmaction - INFO - Epoch [19][220/1793] lr: 7.500e-03, eta: 11:19:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7865, loss_cls: 1.9523, loss: 1.9523, grad_norm: 7.2723 2021-12-03 03:35:56,916 - mmaction - INFO - Epoch [19][240/1793] lr: 7.500e-03, eta: 11:19:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7969, loss_cls: 1.8383, loss: 1.8383, grad_norm: 6.9543 2021-12-03 03:36:10,956 - mmaction - INFO - Epoch [19][260/1793] lr: 7.500e-03, eta: 11:19:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7833, loss_cls: 1.9371, loss: 1.9371, grad_norm: 7.3631 2021-12-03 03:36:24,985 - mmaction - INFO - Epoch [19][280/1793] lr: 7.500e-03, eta: 11:19:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.8895, loss: 1.8895, grad_norm: 6.9746 2021-12-03 03:36:39,006 - mmaction - INFO - Epoch [19][300/1793] lr: 7.500e-03, eta: 11:18:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7646, loss_cls: 1.9789, loss: 1.9789, grad_norm: 7.2493 2021-12-03 03:36:53,064 - mmaction - INFO - Epoch [19][320/1793] lr: 7.500e-03, eta: 11:18:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7958, loss_cls: 1.8622, loss: 1.8622, grad_norm: 7.3824 2021-12-03 03:37:07,107 - mmaction - INFO - Epoch [19][340/1793] lr: 7.500e-03, eta: 11:18:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7833, loss_cls: 1.9232, loss: 1.9232, grad_norm: 7.0910 2021-12-03 03:37:21,157 - mmaction - INFO - Epoch [19][360/1793] lr: 7.500e-03, eta: 11:18:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7937, loss_cls: 1.9050, loss: 1.9050, grad_norm: 7.1674 2021-12-03 03:37:35,198 - mmaction - INFO - Epoch [19][380/1793] lr: 7.500e-03, eta: 11:17:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7677, loss_cls: 1.9737, loss: 1.9737, grad_norm: 7.3309 2021-12-03 03:37:49,245 - mmaction - INFO - Epoch [19][400/1793] lr: 7.500e-03, eta: 11:17:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7906, loss_cls: 1.9336, loss: 1.9336, grad_norm: 7.2136 2021-12-03 03:38:03,283 - mmaction - INFO - Epoch [19][420/1793] lr: 7.500e-03, eta: 11:17:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4896, top5_acc: 0.7844, loss_cls: 1.9650, loss: 1.9650, grad_norm: 7.2453 2021-12-03 03:38:17,330 - mmaction - INFO - Epoch [19][440/1793] lr: 7.500e-03, eta: 11:17:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5271, top5_acc: 0.7896, loss_cls: 1.8938, loss: 1.8938, grad_norm: 7.1523 2021-12-03 03:38:31,366 - mmaction - INFO - Epoch [19][460/1793] lr: 7.500e-03, eta: 11:16:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4823, top5_acc: 0.7740, loss_cls: 2.0410, loss: 2.0410, grad_norm: 7.3918 2021-12-03 03:38:45,408 - mmaction - INFO - Epoch [19][480/1793] lr: 7.500e-03, eta: 11:16:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5375, top5_acc: 0.7865, loss_cls: 1.8674, loss: 1.8674, grad_norm: 7.1206 2021-12-03 03:38:59,459 - mmaction - INFO - Epoch [19][500/1793] lr: 7.500e-03, eta: 11:16:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7812, loss_cls: 1.9866, loss: 1.9866, grad_norm: 7.3891 2021-12-03 03:39:13,498 - mmaction - INFO - Epoch [19][520/1793] lr: 7.500e-03, eta: 11:16:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7625, loss_cls: 2.0426, loss: 2.0426, grad_norm: 7.0720 2021-12-03 03:39:27,538 - mmaction - INFO - Epoch [19][540/1793] lr: 7.500e-03, eta: 11:15:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7812, loss_cls: 1.9157, loss: 1.9157, grad_norm: 7.0199 2021-12-03 03:39:41,581 - mmaction - INFO - Epoch [19][560/1793] lr: 7.500e-03, eta: 11:15:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5177, top5_acc: 0.7844, loss_cls: 1.8995, loss: 1.8995, grad_norm: 6.9269 2021-12-03 03:39:55,621 - mmaction - INFO - Epoch [19][580/1793] lr: 7.500e-03, eta: 11:15:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7802, loss_cls: 1.9757, loss: 1.9757, grad_norm: 7.1628 2021-12-03 03:40:09,647 - mmaction - INFO - Epoch [19][600/1793] lr: 7.500e-03, eta: 11:15:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7885, loss_cls: 1.8927, loss: 1.8927, grad_norm: 7.1496 2021-12-03 03:40:23,688 - mmaction - INFO - Epoch [19][620/1793] lr: 7.500e-03, eta: 11:14:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7708, loss_cls: 2.0705, loss: 2.0705, grad_norm: 7.3558 2021-12-03 03:40:37,732 - mmaction - INFO - Epoch [19][640/1793] lr: 7.500e-03, eta: 11:14:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7812, loss_cls: 1.9627, loss: 1.9627, grad_norm: 7.1131 2021-12-03 03:40:51,791 - mmaction - INFO - Epoch [19][660/1793] lr: 7.500e-03, eta: 11:14:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5323, top5_acc: 0.8000, loss_cls: 1.8961, loss: 1.8961, grad_norm: 6.9472 2021-12-03 03:41:05,842 - mmaction - INFO - Epoch [19][680/1793] lr: 7.500e-03, eta: 11:14:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7854, loss_cls: 1.9396, loss: 1.9396, grad_norm: 7.1151 2021-12-03 03:41:19,871 - mmaction - INFO - Epoch [19][700/1793] lr: 7.500e-03, eta: 11:14:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5312, top5_acc: 0.8052, loss_cls: 1.8263, loss: 1.8263, grad_norm: 6.9637 2021-12-03 03:41:33,932 - mmaction - INFO - Epoch [19][720/1793] lr: 7.500e-03, eta: 11:13:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7760, loss_cls: 1.9583, loss: 1.9583, grad_norm: 7.2851 2021-12-03 03:41:47,979 - mmaction - INFO - Epoch [19][740/1793] lr: 7.500e-03, eta: 11:13:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7771, loss_cls: 2.0190, loss: 2.0190, grad_norm: 7.2170 2021-12-03 03:42:02,038 - mmaction - INFO - Epoch [19][760/1793] lr: 7.500e-03, eta: 11:13:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7865, loss_cls: 1.9161, loss: 1.9161, grad_norm: 6.9267 2021-12-03 03:42:16,086 - mmaction - INFO - Epoch [19][780/1793] lr: 7.500e-03, eta: 11:13:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5229, top5_acc: 0.7865, loss_cls: 1.9265, loss: 1.9265, grad_norm: 7.1164 2021-12-03 03:42:30,151 - mmaction - INFO - Epoch [19][800/1793] lr: 7.500e-03, eta: 11:12:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5323, top5_acc: 0.7854, loss_cls: 1.8951, loss: 1.8951, grad_norm: 6.8609 2021-12-03 03:42:44,204 - mmaction - INFO - Epoch [19][820/1793] lr: 7.500e-03, eta: 11:12:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7760, loss_cls: 1.9128, loss: 1.9128, grad_norm: 7.3308 2021-12-03 03:42:58,255 - mmaction - INFO - Epoch [19][840/1793] lr: 7.500e-03, eta: 11:12:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7844, loss_cls: 1.8948, loss: 1.8948, grad_norm: 7.1295 2021-12-03 03:43:12,315 - mmaction - INFO - Epoch [19][860/1793] lr: 7.500e-03, eta: 11:12:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7896, loss_cls: 1.8588, loss: 1.8588, grad_norm: 7.0131 2021-12-03 03:43:26,344 - mmaction - INFO - Epoch [19][880/1793] lr: 7.500e-03, eta: 11:11:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5323, top5_acc: 0.8073, loss_cls: 1.8790, loss: 1.8790, grad_norm: 7.2625 2021-12-03 03:43:40,401 - mmaction - INFO - Epoch [19][900/1793] lr: 7.500e-03, eta: 11:11:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5302, top5_acc: 0.8021, loss_cls: 1.8667, loss: 1.8667, grad_norm: 7.0973 2021-12-03 03:43:54,447 - mmaction - INFO - Epoch [19][920/1793] lr: 7.500e-03, eta: 11:11:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5260, top5_acc: 0.7812, loss_cls: 1.8940, loss: 1.8940, grad_norm: 7.1867 2021-12-03 03:44:08,499 - mmaction - INFO - Epoch [19][940/1793] lr: 7.500e-03, eta: 11:11:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5177, top5_acc: 0.7812, loss_cls: 1.9676, loss: 1.9676, grad_norm: 7.0572 2021-12-03 03:44:22,558 - mmaction - INFO - Epoch [19][960/1793] lr: 7.500e-03, eta: 11:10:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7792, loss_cls: 1.9489, loss: 1.9489, grad_norm: 7.1697 2021-12-03 03:44:36,601 - mmaction - INFO - Epoch [19][980/1793] lr: 7.500e-03, eta: 11:10:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7823, loss_cls: 1.9440, loss: 1.9440, grad_norm: 7.3432 2021-12-03 03:44:50,635 - mmaction - INFO - Epoch [19][1000/1793] lr: 7.500e-03, eta: 11:10:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5469, top5_acc: 0.7979, loss_cls: 1.8606, loss: 1.8606, grad_norm: 6.9864 2021-12-03 03:45:04,699 - mmaction - INFO - Epoch [19][1020/1793] lr: 7.500e-03, eta: 11:10:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7865, loss_cls: 1.9781, loss: 1.9781, grad_norm: 7.2769 2021-12-03 03:45:18,745 - mmaction - INFO - Epoch [19][1040/1793] lr: 7.500e-03, eta: 11:09:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7896, loss_cls: 1.8804, loss: 1.8804, grad_norm: 7.2917 2021-12-03 03:45:32,805 - mmaction - INFO - Epoch [19][1060/1793] lr: 7.500e-03, eta: 11:09:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7875, loss_cls: 1.8892, loss: 1.8892, grad_norm: 6.8922 2021-12-03 03:45:46,847 - mmaction - INFO - Epoch [19][1080/1793] lr: 7.500e-03, eta: 11:09:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7708, loss_cls: 1.9876, loss: 1.9876, grad_norm: 7.2718 2021-12-03 03:46:00,886 - mmaction - INFO - Epoch [19][1100/1793] lr: 7.500e-03, eta: 11:09:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7844, loss_cls: 1.9829, loss: 1.9829, grad_norm: 7.4665 2021-12-03 03:46:14,916 - mmaction - INFO - Epoch [19][1120/1793] lr: 7.500e-03, eta: 11:08:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7677, loss_cls: 1.9535, loss: 1.9535, grad_norm: 7.2601 2021-12-03 03:46:28,952 - mmaction - INFO - Epoch [19][1140/1793] lr: 7.500e-03, eta: 11:08:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7635, loss_cls: 2.0475, loss: 2.0475, grad_norm: 7.1463 2021-12-03 03:46:42,991 - mmaction - INFO - Epoch [19][1160/1793] lr: 7.500e-03, eta: 11:08:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4927, top5_acc: 0.7771, loss_cls: 1.9495, loss: 1.9495, grad_norm: 6.7796 2021-12-03 03:46:57,032 - mmaction - INFO - Epoch [19][1180/1793] lr: 7.500e-03, eta: 11:08:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7719, loss_cls: 1.9967, loss: 1.9967, grad_norm: 7.2257 2021-12-03 03:47:11,072 - mmaction - INFO - Epoch [19][1200/1793] lr: 7.500e-03, eta: 11:07:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7771, loss_cls: 2.0401, loss: 2.0401, grad_norm: 7.1307 2021-12-03 03:47:25,097 - mmaction - INFO - Epoch [19][1220/1793] lr: 7.500e-03, eta: 11:07:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7854, loss_cls: 1.9393, loss: 1.9393, grad_norm: 6.9944 2021-12-03 03:47:39,147 - mmaction - INFO - Epoch [19][1240/1793] lr: 7.500e-03, eta: 11:07:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7792, loss_cls: 1.9472, loss: 1.9472, grad_norm: 7.2622 2021-12-03 03:47:53,189 - mmaction - INFO - Epoch [19][1260/1793] lr: 7.500e-03, eta: 11:07:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7875, loss_cls: 1.8838, loss: 1.8838, grad_norm: 6.7656 2021-12-03 03:48:07,229 - mmaction - INFO - Epoch [19][1280/1793] lr: 7.500e-03, eta: 11:06:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.7937, loss_cls: 1.9024, loss: 1.9024, grad_norm: 7.0600 2021-12-03 03:48:21,246 - mmaction - INFO - Epoch [19][1300/1793] lr: 7.500e-03, eta: 11:06:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7677, loss_cls: 1.9854, loss: 1.9854, grad_norm: 7.1471 2021-12-03 03:48:35,270 - mmaction - INFO - Epoch [19][1320/1793] lr: 7.500e-03, eta: 11:06:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7667, loss_cls: 1.9984, loss: 1.9984, grad_norm: 7.0655 2021-12-03 03:48:49,302 - mmaction - INFO - Epoch [19][1340/1793] lr: 7.500e-03, eta: 11:06:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7719, loss_cls: 2.0016, loss: 2.0016, grad_norm: 6.9461 2021-12-03 03:49:03,338 - mmaction - INFO - Epoch [19][1360/1793] lr: 7.500e-03, eta: 11:05:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7917, loss_cls: 1.9130, loss: 1.9130, grad_norm: 7.3325 2021-12-03 03:49:17,373 - mmaction - INFO - Epoch [19][1380/1793] lr: 7.500e-03, eta: 11:05:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7719, loss_cls: 2.0210, loss: 2.0210, grad_norm: 7.1457 2021-12-03 03:49:31,400 - mmaction - INFO - Epoch [19][1400/1793] lr: 7.500e-03, eta: 11:05:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.7906, loss_cls: 1.9693, loss: 1.9693, grad_norm: 7.1609 2021-12-03 03:49:45,425 - mmaction - INFO - Epoch [19][1420/1793] lr: 7.500e-03, eta: 11:05:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7969, loss_cls: 1.9282, loss: 1.9282, grad_norm: 7.3275 2021-12-03 03:49:59,454 - mmaction - INFO - Epoch [19][1440/1793] lr: 7.500e-03, eta: 11:04:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4938, top5_acc: 0.7917, loss_cls: 1.9709, loss: 1.9709, grad_norm: 7.3256 2021-12-03 03:50:13,492 - mmaction - INFO - Epoch [19][1460/1793] lr: 7.500e-03, eta: 11:04:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7604, loss_cls: 1.9983, loss: 1.9983, grad_norm: 7.3239 2021-12-03 03:50:27,532 - mmaction - INFO - Epoch [19][1480/1793] lr: 7.500e-03, eta: 11:04:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7792, loss_cls: 2.0340, loss: 2.0340, grad_norm: 7.0248 2021-12-03 03:50:41,563 - mmaction - INFO - Epoch [19][1500/1793] lr: 7.500e-03, eta: 11:04:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7927, loss_cls: 1.8950, loss: 1.8950, grad_norm: 7.2192 2021-12-03 03:50:55,586 - mmaction - INFO - Epoch [19][1520/1793] lr: 7.500e-03, eta: 11:03:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4948, top5_acc: 0.7688, loss_cls: 2.0384, loss: 2.0384, grad_norm: 7.0431 2021-12-03 03:51:09,621 - mmaction - INFO - Epoch [19][1540/1793] lr: 7.500e-03, eta: 11:03:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7688, loss_cls: 2.0392, loss: 2.0392, grad_norm: 7.2107 2021-12-03 03:51:23,640 - mmaction - INFO - Epoch [19][1560/1793] lr: 7.500e-03, eta: 11:03:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7635, loss_cls: 1.9945, loss: 1.9945, grad_norm: 7.1521 2021-12-03 03:51:37,668 - mmaction - INFO - Epoch [19][1580/1793] lr: 7.500e-03, eta: 11:03:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7729, loss_cls: 1.9601, loss: 1.9601, grad_norm: 6.8779 2021-12-03 03:51:51,705 - mmaction - INFO - Epoch [19][1600/1793] lr: 7.500e-03, eta: 11:03:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5281, top5_acc: 0.7875, loss_cls: 1.8880, loss: 1.8880, grad_norm: 7.1160 2021-12-03 03:52:05,739 - mmaction - INFO - Epoch [19][1620/1793] lr: 7.500e-03, eta: 11:02:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4917, top5_acc: 0.7760, loss_cls: 2.0134, loss: 2.0134, grad_norm: 7.2528 2021-12-03 03:52:19,785 - mmaction - INFO - Epoch [19][1640/1793] lr: 7.500e-03, eta: 11:02:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4833, top5_acc: 0.7542, loss_cls: 2.0476, loss: 2.0476, grad_norm: 7.2204 2021-12-03 03:52:33,820 - mmaction - INFO - Epoch [19][1660/1793] lr: 7.500e-03, eta: 11:02:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5229, top5_acc: 0.7771, loss_cls: 1.9220, loss: 1.9220, grad_norm: 6.9232 2021-12-03 03:52:47,848 - mmaction - INFO - Epoch [19][1680/1793] lr: 7.500e-03, eta: 11:02:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7667, loss_cls: 1.9849, loss: 1.9849, grad_norm: 6.9146 2021-12-03 03:53:01,876 - mmaction - INFO - Epoch [19][1700/1793] lr: 7.500e-03, eta: 11:01:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7885, loss_cls: 1.9535, loss: 1.9535, grad_norm: 7.0020 2021-12-03 03:53:15,911 - mmaction - INFO - Epoch [19][1720/1793] lr: 7.500e-03, eta: 11:01:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5271, top5_acc: 0.7750, loss_cls: 1.9428, loss: 1.9428, grad_norm: 7.1068 2021-12-03 03:53:29,947 - mmaction - INFO - Epoch [19][1740/1793] lr: 7.500e-03, eta: 11:01:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4802, top5_acc: 0.7427, loss_cls: 2.1315, loss: 2.1315, grad_norm: 7.2137 2021-12-03 03:53:43,976 - mmaction - INFO - Epoch [19][1760/1793] lr: 7.500e-03, eta: 11:01:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7823, loss_cls: 1.9715, loss: 1.9715, grad_norm: 7.0766 2021-12-03 03:53:58,016 - mmaction - INFO - Epoch [19][1780/1793] lr: 7.500e-03, eta: 11:00:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5531, top5_acc: 0.8010, loss_cls: 1.8471, loss: 1.8471, grad_norm: 6.9430 2021-12-03 03:55:14,394 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:55:14,553 - mmaction - INFO - top1_acc 0.3618 top5_acc 0.6633 2021-12-03 03:55:14,553 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:55:14,562 - mmaction - INFO - mean_acc 0.3370 2021-12-03 03:55:14,568 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-12-03 03:55:16,024 - mmaction - INFO - Epoch(val) [19][241] top1_acc: 0.3618, top5_acc: 0.6633, mean_class_accuracy: 0.3370 2021-12-03 03:55:56,612 - mmaction - INFO - Epoch [20][20/1793] lr: 7.500e-03, eta: 11:00:53, time: 2.029, data_time: 1.325, memory: 10398, top1_acc: 0.4990, top5_acc: 0.7885, loss_cls: 1.9575, loss: 1.9575, grad_norm: 6.9268 2021-12-03 03:56:10,607 - mmaction - INFO - Epoch [20][40/1793] lr: 7.500e-03, eta: 11:00:38, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.5031, top5_acc: 0.8010, loss_cls: 1.9175, loss: 1.9175, grad_norm: 7.2518 2021-12-03 03:56:24,632 - mmaction - INFO - Epoch [20][60/1793] lr: 7.500e-03, eta: 11:00:23, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.5135, top5_acc: 0.7750, loss_cls: 1.9445, loss: 1.9445, grad_norm: 7.2738 2021-12-03 03:56:38,647 - mmaction - INFO - Epoch [20][80/1793] lr: 7.500e-03, eta: 11:00:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5490, top5_acc: 0.8083, loss_cls: 1.8057, loss: 1.8057, grad_norm: 7.0053 2021-12-03 03:56:52,675 - mmaction - INFO - Epoch [20][100/1793] lr: 7.500e-03, eta: 10:59:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5427, top5_acc: 0.7948, loss_cls: 1.8048, loss: 1.8048, grad_norm: 7.3948 2021-12-03 03:57:06,696 - mmaction - INFO - Epoch [20][120/1793] lr: 7.500e-03, eta: 10:59:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5312, top5_acc: 0.8052, loss_cls: 1.8355, loss: 1.8355, grad_norm: 7.0299 2021-12-03 03:57:20,716 - mmaction - INFO - Epoch [20][140/1793] lr: 7.500e-03, eta: 10:59:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5615, top5_acc: 0.8094, loss_cls: 1.7495, loss: 1.7495, grad_norm: 6.7110 2021-12-03 03:57:34,752 - mmaction - INFO - Epoch [20][160/1793] lr: 7.500e-03, eta: 10:59:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5625, top5_acc: 0.8229, loss_cls: 1.7116, loss: 1.7116, grad_norm: 6.8318 2021-12-03 03:57:48,781 - mmaction - INFO - Epoch [20][180/1793] lr: 7.500e-03, eta: 10:58:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7823, loss_cls: 1.8845, loss: 1.8845, grad_norm: 7.0044 2021-12-03 03:58:02,823 - mmaction - INFO - Epoch [20][200/1793] lr: 7.500e-03, eta: 10:58:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5396, top5_acc: 0.7917, loss_cls: 1.8532, loss: 1.8532, grad_norm: 7.3308 2021-12-03 03:58:16,846 - mmaction - INFO - Epoch [20][220/1793] lr: 7.500e-03, eta: 10:58:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5146, top5_acc: 0.7833, loss_cls: 1.9262, loss: 1.9262, grad_norm: 7.1780 2021-12-03 03:58:30,883 - mmaction - INFO - Epoch [20][240/1793] lr: 7.500e-03, eta: 10:58:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7937, loss_cls: 1.9000, loss: 1.9000, grad_norm: 7.0963 2021-12-03 03:58:44,920 - mmaction - INFO - Epoch [20][260/1793] lr: 7.500e-03, eta: 10:57:57, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.5354, top5_acc: 0.8281, loss_cls: 1.7966, loss: 1.7966, grad_norm: 6.9087 2021-12-03 03:58:58,973 - mmaction - INFO - Epoch [20][280/1793] lr: 7.500e-03, eta: 10:57:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5188, top5_acc: 0.8115, loss_cls: 1.8307, loss: 1.8307, grad_norm: 7.3079 2021-12-03 03:59:13,016 - mmaction - INFO - Epoch [20][300/1793] lr: 7.500e-03, eta: 10:57:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7688, loss_cls: 1.9918, loss: 1.9918, grad_norm: 7.0384 2021-12-03 03:59:27,058 - mmaction - INFO - Epoch [20][320/1793] lr: 7.500e-03, eta: 10:57:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5292, top5_acc: 0.7937, loss_cls: 1.8743, loss: 1.8743, grad_norm: 7.0102 2021-12-03 03:59:41,107 - mmaction - INFO - Epoch [20][340/1793] lr: 7.500e-03, eta: 10:56:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5219, top5_acc: 0.8021, loss_cls: 1.8939, loss: 1.8939, grad_norm: 7.0539 2021-12-03 03:59:55,148 - mmaction - INFO - Epoch [20][360/1793] lr: 7.500e-03, eta: 10:56:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7990, loss_cls: 1.9188, loss: 1.9188, grad_norm: 7.1663 2021-12-03 04:00:09,187 - mmaction - INFO - Epoch [20][380/1793] lr: 7.500e-03, eta: 10:56:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.9222, loss: 1.9222, grad_norm: 6.9088 2021-12-03 04:00:23,236 - mmaction - INFO - Epoch [20][400/1793] lr: 7.500e-03, eta: 10:56:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.8010, loss_cls: 1.9178, loss: 1.9178, grad_norm: 7.1563 2021-12-03 04:00:37,265 - mmaction - INFO - Epoch [20][420/1793] lr: 7.500e-03, eta: 10:56:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.7854, loss_cls: 1.8980, loss: 1.8980, grad_norm: 7.2381 2021-12-03 04:00:51,309 - mmaction - INFO - Epoch [20][440/1793] lr: 7.500e-03, eta: 10:55:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7719, loss_cls: 1.9611, loss: 1.9611, grad_norm: 7.2478 2021-12-03 04:01:05,351 - mmaction - INFO - Epoch [20][460/1793] lr: 7.500e-03, eta: 10:55:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5396, top5_acc: 0.7823, loss_cls: 1.8765, loss: 1.8765, grad_norm: 6.9047 2021-12-03 04:01:19,394 - mmaction - INFO - Epoch [20][480/1793] lr: 7.500e-03, eta: 10:55:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5417, top5_acc: 0.8031, loss_cls: 1.8028, loss: 1.8028, grad_norm: 7.0081 2021-12-03 04:01:33,425 - mmaction - INFO - Epoch [20][500/1793] lr: 7.500e-03, eta: 10:55:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.8073, loss_cls: 1.9229, loss: 1.9229, grad_norm: 7.1773 2021-12-03 04:01:47,449 - mmaction - INFO - Epoch [20][520/1793] lr: 7.500e-03, eta: 10:54:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4969, top5_acc: 0.7771, loss_cls: 1.9926, loss: 1.9926, grad_norm: 7.1669 2021-12-03 04:02:01,483 - mmaction - INFO - Epoch [20][540/1793] lr: 7.500e-03, eta: 10:54:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7823, loss_cls: 1.9106, loss: 1.9106, grad_norm: 7.3816 2021-12-03 04:02:15,526 - mmaction - INFO - Epoch [20][560/1793] lr: 7.500e-03, eta: 10:54:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5260, top5_acc: 0.7896, loss_cls: 1.8982, loss: 1.8982, grad_norm: 6.9780 2021-12-03 04:02:29,562 - mmaction - INFO - Epoch [20][580/1793] lr: 7.500e-03, eta: 10:54:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7917, loss_cls: 1.9761, loss: 1.9761, grad_norm: 7.0358 2021-12-03 04:02:43,627 - mmaction - INFO - Epoch [20][600/1793] lr: 7.500e-03, eta: 10:53:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.8838, loss: 1.8838, grad_norm: 7.1261 2021-12-03 04:02:57,667 - mmaction - INFO - Epoch [20][620/1793] lr: 7.500e-03, eta: 10:53:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.8595, loss: 1.8595, grad_norm: 7.2458 2021-12-03 04:03:11,708 - mmaction - INFO - Epoch [20][640/1793] lr: 7.500e-03, eta: 10:53:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5427, top5_acc: 0.7958, loss_cls: 1.8230, loss: 1.8230, grad_norm: 7.0231 2021-12-03 04:03:25,749 - mmaction - INFO - Epoch [20][660/1793] lr: 7.500e-03, eta: 10:53:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7823, loss_cls: 1.9354, loss: 1.9354, grad_norm: 7.3969 2021-12-03 04:03:39,792 - mmaction - INFO - Epoch [20][680/1793] lr: 7.500e-03, eta: 10:52:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5271, top5_acc: 0.7865, loss_cls: 1.9220, loss: 1.9220, grad_norm: 7.4522 2021-12-03 04:03:53,835 - mmaction - INFO - Epoch [20][700/1793] lr: 7.500e-03, eta: 10:52:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5312, top5_acc: 0.7844, loss_cls: 1.8807, loss: 1.8807, grad_norm: 7.3248 2021-12-03 04:04:07,874 - mmaction - INFO - Epoch [20][720/1793] lr: 7.500e-03, eta: 10:52:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.9973, loss: 1.9973, grad_norm: 7.4558 2021-12-03 04:04:21,910 - mmaction - INFO - Epoch [20][740/1793] lr: 7.500e-03, eta: 10:52:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5292, top5_acc: 0.7948, loss_cls: 1.8541, loss: 1.8541, grad_norm: 7.3159 2021-12-03 04:04:35,955 - mmaction - INFO - Epoch [20][760/1793] lr: 7.500e-03, eta: 10:51:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7854, loss_cls: 1.9389, loss: 1.9389, grad_norm: 6.9840 2021-12-03 04:04:49,974 - mmaction - INFO - Epoch [20][780/1793] lr: 7.500e-03, eta: 10:51:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.9002, loss: 1.9002, grad_norm: 7.1547 2021-12-03 04:05:04,003 - mmaction - INFO - Epoch [20][800/1793] lr: 7.500e-03, eta: 10:51:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4906, top5_acc: 0.7750, loss_cls: 1.9839, loss: 1.9839, grad_norm: 7.5181 2021-12-03 04:05:18,039 - mmaction - INFO - Epoch [20][820/1793] lr: 7.500e-03, eta: 10:51:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5312, top5_acc: 0.7979, loss_cls: 1.8844, loss: 1.8844, grad_norm: 7.1998 2021-12-03 04:05:32,079 - mmaction - INFO - Epoch [20][840/1793] lr: 7.500e-03, eta: 10:50:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7719, loss_cls: 1.9642, loss: 1.9642, grad_norm: 7.1018 2021-12-03 04:05:46,119 - mmaction - INFO - Epoch [20][860/1793] lr: 7.500e-03, eta: 10:50:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5302, top5_acc: 0.7812, loss_cls: 1.9360, loss: 1.9360, grad_norm: 7.2427 2021-12-03 04:06:00,169 - mmaction - INFO - Epoch [20][880/1793] lr: 7.500e-03, eta: 10:50:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4990, top5_acc: 0.7854, loss_cls: 1.9688, loss: 1.9688, grad_norm: 7.4175 2021-12-03 04:06:14,197 - mmaction - INFO - Epoch [20][900/1793] lr: 7.500e-03, eta: 10:50:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5000, top5_acc: 0.7833, loss_cls: 1.9411, loss: 1.9411, grad_norm: 7.2216 2021-12-03 04:06:28,240 - mmaction - INFO - Epoch [20][920/1793] lr: 7.500e-03, eta: 10:49:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7833, loss_cls: 1.9453, loss: 1.9453, grad_norm: 7.1804 2021-12-03 04:06:42,279 - mmaction - INFO - Epoch [20][940/1793] lr: 7.500e-03, eta: 10:49:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4865, top5_acc: 0.7896, loss_cls: 1.9934, loss: 1.9934, grad_norm: 7.3935 2021-12-03 04:06:56,304 - mmaction - INFO - Epoch [20][960/1793] lr: 7.500e-03, eta: 10:49:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5323, top5_acc: 0.7812, loss_cls: 1.8554, loss: 1.8554, grad_norm: 7.1886 2021-12-03 04:07:10,332 - mmaction - INFO - Epoch [20][980/1793] lr: 7.500e-03, eta: 10:49:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5052, top5_acc: 0.7885, loss_cls: 1.9737, loss: 1.9737, grad_norm: 7.2425 2021-12-03 04:07:24,362 - mmaction - INFO - Epoch [20][1000/1793] lr: 7.500e-03, eta: 10:48:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5031, top5_acc: 0.7812, loss_cls: 1.9294, loss: 1.9294, grad_norm: 7.2476 2021-12-03 04:07:38,390 - mmaction - INFO - Epoch [20][1020/1793] lr: 7.500e-03, eta: 10:48:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4854, top5_acc: 0.7792, loss_cls: 2.0607, loss: 2.0607, grad_norm: 7.3014 2021-12-03 04:07:52,410 - mmaction - INFO - Epoch [20][1040/1793] lr: 7.500e-03, eta: 10:48:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7698, loss_cls: 1.9791, loss: 1.9791, grad_norm: 7.0615 2021-12-03 04:08:06,446 - mmaction - INFO - Epoch [20][1060/1793] lr: 7.500e-03, eta: 10:48:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5292, top5_acc: 0.7896, loss_cls: 1.8985, loss: 1.8985, grad_norm: 7.2880 2021-12-03 04:08:20,466 - mmaction - INFO - Epoch [20][1080/1793] lr: 7.500e-03, eta: 10:47:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7750, loss_cls: 1.9329, loss: 1.9329, grad_norm: 7.3726 2021-12-03 04:08:34,489 - mmaction - INFO - Epoch [20][1100/1793] lr: 7.500e-03, eta: 10:47:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5333, top5_acc: 0.7865, loss_cls: 1.8640, loss: 1.8640, grad_norm: 6.8395 2021-12-03 04:08:48,513 - mmaction - INFO - Epoch [20][1120/1793] lr: 7.500e-03, eta: 10:47:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7792, loss_cls: 1.9271, loss: 1.9271, grad_norm: 6.9421 2021-12-03 04:09:02,534 - mmaction - INFO - Epoch [20][1140/1793] lr: 7.500e-03, eta: 10:47:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5302, top5_acc: 0.7771, loss_cls: 1.9353, loss: 1.9353, grad_norm: 6.9558 2021-12-03 04:09:16,560 - mmaction - INFO - Epoch [20][1160/1793] lr: 7.500e-03, eta: 10:46:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.8000, loss_cls: 1.8653, loss: 1.8653, grad_norm: 7.1052 2021-12-03 04:09:30,576 - mmaction - INFO - Epoch [20][1180/1793] lr: 7.500e-03, eta: 10:46:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5271, top5_acc: 0.8021, loss_cls: 1.8355, loss: 1.8355, grad_norm: 6.5933 2021-12-03 04:09:44,591 - mmaction - INFO - Epoch [20][1200/1793] lr: 7.500e-03, eta: 10:46:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5198, top5_acc: 0.8073, loss_cls: 1.8098, loss: 1.8098, grad_norm: 7.1124 2021-12-03 04:09:58,629 - mmaction - INFO - Epoch [20][1220/1793] lr: 7.500e-03, eta: 10:46:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5073, top5_acc: 0.7750, loss_cls: 1.9736, loss: 1.9736, grad_norm: 7.2518 2021-12-03 04:10:12,656 - mmaction - INFO - Epoch [20][1240/1793] lr: 7.500e-03, eta: 10:46:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5083, top5_acc: 0.7698, loss_cls: 1.9829, loss: 1.9829, grad_norm: 7.3424 2021-12-03 04:10:26,673 - mmaction - INFO - Epoch [20][1260/1793] lr: 7.500e-03, eta: 10:45:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7688, loss_cls: 1.9296, loss: 1.9296, grad_norm: 7.1933 2021-12-03 04:10:40,699 - mmaction - INFO - Epoch [20][1280/1793] lr: 7.500e-03, eta: 10:45:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5479, top5_acc: 0.7937, loss_cls: 1.8375, loss: 1.8375, grad_norm: 7.1391 2021-12-03 04:10:54,724 - mmaction - INFO - Epoch [20][1300/1793] lr: 7.500e-03, eta: 10:45:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5125, top5_acc: 0.7937, loss_cls: 1.9074, loss: 1.9074, grad_norm: 7.1712 2021-12-03 04:11:08,754 - mmaction - INFO - Epoch [20][1320/1793] lr: 7.500e-03, eta: 10:45:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.4885, top5_acc: 0.7615, loss_cls: 2.0497, loss: 2.0497, grad_norm: 7.0875 2021-12-03 04:11:22,787 - mmaction - INFO - Epoch [20][1340/1793] lr: 7.500e-03, eta: 10:44:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7802, loss_cls: 1.9209, loss: 1.9209, grad_norm: 7.1339 2021-12-03 04:11:36,811 - mmaction - INFO - Epoch [20][1360/1793] lr: 7.500e-03, eta: 10:44:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5156, top5_acc: 0.7792, loss_cls: 1.8958, loss: 1.8958, grad_norm: 7.3319 2021-12-03 04:11:50,842 - mmaction - INFO - Epoch [20][1380/1793] lr: 7.500e-03, eta: 10:44:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7698, loss_cls: 1.9895, loss: 1.9895, grad_norm: 7.3973 2021-12-03 04:12:04,879 - mmaction - INFO - Epoch [20][1400/1793] lr: 7.500e-03, eta: 10:44:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4813, top5_acc: 0.7729, loss_cls: 2.0420, loss: 2.0420, grad_norm: 7.2962 2021-12-03 04:12:18,909 - mmaction - INFO - Epoch [20][1420/1793] lr: 7.500e-03, eta: 10:43:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5229, top5_acc: 0.7802, loss_cls: 1.9151, loss: 1.9151, grad_norm: 7.2709 2021-12-03 04:12:32,953 - mmaction - INFO - Epoch [20][1440/1793] lr: 7.500e-03, eta: 10:43:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5062, top5_acc: 0.7760, loss_cls: 1.9774, loss: 1.9774, grad_norm: 7.1587 2021-12-03 04:12:46,994 - mmaction - INFO - Epoch [20][1460/1793] lr: 7.500e-03, eta: 10:43:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5188, top5_acc: 0.7771, loss_cls: 1.9363, loss: 1.9363, grad_norm: 7.1126 2021-12-03 04:13:01,055 - mmaction - INFO - Epoch [20][1480/1793] lr: 7.500e-03, eta: 10:43:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7958, loss_cls: 1.9743, loss: 1.9743, grad_norm: 7.1441 2021-12-03 04:13:15,095 - mmaction - INFO - Epoch [20][1500/1793] lr: 7.500e-03, eta: 10:42:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4958, top5_acc: 0.7823, loss_cls: 1.9296, loss: 1.9296, grad_norm: 7.2858 2021-12-03 04:13:29,153 - mmaction - INFO - Epoch [20][1520/1793] lr: 7.500e-03, eta: 10:42:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5094, top5_acc: 0.7917, loss_cls: 1.9266, loss: 1.9266, grad_norm: 7.2291 2021-12-03 04:13:43,211 - mmaction - INFO - Epoch [20][1540/1793] lr: 7.500e-03, eta: 10:42:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7885, loss_cls: 1.9515, loss: 1.9515, grad_norm: 7.0258 2021-12-03 04:13:57,274 - mmaction - INFO - Epoch [20][1560/1793] lr: 7.500e-03, eta: 10:42:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5354, top5_acc: 0.7833, loss_cls: 1.9254, loss: 1.9254, grad_norm: 7.0919 2021-12-03 04:14:11,327 - mmaction - INFO - Epoch [20][1580/1793] lr: 7.500e-03, eta: 10:41:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5115, top5_acc: 0.7896, loss_cls: 1.8405, loss: 1.8405, grad_norm: 7.1405 2021-12-03 04:14:25,391 - mmaction - INFO - Epoch [20][1600/1793] lr: 7.500e-03, eta: 10:41:37, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.5281, top5_acc: 0.7927, loss_cls: 1.8711, loss: 1.8711, grad_norm: 6.9686 2021-12-03 04:14:39,450 - mmaction - INFO - Epoch [20][1620/1793] lr: 7.500e-03, eta: 10:41:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5167, top5_acc: 0.7906, loss_cls: 1.8648, loss: 1.8648, grad_norm: 7.0590 2021-12-03 04:14:53,504 - mmaction - INFO - Epoch [20][1640/1793] lr: 7.500e-03, eta: 10:41:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5333, top5_acc: 0.7875, loss_cls: 1.9242, loss: 1.9242, grad_norm: 7.4782 2021-12-03 04:15:07,567 - mmaction - INFO - Epoch [20][1660/1793] lr: 7.500e-03, eta: 10:40:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5021, top5_acc: 0.7750, loss_cls: 1.9423, loss: 1.9423, grad_norm: 7.2322 2021-12-03 04:15:21,636 - mmaction - INFO - Epoch [20][1680/1793] lr: 7.500e-03, eta: 10:40:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5323, top5_acc: 0.7875, loss_cls: 1.8720, loss: 1.8720, grad_norm: 7.2697 2021-12-03 04:15:35,677 - mmaction - INFO - Epoch [20][1700/1793] lr: 7.500e-03, eta: 10:40:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.4990, top5_acc: 0.7729, loss_cls: 1.9778, loss: 1.9778, grad_norm: 7.1800 2021-12-03 04:15:49,732 - mmaction - INFO - Epoch [20][1720/1793] lr: 7.500e-03, eta: 10:40:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5240, top5_acc: 0.7917, loss_cls: 1.9338, loss: 1.9338, grad_norm: 6.8883 2021-12-03 04:16:03,772 - mmaction - INFO - Epoch [20][1740/1793] lr: 7.500e-03, eta: 10:39:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5208, top5_acc: 0.7844, loss_cls: 1.9423, loss: 1.9423, grad_norm: 7.0637 2021-12-03 04:16:17,834 - mmaction - INFO - Epoch [20][1760/1793] lr: 7.500e-03, eta: 10:39:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5042, top5_acc: 0.7740, loss_cls: 2.0147, loss: 2.0147, grad_norm: 7.2167 2021-12-03 04:16:31,891 - mmaction - INFO - Epoch [20][1780/1793] lr: 7.500e-03, eta: 10:39:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5104, top5_acc: 0.7708, loss_cls: 2.0010, loss: 2.0010, grad_norm: 7.4693 2021-12-03 04:17:48,886 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:17:49,043 - mmaction - INFO - top1_acc 0.3635 top5_acc 0.6640 2021-12-03 04:17:49,043 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:17:49,053 - mmaction - INFO - mean_acc 0.3292 2021-12-03 04:17:49,058 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-12-03 04:17:50,743 - mmaction - INFO - Epoch(val) [20][241] top1_acc: 0.3635, top5_acc: 0.6640, mean_class_accuracy: 0.3292 2021-12-03 04:18:30,913 - mmaction - INFO - Epoch [21][20/1793] lr: 7.500e-04, eta: 10:39:27, time: 2.008, data_time: 1.301, memory: 10398, top1_acc: 0.5292, top5_acc: 0.8010, loss_cls: 1.8577, loss: 1.8577, grad_norm: 6.5673 2021-12-03 04:18:44,938 - mmaction - INFO - Epoch [21][40/1793] lr: 7.500e-04, eta: 10:39:12, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.5500, top5_acc: 0.8031, loss_cls: 1.8110, loss: 1.8110, grad_norm: 6.6535 2021-12-03 04:18:58,950 - mmaction - INFO - Epoch [21][60/1793] lr: 7.500e-04, eta: 10:38:58, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.5687, top5_acc: 0.8260, loss_cls: 1.6805, loss: 1.6805, grad_norm: 6.5469 2021-12-03 04:19:12,976 - mmaction - INFO - Epoch [21][80/1793] lr: 7.500e-04, eta: 10:38:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5938, top5_acc: 0.8302, loss_cls: 1.6635, loss: 1.6635, grad_norm: 6.7263 2021-12-03 04:19:27,015 - mmaction - INFO - Epoch [21][100/1793] lr: 7.500e-04, eta: 10:38:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6074, loss: 1.6074, grad_norm: 6.5547 2021-12-03 04:19:41,051 - mmaction - INFO - Epoch [21][120/1793] lr: 7.500e-04, eta: 10:38:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6188, top5_acc: 0.8656, loss_cls: 1.4916, loss: 1.4916, grad_norm: 6.3083 2021-12-03 04:19:55,080 - mmaction - INFO - Epoch [21][140/1793] lr: 7.500e-04, eta: 10:37:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6198, top5_acc: 0.8406, loss_cls: 1.4917, loss: 1.4917, grad_norm: 6.2711 2021-12-03 04:20:09,117 - mmaction - INFO - Epoch [21][160/1793] lr: 7.500e-04, eta: 10:37:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5781, top5_acc: 0.8385, loss_cls: 1.6287, loss: 1.6287, grad_norm: 6.4570 2021-12-03 04:20:23,164 - mmaction - INFO - Epoch [21][180/1793] lr: 7.500e-04, eta: 10:37:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6021, top5_acc: 0.8396, loss_cls: 1.5947, loss: 1.5947, grad_norm: 6.4213 2021-12-03 04:20:37,197 - mmaction - INFO - Epoch [21][200/1793] lr: 7.500e-04, eta: 10:37:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5906, top5_acc: 0.8365, loss_cls: 1.5701, loss: 1.5701, grad_norm: 6.3562 2021-12-03 04:20:51,238 - mmaction - INFO - Epoch [21][220/1793] lr: 7.500e-04, eta: 10:37:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6021, top5_acc: 0.8292, loss_cls: 1.5513, loss: 1.5513, grad_norm: 6.4424 2021-12-03 04:21:05,286 - mmaction - INFO - Epoch [21][240/1793] lr: 7.500e-04, eta: 10:36:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6396, top5_acc: 0.8542, loss_cls: 1.4536, loss: 1.4536, grad_norm: 6.3092 2021-12-03 04:21:19,330 - mmaction - INFO - Epoch [21][260/1793] lr: 7.500e-04, eta: 10:36:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.5938, top5_acc: 0.8260, loss_cls: 1.6252, loss: 1.6252, grad_norm: 6.5411 2021-12-03 04:21:33,379 - mmaction - INFO - Epoch [21][280/1793] lr: 7.500e-04, eta: 10:36:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6177, top5_acc: 0.8458, loss_cls: 1.4725, loss: 1.4725, grad_norm: 6.5814 2021-12-03 04:21:47,419 - mmaction - INFO - Epoch [21][300/1793] lr: 7.500e-04, eta: 10:36:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6094, top5_acc: 0.8365, loss_cls: 1.5300, loss: 1.5300, grad_norm: 6.5508 2021-12-03 04:22:01,466 - mmaction - INFO - Epoch [21][320/1793] lr: 7.500e-04, eta: 10:35:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6198, top5_acc: 0.8417, loss_cls: 1.5125, loss: 1.5125, grad_norm: 6.4558 2021-12-03 04:22:15,526 - mmaction - INFO - Epoch [21][340/1793] lr: 7.500e-04, eta: 10:35:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6146, top5_acc: 0.8354, loss_cls: 1.5549, loss: 1.5549, grad_norm: 6.4598 2021-12-03 04:22:29,589 - mmaction - INFO - Epoch [21][360/1793] lr: 7.500e-04, eta: 10:35:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.5948, top5_acc: 0.8292, loss_cls: 1.5560, loss: 1.5560, grad_norm: 6.6329 2021-12-03 04:22:43,614 - mmaction - INFO - Epoch [21][380/1793] lr: 7.500e-04, eta: 10:35:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6000, top5_acc: 0.8427, loss_cls: 1.5418, loss: 1.5418, grad_norm: 6.5989 2021-12-03 04:22:57,653 - mmaction - INFO - Epoch [21][400/1793] lr: 7.500e-04, eta: 10:34:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6146, top5_acc: 0.8573, loss_cls: 1.4522, loss: 1.4522, grad_norm: 6.2807 2021-12-03 04:23:11,691 - mmaction - INFO - Epoch [21][420/1793] lr: 7.500e-04, eta: 10:34:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6042, top5_acc: 0.8406, loss_cls: 1.5859, loss: 1.5859, grad_norm: 6.7819 2021-12-03 04:23:25,738 - mmaction - INFO - Epoch [21][440/1793] lr: 7.500e-04, eta: 10:34:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6177, top5_acc: 0.8510, loss_cls: 1.4836, loss: 1.4836, grad_norm: 6.5387 2021-12-03 04:23:39,763 - mmaction - INFO - Epoch [21][460/1793] lr: 7.500e-04, eta: 10:34:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6260, top5_acc: 0.8615, loss_cls: 1.4154, loss: 1.4154, grad_norm: 6.5740 2021-12-03 04:23:53,791 - mmaction - INFO - Epoch [21][480/1793] lr: 7.500e-04, eta: 10:33:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6094, top5_acc: 0.8490, loss_cls: 1.4896, loss: 1.4896, grad_norm: 6.5812 2021-12-03 04:24:07,835 - mmaction - INFO - Epoch [21][500/1793] lr: 7.500e-04, eta: 10:33:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6240, top5_acc: 0.8615, loss_cls: 1.4509, loss: 1.4509, grad_norm: 6.6543 2021-12-03 04:24:21,864 - mmaction - INFO - Epoch [21][520/1793] lr: 7.500e-04, eta: 10:33:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6302, top5_acc: 0.8438, loss_cls: 1.4959, loss: 1.4959, grad_norm: 6.6526 2021-12-03 04:24:35,891 - mmaction - INFO - Epoch [21][540/1793] lr: 7.500e-04, eta: 10:33:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6417, top5_acc: 0.8688, loss_cls: 1.3796, loss: 1.3796, grad_norm: 6.4075 2021-12-03 04:24:49,927 - mmaction - INFO - Epoch [21][560/1793] lr: 7.500e-04, eta: 10:32:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6146, top5_acc: 0.8531, loss_cls: 1.4962, loss: 1.4962, grad_norm: 6.7830 2021-12-03 04:25:03,950 - mmaction - INFO - Epoch [21][580/1793] lr: 7.500e-04, eta: 10:32:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6229, top5_acc: 0.8292, loss_cls: 1.5541, loss: 1.5541, grad_norm: 6.6137 2021-12-03 04:25:17,973 - mmaction - INFO - Epoch [21][600/1793] lr: 7.500e-04, eta: 10:32:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6146, top5_acc: 0.8708, loss_cls: 1.4240, loss: 1.4240, grad_norm: 6.6208 2021-12-03 04:25:32,001 - mmaction - INFO - Epoch [21][620/1793] lr: 7.500e-04, eta: 10:32:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6406, top5_acc: 0.8615, loss_cls: 1.3733, loss: 1.3733, grad_norm: 6.4782 2021-12-03 04:25:46,019 - mmaction - INFO - Epoch [21][640/1793] lr: 7.500e-04, eta: 10:31:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.5896, top5_acc: 0.8365, loss_cls: 1.6008, loss: 1.6008, grad_norm: 6.7841 2021-12-03 04:26:00,037 - mmaction - INFO - Epoch [21][660/1793] lr: 7.500e-04, eta: 10:31:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6135, top5_acc: 0.8479, loss_cls: 1.5467, loss: 1.5467, grad_norm: 6.9080 2021-12-03 04:26:14,054 - mmaction - INFO - Epoch [21][680/1793] lr: 7.500e-04, eta: 10:31:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6312, top5_acc: 0.8448, loss_cls: 1.4815, loss: 1.4815, grad_norm: 6.6605 2021-12-03 04:26:28,098 - mmaction - INFO - Epoch [21][700/1793] lr: 7.500e-04, eta: 10:31:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6385, top5_acc: 0.8625, loss_cls: 1.4489, loss: 1.4489, grad_norm: 6.4421 2021-12-03 04:26:42,112 - mmaction - INFO - Epoch [21][720/1793] lr: 7.500e-04, eta: 10:30:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6104, top5_acc: 0.8448, loss_cls: 1.5569, loss: 1.5569, grad_norm: 6.9466 2021-12-03 04:26:56,131 - mmaction - INFO - Epoch [21][740/1793] lr: 7.500e-04, eta: 10:30:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6396, top5_acc: 0.8469, loss_cls: 1.4764, loss: 1.4764, grad_norm: 6.5911 2021-12-03 04:27:10,156 - mmaction - INFO - Epoch [21][760/1793] lr: 7.500e-04, eta: 10:30:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8677, loss_cls: 1.3689, loss: 1.3689, grad_norm: 6.4176 2021-12-03 04:27:24,173 - mmaction - INFO - Epoch [21][780/1793] lr: 7.500e-04, eta: 10:30:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6271, top5_acc: 0.8583, loss_cls: 1.4174, loss: 1.4174, grad_norm: 6.6709 2021-12-03 04:27:38,198 - mmaction - INFO - Epoch [21][800/1793] lr: 7.500e-04, eta: 10:29:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6042, top5_acc: 0.8479, loss_cls: 1.5181, loss: 1.5181, grad_norm: 6.9493 2021-12-03 04:27:52,227 - mmaction - INFO - Epoch [21][820/1793] lr: 7.500e-04, eta: 10:29:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.5100, loss: 1.5100, grad_norm: 6.7149 2021-12-03 04:28:06,260 - mmaction - INFO - Epoch [21][840/1793] lr: 7.500e-04, eta: 10:29:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6062, top5_acc: 0.8458, loss_cls: 1.5207, loss: 1.5207, grad_norm: 6.9620 2021-12-03 04:28:20,283 - mmaction - INFO - Epoch [21][860/1793] lr: 7.500e-04, eta: 10:29:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6146, top5_acc: 0.8583, loss_cls: 1.4870, loss: 1.4870, grad_norm: 6.5905 2021-12-03 04:28:34,313 - mmaction - INFO - Epoch [21][880/1793] lr: 7.500e-04, eta: 10:28:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6125, top5_acc: 0.8573, loss_cls: 1.4451, loss: 1.4451, grad_norm: 6.5878 2021-12-03 04:28:48,344 - mmaction - INFO - Epoch [21][900/1793] lr: 7.500e-04, eta: 10:28:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6396, top5_acc: 0.8719, loss_cls: 1.3705, loss: 1.3705, grad_norm: 6.4554 2021-12-03 04:29:02,367 - mmaction - INFO - Epoch [21][920/1793] lr: 7.500e-04, eta: 10:28:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6177, top5_acc: 0.8427, loss_cls: 1.5052, loss: 1.5052, grad_norm: 6.8481 2021-12-03 04:29:16,380 - mmaction - INFO - Epoch [21][940/1793] lr: 7.500e-04, eta: 10:28:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6281, top5_acc: 0.8573, loss_cls: 1.4297, loss: 1.4297, grad_norm: 6.6994 2021-12-03 04:29:30,418 - mmaction - INFO - Epoch [21][960/1793] lr: 7.500e-04, eta: 10:28:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6115, top5_acc: 0.8427, loss_cls: 1.4873, loss: 1.4873, grad_norm: 6.9441 2021-12-03 04:29:44,432 - mmaction - INFO - Epoch [21][980/1793] lr: 7.500e-04, eta: 10:27:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6396, top5_acc: 0.8458, loss_cls: 1.4589, loss: 1.4589, grad_norm: 6.6883 2021-12-03 04:29:58,463 - mmaction - INFO - Epoch [21][1000/1793] lr: 7.500e-04, eta: 10:27:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6521, top5_acc: 0.8646, loss_cls: 1.3930, loss: 1.3930, grad_norm: 6.5337 2021-12-03 04:30:12,497 - mmaction - INFO - Epoch [21][1020/1793] lr: 7.500e-04, eta: 10:27:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6125, top5_acc: 0.8542, loss_cls: 1.5152, loss: 1.5152, grad_norm: 6.8253 2021-12-03 04:30:26,538 - mmaction - INFO - Epoch [21][1040/1793] lr: 7.500e-04, eta: 10:27:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6000, top5_acc: 0.8625, loss_cls: 1.4444, loss: 1.4444, grad_norm: 6.8494 2021-12-03 04:30:40,580 - mmaction - INFO - Epoch [21][1060/1793] lr: 7.500e-04, eta: 10:26:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8604, loss_cls: 1.4349, loss: 1.4349, grad_norm: 6.4702 2021-12-03 04:30:54,608 - mmaction - INFO - Epoch [21][1080/1793] lr: 7.500e-04, eta: 10:26:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6167, top5_acc: 0.8385, loss_cls: 1.5095, loss: 1.5095, grad_norm: 6.6512 2021-12-03 04:31:08,647 - mmaction - INFO - Epoch [21][1100/1793] lr: 7.500e-04, eta: 10:26:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8729, loss_cls: 1.2981, loss: 1.2981, grad_norm: 6.3207 2021-12-03 04:31:22,684 - mmaction - INFO - Epoch [21][1120/1793] lr: 7.500e-04, eta: 10:26:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6542, top5_acc: 0.8792, loss_cls: 1.3160, loss: 1.3160, grad_norm: 6.4249 2021-12-03 04:31:36,714 - mmaction - INFO - Epoch [21][1140/1793] lr: 7.500e-04, eta: 10:25:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6344, top5_acc: 0.8521, loss_cls: 1.4337, loss: 1.4337, grad_norm: 6.8389 2021-12-03 04:31:50,751 - mmaction - INFO - Epoch [21][1160/1793] lr: 7.500e-04, eta: 10:25:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8708, loss_cls: 1.3258, loss: 1.3258, grad_norm: 6.6004 2021-12-03 04:32:04,769 - mmaction - INFO - Epoch [21][1180/1793] lr: 7.500e-04, eta: 10:25:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6240, top5_acc: 0.8583, loss_cls: 1.4624, loss: 1.4624, grad_norm: 6.9918 2021-12-03 04:32:18,794 - mmaction - INFO - Epoch [21][1200/1793] lr: 7.500e-04, eta: 10:25:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6302, top5_acc: 0.8479, loss_cls: 1.4030, loss: 1.4030, grad_norm: 6.7373 2021-12-03 04:32:32,801 - mmaction - INFO - Epoch [21][1220/1793] lr: 7.500e-04, eta: 10:24:50, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.6490, top5_acc: 0.8510, loss_cls: 1.4277, loss: 1.4277, grad_norm: 6.6781 2021-12-03 04:32:46,829 - mmaction - INFO - Epoch [21][1240/1793] lr: 7.500e-04, eta: 10:24:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6448, top5_acc: 0.8458, loss_cls: 1.4439, loss: 1.4439, grad_norm: 6.7936 2021-12-03 04:33:00,859 - mmaction - INFO - Epoch [21][1260/1793] lr: 7.500e-04, eta: 10:24:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6323, top5_acc: 0.8490, loss_cls: 1.4616, loss: 1.4616, grad_norm: 6.7267 2021-12-03 04:33:14,893 - mmaction - INFO - Epoch [21][1280/1793] lr: 7.500e-04, eta: 10:24:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6354, top5_acc: 0.8552, loss_cls: 1.4122, loss: 1.4122, grad_norm: 6.6710 2021-12-03 04:33:28,943 - mmaction - INFO - Epoch [21][1300/1793] lr: 7.500e-04, eta: 10:23:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6385, top5_acc: 0.8667, loss_cls: 1.4129, loss: 1.4129, grad_norm: 6.7458 2021-12-03 04:33:42,994 - mmaction - INFO - Epoch [21][1320/1793] lr: 7.500e-04, eta: 10:23:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8656, loss_cls: 1.3599, loss: 1.3599, grad_norm: 6.8102 2021-12-03 04:33:57,019 - mmaction - INFO - Epoch [21][1340/1793] lr: 7.500e-04, eta: 10:23:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6115, top5_acc: 0.8365, loss_cls: 1.4967, loss: 1.4967, grad_norm: 6.9276 2021-12-03 04:34:11,052 - mmaction - INFO - Epoch [21][1360/1793] lr: 7.500e-04, eta: 10:23:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8667, loss_cls: 1.3504, loss: 1.3504, grad_norm: 6.5397 2021-12-03 04:34:25,083 - mmaction - INFO - Epoch [21][1380/1793] lr: 7.500e-04, eta: 10:22:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6292, top5_acc: 0.8406, loss_cls: 1.4588, loss: 1.4588, grad_norm: 6.5978 2021-12-03 04:34:39,124 - mmaction - INFO - Epoch [21][1400/1793] lr: 7.500e-04, eta: 10:22:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6385, top5_acc: 0.8729, loss_cls: 1.3700, loss: 1.3700, grad_norm: 6.6195 2021-12-03 04:34:53,172 - mmaction - INFO - Epoch [21][1420/1793] lr: 7.500e-04, eta: 10:22:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6229, top5_acc: 0.8573, loss_cls: 1.4650, loss: 1.4650, grad_norm: 6.9184 2021-12-03 04:35:07,236 - mmaction - INFO - Epoch [21][1440/1793] lr: 7.500e-04, eta: 10:22:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6344, top5_acc: 0.8719, loss_cls: 1.3837, loss: 1.3837, grad_norm: 6.9481 2021-12-03 04:35:21,275 - mmaction - INFO - Epoch [21][1460/1793] lr: 7.500e-04, eta: 10:21:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6323, top5_acc: 0.8698, loss_cls: 1.3967, loss: 1.3967, grad_norm: 6.7716 2021-12-03 04:35:35,321 - mmaction - INFO - Epoch [21][1480/1793] lr: 7.500e-04, eta: 10:21:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6323, top5_acc: 0.8438, loss_cls: 1.4189, loss: 1.4189, grad_norm: 6.8290 2021-12-03 04:35:49,359 - mmaction - INFO - Epoch [21][1500/1793] lr: 7.500e-04, eta: 10:21:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.3809, loss: 1.3809, grad_norm: 6.7667 2021-12-03 04:36:03,398 - mmaction - INFO - Epoch [21][1520/1793] lr: 7.500e-04, eta: 10:21:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6198, top5_acc: 0.8438, loss_cls: 1.4382, loss: 1.4382, grad_norm: 6.6823 2021-12-03 04:36:17,418 - mmaction - INFO - Epoch [21][1540/1793] lr: 7.500e-04, eta: 10:20:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6479, top5_acc: 0.8552, loss_cls: 1.3997, loss: 1.3997, grad_norm: 6.9575 2021-12-03 04:36:31,455 - mmaction - INFO - Epoch [21][1560/1793] lr: 7.500e-04, eta: 10:20:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6354, top5_acc: 0.8688, loss_cls: 1.4017, loss: 1.4017, grad_norm: 6.9054 2021-12-03 04:36:45,497 - mmaction - INFO - Epoch [21][1580/1793] lr: 7.500e-04, eta: 10:20:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6323, top5_acc: 0.8552, loss_cls: 1.4337, loss: 1.4337, grad_norm: 6.8627 2021-12-03 04:36:59,543 - mmaction - INFO - Epoch [21][1600/1793] lr: 7.500e-04, eta: 10:20:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6427, top5_acc: 0.8552, loss_cls: 1.3969, loss: 1.3969, grad_norm: 6.5239 2021-12-03 04:37:13,607 - mmaction - INFO - Epoch [21][1620/1793] lr: 7.500e-04, eta: 10:19:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6219, top5_acc: 0.8500, loss_cls: 1.4650, loss: 1.4650, grad_norm: 6.9809 2021-12-03 04:37:27,657 - mmaction - INFO - Epoch [21][1640/1793] lr: 7.500e-04, eta: 10:19:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6448, top5_acc: 0.8667, loss_cls: 1.3938, loss: 1.3938, grad_norm: 6.7059 2021-12-03 04:37:41,701 - mmaction - INFO - Epoch [21][1660/1793] lr: 7.500e-04, eta: 10:19:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6240, top5_acc: 0.8552, loss_cls: 1.4282, loss: 1.4282, grad_norm: 6.7347 2021-12-03 04:37:55,730 - mmaction - INFO - Epoch [21][1680/1793] lr: 7.500e-04, eta: 10:19:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6469, top5_acc: 0.8677, loss_cls: 1.4160, loss: 1.4160, grad_norm: 6.8487 2021-12-03 04:38:09,772 - mmaction - INFO - Epoch [21][1700/1793] lr: 7.500e-04, eta: 10:19:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6323, top5_acc: 0.8531, loss_cls: 1.4900, loss: 1.4900, grad_norm: 7.1319 2021-12-03 04:38:23,830 - mmaction - INFO - Epoch [21][1720/1793] lr: 7.500e-04, eta: 10:18:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6552, top5_acc: 0.8708, loss_cls: 1.3492, loss: 1.3492, grad_norm: 6.6157 2021-12-03 04:38:37,873 - mmaction - INFO - Epoch [21][1740/1793] lr: 7.500e-04, eta: 10:18:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6146, top5_acc: 0.8396, loss_cls: 1.5144, loss: 1.5144, grad_norm: 7.1156 2021-12-03 04:38:51,920 - mmaction - INFO - Epoch [21][1760/1793] lr: 7.500e-04, eta: 10:18:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8719, loss_cls: 1.3546, loss: 1.3546, grad_norm: 6.8844 2021-12-03 04:39:05,954 - mmaction - INFO - Epoch [21][1780/1793] lr: 7.500e-04, eta: 10:18:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6208, top5_acc: 0.8438, loss_cls: 1.4623, loss: 1.4623, grad_norm: 6.9763 2021-12-03 04:40:22,004 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:40:22,158 - mmaction - INFO - top1_acc 0.4545 top5_acc 0.7499 2021-12-03 04:40:22,158 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:40:22,167 - mmaction - INFO - mean_acc 0.4147 2021-12-03 04:40:23,424 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2021-12-03 04:40:23,424 - mmaction - INFO - Best top1_acc is 0.4545 at 21 epoch. 2021-12-03 04:40:23,437 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-12-03 04:40:25,092 - mmaction - INFO - Epoch(val) [21][241] top1_acc: 0.4545, top5_acc: 0.7499, mean_class_accuracy: 0.4147 2021-12-03 04:41:05,003 - mmaction - INFO - Epoch [22][20/1793] lr: 7.500e-04, eta: 10:18:01, time: 1.995, data_time: 1.295, memory: 10398, top1_acc: 0.6510, top5_acc: 0.8635, loss_cls: 1.3647, loss: 1.3647, grad_norm: 6.7618 2021-12-03 04:41:19,015 - mmaction - INFO - Epoch [22][40/1793] lr: 7.500e-04, eta: 10:17:47, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8688, loss_cls: 1.3167, loss: 1.3167, grad_norm: 6.4241 2021-12-03 04:41:33,035 - mmaction - INFO - Epoch [22][60/1793] lr: 7.500e-04, eta: 10:17:32, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.4006, loss: 1.4006, grad_norm: 6.8234 2021-12-03 04:41:47,076 - mmaction - INFO - Epoch [22][80/1793] lr: 7.500e-04, eta: 10:17:18, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.6292, top5_acc: 0.8542, loss_cls: 1.4228, loss: 1.4228, grad_norm: 6.8529 2021-12-03 04:42:01,139 - mmaction - INFO - Epoch [22][100/1793] lr: 7.500e-04, eta: 10:17:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8646, loss_cls: 1.3401, loss: 1.3401, grad_norm: 6.4974 2021-12-03 04:42:15,173 - mmaction - INFO - Epoch [22][120/1793] lr: 7.500e-04, eta: 10:16:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8740, loss_cls: 1.2758, loss: 1.2758, grad_norm: 6.6242 2021-12-03 04:42:29,220 - mmaction - INFO - Epoch [22][140/1793] lr: 7.500e-04, eta: 10:16:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6542, top5_acc: 0.8812, loss_cls: 1.3367, loss: 1.3367, grad_norm: 6.7955 2021-12-03 04:42:43,276 - mmaction - INFO - Epoch [22][160/1793] lr: 7.500e-04, eta: 10:16:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8771, loss_cls: 1.3025, loss: 1.3025, grad_norm: 6.5411 2021-12-03 04:42:57,320 - mmaction - INFO - Epoch [22][180/1793] lr: 7.500e-04, eta: 10:16:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8729, loss_cls: 1.3342, loss: 1.3342, grad_norm: 6.9982 2021-12-03 04:43:11,358 - mmaction - INFO - Epoch [22][200/1793] lr: 7.500e-04, eta: 10:15:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8719, loss_cls: 1.3609, loss: 1.3609, grad_norm: 6.8701 2021-12-03 04:43:25,396 - mmaction - INFO - Epoch [22][220/1793] lr: 7.500e-04, eta: 10:15:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6427, top5_acc: 0.8708, loss_cls: 1.3673, loss: 1.3673, grad_norm: 6.8633 2021-12-03 04:43:39,447 - mmaction - INFO - Epoch [22][240/1793] lr: 7.500e-04, eta: 10:15:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6385, top5_acc: 0.8667, loss_cls: 1.3707, loss: 1.3707, grad_norm: 6.9970 2021-12-03 04:43:53,483 - mmaction - INFO - Epoch [22][260/1793] lr: 7.500e-04, eta: 10:15:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8854, loss_cls: 1.2654, loss: 1.2654, grad_norm: 6.5825 2021-12-03 04:44:07,520 - mmaction - INFO - Epoch [22][280/1793] lr: 7.500e-04, eta: 10:14:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8760, loss_cls: 1.2962, loss: 1.2962, grad_norm: 6.6596 2021-12-03 04:44:21,552 - mmaction - INFO - Epoch [22][300/1793] lr: 7.500e-04, eta: 10:14:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8708, loss_cls: 1.3278, loss: 1.3278, grad_norm: 6.9233 2021-12-03 04:44:35,598 - mmaction - INFO - Epoch [22][320/1793] lr: 7.500e-04, eta: 10:14:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8615, loss_cls: 1.3520, loss: 1.3520, grad_norm: 6.7912 2021-12-03 04:44:49,622 - mmaction - INFO - Epoch [22][340/1793] lr: 7.500e-04, eta: 10:14:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6219, top5_acc: 0.8802, loss_cls: 1.3654, loss: 1.3654, grad_norm: 7.0755 2021-12-03 04:45:03,656 - mmaction - INFO - Epoch [22][360/1793] lr: 7.500e-04, eta: 10:13:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8656, loss_cls: 1.4012, loss: 1.4012, grad_norm: 7.0954 2021-12-03 04:45:17,699 - mmaction - INFO - Epoch [22][380/1793] lr: 7.500e-04, eta: 10:13:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6427, top5_acc: 0.8594, loss_cls: 1.4123, loss: 1.4123, grad_norm: 6.8388 2021-12-03 04:45:31,723 - mmaction - INFO - Epoch [22][400/1793] lr: 7.500e-04, eta: 10:13:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6427, top5_acc: 0.8604, loss_cls: 1.3881, loss: 1.3881, grad_norm: 6.9180 2021-12-03 04:45:45,747 - mmaction - INFO - Epoch [22][420/1793] lr: 7.500e-04, eta: 10:13:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6479, top5_acc: 0.8729, loss_cls: 1.3075, loss: 1.3075, grad_norm: 6.7523 2021-12-03 04:45:59,763 - mmaction - INFO - Epoch [22][440/1793] lr: 7.500e-04, eta: 10:12:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8927, loss_cls: 1.2375, loss: 1.2375, grad_norm: 6.6986 2021-12-03 04:46:13,789 - mmaction - INFO - Epoch [22][460/1793] lr: 7.500e-04, eta: 10:12:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6594, top5_acc: 0.8646, loss_cls: 1.3372, loss: 1.3372, grad_norm: 6.7517 2021-12-03 04:46:27,817 - mmaction - INFO - Epoch [22][480/1793] lr: 7.500e-04, eta: 10:12:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8906, loss_cls: 1.2421, loss: 1.2421, grad_norm: 6.8643 2021-12-03 04:46:41,829 - mmaction - INFO - Epoch [22][500/1793] lr: 7.500e-04, eta: 10:12:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6240, top5_acc: 0.8646, loss_cls: 1.3831, loss: 1.3831, grad_norm: 7.1695 2021-12-03 04:46:55,852 - mmaction - INFO - Epoch [22][520/1793] lr: 7.500e-04, eta: 10:11:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8948, loss_cls: 1.2475, loss: 1.2475, grad_norm: 6.5345 2021-12-03 04:47:09,885 - mmaction - INFO - Epoch [22][540/1793] lr: 7.500e-04, eta: 10:11:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6344, top5_acc: 0.8833, loss_cls: 1.3744, loss: 1.3744, grad_norm: 7.0691 2021-12-03 04:47:23,933 - mmaction - INFO - Epoch [22][560/1793] lr: 7.500e-04, eta: 10:11:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6417, top5_acc: 0.8750, loss_cls: 1.3236, loss: 1.3236, grad_norm: 6.7136 2021-12-03 04:47:37,974 - mmaction - INFO - Epoch [22][580/1793] lr: 7.500e-04, eta: 10:11:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6490, top5_acc: 0.8688, loss_cls: 1.3458, loss: 1.3458, grad_norm: 7.0555 2021-12-03 04:47:52,008 - mmaction - INFO - Epoch [22][600/1793] lr: 7.500e-04, eta: 10:10:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8531, loss_cls: 1.4285, loss: 1.4285, grad_norm: 7.0331 2021-12-03 04:48:06,040 - mmaction - INFO - Epoch [22][620/1793] lr: 7.500e-04, eta: 10:10:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6365, top5_acc: 0.8698, loss_cls: 1.3716, loss: 1.3716, grad_norm: 7.0676 2021-12-03 04:48:20,081 - mmaction - INFO - Epoch [22][640/1793] lr: 7.500e-04, eta: 10:10:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6281, top5_acc: 0.8812, loss_cls: 1.3769, loss: 1.3769, grad_norm: 7.1056 2021-12-03 04:48:34,123 - mmaction - INFO - Epoch [22][660/1793] lr: 7.500e-04, eta: 10:10:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6438, top5_acc: 0.8708, loss_cls: 1.3321, loss: 1.3321, grad_norm: 6.8306 2021-12-03 04:48:48,156 - mmaction - INFO - Epoch [22][680/1793] lr: 7.500e-04, eta: 10:10:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6448, top5_acc: 0.8677, loss_cls: 1.3655, loss: 1.3655, grad_norm: 7.0397 2021-12-03 04:49:02,194 - mmaction - INFO - Epoch [22][700/1793] lr: 7.500e-04, eta: 10:09:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8656, loss_cls: 1.3465, loss: 1.3465, grad_norm: 6.8379 2021-12-03 04:49:16,219 - mmaction - INFO - Epoch [22][720/1793] lr: 7.500e-04, eta: 10:09:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6438, top5_acc: 0.8698, loss_cls: 1.3360, loss: 1.3360, grad_norm: 6.9649 2021-12-03 04:49:30,241 - mmaction - INFO - Epoch [22][740/1793] lr: 7.500e-04, eta: 10:09:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2864, loss: 1.2864, grad_norm: 6.6783 2021-12-03 04:49:44,277 - mmaction - INFO - Epoch [22][760/1793] lr: 7.500e-04, eta: 10:09:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8740, loss_cls: 1.2559, loss: 1.2559, grad_norm: 6.5919 2021-12-03 04:49:58,312 - mmaction - INFO - Epoch [22][780/1793] lr: 7.500e-04, eta: 10:08:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6208, top5_acc: 0.8583, loss_cls: 1.4203, loss: 1.4203, grad_norm: 7.1968 2021-12-03 04:50:12,371 - mmaction - INFO - Epoch [22][800/1793] lr: 7.500e-04, eta: 10:08:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8750, loss_cls: 1.2974, loss: 1.2974, grad_norm: 6.6878 2021-12-03 04:50:26,415 - mmaction - INFO - Epoch [22][820/1793] lr: 7.500e-04, eta: 10:08:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6417, top5_acc: 0.8469, loss_cls: 1.3381, loss: 1.3381, grad_norm: 6.8342 2021-12-03 04:50:40,456 - mmaction - INFO - Epoch [22][840/1793] lr: 7.500e-04, eta: 10:08:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8677, loss_cls: 1.3522, loss: 1.3522, grad_norm: 6.9014 2021-12-03 04:50:54,517 - mmaction - INFO - Epoch [22][860/1793] lr: 7.500e-04, eta: 10:07:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8698, loss_cls: 1.3293, loss: 1.3293, grad_norm: 6.8639 2021-12-03 04:51:08,565 - mmaction - INFO - Epoch [22][880/1793] lr: 7.500e-04, eta: 10:07:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8594, loss_cls: 1.3663, loss: 1.3663, grad_norm: 6.8301 2021-12-03 04:51:22,601 - mmaction - INFO - Epoch [22][900/1793] lr: 7.500e-04, eta: 10:07:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.3546, loss: 1.3546, grad_norm: 6.8581 2021-12-03 04:51:36,638 - mmaction - INFO - Epoch [22][920/1793] lr: 7.500e-04, eta: 10:07:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8594, loss_cls: 1.3734, loss: 1.3734, grad_norm: 6.9128 2021-12-03 04:51:50,698 - mmaction - INFO - Epoch [22][940/1793] lr: 7.500e-04, eta: 10:06:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8635, loss_cls: 1.3589, loss: 1.3589, grad_norm: 6.8116 2021-12-03 04:52:04,753 - mmaction - INFO - Epoch [22][960/1793] lr: 7.500e-04, eta: 10:06:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6260, top5_acc: 0.8677, loss_cls: 1.3910, loss: 1.3910, grad_norm: 7.1074 2021-12-03 04:52:18,782 - mmaction - INFO - Epoch [22][980/1793] lr: 7.500e-04, eta: 10:06:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6271, top5_acc: 0.8688, loss_cls: 1.3880, loss: 1.3880, grad_norm: 6.8696 2021-12-03 04:52:32,819 - mmaction - INFO - Epoch [22][1000/1793] lr: 7.500e-04, eta: 10:06:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8833, loss_cls: 1.2922, loss: 1.2922, grad_norm: 6.7594 2021-12-03 04:52:46,861 - mmaction - INFO - Epoch [22][1020/1793] lr: 7.500e-04, eta: 10:05:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8635, loss_cls: 1.3531, loss: 1.3531, grad_norm: 7.0993 2021-12-03 04:53:00,924 - mmaction - INFO - Epoch [22][1040/1793] lr: 7.500e-04, eta: 10:05:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6427, top5_acc: 0.8615, loss_cls: 1.3560, loss: 1.3560, grad_norm: 6.8201 2021-12-03 04:53:14,953 - mmaction - INFO - Epoch [22][1060/1793] lr: 7.500e-04, eta: 10:05:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6552, top5_acc: 0.8604, loss_cls: 1.3277, loss: 1.3277, grad_norm: 6.9852 2021-12-03 04:53:28,999 - mmaction - INFO - Epoch [22][1080/1793] lr: 7.500e-04, eta: 10:05:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6542, top5_acc: 0.8625, loss_cls: 1.3797, loss: 1.3797, grad_norm: 6.8956 2021-12-03 04:53:43,069 - mmaction - INFO - Epoch [22][1100/1793] lr: 7.500e-04, eta: 10:04:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6302, top5_acc: 0.8646, loss_cls: 1.3747, loss: 1.3747, grad_norm: 7.4441 2021-12-03 04:53:57,126 - mmaction - INFO - Epoch [22][1120/1793] lr: 7.500e-04, eta: 10:04:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8646, loss_cls: 1.3412, loss: 1.3412, grad_norm: 7.1319 2021-12-03 04:54:11,176 - mmaction - INFO - Epoch [22][1140/1793] lr: 7.500e-04, eta: 10:04:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6365, top5_acc: 0.8490, loss_cls: 1.4264, loss: 1.4264, grad_norm: 7.1539 2021-12-03 04:54:25,228 - mmaction - INFO - Epoch [22][1160/1793] lr: 7.500e-04, eta: 10:04:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6490, top5_acc: 0.8604, loss_cls: 1.3532, loss: 1.3532, grad_norm: 6.9751 2021-12-03 04:54:39,283 - mmaction - INFO - Epoch [22][1180/1793] lr: 7.500e-04, eta: 10:03:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8802, loss_cls: 1.2765, loss: 1.2765, grad_norm: 6.9199 2021-12-03 04:54:53,349 - mmaction - INFO - Epoch [22][1200/1793] lr: 7.500e-04, eta: 10:03:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6448, top5_acc: 0.8656, loss_cls: 1.3624, loss: 1.3624, grad_norm: 6.8823 2021-12-03 04:55:07,413 - mmaction - INFO - Epoch [22][1220/1793] lr: 7.500e-04, eta: 10:03:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8823, loss_cls: 1.3229, loss: 1.3229, grad_norm: 7.0677 2021-12-03 04:55:21,476 - mmaction - INFO - Epoch [22][1240/1793] lr: 7.500e-04, eta: 10:03:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6385, top5_acc: 0.8562, loss_cls: 1.4052, loss: 1.4052, grad_norm: 6.9066 2021-12-03 04:55:35,527 - mmaction - INFO - Epoch [22][1260/1793] lr: 7.500e-04, eta: 10:02:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8854, loss_cls: 1.1987, loss: 1.1987, grad_norm: 6.5102 2021-12-03 04:55:49,591 - mmaction - INFO - Epoch [22][1280/1793] lr: 7.500e-04, eta: 10:02:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8740, loss_cls: 1.3220, loss: 1.3220, grad_norm: 6.9921 2021-12-03 04:56:03,653 - mmaction - INFO - Epoch [22][1300/1793] lr: 7.500e-04, eta: 10:02:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8719, loss_cls: 1.2327, loss: 1.2327, grad_norm: 6.7839 2021-12-03 04:56:17,717 - mmaction - INFO - Epoch [22][1320/1793] lr: 7.500e-04, eta: 10:02:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8531, loss_cls: 1.3813, loss: 1.3813, grad_norm: 7.2401 2021-12-03 04:56:31,765 - mmaction - INFO - Epoch [22][1340/1793] lr: 7.500e-04, eta: 10:02:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8729, loss_cls: 1.3198, loss: 1.3198, grad_norm: 6.7743 2021-12-03 04:56:45,817 - mmaction - INFO - Epoch [22][1360/1793] lr: 7.500e-04, eta: 10:01:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6448, top5_acc: 0.8635, loss_cls: 1.3499, loss: 1.3499, grad_norm: 7.0322 2021-12-03 04:56:59,879 - mmaction - INFO - Epoch [22][1380/1793] lr: 7.500e-04, eta: 10:01:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8854, loss_cls: 1.2286, loss: 1.2286, grad_norm: 6.7036 2021-12-03 04:57:13,930 - mmaction - INFO - Epoch [22][1400/1793] lr: 7.500e-04, eta: 10:01:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8781, loss_cls: 1.3344, loss: 1.3344, grad_norm: 7.1181 2021-12-03 04:57:27,990 - mmaction - INFO - Epoch [22][1420/1793] lr: 7.500e-04, eta: 10:01:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8885, loss_cls: 1.2355, loss: 1.2355, grad_norm: 6.8244 2021-12-03 04:57:42,045 - mmaction - INFO - Epoch [22][1440/1793] lr: 7.500e-04, eta: 10:00:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8750, loss_cls: 1.3401, loss: 1.3401, grad_norm: 7.0295 2021-12-03 04:57:56,084 - mmaction - INFO - Epoch [22][1460/1793] lr: 7.500e-04, eta: 10:00:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6510, top5_acc: 0.8688, loss_cls: 1.3450, loss: 1.3450, grad_norm: 7.0715 2021-12-03 04:58:10,131 - mmaction - INFO - Epoch [22][1480/1793] lr: 7.500e-04, eta: 10:00:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8812, loss_cls: 1.2607, loss: 1.2607, grad_norm: 6.9459 2021-12-03 04:58:24,190 - mmaction - INFO - Epoch [22][1500/1793] lr: 7.500e-04, eta: 10:00:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3107, loss: 1.3107, grad_norm: 6.8707 2021-12-03 04:58:38,231 - mmaction - INFO - Epoch [22][1520/1793] lr: 7.500e-04, eta: 9:59:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.3427, loss: 1.3427, grad_norm: 7.1874 2021-12-03 04:58:52,273 - mmaction - INFO - Epoch [22][1540/1793] lr: 7.500e-04, eta: 9:59:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3415, loss: 1.3415, grad_norm: 6.9642 2021-12-03 04:59:06,341 - mmaction - INFO - Epoch [22][1560/1793] lr: 7.500e-04, eta: 9:59:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6312, top5_acc: 0.8552, loss_cls: 1.4376, loss: 1.4376, grad_norm: 7.3299 2021-12-03 04:59:20,381 - mmaction - INFO - Epoch [22][1580/1793] lr: 7.500e-04, eta: 9:59:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6438, top5_acc: 0.8771, loss_cls: 1.2985, loss: 1.2985, grad_norm: 7.0938 2021-12-03 04:59:34,439 - mmaction - INFO - Epoch [22][1600/1793] lr: 7.500e-04, eta: 9:58:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8885, loss_cls: 1.2528, loss: 1.2528, grad_norm: 6.9615 2021-12-03 04:59:48,478 - mmaction - INFO - Epoch [22][1620/1793] lr: 7.500e-04, eta: 9:58:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8792, loss_cls: 1.2760, loss: 1.2760, grad_norm: 6.9889 2021-12-03 05:00:02,521 - mmaction - INFO - Epoch [22][1640/1793] lr: 7.500e-04, eta: 9:58:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8708, loss_cls: 1.3383, loss: 1.3383, grad_norm: 7.0914 2021-12-03 05:00:16,568 - mmaction - INFO - Epoch [22][1660/1793] lr: 7.500e-04, eta: 9:58:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8760, loss_cls: 1.3187, loss: 1.3187, grad_norm: 7.0636 2021-12-03 05:00:30,602 - mmaction - INFO - Epoch [22][1680/1793] lr: 7.500e-04, eta: 9:57:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6229, top5_acc: 0.8677, loss_cls: 1.3990, loss: 1.3990, grad_norm: 7.3736 2021-12-03 05:00:44,654 - mmaction - INFO - Epoch [22][1700/1793] lr: 7.500e-04, eta: 9:57:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6510, top5_acc: 0.8594, loss_cls: 1.3454, loss: 1.3454, grad_norm: 6.9375 2021-12-03 05:00:58,681 - mmaction - INFO - Epoch [22][1720/1793] lr: 7.500e-04, eta: 9:57:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8698, loss_cls: 1.3312, loss: 1.3312, grad_norm: 6.9721 2021-12-03 05:01:12,709 - mmaction - INFO - Epoch [22][1740/1793] lr: 7.500e-04, eta: 9:57:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6271, top5_acc: 0.8583, loss_cls: 1.4075, loss: 1.4075, grad_norm: 7.0063 2021-12-03 05:01:26,740 - mmaction - INFO - Epoch [22][1760/1793] lr: 7.500e-04, eta: 9:56:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8781, loss_cls: 1.3240, loss: 1.3240, grad_norm: 7.1734 2021-12-03 05:01:40,760 - mmaction - INFO - Epoch [22][1780/1793] lr: 7.500e-04, eta: 9:56:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8781, loss_cls: 1.2685, loss: 1.2685, grad_norm: 7.0552 2021-12-03 05:02:56,402 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:02:56,559 - mmaction - INFO - top1_acc 0.4609 top5_acc 0.7506 2021-12-03 05:02:56,559 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:02:56,569 - mmaction - INFO - mean_acc 0.4205 2021-12-03 05:02:57,951 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-12-03 05:02:57,952 - mmaction - INFO - Best top1_acc is 0.4609 at 22 epoch. 2021-12-03 05:02:57,966 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-12-03 05:02:59,562 - mmaction - INFO - Epoch(val) [22][241] top1_acc: 0.4609, top5_acc: 0.7506, mean_class_accuracy: 0.4205 2021-12-03 05:03:39,464 - mmaction - INFO - Epoch [23][20/1793] lr: 7.500e-04, eta: 9:56:38, time: 1.995, data_time: 1.296, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8885, loss_cls: 1.2606, loss: 1.2606, grad_norm: 6.7992 2021-12-03 05:03:53,483 - mmaction - INFO - Epoch [23][40/1793] lr: 7.500e-04, eta: 9:56:23, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.1806, loss: 1.1806, grad_norm: 6.7585 2021-12-03 05:04:07,500 - mmaction - INFO - Epoch [23][60/1793] lr: 7.500e-04, eta: 9:56:09, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6542, top5_acc: 0.8771, loss_cls: 1.2877, loss: 1.2877, grad_norm: 6.7900 2021-12-03 05:04:21,525 - mmaction - INFO - Epoch [23][80/1793] lr: 7.500e-04, eta: 9:55:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8583, loss_cls: 1.3035, loss: 1.3035, grad_norm: 6.9277 2021-12-03 05:04:35,540 - mmaction - INFO - Epoch [23][100/1793] lr: 7.500e-04, eta: 9:55:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8875, loss_cls: 1.2789, loss: 1.2789, grad_norm: 7.0831 2021-12-03 05:04:49,564 - mmaction - INFO - Epoch [23][120/1793] lr: 7.500e-04, eta: 9:55:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6427, top5_acc: 0.8708, loss_cls: 1.3241, loss: 1.3241, grad_norm: 7.0754 2021-12-03 05:05:03,607 - mmaction - INFO - Epoch [23][140/1793] lr: 7.500e-04, eta: 9:55:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8781, loss_cls: 1.3288, loss: 1.3288, grad_norm: 7.1797 2021-12-03 05:05:17,634 - mmaction - INFO - Epoch [23][160/1793] lr: 7.500e-04, eta: 9:54:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6365, top5_acc: 0.8760, loss_cls: 1.3728, loss: 1.3728, grad_norm: 7.2433 2021-12-03 05:05:31,669 - mmaction - INFO - Epoch [23][180/1793] lr: 7.500e-04, eta: 9:54:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6594, top5_acc: 0.8740, loss_cls: 1.3361, loss: 1.3361, grad_norm: 6.9697 2021-12-03 05:05:45,696 - mmaction - INFO - Epoch [23][200/1793] lr: 7.500e-04, eta: 9:54:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8740, loss_cls: 1.2680, loss: 1.2680, grad_norm: 6.7853 2021-12-03 05:05:59,735 - mmaction - INFO - Epoch [23][220/1793] lr: 7.500e-04, eta: 9:54:12, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.6479, top5_acc: 0.8771, loss_cls: 1.3247, loss: 1.3247, grad_norm: 7.3568 2021-12-03 05:06:13,791 - mmaction - INFO - Epoch [23][240/1793] lr: 7.500e-04, eta: 9:53:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6490, top5_acc: 0.8750, loss_cls: 1.3277, loss: 1.3277, grad_norm: 7.1097 2021-12-03 05:06:27,834 - mmaction - INFO - Epoch [23][260/1793] lr: 7.500e-04, eta: 9:53:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8708, loss_cls: 1.3373, loss: 1.3373, grad_norm: 7.1590 2021-12-03 05:06:41,863 - mmaction - INFO - Epoch [23][280/1793] lr: 7.500e-04, eta: 9:53:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8865, loss_cls: 1.2594, loss: 1.2594, grad_norm: 7.1562 2021-12-03 05:06:55,938 - mmaction - INFO - Epoch [23][300/1793] lr: 7.500e-04, eta: 9:53:14, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.6479, top5_acc: 0.8781, loss_cls: 1.2774, loss: 1.2774, grad_norm: 7.2842 2021-12-03 05:07:09,973 - mmaction - INFO - Epoch [23][320/1793] lr: 7.500e-04, eta: 9:52:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8792, loss_cls: 1.2883, loss: 1.2883, grad_norm: 7.0224 2021-12-03 05:07:24,017 - mmaction - INFO - Epoch [23][340/1793] lr: 7.500e-04, eta: 9:52:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8656, loss_cls: 1.3185, loss: 1.3185, grad_norm: 7.2082 2021-12-03 05:07:38,064 - mmaction - INFO - Epoch [23][360/1793] lr: 7.500e-04, eta: 9:52:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8729, loss_cls: 1.3295, loss: 1.3295, grad_norm: 7.1427 2021-12-03 05:07:52,110 - mmaction - INFO - Epoch [23][380/1793] lr: 7.500e-04, eta: 9:52:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.3716, loss: 1.3716, grad_norm: 7.5502 2021-12-03 05:08:06,166 - mmaction - INFO - Epoch [23][400/1793] lr: 7.500e-04, eta: 9:52:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8760, loss_cls: 1.3087, loss: 1.3087, grad_norm: 7.0728 2021-12-03 05:08:20,231 - mmaction - INFO - Epoch [23][420/1793] lr: 7.500e-04, eta: 9:51:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6396, top5_acc: 0.8656, loss_cls: 1.3281, loss: 1.3281, grad_norm: 7.0298 2021-12-03 05:08:34,269 - mmaction - INFO - Epoch [23][440/1793] lr: 7.500e-04, eta: 9:51:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8604, loss_cls: 1.2970, loss: 1.2970, grad_norm: 6.7093 2021-12-03 05:08:48,325 - mmaction - INFO - Epoch [23][460/1793] lr: 7.500e-04, eta: 9:51:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6594, top5_acc: 0.8708, loss_cls: 1.3324, loss: 1.3324, grad_norm: 7.1315 2021-12-03 05:09:02,365 - mmaction - INFO - Epoch [23][480/1793] lr: 7.500e-04, eta: 9:51:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6490, top5_acc: 0.8771, loss_cls: 1.3113, loss: 1.3113, grad_norm: 7.0578 2021-12-03 05:09:16,418 - mmaction - INFO - Epoch [23][500/1793] lr: 7.500e-04, eta: 9:50:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8729, loss_cls: 1.3318, loss: 1.3318, grad_norm: 7.1616 2021-12-03 05:09:30,488 - mmaction - INFO - Epoch [23][520/1793] lr: 7.500e-04, eta: 9:50:34, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.3238, loss: 1.3238, grad_norm: 7.2307 2021-12-03 05:09:44,541 - mmaction - INFO - Epoch [23][540/1793] lr: 7.500e-04, eta: 9:50:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6365, top5_acc: 0.8917, loss_cls: 1.2823, loss: 1.2823, grad_norm: 7.2181 2021-12-03 05:09:58,596 - mmaction - INFO - Epoch [23][560/1793] lr: 7.500e-04, eta: 9:50:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8812, loss_cls: 1.2890, loss: 1.2890, grad_norm: 7.2807 2021-12-03 05:10:12,658 - mmaction - INFO - Epoch [23][580/1793] lr: 7.500e-04, eta: 9:49:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8948, loss_cls: 1.2172, loss: 1.2172, grad_norm: 6.8091 2021-12-03 05:10:26,719 - mmaction - INFO - Epoch [23][600/1793] lr: 7.500e-04, eta: 9:49:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8771, loss_cls: 1.2953, loss: 1.2953, grad_norm: 7.1859 2021-12-03 05:10:40,785 - mmaction - INFO - Epoch [23][620/1793] lr: 7.500e-04, eta: 9:49:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8667, loss_cls: 1.3622, loss: 1.3622, grad_norm: 7.1690 2021-12-03 05:10:54,848 - mmaction - INFO - Epoch [23][640/1793] lr: 7.500e-04, eta: 9:49:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8854, loss_cls: 1.2911, loss: 1.2911, grad_norm: 7.1446 2021-12-03 05:11:08,914 - mmaction - INFO - Epoch [23][660/1793] lr: 7.500e-04, eta: 9:48:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8688, loss_cls: 1.3148, loss: 1.3148, grad_norm: 7.2029 2021-12-03 05:11:22,979 - mmaction - INFO - Epoch [23][680/1793] lr: 7.500e-04, eta: 9:48:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8885, loss_cls: 1.2623, loss: 1.2623, grad_norm: 7.1003 2021-12-03 05:11:37,035 - mmaction - INFO - Epoch [23][700/1793] lr: 7.500e-04, eta: 9:48:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6510, top5_acc: 0.8771, loss_cls: 1.3115, loss: 1.3115, grad_norm: 7.2657 2021-12-03 05:11:51,093 - mmaction - INFO - Epoch [23][720/1793] lr: 7.500e-04, eta: 9:48:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8719, loss_cls: 1.2717, loss: 1.2717, grad_norm: 7.0887 2021-12-03 05:12:05,140 - mmaction - INFO - Epoch [23][740/1793] lr: 7.500e-04, eta: 9:47:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8917, loss_cls: 1.2757, loss: 1.2757, grad_norm: 7.1524 2021-12-03 05:12:19,184 - mmaction - INFO - Epoch [23][760/1793] lr: 7.500e-04, eta: 9:47:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8792, loss_cls: 1.2781, loss: 1.2781, grad_norm: 7.2715 2021-12-03 05:12:33,242 - mmaction - INFO - Epoch [23][780/1793] lr: 7.500e-04, eta: 9:47:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8760, loss_cls: 1.3188, loss: 1.3188, grad_norm: 7.5440 2021-12-03 05:12:47,296 - mmaction - INFO - Epoch [23][800/1793] lr: 7.500e-04, eta: 9:47:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3587, loss: 1.3587, grad_norm: 7.2265 2021-12-03 05:13:01,339 - mmaction - INFO - Epoch [23][820/1793] lr: 7.500e-04, eta: 9:46:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8875, loss_cls: 1.2519, loss: 1.2519, grad_norm: 7.1024 2021-12-03 05:13:15,388 - mmaction - INFO - Epoch [23][840/1793] lr: 7.500e-04, eta: 9:46:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8896, loss_cls: 1.2386, loss: 1.2386, grad_norm: 7.1386 2021-12-03 05:13:29,445 - mmaction - INFO - Epoch [23][860/1793] lr: 7.500e-04, eta: 9:46:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6490, top5_acc: 0.8688, loss_cls: 1.3181, loss: 1.3181, grad_norm: 7.5511 2021-12-03 05:13:43,507 - mmaction - INFO - Epoch [23][880/1793] lr: 7.500e-04, eta: 9:46:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8823, loss_cls: 1.2502, loss: 1.2502, grad_norm: 7.1527 2021-12-03 05:13:57,549 - mmaction - INFO - Epoch [23][900/1793] lr: 7.500e-04, eta: 9:45:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8823, loss_cls: 1.2801, loss: 1.2801, grad_norm: 7.4405 2021-12-03 05:14:11,590 - mmaction - INFO - Epoch [23][920/1793] lr: 7.500e-04, eta: 9:45:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8719, loss_cls: 1.2297, loss: 1.2297, grad_norm: 7.4215 2021-12-03 05:14:25,626 - mmaction - INFO - Epoch [23][940/1793] lr: 7.500e-04, eta: 9:45:29, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8729, loss_cls: 1.3367, loss: 1.3367, grad_norm: 7.1005 2021-12-03 05:14:39,681 - mmaction - INFO - Epoch [23][960/1793] lr: 7.500e-04, eta: 9:45:15, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8750, loss_cls: 1.3013, loss: 1.3013, grad_norm: 7.1219 2021-12-03 05:14:53,739 - mmaction - INFO - Epoch [23][980/1793] lr: 7.500e-04, eta: 9:45:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8781, loss_cls: 1.2743, loss: 1.2743, grad_norm: 7.0195 2021-12-03 05:15:07,778 - mmaction - INFO - Epoch [23][1000/1793] lr: 7.500e-04, eta: 9:44:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6438, top5_acc: 0.8740, loss_cls: 1.3818, loss: 1.3818, grad_norm: 7.3652 2021-12-03 05:15:21,824 - mmaction - INFO - Epoch [23][1020/1793] lr: 7.500e-04, eta: 9:44:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6521, top5_acc: 0.8688, loss_cls: 1.3132, loss: 1.3132, grad_norm: 7.1792 2021-12-03 05:15:35,891 - mmaction - INFO - Epoch [23][1040/1793] lr: 7.500e-04, eta: 9:44:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6510, top5_acc: 0.8729, loss_cls: 1.3461, loss: 1.3461, grad_norm: 7.2058 2021-12-03 05:15:49,929 - mmaction - INFO - Epoch [23][1060/1793] lr: 7.500e-04, eta: 9:44:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.2889, loss: 1.2889, grad_norm: 7.0270 2021-12-03 05:16:03,964 - mmaction - INFO - Epoch [23][1080/1793] lr: 7.500e-04, eta: 9:43:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8885, loss_cls: 1.2095, loss: 1.2095, grad_norm: 7.1271 2021-12-03 05:16:18,007 - mmaction - INFO - Epoch [23][1100/1793] lr: 7.500e-04, eta: 9:43:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8719, loss_cls: 1.2490, loss: 1.2490, grad_norm: 7.2442 2021-12-03 05:16:32,036 - mmaction - INFO - Epoch [23][1120/1793] lr: 7.500e-04, eta: 9:43:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2953, loss: 1.2953, grad_norm: 7.3871 2021-12-03 05:16:46,071 - mmaction - INFO - Epoch [23][1140/1793] lr: 7.500e-04, eta: 9:43:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8688, loss_cls: 1.3194, loss: 1.3194, grad_norm: 7.4425 2021-12-03 05:17:00,092 - mmaction - INFO - Epoch [23][1160/1793] lr: 7.500e-04, eta: 9:42:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8812, loss_cls: 1.2670, loss: 1.2670, grad_norm: 7.0337 2021-12-03 05:17:14,111 - mmaction - INFO - Epoch [23][1180/1793] lr: 7.500e-04, eta: 9:42:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8823, loss_cls: 1.2452, loss: 1.2452, grad_norm: 7.1438 2021-12-03 05:17:28,146 - mmaction - INFO - Epoch [23][1200/1793] lr: 7.500e-04, eta: 9:42:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8833, loss_cls: 1.2688, loss: 1.2688, grad_norm: 7.1926 2021-12-03 05:17:42,168 - mmaction - INFO - Epoch [23][1220/1793] lr: 7.500e-04, eta: 9:42:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6448, top5_acc: 0.8594, loss_cls: 1.3453, loss: 1.3453, grad_norm: 7.2144 2021-12-03 05:17:56,202 - mmaction - INFO - Epoch [23][1240/1793] lr: 7.500e-04, eta: 9:41:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8906, loss_cls: 1.2709, loss: 1.2709, grad_norm: 6.9964 2021-12-03 05:18:10,230 - mmaction - INFO - Epoch [23][1260/1793] lr: 7.500e-04, eta: 9:41:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8771, loss_cls: 1.2918, loss: 1.2918, grad_norm: 7.1821 2021-12-03 05:18:24,267 - mmaction - INFO - Epoch [23][1280/1793] lr: 7.500e-04, eta: 9:41:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6406, top5_acc: 0.8719, loss_cls: 1.3601, loss: 1.3601, grad_norm: 7.6132 2021-12-03 05:18:38,290 - mmaction - INFO - Epoch [23][1300/1793] lr: 7.500e-04, eta: 9:41:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8875, loss_cls: 1.1777, loss: 1.1777, grad_norm: 6.7630 2021-12-03 05:18:52,323 - mmaction - INFO - Epoch [23][1320/1793] lr: 7.500e-04, eta: 9:40:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6552, top5_acc: 0.8771, loss_cls: 1.3021, loss: 1.3021, grad_norm: 7.0805 2021-12-03 05:19:06,345 - mmaction - INFO - Epoch [23][1340/1793] lr: 7.500e-04, eta: 9:40:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8740, loss_cls: 1.3466, loss: 1.3466, grad_norm: 7.3120 2021-12-03 05:19:20,387 - mmaction - INFO - Epoch [23][1360/1793] lr: 7.500e-04, eta: 9:40:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6448, top5_acc: 0.8469, loss_cls: 1.4062, loss: 1.4062, grad_norm: 7.3338 2021-12-03 05:19:34,403 - mmaction - INFO - Epoch [23][1380/1793] lr: 7.500e-04, eta: 9:40:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.8844, loss_cls: 1.2470, loss: 1.2470, grad_norm: 7.2243 2021-12-03 05:19:48,426 - mmaction - INFO - Epoch [23][1400/1793] lr: 7.500e-04, eta: 9:39:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8854, loss_cls: 1.2854, loss: 1.2854, grad_norm: 7.2258 2021-12-03 05:20:02,447 - mmaction - INFO - Epoch [23][1420/1793] lr: 7.500e-04, eta: 9:39:40, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8583, loss_cls: 1.3513, loss: 1.3513, grad_norm: 7.4771 2021-12-03 05:20:16,487 - mmaction - INFO - Epoch [23][1440/1793] lr: 7.500e-04, eta: 9:39:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.4057, loss: 1.4057, grad_norm: 7.6048 2021-12-03 05:20:30,506 - mmaction - INFO - Epoch [23][1460/1793] lr: 7.500e-04, eta: 9:39:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6417, top5_acc: 0.8510, loss_cls: 1.3898, loss: 1.3898, grad_norm: 7.4839 2021-12-03 05:20:44,532 - mmaction - INFO - Epoch [23][1480/1793] lr: 7.500e-04, eta: 9:38:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8917, loss_cls: 1.2442, loss: 1.2442, grad_norm: 7.1144 2021-12-03 05:20:58,560 - mmaction - INFO - Epoch [23][1500/1793] lr: 7.500e-04, eta: 9:38:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8750, loss_cls: 1.3311, loss: 1.3311, grad_norm: 7.2109 2021-12-03 05:21:12,589 - mmaction - INFO - Epoch [23][1520/1793] lr: 7.500e-04, eta: 9:38:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8708, loss_cls: 1.3352, loss: 1.3352, grad_norm: 7.5951 2021-12-03 05:21:26,605 - mmaction - INFO - Epoch [23][1540/1793] lr: 7.500e-04, eta: 9:38:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6438, top5_acc: 0.8760, loss_cls: 1.2778, loss: 1.2778, grad_norm: 7.3173 2021-12-03 05:21:40,624 - mmaction - INFO - Epoch [23][1560/1793] lr: 7.500e-04, eta: 9:37:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8750, loss_cls: 1.2823, loss: 1.2823, grad_norm: 7.1036 2021-12-03 05:21:54,630 - mmaction - INFO - Epoch [23][1580/1793] lr: 7.500e-04, eta: 9:37:44, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8865, loss_cls: 1.2232, loss: 1.2232, grad_norm: 7.1266 2021-12-03 05:22:08,665 - mmaction - INFO - Epoch [23][1600/1793] lr: 7.500e-04, eta: 9:37:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6594, top5_acc: 0.8958, loss_cls: 1.2334, loss: 1.2334, grad_norm: 7.1579 2021-12-03 05:22:22,690 - mmaction - INFO - Epoch [23][1620/1793] lr: 7.500e-04, eta: 9:37:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6521, top5_acc: 0.8812, loss_cls: 1.2831, loss: 1.2831, grad_norm: 6.9653 2021-12-03 05:22:36,707 - mmaction - INFO - Epoch [23][1640/1793] lr: 7.500e-04, eta: 9:37:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8812, loss_cls: 1.3106, loss: 1.3106, grad_norm: 7.4740 2021-12-03 05:22:50,748 - mmaction - INFO - Epoch [23][1660/1793] lr: 7.500e-04, eta: 9:36:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8823, loss_cls: 1.2303, loss: 1.2303, grad_norm: 7.1480 2021-12-03 05:23:04,758 - mmaction - INFO - Epoch [23][1680/1793] lr: 7.500e-04, eta: 9:36:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8802, loss_cls: 1.2653, loss: 1.2653, grad_norm: 7.1908 2021-12-03 05:23:18,779 - mmaction - INFO - Epoch [23][1700/1793] lr: 7.500e-04, eta: 9:36:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6427, top5_acc: 0.8740, loss_cls: 1.3074, loss: 1.3074, grad_norm: 7.3230 2021-12-03 05:23:32,817 - mmaction - INFO - Epoch [23][1720/1793] lr: 7.500e-04, eta: 9:36:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8729, loss_cls: 1.3284, loss: 1.3284, grad_norm: 7.2210 2021-12-03 05:23:46,841 - mmaction - INFO - Epoch [23][1740/1793] lr: 7.500e-04, eta: 9:35:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8865, loss_cls: 1.1849, loss: 1.1849, grad_norm: 7.0316 2021-12-03 05:24:00,878 - mmaction - INFO - Epoch [23][1760/1793] lr: 7.500e-04, eta: 9:35:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8969, loss_cls: 1.1694, loss: 1.1694, grad_norm: 7.0951 2021-12-03 05:24:14,904 - mmaction - INFO - Epoch [23][1780/1793] lr: 7.500e-04, eta: 9:35:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8719, loss_cls: 1.2393, loss: 1.2393, grad_norm: 7.4426 2021-12-03 05:25:31,032 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:25:31,201 - mmaction - INFO - top1_acc 0.4639 top5_acc 0.7598 2021-12-03 05:25:31,202 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:25:31,213 - mmaction - INFO - mean_acc 0.4284 2021-12-03 05:25:32,543 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. 2021-12-03 05:25:32,543 - mmaction - INFO - Best top1_acc is 0.4639 at 23 epoch. 2021-12-03 05:25:32,559 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-12-03 05:25:34,080 - mmaction - INFO - Epoch(val) [23][241] top1_acc: 0.4639, top5_acc: 0.7598, mean_class_accuracy: 0.4284 2021-12-03 05:26:13,930 - mmaction - INFO - Epoch [24][20/1793] lr: 7.500e-04, eta: 9:35:14, time: 1.992, data_time: 1.294, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8823, loss_cls: 1.2924, loss: 1.2924, grad_norm: 7.2508 2021-12-03 05:26:27,935 - mmaction - INFO - Epoch [24][40/1793] lr: 7.500e-04, eta: 9:35:00, time: 0.700, data_time: 0.002, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8854, loss_cls: 1.2788, loss: 1.2788, grad_norm: 7.2019 2021-12-03 05:26:41,948 - mmaction - INFO - Epoch [24][60/1793] lr: 7.500e-04, eta: 9:34:45, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8719, loss_cls: 1.2943, loss: 1.2943, grad_norm: 7.5108 2021-12-03 05:26:55,976 - mmaction - INFO - Epoch [24][80/1793] lr: 7.500e-04, eta: 9:34:31, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8896, loss_cls: 1.1803, loss: 1.1803, grad_norm: 7.0466 2021-12-03 05:27:10,004 - mmaction - INFO - Epoch [24][100/1793] lr: 7.500e-04, eta: 9:34:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8708, loss_cls: 1.2899, loss: 1.2899, grad_norm: 7.3559 2021-12-03 05:27:24,036 - mmaction - INFO - Epoch [24][120/1793] lr: 7.500e-04, eta: 9:34:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8865, loss_cls: 1.2324, loss: 1.2324, grad_norm: 7.2316 2021-12-03 05:27:38,075 - mmaction - INFO - Epoch [24][140/1793] lr: 7.500e-04, eta: 9:33:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8812, loss_cls: 1.2483, loss: 1.2483, grad_norm: 6.9229 2021-12-03 05:27:52,109 - mmaction - INFO - Epoch [24][160/1793] lr: 7.500e-04, eta: 9:33:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8854, loss_cls: 1.2213, loss: 1.2213, grad_norm: 7.2762 2021-12-03 05:28:06,138 - mmaction - INFO - Epoch [24][180/1793] lr: 7.500e-04, eta: 9:33:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8698, loss_cls: 1.3348, loss: 1.3348, grad_norm: 7.3911 2021-12-03 05:28:20,190 - mmaction - INFO - Epoch [24][200/1793] lr: 7.500e-04, eta: 9:33:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2377, loss: 1.2377, grad_norm: 7.4143 2021-12-03 05:28:34,239 - mmaction - INFO - Epoch [24][220/1793] lr: 7.500e-04, eta: 9:32:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8906, loss_cls: 1.1939, loss: 1.1939, grad_norm: 7.2173 2021-12-03 05:28:48,295 - mmaction - INFO - Epoch [24][240/1793] lr: 7.500e-04, eta: 9:32:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8781, loss_cls: 1.2554, loss: 1.2554, grad_norm: 7.3830 2021-12-03 05:29:02,344 - mmaction - INFO - Epoch [24][260/1793] lr: 7.500e-04, eta: 9:32:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8927, loss_cls: 1.2330, loss: 1.2330, grad_norm: 7.5150 2021-12-03 05:29:16,408 - mmaction - INFO - Epoch [24][280/1793] lr: 7.500e-04, eta: 9:32:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8896, loss_cls: 1.2160, loss: 1.2160, grad_norm: 7.1341 2021-12-03 05:29:30,456 - mmaction - INFO - Epoch [24][300/1793] lr: 7.500e-04, eta: 9:31:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.8990, loss_cls: 1.1526, loss: 1.1526, grad_norm: 6.8178 2021-12-03 05:29:44,515 - mmaction - INFO - Epoch [24][320/1793] lr: 7.500e-04, eta: 9:31:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8896, loss_cls: 1.2147, loss: 1.2147, grad_norm: 7.1879 2021-12-03 05:29:58,573 - mmaction - INFO - Epoch [24][340/1793] lr: 7.500e-04, eta: 9:31:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8875, loss_cls: 1.2457, loss: 1.2457, grad_norm: 7.2767 2021-12-03 05:30:12,618 - mmaction - INFO - Epoch [24][360/1793] lr: 7.500e-04, eta: 9:31:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8729, loss_cls: 1.3107, loss: 1.3107, grad_norm: 7.6038 2021-12-03 05:30:26,686 - mmaction - INFO - Epoch [24][380/1793] lr: 7.500e-04, eta: 9:30:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8896, loss_cls: 1.2420, loss: 1.2420, grad_norm: 7.0490 2021-12-03 05:30:40,750 - mmaction - INFO - Epoch [24][400/1793] lr: 7.500e-04, eta: 9:30:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8615, loss_cls: 1.2740, loss: 1.2740, grad_norm: 7.1772 2021-12-03 05:30:54,803 - mmaction - INFO - Epoch [24][420/1793] lr: 7.500e-04, eta: 9:30:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8885, loss_cls: 1.1985, loss: 1.1985, grad_norm: 7.0518 2021-12-03 05:31:08,870 - mmaction - INFO - Epoch [24][440/1793] lr: 7.500e-04, eta: 9:30:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8844, loss_cls: 1.2263, loss: 1.2263, grad_norm: 7.2726 2021-12-03 05:31:22,929 - mmaction - INFO - Epoch [24][460/1793] lr: 7.500e-04, eta: 9:29:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8938, loss_cls: 1.1903, loss: 1.1903, grad_norm: 7.0069 2021-12-03 05:31:36,994 - mmaction - INFO - Epoch [24][480/1793] lr: 7.500e-04, eta: 9:29:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6510, top5_acc: 0.8594, loss_cls: 1.4156, loss: 1.4156, grad_norm: 7.6959 2021-12-03 05:31:51,058 - mmaction - INFO - Epoch [24][500/1793] lr: 7.500e-04, eta: 9:29:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8802, loss_cls: 1.2417, loss: 1.2417, grad_norm: 7.4593 2021-12-03 05:32:05,117 - mmaction - INFO - Epoch [24][520/1793] lr: 7.500e-04, eta: 9:29:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8854, loss_cls: 1.2076, loss: 1.2076, grad_norm: 7.0602 2021-12-03 05:32:19,179 - mmaction - INFO - Epoch [24][540/1793] lr: 7.500e-04, eta: 9:28:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8854, loss_cls: 1.2888, loss: 1.2888, grad_norm: 7.1688 2021-12-03 05:32:33,242 - mmaction - INFO - Epoch [24][560/1793] lr: 7.500e-04, eta: 9:28:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8885, loss_cls: 1.2309, loss: 1.2309, grad_norm: 7.2008 2021-12-03 05:32:47,291 - mmaction - INFO - Epoch [24][580/1793] lr: 7.500e-04, eta: 9:28:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8990, loss_cls: 1.1849, loss: 1.1849, grad_norm: 7.1992 2021-12-03 05:33:01,324 - mmaction - INFO - Epoch [24][600/1793] lr: 7.500e-04, eta: 9:28:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.8865, loss_cls: 1.2007, loss: 1.2007, grad_norm: 7.2477 2021-12-03 05:33:15,381 - mmaction - INFO - Epoch [24][620/1793] lr: 7.500e-04, eta: 9:27:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2081, loss: 1.2081, grad_norm: 7.2553 2021-12-03 05:33:29,444 - mmaction - INFO - Epoch [24][640/1793] lr: 7.500e-04, eta: 9:27:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8760, loss_cls: 1.3058, loss: 1.3058, grad_norm: 7.4448 2021-12-03 05:33:43,474 - mmaction - INFO - Epoch [24][660/1793] lr: 7.500e-04, eta: 9:27:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2438, loss: 1.2438, grad_norm: 7.3885 2021-12-03 05:33:57,510 - mmaction - INFO - Epoch [24][680/1793] lr: 7.500e-04, eta: 9:27:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8885, loss_cls: 1.2269, loss: 1.2269, grad_norm: 7.4397 2021-12-03 05:34:11,549 - mmaction - INFO - Epoch [24][700/1793] lr: 7.500e-04, eta: 9:27:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8906, loss_cls: 1.2258, loss: 1.2258, grad_norm: 7.3842 2021-12-03 05:34:25,580 - mmaction - INFO - Epoch [24][720/1793] lr: 7.500e-04, eta: 9:26:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6521, top5_acc: 0.8677, loss_cls: 1.3338, loss: 1.3338, grad_norm: 7.7818 2021-12-03 05:34:39,639 - mmaction - INFO - Epoch [24][740/1793] lr: 7.500e-04, eta: 9:26:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8802, loss_cls: 1.2690, loss: 1.2690, grad_norm: 7.5244 2021-12-03 05:34:53,672 - mmaction - INFO - Epoch [24][760/1793] lr: 7.500e-04, eta: 9:26:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8667, loss_cls: 1.3176, loss: 1.3176, grad_norm: 7.3862 2021-12-03 05:35:07,694 - mmaction - INFO - Epoch [24][780/1793] lr: 7.500e-04, eta: 9:26:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8750, loss_cls: 1.2442, loss: 1.2442, grad_norm: 7.2901 2021-12-03 05:35:21,737 - mmaction - INFO - Epoch [24][800/1793] lr: 7.500e-04, eta: 9:25:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8781, loss_cls: 1.2634, loss: 1.2634, grad_norm: 7.2873 2021-12-03 05:35:35,757 - mmaction - INFO - Epoch [24][820/1793] lr: 7.500e-04, eta: 9:25:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.8990, loss_cls: 1.1938, loss: 1.1938, grad_norm: 7.1075 2021-12-03 05:35:49,792 - mmaction - INFO - Epoch [24][840/1793] lr: 7.500e-04, eta: 9:25:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8781, loss_cls: 1.2409, loss: 1.2409, grad_norm: 7.5368 2021-12-03 05:36:03,811 - mmaction - INFO - Epoch [24][860/1793] lr: 7.500e-04, eta: 9:25:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8781, loss_cls: 1.2904, loss: 1.2904, grad_norm: 7.3930 2021-12-03 05:36:17,848 - mmaction - INFO - Epoch [24][880/1793] lr: 7.500e-04, eta: 9:24:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6521, top5_acc: 0.8792, loss_cls: 1.3008, loss: 1.3008, grad_norm: 7.4982 2021-12-03 05:36:31,896 - mmaction - INFO - Epoch [24][900/1793] lr: 7.500e-04, eta: 9:24:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8875, loss_cls: 1.3082, loss: 1.3082, grad_norm: 7.6707 2021-12-03 05:36:45,941 - mmaction - INFO - Epoch [24][920/1793] lr: 7.500e-04, eta: 9:24:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.3650, loss: 1.3650, grad_norm: 7.5473 2021-12-03 05:36:59,966 - mmaction - INFO - Epoch [24][940/1793] lr: 7.500e-04, eta: 9:24:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8792, loss_cls: 1.2385, loss: 1.2385, grad_norm: 7.4898 2021-12-03 05:37:14,004 - mmaction - INFO - Epoch [24][960/1793] lr: 7.500e-04, eta: 9:23:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.8948, loss_cls: 1.1899, loss: 1.1899, grad_norm: 7.2859 2021-12-03 05:37:28,041 - mmaction - INFO - Epoch [24][980/1793] lr: 7.500e-04, eta: 9:23:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8906, loss_cls: 1.1710, loss: 1.1710, grad_norm: 7.0759 2021-12-03 05:37:42,082 - mmaction - INFO - Epoch [24][1000/1793] lr: 7.500e-04, eta: 9:23:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8698, loss_cls: 1.2448, loss: 1.2448, grad_norm: 7.2924 2021-12-03 05:37:56,124 - mmaction - INFO - Epoch [24][1020/1793] lr: 7.500e-04, eta: 9:23:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8802, loss_cls: 1.3200, loss: 1.3200, grad_norm: 7.7865 2021-12-03 05:38:10,164 - mmaction - INFO - Epoch [24][1040/1793] lr: 7.500e-04, eta: 9:22:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8729, loss_cls: 1.3206, loss: 1.3206, grad_norm: 7.4625 2021-12-03 05:38:24,185 - mmaction - INFO - Epoch [24][1060/1793] lr: 7.500e-04, eta: 9:22:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2667, loss: 1.2667, grad_norm: 7.6832 2021-12-03 05:38:38,218 - mmaction - INFO - Epoch [24][1080/1793] lr: 7.500e-04, eta: 9:22:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.2156, loss: 1.2156, grad_norm: 7.3198 2021-12-03 05:38:52,258 - mmaction - INFO - Epoch [24][1100/1793] lr: 7.500e-04, eta: 9:22:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6542, top5_acc: 0.8677, loss_cls: 1.3146, loss: 1.3146, grad_norm: 7.7560 2021-12-03 05:39:06,279 - mmaction - INFO - Epoch [24][1120/1793] lr: 7.500e-04, eta: 9:21:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6375, top5_acc: 0.8583, loss_cls: 1.3616, loss: 1.3616, grad_norm: 7.6718 2021-12-03 05:39:20,319 - mmaction - INFO - Epoch [24][1140/1793] lr: 7.500e-04, eta: 9:21:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8677, loss_cls: 1.3700, loss: 1.3700, grad_norm: 7.7340 2021-12-03 05:39:34,360 - mmaction - INFO - Epoch [24][1160/1793] lr: 7.500e-04, eta: 9:21:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8750, loss_cls: 1.2864, loss: 1.2864, grad_norm: 7.6340 2021-12-03 05:39:48,398 - mmaction - INFO - Epoch [24][1180/1793] lr: 7.500e-04, eta: 9:21:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8688, loss_cls: 1.2933, loss: 1.2933, grad_norm: 7.4510 2021-12-03 05:40:02,441 - mmaction - INFO - Epoch [24][1200/1793] lr: 7.500e-04, eta: 9:20:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8812, loss_cls: 1.2308, loss: 1.2308, grad_norm: 7.2635 2021-12-03 05:40:16,471 - mmaction - INFO - Epoch [24][1220/1793] lr: 7.500e-04, eta: 9:20:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6500, top5_acc: 0.8823, loss_cls: 1.3177, loss: 1.3177, grad_norm: 7.5312 2021-12-03 05:40:30,510 - mmaction - INFO - Epoch [24][1240/1793] lr: 7.500e-04, eta: 9:20:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8792, loss_cls: 1.2816, loss: 1.2816, grad_norm: 7.2765 2021-12-03 05:40:44,544 - mmaction - INFO - Epoch [24][1260/1793] lr: 7.500e-04, eta: 9:20:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8906, loss_cls: 1.2054, loss: 1.2054, grad_norm: 7.0032 2021-12-03 05:40:58,579 - mmaction - INFO - Epoch [24][1280/1793] lr: 7.500e-04, eta: 9:20:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8854, loss_cls: 1.1760, loss: 1.1760, grad_norm: 7.3812 2021-12-03 05:41:12,628 - mmaction - INFO - Epoch [24][1300/1793] lr: 7.500e-04, eta: 9:19:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6604, top5_acc: 0.8823, loss_cls: 1.2579, loss: 1.2579, grad_norm: 7.6596 2021-12-03 05:41:26,654 - mmaction - INFO - Epoch [24][1320/1793] lr: 7.500e-04, eta: 9:19:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8781, loss_cls: 1.2828, loss: 1.2828, grad_norm: 7.3963 2021-12-03 05:41:40,698 - mmaction - INFO - Epoch [24][1340/1793] lr: 7.500e-04, eta: 9:19:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8844, loss_cls: 1.2514, loss: 1.2514, grad_norm: 7.6133 2021-12-03 05:41:54,730 - mmaction - INFO - Epoch [24][1360/1793] lr: 7.500e-04, eta: 9:19:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8823, loss_cls: 1.2731, loss: 1.2731, grad_norm: 7.5961 2021-12-03 05:42:08,787 - mmaction - INFO - Epoch [24][1380/1793] lr: 7.500e-04, eta: 9:18:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6417, top5_acc: 0.8583, loss_cls: 1.3694, loss: 1.3694, grad_norm: 7.5914 2021-12-03 05:42:22,831 - mmaction - INFO - Epoch [24][1400/1793] lr: 7.500e-04, eta: 9:18:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8823, loss_cls: 1.2158, loss: 1.2158, grad_norm: 7.2606 2021-12-03 05:42:36,872 - mmaction - INFO - Epoch [24][1420/1793] lr: 7.500e-04, eta: 9:18:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8969, loss_cls: 1.1743, loss: 1.1743, grad_norm: 7.3013 2021-12-03 05:42:50,913 - mmaction - INFO - Epoch [24][1440/1793] lr: 7.500e-04, eta: 9:18:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8708, loss_cls: 1.2757, loss: 1.2757, grad_norm: 7.3718 2021-12-03 05:43:04,953 - mmaction - INFO - Epoch [24][1460/1793] lr: 7.500e-04, eta: 9:17:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8896, loss_cls: 1.2785, loss: 1.2785, grad_norm: 7.1806 2021-12-03 05:43:19,015 - mmaction - INFO - Epoch [24][1480/1793] lr: 7.500e-04, eta: 9:17:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6542, top5_acc: 0.8812, loss_cls: 1.2576, loss: 1.2576, grad_norm: 7.3122 2021-12-03 05:43:33,062 - mmaction - INFO - Epoch [24][1500/1793] lr: 7.500e-04, eta: 9:17:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8885, loss_cls: 1.2426, loss: 1.2426, grad_norm: 7.4498 2021-12-03 05:43:47,108 - mmaction - INFO - Epoch [24][1520/1793] lr: 7.500e-04, eta: 9:17:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8833, loss_cls: 1.2505, loss: 1.2505, grad_norm: 7.6791 2021-12-03 05:44:01,139 - mmaction - INFO - Epoch [24][1540/1793] lr: 7.500e-04, eta: 9:16:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8844, loss_cls: 1.2613, loss: 1.2613, grad_norm: 7.6142 2021-12-03 05:44:15,204 - mmaction - INFO - Epoch [24][1560/1793] lr: 7.500e-04, eta: 9:16:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8854, loss_cls: 1.2812, loss: 1.2812, grad_norm: 7.5904 2021-12-03 05:44:29,262 - mmaction - INFO - Epoch [24][1580/1793] lr: 7.500e-04, eta: 9:16:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8885, loss_cls: 1.2397, loss: 1.2397, grad_norm: 7.4872 2021-12-03 05:44:43,332 - mmaction - INFO - Epoch [24][1600/1793] lr: 7.500e-04, eta: 9:16:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8802, loss_cls: 1.2351, loss: 1.2351, grad_norm: 7.5437 2021-12-03 05:44:57,395 - mmaction - INFO - Epoch [24][1620/1793] lr: 7.500e-04, eta: 9:15:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8854, loss_cls: 1.2627, loss: 1.2627, grad_norm: 7.6657 2021-12-03 05:45:11,431 - mmaction - INFO - Epoch [24][1640/1793] lr: 7.500e-04, eta: 9:15:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8865, loss_cls: 1.2676, loss: 1.2676, grad_norm: 7.4913 2021-12-03 05:45:25,487 - mmaction - INFO - Epoch [24][1660/1793] lr: 7.500e-04, eta: 9:15:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8583, loss_cls: 1.3041, loss: 1.3041, grad_norm: 7.4101 2021-12-03 05:45:39,541 - mmaction - INFO - Epoch [24][1680/1793] lr: 7.500e-04, eta: 9:15:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8885, loss_cls: 1.2080, loss: 1.2080, grad_norm: 7.5250 2021-12-03 05:45:53,591 - mmaction - INFO - Epoch [24][1700/1793] lr: 7.500e-04, eta: 9:14:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8917, loss_cls: 1.1769, loss: 1.1769, grad_norm: 7.2464 2021-12-03 05:46:07,660 - mmaction - INFO - Epoch [24][1720/1793] lr: 7.500e-04, eta: 9:14:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8865, loss_cls: 1.2324, loss: 1.2324, grad_norm: 7.6263 2021-12-03 05:46:21,725 - mmaction - INFO - Epoch [24][1740/1793] lr: 7.500e-04, eta: 9:14:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8833, loss_cls: 1.2651, loss: 1.2651, grad_norm: 7.6085 2021-12-03 05:46:35,774 - mmaction - INFO - Epoch [24][1760/1793] lr: 7.500e-04, eta: 9:14:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8885, loss_cls: 1.2497, loss: 1.2497, grad_norm: 7.5723 2021-12-03 05:46:49,827 - mmaction - INFO - Epoch [24][1780/1793] lr: 7.500e-04, eta: 9:13:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8854, loss_cls: 1.2361, loss: 1.2361, grad_norm: 7.2797 2021-12-03 05:48:06,032 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:48:06,186 - mmaction - INFO - top1_acc 0.4611 top5_acc 0.7632 2021-12-03 05:48:06,186 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:48:06,195 - mmaction - INFO - mean_acc 0.4226 2021-12-03 05:48:06,201 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-12-03 05:48:07,537 - mmaction - INFO - Epoch(val) [24][241] top1_acc: 0.4611, top5_acc: 0.7632, mean_class_accuracy: 0.4226 2021-12-03 05:48:48,206 - mmaction - INFO - Epoch [25][20/1793] lr: 7.500e-04, eta: 9:13:53, time: 2.033, data_time: 1.330, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8802, loss_cls: 1.2245, loss: 1.2245, grad_norm: 7.1725 2021-12-03 05:49:02,217 - mmaction - INFO - Epoch [25][40/1793] lr: 7.500e-04, eta: 9:13:38, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8552, loss_cls: 1.3039, loss: 1.3039, grad_norm: 7.5741 2021-12-03 05:49:16,246 - mmaction - INFO - Epoch [25][60/1793] lr: 7.500e-04, eta: 9:13:24, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.1946, loss: 1.1946, grad_norm: 7.3665 2021-12-03 05:49:30,258 - mmaction - INFO - Epoch [25][80/1793] lr: 7.500e-04, eta: 9:13:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8844, loss_cls: 1.2667, loss: 1.2667, grad_norm: 7.5225 2021-12-03 05:49:44,272 - mmaction - INFO - Epoch [25][100/1793] lr: 7.500e-04, eta: 9:12:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8979, loss_cls: 1.1528, loss: 1.1528, grad_norm: 7.4124 2021-12-03 05:49:58,304 - mmaction - INFO - Epoch [25][120/1793] lr: 7.500e-04, eta: 9:12:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8927, loss_cls: 1.1801, loss: 1.1801, grad_norm: 7.2871 2021-12-03 05:50:12,335 - mmaction - INFO - Epoch [25][140/1793] lr: 7.500e-04, eta: 9:12:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8740, loss_cls: 1.2975, loss: 1.2975, grad_norm: 7.5986 2021-12-03 05:50:26,372 - mmaction - INFO - Epoch [25][160/1793] lr: 7.500e-04, eta: 9:12:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.2044, loss: 1.2044, grad_norm: 7.4718 2021-12-03 05:50:40,394 - mmaction - INFO - Epoch [25][180/1793] lr: 7.500e-04, eta: 9:11:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6552, top5_acc: 0.8708, loss_cls: 1.3260, loss: 1.3260, grad_norm: 7.7496 2021-12-03 05:50:54,428 - mmaction - INFO - Epoch [25][200/1793] lr: 7.500e-04, eta: 9:11:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8760, loss_cls: 1.2824, loss: 1.2824, grad_norm: 7.2968 2021-12-03 05:51:08,448 - mmaction - INFO - Epoch [25][220/1793] lr: 7.500e-04, eta: 9:11:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8771, loss_cls: 1.2225, loss: 1.2225, grad_norm: 7.3217 2021-12-03 05:51:22,475 - mmaction - INFO - Epoch [25][240/1793] lr: 7.500e-04, eta: 9:11:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.2080, loss: 1.2080, grad_norm: 7.5655 2021-12-03 05:51:36,491 - mmaction - INFO - Epoch [25][260/1793] lr: 7.500e-04, eta: 9:10:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8979, loss_cls: 1.2321, loss: 1.2321, grad_norm: 7.5359 2021-12-03 05:51:50,508 - mmaction - INFO - Epoch [25][280/1793] lr: 7.500e-04, eta: 9:10:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8854, loss_cls: 1.2161, loss: 1.2161, grad_norm: 7.4164 2021-12-03 05:52:04,538 - mmaction - INFO - Epoch [25][300/1793] lr: 7.500e-04, eta: 9:10:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.9031, loss_cls: 1.1747, loss: 1.1747, grad_norm: 7.5196 2021-12-03 05:52:18,562 - mmaction - INFO - Epoch [25][320/1793] lr: 7.500e-04, eta: 9:10:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8854, loss_cls: 1.2396, loss: 1.2396, grad_norm: 7.4682 2021-12-03 05:52:32,593 - mmaction - INFO - Epoch [25][340/1793] lr: 7.500e-04, eta: 9:10:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8896, loss_cls: 1.1964, loss: 1.1964, grad_norm: 7.5984 2021-12-03 05:52:46,602 - mmaction - INFO - Epoch [25][360/1793] lr: 7.500e-04, eta: 9:09:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8760, loss_cls: 1.3103, loss: 1.3103, grad_norm: 7.7693 2021-12-03 05:53:00,636 - mmaction - INFO - Epoch [25][380/1793] lr: 7.500e-04, eta: 9:09:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8646, loss_cls: 1.2917, loss: 1.2917, grad_norm: 7.9975 2021-12-03 05:53:14,673 - mmaction - INFO - Epoch [25][400/1793] lr: 7.500e-04, eta: 9:09:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8833, loss_cls: 1.1961, loss: 1.1961, grad_norm: 7.4254 2021-12-03 05:53:28,701 - mmaction - INFO - Epoch [25][420/1793] lr: 7.500e-04, eta: 9:09:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8854, loss_cls: 1.2476, loss: 1.2476, grad_norm: 7.6672 2021-12-03 05:53:42,727 - mmaction - INFO - Epoch [25][440/1793] lr: 7.500e-04, eta: 9:08:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8885, loss_cls: 1.2328, loss: 1.2328, grad_norm: 7.7476 2021-12-03 05:53:56,782 - mmaction - INFO - Epoch [25][460/1793] lr: 7.500e-04, eta: 9:08:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.2015, loss: 1.2015, grad_norm: 7.6125 2021-12-03 05:54:10,818 - mmaction - INFO - Epoch [25][480/1793] lr: 7.500e-04, eta: 9:08:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8802, loss_cls: 1.2915, loss: 1.2915, grad_norm: 7.6572 2021-12-03 05:54:24,871 - mmaction - INFO - Epoch [25][500/1793] lr: 7.500e-04, eta: 9:08:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8948, loss_cls: 1.2130, loss: 1.2130, grad_norm: 7.4926 2021-12-03 05:54:38,922 - mmaction - INFO - Epoch [25][520/1793] lr: 7.500e-04, eta: 9:07:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8938, loss_cls: 1.1886, loss: 1.1886, grad_norm: 7.4979 2021-12-03 05:54:52,967 - mmaction - INFO - Epoch [25][540/1793] lr: 7.500e-04, eta: 9:07:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8969, loss_cls: 1.1451, loss: 1.1451, grad_norm: 7.2237 2021-12-03 05:55:07,034 - mmaction - INFO - Epoch [25][560/1793] lr: 7.500e-04, eta: 9:07:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8833, loss_cls: 1.1944, loss: 1.1944, grad_norm: 7.2595 2021-12-03 05:55:21,078 - mmaction - INFO - Epoch [25][580/1793] lr: 7.500e-04, eta: 9:07:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2135, loss: 1.2135, grad_norm: 7.4552 2021-12-03 05:55:35,136 - mmaction - INFO - Epoch [25][600/1793] lr: 7.500e-04, eta: 9:06:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8771, loss_cls: 1.2583, loss: 1.2583, grad_norm: 7.5635 2021-12-03 05:55:49,190 - mmaction - INFO - Epoch [25][620/1793] lr: 7.500e-04, eta: 9:06:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8833, loss_cls: 1.2266, loss: 1.2266, grad_norm: 7.5549 2021-12-03 05:56:03,254 - mmaction - INFO - Epoch [25][640/1793] lr: 7.500e-04, eta: 9:06:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8938, loss_cls: 1.1931, loss: 1.1931, grad_norm: 7.5437 2021-12-03 05:56:17,297 - mmaction - INFO - Epoch [25][660/1793] lr: 7.500e-04, eta: 9:06:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8802, loss_cls: 1.2383, loss: 1.2383, grad_norm: 7.3800 2021-12-03 05:56:31,351 - mmaction - INFO - Epoch [25][680/1793] lr: 7.500e-04, eta: 9:05:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8740, loss_cls: 1.2587, loss: 1.2587, grad_norm: 7.5182 2021-12-03 05:56:45,397 - mmaction - INFO - Epoch [25][700/1793] lr: 7.500e-04, eta: 9:05:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.9010, loss_cls: 1.1832, loss: 1.1832, grad_norm: 7.4829 2021-12-03 05:56:59,449 - mmaction - INFO - Epoch [25][720/1793] lr: 7.500e-04, eta: 9:05:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8833, loss_cls: 1.1888, loss: 1.1888, grad_norm: 7.6022 2021-12-03 05:57:13,505 - mmaction - INFO - Epoch [25][740/1793] lr: 7.500e-04, eta: 9:05:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8938, loss_cls: 1.1634, loss: 1.1634, grad_norm: 7.5672 2021-12-03 05:57:27,554 - mmaction - INFO - Epoch [25][760/1793] lr: 7.500e-04, eta: 9:04:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8938, loss_cls: 1.1999, loss: 1.1999, grad_norm: 7.6013 2021-12-03 05:57:41,598 - mmaction - INFO - Epoch [25][780/1793] lr: 7.500e-04, eta: 9:04:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.8906, loss_cls: 1.1317, loss: 1.1317, grad_norm: 7.3330 2021-12-03 05:57:55,649 - mmaction - INFO - Epoch [25][800/1793] lr: 7.500e-04, eta: 9:04:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9042, loss_cls: 1.1357, loss: 1.1357, grad_norm: 7.6022 2021-12-03 05:58:09,713 - mmaction - INFO - Epoch [25][820/1793] lr: 7.500e-04, eta: 9:04:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8844, loss_cls: 1.1800, loss: 1.1800, grad_norm: 7.6209 2021-12-03 05:58:23,764 - mmaction - INFO - Epoch [25][840/1793] lr: 7.500e-04, eta: 9:03:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6594, top5_acc: 0.8698, loss_cls: 1.2897, loss: 1.2897, grad_norm: 7.8592 2021-12-03 05:58:37,817 - mmaction - INFO - Epoch [25][860/1793] lr: 7.500e-04, eta: 9:03:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8750, loss_cls: 1.2762, loss: 1.2762, grad_norm: 7.6227 2021-12-03 05:58:51,861 - mmaction - INFO - Epoch [25][880/1793] lr: 7.500e-04, eta: 9:03:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8833, loss_cls: 1.2652, loss: 1.2652, grad_norm: 7.6949 2021-12-03 05:59:05,929 - mmaction - INFO - Epoch [25][900/1793] lr: 7.500e-04, eta: 9:03:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8781, loss_cls: 1.2400, loss: 1.2400, grad_norm: 7.6163 2021-12-03 05:59:19,984 - mmaction - INFO - Epoch [25][920/1793] lr: 7.500e-04, eta: 9:03:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8688, loss_cls: 1.2995, loss: 1.2995, grad_norm: 7.8812 2021-12-03 05:59:34,033 - mmaction - INFO - Epoch [25][940/1793] lr: 7.500e-04, eta: 9:02:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8844, loss_cls: 1.2215, loss: 1.2215, grad_norm: 7.4307 2021-12-03 05:59:48,098 - mmaction - INFO - Epoch [25][960/1793] lr: 7.500e-04, eta: 9:02:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8927, loss_cls: 1.2203, loss: 1.2203, grad_norm: 7.6418 2021-12-03 06:00:02,154 - mmaction - INFO - Epoch [25][980/1793] lr: 7.500e-04, eta: 9:02:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8958, loss_cls: 1.2245, loss: 1.2245, grad_norm: 7.7928 2021-12-03 06:00:16,229 - mmaction - INFO - Epoch [25][1000/1793] lr: 7.500e-04, eta: 9:02:03, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8760, loss_cls: 1.2649, loss: 1.2649, grad_norm: 7.5569 2021-12-03 06:00:30,289 - mmaction - INFO - Epoch [25][1020/1793] lr: 7.500e-04, eta: 9:01:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2389, loss: 1.2389, grad_norm: 7.6396 2021-12-03 06:00:44,347 - mmaction - INFO - Epoch [25][1040/1793] lr: 7.500e-04, eta: 9:01:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8760, loss_cls: 1.2498, loss: 1.2498, grad_norm: 7.7200 2021-12-03 06:00:58,396 - mmaction - INFO - Epoch [25][1060/1793] lr: 7.500e-04, eta: 9:01:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8792, loss_cls: 1.2791, loss: 1.2791, grad_norm: 7.6734 2021-12-03 06:01:12,449 - mmaction - INFO - Epoch [25][1080/1793] lr: 7.500e-04, eta: 9:01:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8885, loss_cls: 1.1872, loss: 1.1872, grad_norm: 7.3009 2021-12-03 06:01:26,500 - mmaction - INFO - Epoch [25][1100/1793] lr: 7.500e-04, eta: 9:00:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8938, loss_cls: 1.2453, loss: 1.2453, grad_norm: 7.7879 2021-12-03 06:01:40,548 - mmaction - INFO - Epoch [25][1120/1793] lr: 7.500e-04, eta: 9:00:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8823, loss_cls: 1.2291, loss: 1.2291, grad_norm: 7.5397 2021-12-03 06:01:54,608 - mmaction - INFO - Epoch [25][1140/1793] lr: 7.500e-04, eta: 9:00:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8594, loss_cls: 1.2655, loss: 1.2655, grad_norm: 7.5106 2021-12-03 06:02:08,668 - mmaction - INFO - Epoch [25][1160/1793] lr: 7.500e-04, eta: 9:00:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8792, loss_cls: 1.2130, loss: 1.2130, grad_norm: 7.4962 2021-12-03 06:02:22,730 - mmaction - INFO - Epoch [25][1180/1793] lr: 7.500e-04, eta: 8:59:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6594, top5_acc: 0.8906, loss_cls: 1.2273, loss: 1.2273, grad_norm: 7.5917 2021-12-03 06:02:36,793 - mmaction - INFO - Epoch [25][1200/1793] lr: 7.500e-04, eta: 8:59:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8677, loss_cls: 1.3029, loss: 1.3029, grad_norm: 8.0449 2021-12-03 06:02:50,853 - mmaction - INFO - Epoch [25][1220/1793] lr: 7.500e-04, eta: 8:59:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8875, loss_cls: 1.2304, loss: 1.2304, grad_norm: 7.8217 2021-12-03 06:03:04,919 - mmaction - INFO - Epoch [25][1240/1793] lr: 7.500e-04, eta: 8:59:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.9083, loss_cls: 1.1466, loss: 1.1466, grad_norm: 7.6255 2021-12-03 06:03:18,974 - mmaction - INFO - Epoch [25][1260/1793] lr: 7.500e-04, eta: 8:58:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.9104, loss_cls: 1.0904, loss: 1.0904, grad_norm: 7.2190 2021-12-03 06:03:33,036 - mmaction - INFO - Epoch [25][1280/1793] lr: 7.500e-04, eta: 8:58:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8698, loss_cls: 1.2749, loss: 1.2749, grad_norm: 7.6528 2021-12-03 06:03:47,094 - mmaction - INFO - Epoch [25][1300/1793] lr: 7.500e-04, eta: 8:58:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8760, loss_cls: 1.2833, loss: 1.2833, grad_norm: 7.7567 2021-12-03 06:04:01,151 - mmaction - INFO - Epoch [25][1320/1793] lr: 7.500e-04, eta: 8:58:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.8917, loss_cls: 1.1907, loss: 1.1907, grad_norm: 7.5518 2021-12-03 06:04:15,203 - mmaction - INFO - Epoch [25][1340/1793] lr: 7.500e-04, eta: 8:57:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8865, loss_cls: 1.2085, loss: 1.2085, grad_norm: 7.5159 2021-12-03 06:04:29,245 - mmaction - INFO - Epoch [25][1360/1793] lr: 7.500e-04, eta: 8:57:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8802, loss_cls: 1.3039, loss: 1.3039, grad_norm: 7.7748 2021-12-03 06:04:43,306 - mmaction - INFO - Epoch [25][1380/1793] lr: 7.500e-04, eta: 8:57:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8865, loss_cls: 1.2456, loss: 1.2456, grad_norm: 7.4638 2021-12-03 06:04:57,346 - mmaction - INFO - Epoch [25][1400/1793] lr: 7.500e-04, eta: 8:57:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8896, loss_cls: 1.2108, loss: 1.2108, grad_norm: 7.4888 2021-12-03 06:05:11,410 - mmaction - INFO - Epoch [25][1420/1793] lr: 7.500e-04, eta: 8:56:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8885, loss_cls: 1.2081, loss: 1.2081, grad_norm: 7.3936 2021-12-03 06:05:25,474 - mmaction - INFO - Epoch [25][1440/1793] lr: 7.500e-04, eta: 8:56:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8854, loss_cls: 1.2217, loss: 1.2217, grad_norm: 7.4953 2021-12-03 06:05:39,518 - mmaction - INFO - Epoch [25][1460/1793] lr: 7.500e-04, eta: 8:56:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8885, loss_cls: 1.2045, loss: 1.2045, grad_norm: 7.3146 2021-12-03 06:05:53,562 - mmaction - INFO - Epoch [25][1480/1793] lr: 7.500e-04, eta: 8:56:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8760, loss_cls: 1.2689, loss: 1.2689, grad_norm: 7.8842 2021-12-03 06:06:07,598 - mmaction - INFO - Epoch [25][1500/1793] lr: 7.500e-04, eta: 8:56:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8844, loss_cls: 1.2117, loss: 1.2117, grad_norm: 7.4379 2021-12-03 06:06:21,627 - mmaction - INFO - Epoch [25][1520/1793] lr: 7.500e-04, eta: 8:55:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6542, top5_acc: 0.8750, loss_cls: 1.2933, loss: 1.2933, grad_norm: 8.0129 2021-12-03 06:06:35,668 - mmaction - INFO - Epoch [25][1540/1793] lr: 7.500e-04, eta: 8:55:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8990, loss_cls: 1.2011, loss: 1.2011, grad_norm: 7.8061 2021-12-03 06:06:49,704 - mmaction - INFO - Epoch [25][1560/1793] lr: 7.500e-04, eta: 8:55:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8854, loss_cls: 1.2552, loss: 1.2552, grad_norm: 7.7713 2021-12-03 06:07:03,746 - mmaction - INFO - Epoch [25][1580/1793] lr: 7.500e-04, eta: 8:55:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8948, loss_cls: 1.1439, loss: 1.1439, grad_norm: 7.6067 2021-12-03 06:07:17,768 - mmaction - INFO - Epoch [25][1600/1793] lr: 7.500e-04, eta: 8:54:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9042, loss_cls: 1.1181, loss: 1.1181, grad_norm: 7.4429 2021-12-03 06:07:31,809 - mmaction - INFO - Epoch [25][1620/1793] lr: 7.500e-04, eta: 8:54:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8917, loss_cls: 1.2035, loss: 1.2035, grad_norm: 7.5274 2021-12-03 06:07:45,848 - mmaction - INFO - Epoch [25][1640/1793] lr: 7.500e-04, eta: 8:54:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8865, loss_cls: 1.2623, loss: 1.2623, grad_norm: 7.7583 2021-12-03 06:07:59,898 - mmaction - INFO - Epoch [25][1660/1793] lr: 7.500e-04, eta: 8:54:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8750, loss_cls: 1.2655, loss: 1.2655, grad_norm: 7.7201 2021-12-03 06:08:13,939 - mmaction - INFO - Epoch [25][1680/1793] lr: 7.500e-04, eta: 8:53:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8844, loss_cls: 1.2115, loss: 1.2115, grad_norm: 7.4772 2021-12-03 06:08:27,966 - mmaction - INFO - Epoch [25][1700/1793] lr: 7.500e-04, eta: 8:53:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8917, loss_cls: 1.2157, loss: 1.2157, grad_norm: 7.6280 2021-12-03 06:08:41,998 - mmaction - INFO - Epoch [25][1720/1793] lr: 7.500e-04, eta: 8:53:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8917, loss_cls: 1.2237, loss: 1.2237, grad_norm: 7.8356 2021-12-03 06:08:56,040 - mmaction - INFO - Epoch [25][1740/1793] lr: 7.500e-04, eta: 8:53:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8948, loss_cls: 1.2133, loss: 1.2133, grad_norm: 7.7194 2021-12-03 06:09:10,077 - mmaction - INFO - Epoch [25][1760/1793] lr: 7.500e-04, eta: 8:52:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.9000, loss_cls: 1.2447, loss: 1.2447, grad_norm: 7.6269 2021-12-03 06:09:24,099 - mmaction - INFO - Epoch [25][1780/1793] lr: 7.500e-04, eta: 8:52:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8812, loss_cls: 1.2103, loss: 1.2103, grad_norm: 7.5505 2021-12-03 06:10:40,665 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:10:40,821 - mmaction - INFO - top1_acc 0.4651 top5_acc 0.7604 2021-12-03 06:10:40,821 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:10:40,830 - mmaction - INFO - mean_acc 0.4236 2021-12-03 06:10:42,017 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2021-12-03 06:10:42,018 - mmaction - INFO - Best top1_acc is 0.4651 at 25 epoch. 2021-12-03 06:10:42,033 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-12-03 06:10:43,105 - mmaction - INFO - Epoch(val) [25][241] top1_acc: 0.4651, top5_acc: 0.7604, mean_class_accuracy: 0.4236 2021-12-03 06:11:22,738 - mmaction - INFO - Epoch [26][20/1793] lr: 7.500e-04, eta: 8:52:31, time: 1.981, data_time: 1.283, memory: 10398, top1_acc: 0.7031, top5_acc: 0.9073, loss_cls: 1.1284, loss: 1.1284, grad_norm: 7.7267 2021-12-03 06:11:36,735 - mmaction - INFO - Epoch [26][40/1793] lr: 7.500e-04, eta: 8:52:16, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.6990, top5_acc: 0.8990, loss_cls: 1.1172, loss: 1.1172, grad_norm: 7.2595 2021-12-03 06:11:50,749 - mmaction - INFO - Epoch [26][60/1793] lr: 7.500e-04, eta: 8:52:02, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7000, top5_acc: 0.9052, loss_cls: 1.1231, loss: 1.1231, grad_norm: 7.4810 2021-12-03 06:12:04,771 - mmaction - INFO - Epoch [26][80/1793] lr: 7.500e-04, eta: 8:51:47, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8823, loss_cls: 1.1868, loss: 1.1868, grad_norm: 7.3608 2021-12-03 06:12:18,787 - mmaction - INFO - Epoch [26][100/1793] lr: 7.500e-04, eta: 8:51:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8938, loss_cls: 1.1821, loss: 1.1821, grad_norm: 8.1707 2021-12-03 06:12:32,809 - mmaction - INFO - Epoch [26][120/1793] lr: 7.500e-04, eta: 8:51:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8969, loss_cls: 1.1644, loss: 1.1644, grad_norm: 7.7939 2021-12-03 06:12:46,835 - mmaction - INFO - Epoch [26][140/1793] lr: 7.500e-04, eta: 8:51:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8854, loss_cls: 1.1748, loss: 1.1748, grad_norm: 7.6569 2021-12-03 06:13:00,873 - mmaction - INFO - Epoch [26][160/1793] lr: 7.500e-04, eta: 8:50:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9010, loss_cls: 1.1004, loss: 1.1004, grad_norm: 7.2506 2021-12-03 06:13:14,907 - mmaction - INFO - Epoch [26][180/1793] lr: 7.500e-04, eta: 8:50:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8792, loss_cls: 1.2050, loss: 1.2050, grad_norm: 7.7715 2021-12-03 06:13:28,945 - mmaction - INFO - Epoch [26][200/1793] lr: 7.500e-04, eta: 8:50:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8948, loss_cls: 1.1665, loss: 1.1665, grad_norm: 7.7510 2021-12-03 06:13:42,988 - mmaction - INFO - Epoch [26][220/1793] lr: 7.500e-04, eta: 8:50:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.8969, loss_cls: 1.1370, loss: 1.1370, grad_norm: 7.5586 2021-12-03 06:13:57,031 - mmaction - INFO - Epoch [26][240/1793] lr: 7.500e-04, eta: 8:49:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6531, top5_acc: 0.8927, loss_cls: 1.2270, loss: 1.2270, grad_norm: 8.0110 2021-12-03 06:14:11,089 - mmaction - INFO - Epoch [26][260/1793] lr: 7.500e-04, eta: 8:49:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1836, loss: 1.1836, grad_norm: 7.6436 2021-12-03 06:14:25,134 - mmaction - INFO - Epoch [26][280/1793] lr: 7.500e-04, eta: 8:49:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8823, loss_cls: 1.2273, loss: 1.2273, grad_norm: 7.7372 2021-12-03 06:14:39,170 - mmaction - INFO - Epoch [26][300/1793] lr: 7.500e-04, eta: 8:49:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8875, loss_cls: 1.2202, loss: 1.2202, grad_norm: 7.9318 2021-12-03 06:14:53,215 - mmaction - INFO - Epoch [26][320/1793] lr: 7.500e-04, eta: 8:48:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.9000, loss_cls: 1.1979, loss: 1.1979, grad_norm: 8.0662 2021-12-03 06:15:07,262 - mmaction - INFO - Epoch [26][340/1793] lr: 7.500e-04, eta: 8:48:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8708, loss_cls: 1.2728, loss: 1.2728, grad_norm: 8.0245 2021-12-03 06:15:21,313 - mmaction - INFO - Epoch [26][360/1793] lr: 7.500e-04, eta: 8:48:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8792, loss_cls: 1.2583, loss: 1.2583, grad_norm: 7.8318 2021-12-03 06:15:35,357 - mmaction - INFO - Epoch [26][380/1793] lr: 7.500e-04, eta: 8:48:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.9000, loss_cls: 1.1079, loss: 1.1079, grad_norm: 7.3503 2021-12-03 06:15:49,424 - mmaction - INFO - Epoch [26][400/1793] lr: 7.500e-04, eta: 8:47:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8958, loss_cls: 1.2004, loss: 1.2004, grad_norm: 7.9739 2021-12-03 06:16:03,488 - mmaction - INFO - Epoch [26][420/1793] lr: 7.500e-04, eta: 8:47:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8917, loss_cls: 1.1818, loss: 1.1818, grad_norm: 7.6785 2021-12-03 06:16:17,547 - mmaction - INFO - Epoch [26][440/1793] lr: 7.500e-04, eta: 8:47:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.9042, loss_cls: 1.1793, loss: 1.1793, grad_norm: 7.7584 2021-12-03 06:16:31,603 - mmaction - INFO - Epoch [26][460/1793] lr: 7.500e-04, eta: 8:47:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8812, loss_cls: 1.1799, loss: 1.1799, grad_norm: 7.6119 2021-12-03 06:16:45,671 - mmaction - INFO - Epoch [26][480/1793] lr: 7.500e-04, eta: 8:46:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8781, loss_cls: 1.2196, loss: 1.2196, grad_norm: 7.8032 2021-12-03 06:16:59,718 - mmaction - INFO - Epoch [26][500/1793] lr: 7.500e-04, eta: 8:46:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8812, loss_cls: 1.2102, loss: 1.2102, grad_norm: 7.7607 2021-12-03 06:17:13,777 - mmaction - INFO - Epoch [26][520/1793] lr: 7.500e-04, eta: 8:46:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8792, loss_cls: 1.2538, loss: 1.2538, grad_norm: 7.8946 2021-12-03 06:17:27,840 - mmaction - INFO - Epoch [26][540/1793] lr: 7.500e-04, eta: 8:46:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8708, loss_cls: 1.2815, loss: 1.2815, grad_norm: 8.1726 2021-12-03 06:17:41,906 - mmaction - INFO - Epoch [26][560/1793] lr: 7.500e-04, eta: 8:46:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8875, loss_cls: 1.2183, loss: 1.2183, grad_norm: 7.6292 2021-12-03 06:17:55,948 - mmaction - INFO - Epoch [26][580/1793] lr: 7.500e-04, eta: 8:45:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8844, loss_cls: 1.2124, loss: 1.2124, grad_norm: 7.4008 2021-12-03 06:18:10,006 - mmaction - INFO - Epoch [26][600/1793] lr: 7.500e-04, eta: 8:45:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8885, loss_cls: 1.1724, loss: 1.1724, grad_norm: 7.5100 2021-12-03 06:18:24,047 - mmaction - INFO - Epoch [26][620/1793] lr: 7.500e-04, eta: 8:45:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.8875, loss_cls: 1.1487, loss: 1.1487, grad_norm: 7.2757 2021-12-03 06:18:38,111 - mmaction - INFO - Epoch [26][640/1793] lr: 7.500e-04, eta: 8:45:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8906, loss_cls: 1.2002, loss: 1.2002, grad_norm: 7.6267 2021-12-03 06:18:52,156 - mmaction - INFO - Epoch [26][660/1793] lr: 7.500e-04, eta: 8:44:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.8990, loss_cls: 1.1567, loss: 1.1567, grad_norm: 7.5313 2021-12-03 06:19:06,223 - mmaction - INFO - Epoch [26][680/1793] lr: 7.500e-04, eta: 8:44:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8802, loss_cls: 1.1962, loss: 1.1962, grad_norm: 7.9314 2021-12-03 06:19:20,259 - mmaction - INFO - Epoch [26][700/1793] lr: 7.500e-04, eta: 8:44:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8979, loss_cls: 1.1391, loss: 1.1391, grad_norm: 7.6401 2021-12-03 06:19:34,297 - mmaction - INFO - Epoch [26][720/1793] lr: 7.500e-04, eta: 8:44:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.9031, loss_cls: 1.1811, loss: 1.1811, grad_norm: 7.6703 2021-12-03 06:19:48,348 - mmaction - INFO - Epoch [26][740/1793] lr: 7.500e-04, eta: 8:43:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.9031, loss_cls: 1.1975, loss: 1.1975, grad_norm: 7.6765 2021-12-03 06:20:02,417 - mmaction - INFO - Epoch [26][760/1793] lr: 7.500e-04, eta: 8:43:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8938, loss_cls: 1.1841, loss: 1.1841, grad_norm: 7.8556 2021-12-03 06:20:16,479 - mmaction - INFO - Epoch [26][780/1793] lr: 7.500e-04, eta: 8:43:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.9010, loss_cls: 1.1532, loss: 1.1532, grad_norm: 7.7799 2021-12-03 06:20:30,538 - mmaction - INFO - Epoch [26][800/1793] lr: 7.500e-04, eta: 8:43:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8948, loss_cls: 1.2177, loss: 1.2177, grad_norm: 7.7829 2021-12-03 06:20:44,603 - mmaction - INFO - Epoch [26][820/1793] lr: 7.500e-04, eta: 8:42:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8917, loss_cls: 1.2010, loss: 1.2010, grad_norm: 7.7350 2021-12-03 06:20:58,644 - mmaction - INFO - Epoch [26][840/1793] lr: 7.500e-04, eta: 8:42:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.1800, loss: 1.1800, grad_norm: 7.7491 2021-12-03 06:21:12,705 - mmaction - INFO - Epoch [26][860/1793] lr: 7.500e-04, eta: 8:42:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9021, loss_cls: 1.1056, loss: 1.1056, grad_norm: 7.5845 2021-12-03 06:21:26,765 - mmaction - INFO - Epoch [26][880/1793] lr: 7.500e-04, eta: 8:42:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8927, loss_cls: 1.2210, loss: 1.2210, grad_norm: 8.2566 2021-12-03 06:21:40,805 - mmaction - INFO - Epoch [26][900/1793] lr: 7.500e-04, eta: 8:41:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8781, loss_cls: 1.2235, loss: 1.2235, grad_norm: 8.1084 2021-12-03 06:21:54,857 - mmaction - INFO - Epoch [26][920/1793] lr: 7.500e-04, eta: 8:41:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8792, loss_cls: 1.2193, loss: 1.2193, grad_norm: 8.1203 2021-12-03 06:22:08,885 - mmaction - INFO - Epoch [26][940/1793] lr: 7.500e-04, eta: 8:41:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8927, loss_cls: 1.1899, loss: 1.1899, grad_norm: 7.6246 2021-12-03 06:22:22,948 - mmaction - INFO - Epoch [26][960/1793] lr: 7.500e-04, eta: 8:41:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.9010, loss_cls: 1.1585, loss: 1.1585, grad_norm: 7.7562 2021-12-03 06:22:36,986 - mmaction - INFO - Epoch [26][980/1793] lr: 7.500e-04, eta: 8:40:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.0735, loss: 1.0735, grad_norm: 7.5242 2021-12-03 06:22:51,046 - mmaction - INFO - Epoch [26][1000/1793] lr: 7.500e-04, eta: 8:40:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.9010, loss_cls: 1.1526, loss: 1.1526, grad_norm: 7.8720 2021-12-03 06:23:05,116 - mmaction - INFO - Epoch [26][1020/1793] lr: 7.500e-04, eta: 8:40:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8823, loss_cls: 1.2124, loss: 1.2124, grad_norm: 7.8368 2021-12-03 06:23:19,153 - mmaction - INFO - Epoch [26][1040/1793] lr: 7.500e-04, eta: 8:40:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6667, top5_acc: 0.8906, loss_cls: 1.2725, loss: 1.2725, grad_norm: 8.0139 2021-12-03 06:23:33,216 - mmaction - INFO - Epoch [26][1060/1793] lr: 7.500e-04, eta: 8:39:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6656, top5_acc: 0.8833, loss_cls: 1.2568, loss: 1.2568, grad_norm: 7.9090 2021-12-03 06:23:47,283 - mmaction - INFO - Epoch [26][1080/1793] lr: 7.500e-04, eta: 8:39:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.8812, loss_cls: 1.2635, loss: 1.2635, grad_norm: 8.0244 2021-12-03 06:24:01,327 - mmaction - INFO - Epoch [26][1100/1793] lr: 7.500e-04, eta: 8:39:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8760, loss_cls: 1.2594, loss: 1.2594, grad_norm: 7.9534 2021-12-03 06:24:15,357 - mmaction - INFO - Epoch [26][1120/1793] lr: 7.500e-04, eta: 8:39:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8750, loss_cls: 1.2294, loss: 1.2294, grad_norm: 7.6153 2021-12-03 06:24:29,409 - mmaction - INFO - Epoch [26][1140/1793] lr: 7.500e-04, eta: 8:39:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6562, top5_acc: 0.8802, loss_cls: 1.2814, loss: 1.2814, grad_norm: 8.2795 2021-12-03 06:24:43,452 - mmaction - INFO - Epoch [26][1160/1793] lr: 7.500e-04, eta: 8:38:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8969, loss_cls: 1.1419, loss: 1.1419, grad_norm: 7.7462 2021-12-03 06:24:57,472 - mmaction - INFO - Epoch [26][1180/1793] lr: 7.500e-04, eta: 8:38:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9021, loss_cls: 1.1299, loss: 1.1299, grad_norm: 7.7684 2021-12-03 06:25:11,500 - mmaction - INFO - Epoch [26][1200/1793] lr: 7.500e-04, eta: 8:38:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.8917, loss_cls: 1.1326, loss: 1.1326, grad_norm: 7.8066 2021-12-03 06:25:25,538 - mmaction - INFO - Epoch [26][1220/1793] lr: 7.500e-04, eta: 8:38:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8792, loss_cls: 1.2205, loss: 1.2205, grad_norm: 7.6873 2021-12-03 06:25:39,573 - mmaction - INFO - Epoch [26][1240/1793] lr: 7.500e-04, eta: 8:37:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8865, loss_cls: 1.1915, loss: 1.1915, grad_norm: 7.7651 2021-12-03 06:25:53,621 - mmaction - INFO - Epoch [26][1260/1793] lr: 7.500e-04, eta: 8:37:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9010, loss_cls: 1.1462, loss: 1.1462, grad_norm: 7.5718 2021-12-03 06:26:07,671 - mmaction - INFO - Epoch [26][1280/1793] lr: 7.500e-04, eta: 8:37:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1802, loss: 1.1802, grad_norm: 7.7927 2021-12-03 06:26:21,720 - mmaction - INFO - Epoch [26][1300/1793] lr: 7.500e-04, eta: 8:37:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8833, loss_cls: 1.1674, loss: 1.1674, grad_norm: 7.7476 2021-12-03 06:26:35,759 - mmaction - INFO - Epoch [26][1320/1793] lr: 7.500e-04, eta: 8:36:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.8792, loss_cls: 1.2181, loss: 1.2181, grad_norm: 7.6682 2021-12-03 06:26:49,809 - mmaction - INFO - Epoch [26][1340/1793] lr: 7.500e-04, eta: 8:36:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9010, loss_cls: 1.1442, loss: 1.1442, grad_norm: 7.6229 2021-12-03 06:27:03,850 - mmaction - INFO - Epoch [26][1360/1793] lr: 7.500e-04, eta: 8:36:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8771, loss_cls: 1.2430, loss: 1.2430, grad_norm: 7.6626 2021-12-03 06:27:17,897 - mmaction - INFO - Epoch [26][1380/1793] lr: 7.500e-04, eta: 8:36:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.8938, loss_cls: 1.1588, loss: 1.1588, grad_norm: 7.8212 2021-12-03 06:27:31,940 - mmaction - INFO - Epoch [26][1400/1793] lr: 7.500e-04, eta: 8:35:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2407, loss: 1.2407, grad_norm: 8.2352 2021-12-03 06:27:45,993 - mmaction - INFO - Epoch [26][1420/1793] lr: 7.500e-04, eta: 8:35:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.8990, loss_cls: 1.1638, loss: 1.1638, grad_norm: 8.0634 2021-12-03 06:28:00,055 - mmaction - INFO - Epoch [26][1440/1793] lr: 7.500e-04, eta: 8:35:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8854, loss_cls: 1.2448, loss: 1.2448, grad_norm: 8.1164 2021-12-03 06:28:14,097 - mmaction - INFO - Epoch [26][1460/1793] lr: 7.500e-04, eta: 8:35:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8969, loss_cls: 1.1259, loss: 1.1259, grad_norm: 7.8160 2021-12-03 06:28:28,143 - mmaction - INFO - Epoch [26][1480/1793] lr: 7.500e-04, eta: 8:34:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8740, loss_cls: 1.2703, loss: 1.2703, grad_norm: 8.0334 2021-12-03 06:28:42,188 - mmaction - INFO - Epoch [26][1500/1793] lr: 7.500e-04, eta: 8:34:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8844, loss_cls: 1.2685, loss: 1.2685, grad_norm: 8.0395 2021-12-03 06:28:56,242 - mmaction - INFO - Epoch [26][1520/1793] lr: 7.500e-04, eta: 8:34:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8875, loss_cls: 1.1720, loss: 1.1720, grad_norm: 7.5620 2021-12-03 06:29:10,279 - mmaction - INFO - Epoch [26][1540/1793] lr: 7.500e-04, eta: 8:34:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8927, loss_cls: 1.2160, loss: 1.2160, grad_norm: 7.7879 2021-12-03 06:29:24,323 - mmaction - INFO - Epoch [26][1560/1793] lr: 7.500e-04, eta: 8:33:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8927, loss_cls: 1.2074, loss: 1.2074, grad_norm: 7.9884 2021-12-03 06:29:38,378 - mmaction - INFO - Epoch [26][1580/1793] lr: 7.500e-04, eta: 8:33:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8875, loss_cls: 1.1531, loss: 1.1531, grad_norm: 7.8290 2021-12-03 06:29:52,436 - mmaction - INFO - Epoch [26][1600/1793] lr: 7.500e-04, eta: 8:33:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9031, loss_cls: 1.1621, loss: 1.1621, grad_norm: 8.3273 2021-12-03 06:30:06,475 - mmaction - INFO - Epoch [26][1620/1793] lr: 7.500e-04, eta: 8:33:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8896, loss_cls: 1.2004, loss: 1.2004, grad_norm: 7.9009 2021-12-03 06:30:20,521 - mmaction - INFO - Epoch [26][1640/1793] lr: 7.500e-04, eta: 8:32:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.9083, loss_cls: 1.0929, loss: 1.0929, grad_norm: 7.6142 2021-12-03 06:30:34,561 - mmaction - INFO - Epoch [26][1660/1793] lr: 7.500e-04, eta: 8:32:45, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8802, loss_cls: 1.2580, loss: 1.2580, grad_norm: 8.0778 2021-12-03 06:30:48,599 - mmaction - INFO - Epoch [26][1680/1793] lr: 7.500e-04, eta: 8:32:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8854, loss_cls: 1.2494, loss: 1.2494, grad_norm: 7.8524 2021-12-03 06:31:02,664 - mmaction - INFO - Epoch [26][1700/1793] lr: 7.500e-04, eta: 8:32:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8844, loss_cls: 1.2280, loss: 1.2280, grad_norm: 8.0175 2021-12-03 06:31:16,712 - mmaction - INFO - Epoch [26][1720/1793] lr: 7.500e-04, eta: 8:32:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8896, loss_cls: 1.2678, loss: 1.2678, grad_norm: 7.9504 2021-12-03 06:31:30,762 - mmaction - INFO - Epoch [26][1740/1793] lr: 7.500e-04, eta: 8:31:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8938, loss_cls: 1.1918, loss: 1.1918, grad_norm: 7.8124 2021-12-03 06:31:44,826 - mmaction - INFO - Epoch [26][1760/1793] lr: 7.500e-04, eta: 8:31:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8708, loss_cls: 1.2214, loss: 1.2214, grad_norm: 7.8071 2021-12-03 06:31:58,890 - mmaction - INFO - Epoch [26][1780/1793] lr: 7.500e-04, eta: 8:31:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8917, loss_cls: 1.1874, loss: 1.1874, grad_norm: 7.9937 2021-12-03 06:33:15,136 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:33:15,289 - mmaction - INFO - top1_acc 0.4630 top5_acc 0.7625 2021-12-03 06:33:15,289 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:33:15,298 - mmaction - INFO - mean_acc 0.4259 2021-12-03 06:33:15,300 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-12-03 06:33:16,582 - mmaction - INFO - Epoch(val) [26][241] top1_acc: 0.4630, top5_acc: 0.7625, mean_class_accuracy: 0.4259 2021-12-03 06:33:57,281 - mmaction - INFO - Epoch [27][20/1793] lr: 7.500e-04, eta: 8:31:11, time: 2.035, data_time: 1.327, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8927, loss_cls: 1.2222, loss: 1.2222, grad_norm: 7.9128 2021-12-03 06:34:11,296 - mmaction - INFO - Epoch [27][40/1793] lr: 7.500e-04, eta: 8:30:56, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8938, loss_cls: 1.1799, loss: 1.1799, grad_norm: 7.5631 2021-12-03 06:34:25,295 - mmaction - INFO - Epoch [27][60/1793] lr: 7.500e-04, eta: 8:30:42, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8979, loss_cls: 1.1218, loss: 1.1218, grad_norm: 7.2546 2021-12-03 06:34:39,305 - mmaction - INFO - Epoch [27][80/1793] lr: 7.500e-04, eta: 8:30:27, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8948, loss_cls: 1.1892, loss: 1.1892, grad_norm: 7.8922 2021-12-03 06:34:53,320 - mmaction - INFO - Epoch [27][100/1793] lr: 7.500e-04, eta: 8:30:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.9062, loss_cls: 1.1475, loss: 1.1475, grad_norm: 7.8665 2021-12-03 06:35:07,351 - mmaction - INFO - Epoch [27][120/1793] lr: 7.500e-04, eta: 8:29:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8896, loss_cls: 1.1876, loss: 1.1876, grad_norm: 7.7742 2021-12-03 06:35:21,366 - mmaction - INFO - Epoch [27][140/1793] lr: 7.500e-04, eta: 8:29:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.9177, loss_cls: 1.1268, loss: 1.1268, grad_norm: 7.7849 2021-12-03 06:35:35,393 - mmaction - INFO - Epoch [27][160/1793] lr: 7.500e-04, eta: 8:29:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.8927, loss_cls: 1.1265, loss: 1.1265, grad_norm: 7.4607 2021-12-03 06:35:49,425 - mmaction - INFO - Epoch [27][180/1793] lr: 7.500e-04, eta: 8:29:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8896, loss_cls: 1.1821, loss: 1.1821, grad_norm: 7.7301 2021-12-03 06:36:03,459 - mmaction - INFO - Epoch [27][200/1793] lr: 7.500e-04, eta: 8:29:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8708, loss_cls: 1.2237, loss: 1.2237, grad_norm: 7.9886 2021-12-03 06:36:17,484 - mmaction - INFO - Epoch [27][220/1793] lr: 7.500e-04, eta: 8:28:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9042, loss_cls: 1.1844, loss: 1.1844, grad_norm: 8.0503 2021-12-03 06:36:31,522 - mmaction - INFO - Epoch [27][240/1793] lr: 7.500e-04, eta: 8:28:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6625, top5_acc: 0.8885, loss_cls: 1.2445, loss: 1.2445, grad_norm: 8.0279 2021-12-03 06:36:45,556 - mmaction - INFO - Epoch [27][260/1793] lr: 7.500e-04, eta: 8:28:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8875, loss_cls: 1.2051, loss: 1.2051, grad_norm: 8.1291 2021-12-03 06:36:59,597 - mmaction - INFO - Epoch [27][280/1793] lr: 7.500e-04, eta: 8:28:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9052, loss_cls: 1.1110, loss: 1.1110, grad_norm: 7.7490 2021-12-03 06:37:13,643 - mmaction - INFO - Epoch [27][300/1793] lr: 7.500e-04, eta: 8:27:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1955, loss: 1.1955, grad_norm: 8.3092 2021-12-03 06:37:27,681 - mmaction - INFO - Epoch [27][320/1793] lr: 7.500e-04, eta: 8:27:34, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9052, loss_cls: 1.0818, loss: 1.0818, grad_norm: 7.5912 2021-12-03 06:37:41,725 - mmaction - INFO - Epoch [27][340/1793] lr: 7.500e-04, eta: 8:27:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8990, loss_cls: 1.1430, loss: 1.1430, grad_norm: 7.6115 2021-12-03 06:37:55,795 - mmaction - INFO - Epoch [27][360/1793] lr: 7.500e-04, eta: 8:27:05, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8896, loss_cls: 1.1224, loss: 1.1224, grad_norm: 7.6569 2021-12-03 06:38:09,843 - mmaction - INFO - Epoch [27][380/1793] lr: 7.500e-04, eta: 8:26:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8958, loss_cls: 1.1731, loss: 1.1731, grad_norm: 7.8449 2021-12-03 06:38:23,874 - mmaction - INFO - Epoch [27][400/1793] lr: 7.500e-04, eta: 8:26:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1460, loss: 1.1460, grad_norm: 7.9257 2021-12-03 06:38:37,907 - mmaction - INFO - Epoch [27][420/1793] lr: 7.500e-04, eta: 8:26:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.9021, loss_cls: 1.1026, loss: 1.1026, grad_norm: 7.5179 2021-12-03 06:38:51,967 - mmaction - INFO - Epoch [27][440/1793] lr: 7.500e-04, eta: 8:26:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8979, loss_cls: 1.1672, loss: 1.1672, grad_norm: 7.8078 2021-12-03 06:39:06,012 - mmaction - INFO - Epoch [27][460/1793] lr: 7.500e-04, eta: 8:25:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.8990, loss_cls: 1.1340, loss: 1.1340, grad_norm: 7.8761 2021-12-03 06:39:20,049 - mmaction - INFO - Epoch [27][480/1793] lr: 7.500e-04, eta: 8:25:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1851, loss: 1.1851, grad_norm: 7.9368 2021-12-03 06:39:34,096 - mmaction - INFO - Epoch [27][500/1793] lr: 7.500e-04, eta: 8:25:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8927, loss_cls: 1.1725, loss: 1.1725, grad_norm: 7.9695 2021-12-03 06:39:48,146 - mmaction - INFO - Epoch [27][520/1793] lr: 7.500e-04, eta: 8:25:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8854, loss_cls: 1.1736, loss: 1.1736, grad_norm: 7.9223 2021-12-03 06:40:02,190 - mmaction - INFO - Epoch [27][540/1793] lr: 7.500e-04, eta: 8:24:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8979, loss_cls: 1.1438, loss: 1.1438, grad_norm: 7.9253 2021-12-03 06:40:16,243 - mmaction - INFO - Epoch [27][560/1793] lr: 7.500e-04, eta: 8:24:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8938, loss_cls: 1.1282, loss: 1.1282, grad_norm: 7.8502 2021-12-03 06:40:30,292 - mmaction - INFO - Epoch [27][580/1793] lr: 7.500e-04, eta: 8:24:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9104, loss_cls: 1.0887, loss: 1.0887, grad_norm: 7.6848 2021-12-03 06:40:44,356 - mmaction - INFO - Epoch [27][600/1793] lr: 7.500e-04, eta: 8:24:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8823, loss_cls: 1.1667, loss: 1.1667, grad_norm: 7.7587 2021-12-03 06:40:58,420 - mmaction - INFO - Epoch [27][620/1793] lr: 7.500e-04, eta: 8:23:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9021, loss_cls: 1.1103, loss: 1.1103, grad_norm: 7.8097 2021-12-03 06:41:12,479 - mmaction - INFO - Epoch [27][640/1793] lr: 7.500e-04, eta: 8:23:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8958, loss_cls: 1.1346, loss: 1.1346, grad_norm: 7.9306 2021-12-03 06:41:26,545 - mmaction - INFO - Epoch [27][660/1793] lr: 7.500e-04, eta: 8:23:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8938, loss_cls: 1.1714, loss: 1.1714, grad_norm: 8.0833 2021-12-03 06:41:40,604 - mmaction - INFO - Epoch [27][680/1793] lr: 7.500e-04, eta: 8:23:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8979, loss_cls: 1.1724, loss: 1.1724, grad_norm: 8.1453 2021-12-03 06:41:54,647 - mmaction - INFO - Epoch [27][700/1793] lr: 7.500e-04, eta: 8:22:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8906, loss_cls: 1.2275, loss: 1.2275, grad_norm: 8.0408 2021-12-03 06:42:08,677 - mmaction - INFO - Epoch [27][720/1793] lr: 7.500e-04, eta: 8:22:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8823, loss_cls: 1.2248, loss: 1.2248, grad_norm: 7.7799 2021-12-03 06:42:22,703 - mmaction - INFO - Epoch [27][740/1793] lr: 7.500e-04, eta: 8:22:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8792, loss_cls: 1.2386, loss: 1.2386, grad_norm: 8.2776 2021-12-03 06:42:36,732 - mmaction - INFO - Epoch [27][760/1793] lr: 7.500e-04, eta: 8:22:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8927, loss_cls: 1.1691, loss: 1.1691, grad_norm: 7.9024 2021-12-03 06:42:50,774 - mmaction - INFO - Epoch [27][780/1793] lr: 7.500e-04, eta: 8:22:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.8906, loss_cls: 1.1643, loss: 1.1643, grad_norm: 8.0182 2021-12-03 06:43:04,809 - mmaction - INFO - Epoch [27][800/1793] lr: 7.500e-04, eta: 8:21:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8979, loss_cls: 1.1979, loss: 1.1979, grad_norm: 8.0117 2021-12-03 06:43:18,837 - mmaction - INFO - Epoch [27][820/1793] lr: 7.500e-04, eta: 8:21:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8833, loss_cls: 1.1830, loss: 1.1830, grad_norm: 7.9425 2021-12-03 06:43:32,876 - mmaction - INFO - Epoch [27][840/1793] lr: 7.500e-04, eta: 8:21:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.1623, loss: 1.1623, grad_norm: 8.0363 2021-12-03 06:43:46,907 - mmaction - INFO - Epoch [27][860/1793] lr: 7.500e-04, eta: 8:21:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6417, top5_acc: 0.8781, loss_cls: 1.2987, loss: 1.2987, grad_norm: 8.3810 2021-12-03 06:44:00,976 - mmaction - INFO - Epoch [27][880/1793] lr: 7.500e-04, eta: 8:20:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8729, loss_cls: 1.2292, loss: 1.2292, grad_norm: 8.1386 2021-12-03 06:44:15,033 - mmaction - INFO - Epoch [27][900/1793] lr: 7.500e-04, eta: 8:20:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.9000, loss_cls: 1.1479, loss: 1.1479, grad_norm: 7.9395 2021-12-03 06:44:29,083 - mmaction - INFO - Epoch [27][920/1793] lr: 7.500e-04, eta: 8:20:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9021, loss_cls: 1.1556, loss: 1.1556, grad_norm: 7.9861 2021-12-03 06:44:43,116 - mmaction - INFO - Epoch [27][940/1793] lr: 7.500e-04, eta: 8:20:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8875, loss_cls: 1.1890, loss: 1.1890, grad_norm: 8.0657 2021-12-03 06:44:57,139 - mmaction - INFO - Epoch [27][960/1793] lr: 7.500e-04, eta: 8:19:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.2111, loss: 1.2111, grad_norm: 8.2084 2021-12-03 06:45:11,187 - mmaction - INFO - Epoch [27][980/1793] lr: 7.500e-04, eta: 8:19:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9000, loss_cls: 1.1216, loss: 1.1216, grad_norm: 8.1954 2021-12-03 06:45:25,213 - mmaction - INFO - Epoch [27][1000/1793] lr: 7.500e-04, eta: 8:19:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9052, loss_cls: 1.1185, loss: 1.1185, grad_norm: 7.9108 2021-12-03 06:45:39,244 - mmaction - INFO - Epoch [27][1020/1793] lr: 7.500e-04, eta: 8:19:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.9042, loss_cls: 1.1765, loss: 1.1765, grad_norm: 8.3022 2021-12-03 06:45:53,304 - mmaction - INFO - Epoch [27][1040/1793] lr: 7.500e-04, eta: 8:18:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6687, top5_acc: 0.8802, loss_cls: 1.2234, loss: 1.2234, grad_norm: 7.9318 2021-12-03 06:46:07,330 - mmaction - INFO - Epoch [27][1060/1793] lr: 7.500e-04, eta: 8:18:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8896, loss_cls: 1.2254, loss: 1.2254, grad_norm: 8.4026 2021-12-03 06:46:21,361 - mmaction - INFO - Epoch [27][1080/1793] lr: 7.500e-04, eta: 8:18:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8833, loss_cls: 1.2321, loss: 1.2321, grad_norm: 8.0387 2021-12-03 06:46:35,380 - mmaction - INFO - Epoch [27][1100/1793] lr: 7.500e-04, eta: 8:18:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1193, loss: 1.1193, grad_norm: 7.7593 2021-12-03 06:46:49,424 - mmaction - INFO - Epoch [27][1120/1793] lr: 7.500e-04, eta: 8:17:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6635, top5_acc: 0.8854, loss_cls: 1.2615, loss: 1.2615, grad_norm: 8.0809 2021-12-03 06:47:03,458 - mmaction - INFO - Epoch [27][1140/1793] lr: 7.500e-04, eta: 8:17:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6646, top5_acc: 0.8844, loss_cls: 1.2751, loss: 1.2751, grad_norm: 8.0535 2021-12-03 06:47:17,483 - mmaction - INFO - Epoch [27][1160/1793] lr: 7.500e-04, eta: 8:17:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8823, loss_cls: 1.1781, loss: 1.1781, grad_norm: 8.0512 2021-12-03 06:47:31,509 - mmaction - INFO - Epoch [27][1180/1793] lr: 7.500e-04, eta: 8:17:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9042, loss_cls: 1.1332, loss: 1.1332, grad_norm: 7.9876 2021-12-03 06:47:45,547 - mmaction - INFO - Epoch [27][1200/1793] lr: 7.500e-04, eta: 8:16:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.9010, loss_cls: 1.1971, loss: 1.1971, grad_norm: 8.2446 2021-12-03 06:47:59,576 - mmaction - INFO - Epoch [27][1220/1793] lr: 7.500e-04, eta: 8:16:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8844, loss_cls: 1.2496, loss: 1.2496, grad_norm: 8.2420 2021-12-03 06:48:13,594 - mmaction - INFO - Epoch [27][1240/1793] lr: 7.500e-04, eta: 8:16:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8812, loss_cls: 1.2218, loss: 1.2218, grad_norm: 7.9311 2021-12-03 06:48:27,617 - mmaction - INFO - Epoch [27][1260/1793] lr: 7.500e-04, eta: 8:16:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9010, loss_cls: 1.1253, loss: 1.1253, grad_norm: 7.7482 2021-12-03 06:48:41,655 - mmaction - INFO - Epoch [27][1280/1793] lr: 7.500e-04, eta: 8:16:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1678, loss: 1.1678, grad_norm: 7.7211 2021-12-03 06:48:55,682 - mmaction - INFO - Epoch [27][1300/1793] lr: 7.500e-04, eta: 8:15:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.9042, loss_cls: 1.0986, loss: 1.0986, grad_norm: 7.9037 2021-12-03 06:49:09,724 - mmaction - INFO - Epoch [27][1320/1793] lr: 7.500e-04, eta: 8:15:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6458, top5_acc: 0.8698, loss_cls: 1.3129, loss: 1.3129, grad_norm: 8.5877 2021-12-03 06:49:23,769 - mmaction - INFO - Epoch [27][1340/1793] lr: 7.500e-04, eta: 8:15:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2341, loss: 1.2341, grad_norm: 8.0279 2021-12-03 06:49:37,817 - mmaction - INFO - Epoch [27][1360/1793] lr: 7.500e-04, eta: 8:15:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.1020, loss: 1.1020, grad_norm: 7.6344 2021-12-03 06:49:51,851 - mmaction - INFO - Epoch [27][1380/1793] lr: 7.500e-04, eta: 8:14:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6677, top5_acc: 0.8771, loss_cls: 1.2328, loss: 1.2328, grad_norm: 8.0779 2021-12-03 06:50:05,886 - mmaction - INFO - Epoch [27][1400/1793] lr: 7.500e-04, eta: 8:14:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.9000, loss_cls: 1.1398, loss: 1.1398, grad_norm: 7.8085 2021-12-03 06:50:19,916 - mmaction - INFO - Epoch [27][1420/1793] lr: 7.500e-04, eta: 8:14:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6740, top5_acc: 0.8844, loss_cls: 1.2523, loss: 1.2523, grad_norm: 7.9744 2021-12-03 06:50:33,950 - mmaction - INFO - Epoch [27][1440/1793] lr: 7.500e-04, eta: 8:14:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8906, loss_cls: 1.2086, loss: 1.2086, grad_norm: 8.3669 2021-12-03 06:50:47,985 - mmaction - INFO - Epoch [27][1460/1793] lr: 7.500e-04, eta: 8:13:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.2150, loss: 1.2150, grad_norm: 8.1591 2021-12-03 06:51:02,018 - mmaction - INFO - Epoch [27][1480/1793] lr: 7.500e-04, eta: 8:13:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8917, loss_cls: 1.2097, loss: 1.2097, grad_norm: 8.5349 2021-12-03 06:51:16,049 - mmaction - INFO - Epoch [27][1500/1793] lr: 7.500e-04, eta: 8:13:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9000, loss_cls: 1.1139, loss: 1.1139, grad_norm: 7.8301 2021-12-03 06:51:30,092 - mmaction - INFO - Epoch [27][1520/1793] lr: 7.500e-04, eta: 8:13:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8760, loss_cls: 1.2036, loss: 1.2036, grad_norm: 7.9153 2021-12-03 06:51:44,139 - mmaction - INFO - Epoch [27][1540/1793] lr: 7.500e-04, eta: 8:12:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.8927, loss_cls: 1.2039, loss: 1.2039, grad_norm: 8.2606 2021-12-03 06:51:58,192 - mmaction - INFO - Epoch [27][1560/1793] lr: 7.500e-04, eta: 8:12:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8865, loss_cls: 1.1843, loss: 1.1843, grad_norm: 8.1488 2021-12-03 06:52:12,225 - mmaction - INFO - Epoch [27][1580/1793] lr: 7.500e-04, eta: 8:12:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8927, loss_cls: 1.1350, loss: 1.1350, grad_norm: 7.9652 2021-12-03 06:52:26,258 - mmaction - INFO - Epoch [27][1600/1793] lr: 7.500e-04, eta: 8:12:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9104, loss_cls: 1.0741, loss: 1.0741, grad_norm: 7.8745 2021-12-03 06:52:40,317 - mmaction - INFO - Epoch [27][1620/1793] lr: 7.500e-04, eta: 8:11:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9219, loss_cls: 1.0355, loss: 1.0355, grad_norm: 7.5008 2021-12-03 06:52:54,353 - mmaction - INFO - Epoch [27][1640/1793] lr: 7.500e-04, eta: 8:11:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8875, loss_cls: 1.2178, loss: 1.2178, grad_norm: 8.1167 2021-12-03 06:53:08,418 - mmaction - INFO - Epoch [27][1660/1793] lr: 7.500e-04, eta: 8:11:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.8948, loss_cls: 1.1640, loss: 1.1640, grad_norm: 8.3701 2021-12-03 06:53:22,460 - mmaction - INFO - Epoch [27][1680/1793] lr: 7.500e-04, eta: 8:11:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8938, loss_cls: 1.2241, loss: 1.2241, grad_norm: 8.2720 2021-12-03 06:53:36,503 - mmaction - INFO - Epoch [27][1700/1793] lr: 7.500e-04, eta: 8:10:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8844, loss_cls: 1.1807, loss: 1.1807, grad_norm: 7.9383 2021-12-03 06:53:50,544 - mmaction - INFO - Epoch [27][1720/1793] lr: 7.500e-04, eta: 8:10:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9094, loss_cls: 1.1528, loss: 1.1528, grad_norm: 8.2174 2021-12-03 06:54:04,581 - mmaction - INFO - Epoch [27][1740/1793] lr: 7.500e-04, eta: 8:10:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9187, loss_cls: 1.0603, loss: 1.0603, grad_norm: 7.9528 2021-12-03 06:54:18,612 - mmaction - INFO - Epoch [27][1760/1793] lr: 7.500e-04, eta: 8:10:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.9010, loss_cls: 1.1207, loss: 1.1207, grad_norm: 8.0545 2021-12-03 06:54:32,651 - mmaction - INFO - Epoch [27][1780/1793] lr: 7.500e-04, eta: 8:09:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8875, loss_cls: 1.1606, loss: 1.1606, grad_norm: 7.9140 2021-12-03 06:55:48,419 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:55:48,573 - mmaction - INFO - top1_acc 0.4777 top5_acc 0.7682 2021-12-03 06:55:48,573 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:55:48,582 - mmaction - INFO - mean_acc 0.4351 2021-12-03 06:55:52,814 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2021-12-03 06:55:52,814 - mmaction - INFO - Best top1_acc is 0.4777 at 27 epoch. 2021-12-03 06:55:52,818 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-12-03 06:55:53,694 - mmaction - INFO - Epoch(val) [27][241] top1_acc: 0.4777, top5_acc: 0.7682, mean_class_accuracy: 0.4351 2021-12-03 06:56:33,307 - mmaction - INFO - Epoch [28][20/1793] lr: 7.500e-04, eta: 8:09:49, time: 1.980, data_time: 1.280, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8771, loss_cls: 1.2271, loss: 1.2271, grad_norm: 8.0194 2021-12-03 06:56:47,343 - mmaction - INFO - Epoch [28][40/1793] lr: 7.500e-04, eta: 8:09:35, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8927, loss_cls: 1.1445, loss: 1.1445, grad_norm: 8.0280 2021-12-03 06:57:01,394 - mmaction - INFO - Epoch [28][60/1793] lr: 7.500e-04, eta: 8:09:20, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7021, top5_acc: 0.9021, loss_cls: 1.1184, loss: 1.1184, grad_norm: 7.8841 2021-12-03 06:57:15,412 - mmaction - INFO - Epoch [28][80/1793] lr: 7.500e-04, eta: 8:09:06, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8927, loss_cls: 1.1201, loss: 1.1201, grad_norm: 7.6782 2021-12-03 06:57:29,470 - mmaction - INFO - Epoch [28][100/1793] lr: 7.500e-04, eta: 8:08:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9052, loss_cls: 1.1088, loss: 1.1088, grad_norm: 7.6710 2021-12-03 06:57:43,521 - mmaction - INFO - Epoch [28][120/1793] lr: 7.500e-04, eta: 8:08:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0974, loss: 1.0974, grad_norm: 7.7738 2021-12-03 06:57:57,560 - mmaction - INFO - Epoch [28][140/1793] lr: 7.500e-04, eta: 8:08:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9187, loss_cls: 1.0195, loss: 1.0195, grad_norm: 7.7317 2021-12-03 06:58:11,599 - mmaction - INFO - Epoch [28][160/1793] lr: 7.500e-04, eta: 8:08:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.8979, loss_cls: 1.1424, loss: 1.1424, grad_norm: 7.9875 2021-12-03 06:58:25,648 - mmaction - INFO - Epoch [28][180/1793] lr: 7.500e-04, eta: 8:07:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1602, loss: 1.1602, grad_norm: 7.9446 2021-12-03 06:58:39,690 - mmaction - INFO - Epoch [28][200/1793] lr: 7.500e-04, eta: 8:07:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8781, loss_cls: 1.2283, loss: 1.2283, grad_norm: 8.4757 2021-12-03 06:58:53,759 - mmaction - INFO - Epoch [28][220/1793] lr: 7.500e-04, eta: 8:07:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8885, loss_cls: 1.2038, loss: 1.2038, grad_norm: 8.5081 2021-12-03 06:59:07,818 - mmaction - INFO - Epoch [28][240/1793] lr: 7.500e-04, eta: 8:07:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.9031, loss_cls: 1.1398, loss: 1.1398, grad_norm: 7.8348 2021-12-03 06:59:21,873 - mmaction - INFO - Epoch [28][260/1793] lr: 7.500e-04, eta: 8:06:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9156, loss_cls: 1.0746, loss: 1.0746, grad_norm: 7.7911 2021-12-03 06:59:35,936 - mmaction - INFO - Epoch [28][280/1793] lr: 7.500e-04, eta: 8:06:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.8854, loss_cls: 1.1975, loss: 1.1975, grad_norm: 8.1370 2021-12-03 06:59:49,994 - mmaction - INFO - Epoch [28][300/1793] lr: 7.500e-04, eta: 8:06:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.8948, loss_cls: 1.1351, loss: 1.1351, grad_norm: 7.8093 2021-12-03 07:00:04,058 - mmaction - INFO - Epoch [28][320/1793] lr: 7.500e-04, eta: 8:06:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8906, loss_cls: 1.1721, loss: 1.1721, grad_norm: 7.9435 2021-12-03 07:00:18,103 - mmaction - INFO - Epoch [28][340/1793] lr: 7.500e-04, eta: 8:05:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6615, top5_acc: 0.8812, loss_cls: 1.2941, loss: 1.2941, grad_norm: 8.4968 2021-12-03 07:00:32,140 - mmaction - INFO - Epoch [28][360/1793] lr: 7.500e-04, eta: 8:05:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8979, loss_cls: 1.1742, loss: 1.1742, grad_norm: 8.5182 2021-12-03 07:00:46,175 - mmaction - INFO - Epoch [28][380/1793] lr: 7.500e-04, eta: 8:05:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.9031, loss_cls: 1.1676, loss: 1.1676, grad_norm: 8.3778 2021-12-03 07:01:00,223 - mmaction - INFO - Epoch [28][400/1793] lr: 7.500e-04, eta: 8:05:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9021, loss_cls: 1.0781, loss: 1.0781, grad_norm: 8.0546 2021-12-03 07:01:14,263 - mmaction - INFO - Epoch [28][420/1793] lr: 7.500e-04, eta: 8:05:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1616, loss: 1.1616, grad_norm: 8.2441 2021-12-03 07:01:28,299 - mmaction - INFO - Epoch [28][440/1793] lr: 7.500e-04, eta: 8:04:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1328, loss: 1.1328, grad_norm: 8.0906 2021-12-03 07:01:42,348 - mmaction - INFO - Epoch [28][460/1793] lr: 7.500e-04, eta: 8:04:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8917, loss_cls: 1.1627, loss: 1.1627, grad_norm: 8.1000 2021-12-03 07:01:56,393 - mmaction - INFO - Epoch [28][480/1793] lr: 7.500e-04, eta: 8:04:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6750, top5_acc: 0.8865, loss_cls: 1.1893, loss: 1.1893, grad_norm: 8.4482 2021-12-03 07:02:10,451 - mmaction - INFO - Epoch [28][500/1793] lr: 7.500e-04, eta: 8:04:03, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9094, loss_cls: 1.1014, loss: 1.1014, grad_norm: 7.9112 2021-12-03 07:02:24,513 - mmaction - INFO - Epoch [28][520/1793] lr: 7.500e-04, eta: 8:03:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8927, loss_cls: 1.1775, loss: 1.1775, grad_norm: 8.2176 2021-12-03 07:02:38,543 - mmaction - INFO - Epoch [28][540/1793] lr: 7.500e-04, eta: 8:03:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9010, loss_cls: 1.0929, loss: 1.0929, grad_norm: 7.9968 2021-12-03 07:02:52,602 - mmaction - INFO - Epoch [28][560/1793] lr: 7.500e-04, eta: 8:03:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8979, loss_cls: 1.1074, loss: 1.1074, grad_norm: 7.9629 2021-12-03 07:03:06,643 - mmaction - INFO - Epoch [28][580/1793] lr: 7.500e-04, eta: 8:03:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.9104, loss_cls: 1.1651, loss: 1.1651, grad_norm: 8.3327 2021-12-03 07:03:20,689 - mmaction - INFO - Epoch [28][600/1793] lr: 7.500e-04, eta: 8:02:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.9000, loss_cls: 1.1151, loss: 1.1151, grad_norm: 8.2571 2021-12-03 07:03:34,724 - mmaction - INFO - Epoch [28][620/1793] lr: 7.500e-04, eta: 8:02:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8948, loss_cls: 1.1150, loss: 1.1150, grad_norm: 7.7380 2021-12-03 07:03:48,761 - mmaction - INFO - Epoch [28][640/1793] lr: 7.500e-04, eta: 8:02:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.8948, loss_cls: 1.0883, loss: 1.0883, grad_norm: 7.8286 2021-12-03 07:04:02,813 - mmaction - INFO - Epoch [28][660/1793] lr: 7.500e-04, eta: 8:02:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8823, loss_cls: 1.2296, loss: 1.2296, grad_norm: 8.6251 2021-12-03 07:04:16,855 - mmaction - INFO - Epoch [28][680/1793] lr: 7.500e-04, eta: 8:01:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1493, loss: 1.1493, grad_norm: 8.1284 2021-12-03 07:04:30,910 - mmaction - INFO - Epoch [28][700/1793] lr: 7.500e-04, eta: 8:01:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8875, loss_cls: 1.2307, loss: 1.2307, grad_norm: 8.1293 2021-12-03 07:04:44,951 - mmaction - INFO - Epoch [28][720/1793] lr: 7.500e-04, eta: 8:01:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.8927, loss_cls: 1.1300, loss: 1.1300, grad_norm: 7.7579 2021-12-03 07:04:58,985 - mmaction - INFO - Epoch [28][740/1793] lr: 7.500e-04, eta: 8:01:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.9000, loss_cls: 1.1781, loss: 1.1781, grad_norm: 8.0565 2021-12-03 07:05:13,024 - mmaction - INFO - Epoch [28][760/1793] lr: 7.500e-04, eta: 8:00:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.8990, loss_cls: 1.1298, loss: 1.1298, grad_norm: 8.2048 2021-12-03 07:05:27,068 - mmaction - INFO - Epoch [28][780/1793] lr: 7.500e-04, eta: 8:00:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8979, loss_cls: 1.1298, loss: 1.1298, grad_norm: 8.1201 2021-12-03 07:05:41,105 - mmaction - INFO - Epoch [28][800/1793] lr: 7.500e-04, eta: 8:00:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.8938, loss_cls: 1.1312, loss: 1.1312, grad_norm: 8.1516 2021-12-03 07:05:55,141 - mmaction - INFO - Epoch [28][820/1793] lr: 7.500e-04, eta: 8:00:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.8948, loss_cls: 1.0530, loss: 1.0530, grad_norm: 7.7588 2021-12-03 07:06:09,184 - mmaction - INFO - Epoch [28][840/1793] lr: 7.500e-04, eta: 7:59:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.0910, loss: 1.0910, grad_norm: 7.8365 2021-12-03 07:06:23,223 - mmaction - INFO - Epoch [28][860/1793] lr: 7.500e-04, eta: 7:59:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8792, loss_cls: 1.1982, loss: 1.1982, grad_norm: 8.5625 2021-12-03 07:06:37,249 - mmaction - INFO - Epoch [28][880/1793] lr: 7.500e-04, eta: 7:59:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8854, loss_cls: 1.2158, loss: 1.2158, grad_norm: 8.1526 2021-12-03 07:06:51,302 - mmaction - INFO - Epoch [28][900/1793] lr: 7.500e-04, eta: 7:59:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1775, loss: 1.1775, grad_norm: 8.3625 2021-12-03 07:07:05,352 - mmaction - INFO - Epoch [28][920/1793] lr: 7.500e-04, eta: 7:58:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8958, loss_cls: 1.1432, loss: 1.1432, grad_norm: 8.2082 2021-12-03 07:07:19,398 - mmaction - INFO - Epoch [28][940/1793] lr: 7.500e-04, eta: 7:58:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8917, loss_cls: 1.1488, loss: 1.1488, grad_norm: 8.0432 2021-12-03 07:07:33,445 - mmaction - INFO - Epoch [28][960/1793] lr: 7.500e-04, eta: 7:58:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.8938, loss_cls: 1.1919, loss: 1.1919, grad_norm: 8.2160 2021-12-03 07:07:47,490 - mmaction - INFO - Epoch [28][980/1793] lr: 7.500e-04, eta: 7:58:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9083, loss_cls: 1.0657, loss: 1.0657, grad_norm: 7.9426 2021-12-03 07:08:01,536 - mmaction - INFO - Epoch [28][1000/1793] lr: 7.500e-04, eta: 7:58:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1293, loss: 1.1293, grad_norm: 8.0962 2021-12-03 07:08:15,596 - mmaction - INFO - Epoch [28][1020/1793] lr: 7.500e-04, eta: 7:57:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8875, loss_cls: 1.1888, loss: 1.1888, grad_norm: 8.3881 2021-12-03 07:08:29,647 - mmaction - INFO - Epoch [28][1040/1793] lr: 7.500e-04, eta: 7:57:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8823, loss_cls: 1.1617, loss: 1.1617, grad_norm: 7.9954 2021-12-03 07:08:43,687 - mmaction - INFO - Epoch [28][1060/1793] lr: 7.500e-04, eta: 7:57:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8875, loss_cls: 1.1971, loss: 1.1971, grad_norm: 8.3363 2021-12-03 07:08:57,748 - mmaction - INFO - Epoch [28][1080/1793] lr: 7.500e-04, eta: 7:57:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8875, loss_cls: 1.1677, loss: 1.1677, grad_norm: 8.2962 2021-12-03 07:09:11,809 - mmaction - INFO - Epoch [28][1100/1793] lr: 7.500e-04, eta: 7:56:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8948, loss_cls: 1.1512, loss: 1.1512, grad_norm: 8.2259 2021-12-03 07:09:25,877 - mmaction - INFO - Epoch [28][1120/1793] lr: 7.500e-04, eta: 7:56:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6708, top5_acc: 0.8875, loss_cls: 1.2172, loss: 1.2172, grad_norm: 8.4151 2021-12-03 07:09:39,939 - mmaction - INFO - Epoch [28][1140/1793] lr: 7.500e-04, eta: 7:56:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8917, loss_cls: 1.1762, loss: 1.1762, grad_norm: 8.1907 2021-12-03 07:09:53,986 - mmaction - INFO - Epoch [28][1160/1793] lr: 7.500e-04, eta: 7:56:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8885, loss_cls: 1.1777, loss: 1.1777, grad_norm: 8.3265 2021-12-03 07:10:08,030 - mmaction - INFO - Epoch [28][1180/1793] lr: 7.500e-04, eta: 7:55:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8854, loss_cls: 1.1521, loss: 1.1521, grad_norm: 8.0351 2021-12-03 07:10:22,095 - mmaction - INFO - Epoch [28][1200/1793] lr: 7.500e-04, eta: 7:55:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9031, loss_cls: 1.0975, loss: 1.0975, grad_norm: 7.8542 2021-12-03 07:10:36,149 - mmaction - INFO - Epoch [28][1220/1793] lr: 7.500e-04, eta: 7:55:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9198, loss_cls: 1.0602, loss: 1.0602, grad_norm: 8.1452 2021-12-03 07:10:50,204 - mmaction - INFO - Epoch [28][1240/1793] lr: 7.500e-04, eta: 7:55:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9208, loss_cls: 1.0438, loss: 1.0438, grad_norm: 7.9353 2021-12-03 07:11:04,262 - mmaction - INFO - Epoch [28][1260/1793] lr: 7.500e-04, eta: 7:54:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.8938, loss_cls: 1.1626, loss: 1.1626, grad_norm: 8.2278 2021-12-03 07:11:18,305 - mmaction - INFO - Epoch [28][1280/1793] lr: 7.500e-04, eta: 7:54:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9083, loss_cls: 1.0577, loss: 1.0577, grad_norm: 8.0665 2021-12-03 07:11:32,368 - mmaction - INFO - Epoch [28][1300/1793] lr: 7.500e-04, eta: 7:54:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8990, loss_cls: 1.1521, loss: 1.1521, grad_norm: 8.2692 2021-12-03 07:11:46,427 - mmaction - INFO - Epoch [28][1320/1793] lr: 7.500e-04, eta: 7:54:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6729, top5_acc: 0.8917, loss_cls: 1.1899, loss: 1.1899, grad_norm: 8.5353 2021-12-03 07:12:00,491 - mmaction - INFO - Epoch [28][1340/1793] lr: 7.500e-04, eta: 7:53:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.9021, loss_cls: 1.1721, loss: 1.1721, grad_norm: 9.4585 2021-12-03 07:12:14,544 - mmaction - INFO - Epoch [28][1360/1793] lr: 7.500e-04, eta: 7:53:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8833, loss_cls: 1.2205, loss: 1.2205, grad_norm: 8.4974 2021-12-03 07:12:28,598 - mmaction - INFO - Epoch [28][1380/1793] lr: 7.500e-04, eta: 7:53:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.8979, loss_cls: 1.1455, loss: 1.1455, grad_norm: 8.1360 2021-12-03 07:12:42,648 - mmaction - INFO - Epoch [28][1400/1793] lr: 7.500e-04, eta: 7:53:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8948, loss_cls: 1.1820, loss: 1.1820, grad_norm: 8.4837 2021-12-03 07:12:56,707 - mmaction - INFO - Epoch [28][1420/1793] lr: 7.500e-04, eta: 7:52:59, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8906, loss_cls: 1.1585, loss: 1.1585, grad_norm: 8.0255 2021-12-03 07:13:10,770 - mmaction - INFO - Epoch [28][1440/1793] lr: 7.500e-04, eta: 7:52:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.8896, loss_cls: 1.1151, loss: 1.1151, grad_norm: 7.9778 2021-12-03 07:13:24,838 - mmaction - INFO - Epoch [28][1460/1793] lr: 7.500e-04, eta: 7:52:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8938, loss_cls: 1.1278, loss: 1.1278, grad_norm: 8.0981 2021-12-03 07:13:38,881 - mmaction - INFO - Epoch [28][1480/1793] lr: 7.500e-04, eta: 7:52:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.8938, loss_cls: 1.1064, loss: 1.1064, grad_norm: 8.1802 2021-12-03 07:13:52,934 - mmaction - INFO - Epoch [28][1500/1793] lr: 7.500e-04, eta: 7:52:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8938, loss_cls: 1.1544, loss: 1.1544, grad_norm: 8.2994 2021-12-03 07:14:06,984 - mmaction - INFO - Epoch [28][1520/1793] lr: 7.500e-04, eta: 7:51:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9104, loss_cls: 1.0987, loss: 1.0987, grad_norm: 8.0827 2021-12-03 07:14:21,047 - mmaction - INFO - Epoch [28][1540/1793] lr: 7.500e-04, eta: 7:51:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8844, loss_cls: 1.2048, loss: 1.2048, grad_norm: 8.0439 2021-12-03 07:14:35,107 - mmaction - INFO - Epoch [28][1560/1793] lr: 7.500e-04, eta: 7:51:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2105, loss: 1.2105, grad_norm: 8.3007 2021-12-03 07:14:49,171 - mmaction - INFO - Epoch [28][1580/1793] lr: 7.500e-04, eta: 7:51:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8969, loss_cls: 1.1253, loss: 1.1253, grad_norm: 7.8741 2021-12-03 07:15:03,217 - mmaction - INFO - Epoch [28][1600/1793] lr: 7.500e-04, eta: 7:50:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1630, loss: 1.1630, grad_norm: 8.6084 2021-12-03 07:15:17,265 - mmaction - INFO - Epoch [28][1620/1793] lr: 7.500e-04, eta: 7:50:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.8979, loss_cls: 1.1559, loss: 1.1559, grad_norm: 8.5466 2021-12-03 07:15:31,323 - mmaction - INFO - Epoch [28][1640/1793] lr: 7.500e-04, eta: 7:50:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.1335, loss: 1.1335, grad_norm: 8.0104 2021-12-03 07:15:45,384 - mmaction - INFO - Epoch [28][1660/1793] lr: 7.500e-04, eta: 7:50:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9156, loss_cls: 1.0677, loss: 1.0677, grad_norm: 7.9956 2021-12-03 07:15:59,434 - mmaction - INFO - Epoch [28][1680/1793] lr: 7.500e-04, eta: 7:49:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.9094, loss_cls: 1.1065, loss: 1.1065, grad_norm: 8.2341 2021-12-03 07:16:13,482 - mmaction - INFO - Epoch [28][1700/1793] lr: 7.500e-04, eta: 7:49:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9021, loss_cls: 1.0870, loss: 1.0870, grad_norm: 7.9708 2021-12-03 07:16:27,537 - mmaction - INFO - Epoch [28][1720/1793] lr: 7.500e-04, eta: 7:49:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.8948, loss_cls: 1.0870, loss: 1.0870, grad_norm: 8.0183 2021-12-03 07:16:41,588 - mmaction - INFO - Epoch [28][1740/1793] lr: 7.500e-04, eta: 7:49:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.9052, loss_cls: 1.1494, loss: 1.1494, grad_norm: 8.2823 2021-12-03 07:16:55,643 - mmaction - INFO - Epoch [28][1760/1793] lr: 7.500e-04, eta: 7:48:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8938, loss_cls: 1.1805, loss: 1.1805, grad_norm: 8.3642 2021-12-03 07:17:09,705 - mmaction - INFO - Epoch [28][1780/1793] lr: 7.500e-04, eta: 7:48:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6573, top5_acc: 0.8771, loss_cls: 1.2649, loss: 1.2649, grad_norm: 8.8314 2021-12-03 07:18:28,224 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:18:28,376 - mmaction - INFO - top1_acc 0.4682 top5_acc 0.7622 2021-12-03 07:18:28,376 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:18:28,386 - mmaction - INFO - mean_acc 0.4258 2021-12-03 07:18:28,391 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-12-03 07:18:29,875 - mmaction - INFO - Epoch(val) [28][241] top1_acc: 0.4682, top5_acc: 0.7622, mean_class_accuracy: 0.4258 2021-12-03 07:19:10,227 - mmaction - INFO - Epoch [29][20/1793] lr: 7.500e-04, eta: 7:48:29, time: 2.017, data_time: 1.313, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8948, loss_cls: 1.2043, loss: 1.2043, grad_norm: 8.2144 2021-12-03 07:19:24,240 - mmaction - INFO - Epoch [29][40/1793] lr: 7.500e-04, eta: 7:48:15, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7031, top5_acc: 0.9198, loss_cls: 1.0770, loss: 1.0770, grad_norm: 8.1297 2021-12-03 07:19:38,249 - mmaction - INFO - Epoch [29][60/1793] lr: 7.500e-04, eta: 7:48:00, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9010, loss_cls: 1.1206, loss: 1.1206, grad_norm: 8.3159 2021-12-03 07:19:52,252 - mmaction - INFO - Epoch [29][80/1793] lr: 7.500e-04, eta: 7:47:46, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9021, loss_cls: 1.1221, loss: 1.1221, grad_norm: 8.3512 2021-12-03 07:20:06,296 - mmaction - INFO - Epoch [29][100/1793] lr: 7.500e-04, eta: 7:47:32, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8979, loss_cls: 1.1424, loss: 1.1424, grad_norm: 8.2140 2021-12-03 07:20:20,310 - mmaction - INFO - Epoch [29][120/1793] lr: 7.500e-04, eta: 7:47:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9083, loss_cls: 1.0717, loss: 1.0717, grad_norm: 8.1499 2021-12-03 07:20:34,340 - mmaction - INFO - Epoch [29][140/1793] lr: 7.500e-04, eta: 7:47:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8927, loss_cls: 1.1382, loss: 1.1382, grad_norm: 8.2666 2021-12-03 07:20:48,359 - mmaction - INFO - Epoch [29][160/1793] lr: 7.500e-04, eta: 7:46:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8958, loss_cls: 1.1296, loss: 1.1296, grad_norm: 8.3782 2021-12-03 07:21:02,398 - mmaction - INFO - Epoch [29][180/1793] lr: 7.500e-04, eta: 7:46:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9010, loss_cls: 1.1093, loss: 1.1093, grad_norm: 8.1347 2021-12-03 07:21:16,425 - mmaction - INFO - Epoch [29][200/1793] lr: 7.500e-04, eta: 7:46:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8802, loss_cls: 1.1832, loss: 1.1832, grad_norm: 8.5125 2021-12-03 07:21:30,453 - mmaction - INFO - Epoch [29][220/1793] lr: 7.500e-04, eta: 7:46:05, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7021, top5_acc: 0.9083, loss_cls: 1.0976, loss: 1.0976, grad_norm: 8.1031 2021-12-03 07:21:44,489 - mmaction - INFO - Epoch [29][240/1793] lr: 7.500e-04, eta: 7:45:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.1236, loss: 1.1236, grad_norm: 8.1408 2021-12-03 07:21:58,524 - mmaction - INFO - Epoch [29][260/1793] lr: 7.500e-04, eta: 7:45:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8917, loss_cls: 1.1565, loss: 1.1565, grad_norm: 8.1785 2021-12-03 07:22:12,562 - mmaction - INFO - Epoch [29][280/1793] lr: 7.500e-04, eta: 7:45:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8927, loss_cls: 1.1537, loss: 1.1537, grad_norm: 8.2216 2021-12-03 07:22:26,605 - mmaction - INFO - Epoch [29][300/1793] lr: 7.500e-04, eta: 7:45:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9198, loss_cls: 1.0420, loss: 1.0420, grad_norm: 8.1421 2021-12-03 07:22:40,647 - mmaction - INFO - Epoch [29][320/1793] lr: 7.500e-04, eta: 7:44:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1220, loss: 1.1220, grad_norm: 8.1278 2021-12-03 07:22:54,695 - mmaction - INFO - Epoch [29][340/1793] lr: 7.500e-04, eta: 7:44:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1571, loss: 1.1571, grad_norm: 8.4340 2021-12-03 07:23:08,736 - mmaction - INFO - Epoch [29][360/1793] lr: 7.500e-04, eta: 7:44:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8958, loss_cls: 1.1545, loss: 1.1545, grad_norm: 8.3213 2021-12-03 07:23:22,781 - mmaction - INFO - Epoch [29][380/1793] lr: 7.500e-04, eta: 7:44:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9073, loss_cls: 1.1108, loss: 1.1108, grad_norm: 8.2995 2021-12-03 07:23:36,814 - mmaction - INFO - Epoch [29][400/1793] lr: 7.500e-04, eta: 7:43:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.8990, loss_cls: 1.1427, loss: 1.1427, grad_norm: 8.4314 2021-12-03 07:23:50,841 - mmaction - INFO - Epoch [29][420/1793] lr: 7.500e-04, eta: 7:43:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8854, loss_cls: 1.1651, loss: 1.1651, grad_norm: 8.3280 2021-12-03 07:24:04,879 - mmaction - INFO - Epoch [29][440/1793] lr: 7.500e-04, eta: 7:43:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8948, loss_cls: 1.1698, loss: 1.1698, grad_norm: 8.4578 2021-12-03 07:24:18,910 - mmaction - INFO - Epoch [29][460/1793] lr: 7.500e-04, eta: 7:43:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8979, loss_cls: 1.1027, loss: 1.1027, grad_norm: 7.8543 2021-12-03 07:24:32,943 - mmaction - INFO - Epoch [29][480/1793] lr: 7.500e-04, eta: 7:42:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.8979, loss_cls: 1.1104, loss: 1.1104, grad_norm: 8.1378 2021-12-03 07:24:46,967 - mmaction - INFO - Epoch [29][500/1793] lr: 7.500e-04, eta: 7:42:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9146, loss_cls: 1.0679, loss: 1.0679, grad_norm: 8.0311 2021-12-03 07:25:01,020 - mmaction - INFO - Epoch [29][520/1793] lr: 7.500e-04, eta: 7:42:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8979, loss_cls: 1.1065, loss: 1.1065, grad_norm: 8.2968 2021-12-03 07:25:15,059 - mmaction - INFO - Epoch [29][540/1793] lr: 7.500e-04, eta: 7:42:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.8990, loss_cls: 1.0704, loss: 1.0704, grad_norm: 7.8550 2021-12-03 07:25:29,107 - mmaction - INFO - Epoch [29][560/1793] lr: 7.500e-04, eta: 7:42:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8990, loss_cls: 1.1331, loss: 1.1331, grad_norm: 8.0993 2021-12-03 07:25:43,142 - mmaction - INFO - Epoch [29][580/1793] lr: 7.500e-04, eta: 7:41:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8948, loss_cls: 1.1701, loss: 1.1701, grad_norm: 8.3307 2021-12-03 07:25:57,176 - mmaction - INFO - Epoch [29][600/1793] lr: 7.500e-04, eta: 7:41:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.8990, loss_cls: 1.0671, loss: 1.0671, grad_norm: 7.9661 2021-12-03 07:26:11,209 - mmaction - INFO - Epoch [29][620/1793] lr: 7.500e-04, eta: 7:41:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8958, loss_cls: 1.1485, loss: 1.1485, grad_norm: 8.4206 2021-12-03 07:26:25,239 - mmaction - INFO - Epoch [29][640/1793] lr: 7.500e-04, eta: 7:41:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9198, loss_cls: 1.0258, loss: 1.0258, grad_norm: 8.1830 2021-12-03 07:26:39,290 - mmaction - INFO - Epoch [29][660/1793] lr: 7.500e-04, eta: 7:40:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8781, loss_cls: 1.1389, loss: 1.1389, grad_norm: 8.2436 2021-12-03 07:26:53,340 - mmaction - INFO - Epoch [29][680/1793] lr: 7.500e-04, eta: 7:40:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.9083, loss_cls: 1.1591, loss: 1.1591, grad_norm: 8.5866 2021-12-03 07:27:07,395 - mmaction - INFO - Epoch [29][700/1793] lr: 7.500e-04, eta: 7:40:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8948, loss_cls: 1.1471, loss: 1.1471, grad_norm: 8.5328 2021-12-03 07:27:21,447 - mmaction - INFO - Epoch [29][720/1793] lr: 7.500e-04, eta: 7:40:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.8979, loss_cls: 1.0808, loss: 1.0808, grad_norm: 7.9773 2021-12-03 07:27:35,482 - mmaction - INFO - Epoch [29][740/1793] lr: 7.500e-04, eta: 7:39:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.8948, loss_cls: 1.1017, loss: 1.1017, grad_norm: 8.2881 2021-12-03 07:27:49,524 - mmaction - INFO - Epoch [29][760/1793] lr: 7.500e-04, eta: 7:39:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6792, top5_acc: 0.8896, loss_cls: 1.1758, loss: 1.1758, grad_norm: 8.4948 2021-12-03 07:28:03,575 - mmaction - INFO - Epoch [29][780/1793] lr: 7.500e-04, eta: 7:39:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0823, loss: 1.0823, grad_norm: 8.1239 2021-12-03 07:28:17,612 - mmaction - INFO - Epoch [29][800/1793] lr: 7.500e-04, eta: 7:39:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0791, loss: 1.0791, grad_norm: 8.5075 2021-12-03 07:28:31,669 - mmaction - INFO - Epoch [29][820/1793] lr: 7.500e-04, eta: 7:38:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.8802, loss_cls: 1.2118, loss: 1.2118, grad_norm: 8.4956 2021-12-03 07:28:45,734 - mmaction - INFO - Epoch [29][840/1793] lr: 7.500e-04, eta: 7:38:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8927, loss_cls: 1.1359, loss: 1.1359, grad_norm: 8.4285 2021-12-03 07:28:59,799 - mmaction - INFO - Epoch [29][860/1793] lr: 7.500e-04, eta: 7:38:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8854, loss_cls: 1.1633, loss: 1.1633, grad_norm: 8.4131 2021-12-03 07:29:13,850 - mmaction - INFO - Epoch [29][880/1793] lr: 7.500e-04, eta: 7:38:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9031, loss_cls: 1.1238, loss: 1.1238, grad_norm: 8.4225 2021-12-03 07:29:27,884 - mmaction - INFO - Epoch [29][900/1793] lr: 7.500e-04, eta: 7:37:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9062, loss_cls: 1.0915, loss: 1.0915, grad_norm: 8.2328 2021-12-03 07:29:41,948 - mmaction - INFO - Epoch [29][920/1793] lr: 7.500e-04, eta: 7:37:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8854, loss_cls: 1.1660, loss: 1.1660, grad_norm: 8.5689 2021-12-03 07:29:55,994 - mmaction - INFO - Epoch [29][940/1793] lr: 7.500e-04, eta: 7:37:26, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8833, loss_cls: 1.1723, loss: 1.1723, grad_norm: 8.5666 2021-12-03 07:30:10,052 - mmaction - INFO - Epoch [29][960/1793] lr: 7.500e-04, eta: 7:37:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.8948, loss_cls: 1.1300, loss: 1.1300, grad_norm: 8.1939 2021-12-03 07:30:24,107 - mmaction - INFO - Epoch [29][980/1793] lr: 7.500e-04, eta: 7:36:57, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9083, loss_cls: 1.1032, loss: 1.1032, grad_norm: 8.3522 2021-12-03 07:30:38,172 - mmaction - INFO - Epoch [29][1000/1793] lr: 7.500e-04, eta: 7:36:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9187, loss_cls: 1.0497, loss: 1.0497, grad_norm: 7.9516 2021-12-03 07:30:52,230 - mmaction - INFO - Epoch [29][1020/1793] lr: 7.500e-04, eta: 7:36:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9156, loss_cls: 1.1367, loss: 1.1367, grad_norm: 8.4925 2021-12-03 07:31:06,297 - mmaction - INFO - Epoch [29][1040/1793] lr: 7.500e-04, eta: 7:36:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.8990, loss_cls: 1.0937, loss: 1.0937, grad_norm: 8.3156 2021-12-03 07:31:20,357 - mmaction - INFO - Epoch [29][1060/1793] lr: 7.500e-04, eta: 7:35:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9042, loss_cls: 1.1043, loss: 1.1043, grad_norm: 8.4008 2021-12-03 07:31:34,416 - mmaction - INFO - Epoch [29][1080/1793] lr: 7.500e-04, eta: 7:35:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9073, loss_cls: 1.1069, loss: 1.1069, grad_norm: 8.4415 2021-12-03 07:31:48,479 - mmaction - INFO - Epoch [29][1100/1793] lr: 7.500e-04, eta: 7:35:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8833, loss_cls: 1.2178, loss: 1.2178, grad_norm: 8.4384 2021-12-03 07:32:02,544 - mmaction - INFO - Epoch [29][1120/1793] lr: 7.500e-04, eta: 7:35:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1683, loss: 1.1683, grad_norm: 8.4551 2021-12-03 07:32:16,610 - mmaction - INFO - Epoch [29][1140/1793] lr: 7.500e-04, eta: 7:35:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1621, loss: 1.1621, grad_norm: 8.3228 2021-12-03 07:32:30,671 - mmaction - INFO - Epoch [29][1160/1793] lr: 7.500e-04, eta: 7:34:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1484, loss: 1.1484, grad_norm: 8.6471 2021-12-03 07:32:44,710 - mmaction - INFO - Epoch [29][1180/1793] lr: 7.500e-04, eta: 7:34:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9010, loss_cls: 1.1540, loss: 1.1540, grad_norm: 8.7157 2021-12-03 07:32:58,770 - mmaction - INFO - Epoch [29][1200/1793] lr: 7.500e-04, eta: 7:34:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8917, loss_cls: 1.1175, loss: 1.1175, grad_norm: 8.4698 2021-12-03 07:33:12,829 - mmaction - INFO - Epoch [29][1220/1793] lr: 7.500e-04, eta: 7:34:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9115, loss_cls: 1.0494, loss: 1.0494, grad_norm: 8.4088 2021-12-03 07:33:26,876 - mmaction - INFO - Epoch [29][1240/1793] lr: 7.500e-04, eta: 7:33:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.8917, loss_cls: 1.1377, loss: 1.1377, grad_norm: 8.2939 2021-12-03 07:33:40,915 - mmaction - INFO - Epoch [29][1260/1793] lr: 7.500e-04, eta: 7:33:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1529, loss: 1.1529, grad_norm: 8.5248 2021-12-03 07:33:54,939 - mmaction - INFO - Epoch [29][1280/1793] lr: 7.500e-04, eta: 7:33:21, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8885, loss_cls: 1.1852, loss: 1.1852, grad_norm: 8.6061 2021-12-03 07:34:08,973 - mmaction - INFO - Epoch [29][1300/1793] lr: 7.500e-04, eta: 7:33:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9042, loss_cls: 1.0962, loss: 1.0962, grad_norm: 8.6362 2021-12-03 07:34:23,007 - mmaction - INFO - Epoch [29][1320/1793] lr: 7.500e-04, eta: 7:32:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8885, loss_cls: 1.1206, loss: 1.1206, grad_norm: 8.3975 2021-12-03 07:34:37,070 - mmaction - INFO - Epoch [29][1340/1793] lr: 7.500e-04, eta: 7:32:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9042, loss_cls: 1.1063, loss: 1.1063, grad_norm: 8.4144 2021-12-03 07:34:51,109 - mmaction - INFO - Epoch [29][1360/1793] lr: 7.500e-04, eta: 7:32:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8927, loss_cls: 1.1733, loss: 1.1733, grad_norm: 8.4866 2021-12-03 07:35:05,175 - mmaction - INFO - Epoch [29][1380/1793] lr: 7.500e-04, eta: 7:32:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9052, loss_cls: 1.1299, loss: 1.1299, grad_norm: 8.6826 2021-12-03 07:35:19,211 - mmaction - INFO - Epoch [29][1400/1793] lr: 7.500e-04, eta: 7:31:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9031, loss_cls: 1.1011, loss: 1.1011, grad_norm: 8.4024 2021-12-03 07:35:33,244 - mmaction - INFO - Epoch [29][1420/1793] lr: 7.500e-04, eta: 7:31:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9104, loss_cls: 1.0922, loss: 1.0922, grad_norm: 8.6688 2021-12-03 07:35:47,281 - mmaction - INFO - Epoch [29][1440/1793] lr: 7.500e-04, eta: 7:31:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8823, loss_cls: 1.2026, loss: 1.2026, grad_norm: 8.4670 2021-12-03 07:36:01,307 - mmaction - INFO - Epoch [29][1460/1793] lr: 7.500e-04, eta: 7:31:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.8990, loss_cls: 1.1025, loss: 1.1025, grad_norm: 8.1192 2021-12-03 07:36:15,339 - mmaction - INFO - Epoch [29][1480/1793] lr: 7.500e-04, eta: 7:30:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9010, loss_cls: 1.1382, loss: 1.1382, grad_norm: 8.3717 2021-12-03 07:36:29,368 - mmaction - INFO - Epoch [29][1500/1793] lr: 7.500e-04, eta: 7:30:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.9125, loss_cls: 1.0875, loss: 1.0875, grad_norm: 8.3858 2021-12-03 07:36:43,411 - mmaction - INFO - Epoch [29][1520/1793] lr: 7.500e-04, eta: 7:30:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8771, loss_cls: 1.2350, loss: 1.2350, grad_norm: 9.0584 2021-12-03 07:36:57,470 - mmaction - INFO - Epoch [29][1540/1793] lr: 7.500e-04, eta: 7:30:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9042, loss_cls: 1.0937, loss: 1.0937, grad_norm: 8.4253 2021-12-03 07:37:11,532 - mmaction - INFO - Epoch [29][1560/1793] lr: 7.500e-04, eta: 7:29:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6583, top5_acc: 0.8823, loss_cls: 1.1956, loss: 1.1956, grad_norm: 8.3973 2021-12-03 07:37:25,589 - mmaction - INFO - Epoch [29][1580/1793] lr: 7.500e-04, eta: 7:29:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.8979, loss_cls: 1.1244, loss: 1.1244, grad_norm: 8.6398 2021-12-03 07:37:39,626 - mmaction - INFO - Epoch [29][1600/1793] lr: 7.500e-04, eta: 7:29:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9146, loss_cls: 1.0340, loss: 1.0340, grad_norm: 8.2899 2021-12-03 07:37:53,645 - mmaction - INFO - Epoch [29][1620/1793] lr: 7.500e-04, eta: 7:29:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6698, top5_acc: 0.8844, loss_cls: 1.2139, loss: 1.2139, grad_norm: 8.6894 2021-12-03 07:38:07,676 - mmaction - INFO - Epoch [29][1640/1793] lr: 7.500e-04, eta: 7:29:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6719, top5_acc: 0.8969, loss_cls: 1.1738, loss: 1.1738, grad_norm: 8.8017 2021-12-03 07:38:21,708 - mmaction - INFO - Epoch [29][1660/1793] lr: 7.500e-04, eta: 7:28:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9156, loss_cls: 1.0846, loss: 1.0846, grad_norm: 8.4195 2021-12-03 07:38:35,733 - mmaction - INFO - Epoch [29][1680/1793] lr: 7.500e-04, eta: 7:28:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9052, loss_cls: 1.1444, loss: 1.1444, grad_norm: 8.6904 2021-12-03 07:38:49,775 - mmaction - INFO - Epoch [29][1700/1793] lr: 7.500e-04, eta: 7:28:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9021, loss_cls: 1.1474, loss: 1.1474, grad_norm: 8.4117 2021-12-03 07:39:03,808 - mmaction - INFO - Epoch [29][1720/1793] lr: 7.500e-04, eta: 7:28:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9021, loss_cls: 1.1452, loss: 1.1452, grad_norm: 9.1053 2021-12-03 07:39:17,837 - mmaction - INFO - Epoch [29][1740/1793] lr: 7.500e-04, eta: 7:27:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.9062, loss_cls: 1.0863, loss: 1.0863, grad_norm: 8.5289 2021-12-03 07:39:31,878 - mmaction - INFO - Epoch [29][1760/1793] lr: 7.500e-04, eta: 7:27:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6833, top5_acc: 0.8875, loss_cls: 1.2314, loss: 1.2314, grad_norm: 8.6889 2021-12-03 07:39:45,935 - mmaction - INFO - Epoch [29][1780/1793] lr: 7.500e-04, eta: 7:27:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.9073, loss_cls: 1.1042, loss: 1.1042, grad_norm: 8.2238 2021-12-03 07:41:01,458 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:41:01,611 - mmaction - INFO - top1_acc 0.4727 top5_acc 0.7731 2021-12-03 07:41:01,611 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:41:01,620 - mmaction - INFO - mean_acc 0.4329 2021-12-03 07:41:01,626 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-12-03 07:41:03,505 - mmaction - INFO - Epoch(val) [29][241] top1_acc: 0.4727, top5_acc: 0.7731, mean_class_accuracy: 0.4329 2021-12-03 07:41:43,438 - mmaction - INFO - Epoch [30][20/1793] lr: 7.500e-04, eta: 7:27:09, time: 1.996, data_time: 1.295, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9177, loss_cls: 1.0922, loss: 1.0922, grad_norm: 8.0586 2021-12-03 07:41:57,453 - mmaction - INFO - Epoch [30][40/1793] lr: 7.500e-04, eta: 7:26:55, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7312, top5_acc: 0.9115, loss_cls: 1.0500, loss: 1.0500, grad_norm: 8.2608 2021-12-03 07:42:11,472 - mmaction - INFO - Epoch [30][60/1793] lr: 7.500e-04, eta: 7:26:40, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.0944, loss: 1.0944, grad_norm: 8.4056 2021-12-03 07:42:25,496 - mmaction - INFO - Epoch [30][80/1793] lr: 7.500e-04, eta: 7:26:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9073, loss_cls: 1.0437, loss: 1.0437, grad_norm: 8.2486 2021-12-03 07:42:39,523 - mmaction - INFO - Epoch [30][100/1793] lr: 7.500e-04, eta: 7:26:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9083, loss_cls: 1.0091, loss: 1.0091, grad_norm: 7.8352 2021-12-03 07:42:53,555 - mmaction - INFO - Epoch [30][120/1793] lr: 7.500e-04, eta: 7:25:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9135, loss_cls: 1.0254, loss: 1.0254, grad_norm: 8.2755 2021-12-03 07:43:07,591 - mmaction - INFO - Epoch [30][140/1793] lr: 7.500e-04, eta: 7:25:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9094, loss_cls: 1.0344, loss: 1.0344, grad_norm: 8.2440 2021-12-03 07:43:21,630 - mmaction - INFO - Epoch [30][160/1793] lr: 7.500e-04, eta: 7:25:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9208, loss_cls: 1.0413, loss: 1.0413, grad_norm: 8.3166 2021-12-03 07:43:35,663 - mmaction - INFO - Epoch [30][180/1793] lr: 7.500e-04, eta: 7:25:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.8948, loss_cls: 1.1324, loss: 1.1324, grad_norm: 8.3827 2021-12-03 07:43:49,698 - mmaction - INFO - Epoch [30][200/1793] lr: 7.500e-04, eta: 7:24:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.8958, loss_cls: 1.1258, loss: 1.1258, grad_norm: 8.4867 2021-12-03 07:44:03,733 - mmaction - INFO - Epoch [30][220/1793] lr: 7.500e-04, eta: 7:24:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1466, loss: 1.1466, grad_norm: 8.4370 2021-12-03 07:44:17,773 - mmaction - INFO - Epoch [30][240/1793] lr: 7.500e-04, eta: 7:24:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9115, loss_cls: 1.0321, loss: 1.0321, grad_norm: 8.0868 2021-12-03 07:44:31,827 - mmaction - INFO - Epoch [30][260/1793] lr: 7.500e-04, eta: 7:24:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.8958, loss_cls: 1.0891, loss: 1.0891, grad_norm: 8.3443 2021-12-03 07:44:45,862 - mmaction - INFO - Epoch [30][280/1793] lr: 7.500e-04, eta: 7:24:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8896, loss_cls: 1.1842, loss: 1.1842, grad_norm: 8.7506 2021-12-03 07:44:59,910 - mmaction - INFO - Epoch [30][300/1793] lr: 7.500e-04, eta: 7:23:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9083, loss_cls: 1.0969, loss: 1.0969, grad_norm: 8.3577 2021-12-03 07:45:13,963 - mmaction - INFO - Epoch [30][320/1793] lr: 7.500e-04, eta: 7:23:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.8948, loss_cls: 1.0663, loss: 1.0663, grad_norm: 8.2002 2021-12-03 07:45:28,019 - mmaction - INFO - Epoch [30][340/1793] lr: 7.500e-04, eta: 7:23:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9073, loss_cls: 1.0816, loss: 1.0816, grad_norm: 8.3627 2021-12-03 07:45:42,052 - mmaction - INFO - Epoch [30][360/1793] lr: 7.500e-04, eta: 7:23:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.9010, loss_cls: 1.1144, loss: 1.1144, grad_norm: 8.5096 2021-12-03 07:45:56,094 - mmaction - INFO - Epoch [30][380/1793] lr: 7.500e-04, eta: 7:22:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9010, loss_cls: 1.0312, loss: 1.0312, grad_norm: 8.3844 2021-12-03 07:46:10,139 - mmaction - INFO - Epoch [30][400/1793] lr: 7.500e-04, eta: 7:22:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9000, loss_cls: 1.1350, loss: 1.1350, grad_norm: 8.7847 2021-12-03 07:46:24,182 - mmaction - INFO - Epoch [30][420/1793] lr: 7.500e-04, eta: 7:22:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6802, top5_acc: 0.9021, loss_cls: 1.1413, loss: 1.1413, grad_norm: 8.5414 2021-12-03 07:46:38,244 - mmaction - INFO - Epoch [30][440/1793] lr: 7.500e-04, eta: 7:22:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.1119, loss: 1.1119, grad_norm: 8.4777 2021-12-03 07:46:52,309 - mmaction - INFO - Epoch [30][460/1793] lr: 7.500e-04, eta: 7:21:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9083, loss_cls: 1.0495, loss: 1.0495, grad_norm: 8.3228 2021-12-03 07:47:06,373 - mmaction - INFO - Epoch [30][480/1793] lr: 7.500e-04, eta: 7:21:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.8979, loss_cls: 1.1047, loss: 1.1047, grad_norm: 8.3017 2021-12-03 07:47:20,426 - mmaction - INFO - Epoch [30][500/1793] lr: 7.500e-04, eta: 7:21:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.9052, loss_cls: 1.1358, loss: 1.1358, grad_norm: 8.7275 2021-12-03 07:47:34,489 - mmaction - INFO - Epoch [30][520/1793] lr: 7.500e-04, eta: 7:21:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8938, loss_cls: 1.1510, loss: 1.1510, grad_norm: 8.6418 2021-12-03 07:47:48,538 - mmaction - INFO - Epoch [30][540/1793] lr: 7.500e-04, eta: 7:20:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9135, loss_cls: 1.0513, loss: 1.0513, grad_norm: 8.2376 2021-12-03 07:48:02,591 - mmaction - INFO - Epoch [30][560/1793] lr: 7.500e-04, eta: 7:20:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.8958, loss_cls: 1.1255, loss: 1.1255, grad_norm: 8.5951 2021-12-03 07:48:16,653 - mmaction - INFO - Epoch [30][580/1793] lr: 7.500e-04, eta: 7:20:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8896, loss_cls: 1.1781, loss: 1.1781, grad_norm: 8.7319 2021-12-03 07:48:30,700 - mmaction - INFO - Epoch [30][600/1793] lr: 7.500e-04, eta: 7:20:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9104, loss_cls: 1.0766, loss: 1.0766, grad_norm: 8.3497 2021-12-03 07:48:44,762 - mmaction - INFO - Epoch [30][620/1793] lr: 7.500e-04, eta: 7:19:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.1127, loss: 1.1127, grad_norm: 8.6994 2021-12-03 07:48:58,806 - mmaction - INFO - Epoch [30][640/1793] lr: 7.500e-04, eta: 7:19:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9010, loss_cls: 1.1412, loss: 1.1412, grad_norm: 8.9146 2021-12-03 07:49:12,867 - mmaction - INFO - Epoch [30][660/1793] lr: 7.500e-04, eta: 7:19:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.9021, loss_cls: 1.1336, loss: 1.1336, grad_norm: 8.5948 2021-12-03 07:49:26,928 - mmaction - INFO - Epoch [30][680/1793] lr: 7.500e-04, eta: 7:19:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.9104, loss_cls: 1.0899, loss: 1.0899, grad_norm: 8.3492 2021-12-03 07:49:40,970 - mmaction - INFO - Epoch [30][700/1793] lr: 7.500e-04, eta: 7:18:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.8812, loss_cls: 1.2015, loss: 1.2015, grad_norm: 8.9898 2021-12-03 07:49:55,002 - mmaction - INFO - Epoch [30][720/1793] lr: 7.500e-04, eta: 7:18:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9021, loss_cls: 1.1346, loss: 1.1346, grad_norm: 8.6555 2021-12-03 07:50:09,029 - mmaction - INFO - Epoch [30][740/1793] lr: 7.500e-04, eta: 7:18:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9104, loss_cls: 1.0732, loss: 1.0732, grad_norm: 8.1409 2021-12-03 07:50:23,062 - mmaction - INFO - Epoch [30][760/1793] lr: 7.500e-04, eta: 7:18:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.8906, loss_cls: 1.1399, loss: 1.1399, grad_norm: 8.3931 2021-12-03 07:50:37,109 - mmaction - INFO - Epoch [30][780/1793] lr: 7.500e-04, eta: 7:18:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.8917, loss_cls: 1.1177, loss: 1.1177, grad_norm: 8.2649 2021-12-03 07:50:51,163 - mmaction - INFO - Epoch [30][800/1793] lr: 7.500e-04, eta: 7:17:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.8990, loss_cls: 1.1086, loss: 1.1086, grad_norm: 8.3759 2021-12-03 07:51:05,214 - mmaction - INFO - Epoch [30][820/1793] lr: 7.500e-04, eta: 7:17:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9115, loss_cls: 1.0910, loss: 1.0910, grad_norm: 8.4734 2021-12-03 07:51:19,258 - mmaction - INFO - Epoch [30][840/1793] lr: 7.500e-04, eta: 7:17:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9125, loss_cls: 1.0868, loss: 1.0868, grad_norm: 8.6266 2021-12-03 07:51:33,293 - mmaction - INFO - Epoch [30][860/1793] lr: 7.500e-04, eta: 7:17:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8792, loss_cls: 1.1846, loss: 1.1846, grad_norm: 8.9134 2021-12-03 07:51:47,331 - mmaction - INFO - Epoch [30][880/1793] lr: 7.500e-04, eta: 7:16:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9125, loss_cls: 1.0390, loss: 1.0390, grad_norm: 8.2914 2021-12-03 07:52:01,354 - mmaction - INFO - Epoch [30][900/1793] lr: 7.500e-04, eta: 7:16:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.8948, loss_cls: 1.1035, loss: 1.1035, grad_norm: 8.7955 2021-12-03 07:52:15,386 - mmaction - INFO - Epoch [30][920/1793] lr: 7.500e-04, eta: 7:16:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.8969, loss_cls: 1.1702, loss: 1.1702, grad_norm: 9.0102 2021-12-03 07:52:29,419 - mmaction - INFO - Epoch [30][940/1793] lr: 7.500e-04, eta: 7:16:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9187, loss_cls: 1.0500, loss: 1.0500, grad_norm: 8.4693 2021-12-03 07:52:43,464 - mmaction - INFO - Epoch [30][960/1793] lr: 7.500e-04, eta: 7:15:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9052, loss_cls: 1.0629, loss: 1.0629, grad_norm: 8.5539 2021-12-03 07:52:57,523 - mmaction - INFO - Epoch [30][980/1793] lr: 7.500e-04, eta: 7:15:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0493, loss: 1.0493, grad_norm: 8.3165 2021-12-03 07:53:11,557 - mmaction - INFO - Epoch [30][1000/1793] lr: 7.500e-04, eta: 7:15:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9021, loss_cls: 1.0751, loss: 1.0751, grad_norm: 8.5200 2021-12-03 07:53:25,597 - mmaction - INFO - Epoch [30][1020/1793] lr: 7.500e-04, eta: 7:15:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8927, loss_cls: 1.1546, loss: 1.1546, grad_norm: 8.8739 2021-12-03 07:53:39,630 - mmaction - INFO - Epoch [30][1040/1793] lr: 7.500e-04, eta: 7:14:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.9073, loss_cls: 1.0711, loss: 1.0711, grad_norm: 8.5175 2021-12-03 07:53:53,666 - mmaction - INFO - Epoch [30][1060/1793] lr: 7.500e-04, eta: 7:14:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9073, loss_cls: 1.1202, loss: 1.1202, grad_norm: 8.5168 2021-12-03 07:54:07,726 - mmaction - INFO - Epoch [30][1080/1793] lr: 7.500e-04, eta: 7:14:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9146, loss_cls: 1.0407, loss: 1.0407, grad_norm: 8.4778 2021-12-03 07:54:21,776 - mmaction - INFO - Epoch [30][1100/1793] lr: 7.500e-04, eta: 7:14:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8979, loss_cls: 1.1128, loss: 1.1128, grad_norm: 8.5089 2021-12-03 07:54:35,817 - mmaction - INFO - Epoch [30][1120/1793] lr: 7.500e-04, eta: 7:13:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8885, loss_cls: 1.1696, loss: 1.1696, grad_norm: 8.9017 2021-12-03 07:54:49,853 - mmaction - INFO - Epoch [30][1140/1793] lr: 7.500e-04, eta: 7:13:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6771, top5_acc: 0.8906, loss_cls: 1.2042, loss: 1.2042, grad_norm: 8.6765 2021-12-03 07:55:03,894 - mmaction - INFO - Epoch [30][1160/1793] lr: 7.500e-04, eta: 7:13:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0852, loss: 1.0852, grad_norm: 8.6070 2021-12-03 07:55:17,924 - mmaction - INFO - Epoch [30][1180/1793] lr: 7.500e-04, eta: 7:13:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1265, loss: 1.1265, grad_norm: 8.4153 2021-12-03 07:55:31,950 - mmaction - INFO - Epoch [30][1200/1793] lr: 7.500e-04, eta: 7:12:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8938, loss_cls: 1.1870, loss: 1.1870, grad_norm: 8.7758 2021-12-03 07:55:45,990 - mmaction - INFO - Epoch [30][1220/1793] lr: 7.500e-04, eta: 7:12:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8917, loss_cls: 1.1765, loss: 1.1765, grad_norm: 8.8865 2021-12-03 07:56:00,028 - mmaction - INFO - Epoch [30][1240/1793] lr: 7.500e-04, eta: 7:12:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.9042, loss_cls: 1.1021, loss: 1.1021, grad_norm: 8.5952 2021-12-03 07:56:14,054 - mmaction - INFO - Epoch [30][1260/1793] lr: 7.500e-04, eta: 7:12:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9135, loss_cls: 1.0944, loss: 1.0944, grad_norm: 8.3730 2021-12-03 07:56:28,092 - mmaction - INFO - Epoch [30][1280/1793] lr: 7.500e-04, eta: 7:12:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9042, loss_cls: 1.0683, loss: 1.0683, grad_norm: 8.5842 2021-12-03 07:56:42,150 - mmaction - INFO - Epoch [30][1300/1793] lr: 7.500e-04, eta: 7:11:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9115, loss_cls: 0.9963, loss: 0.9963, grad_norm: 8.2150 2021-12-03 07:56:56,193 - mmaction - INFO - Epoch [30][1320/1793] lr: 7.500e-04, eta: 7:11:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.9000, loss_cls: 1.1133, loss: 1.1133, grad_norm: 8.8060 2021-12-03 07:57:10,224 - mmaction - INFO - Epoch [30][1340/1793] lr: 7.500e-04, eta: 7:11:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.8969, loss_cls: 1.1334, loss: 1.1334, grad_norm: 8.8673 2021-12-03 07:57:24,245 - mmaction - INFO - Epoch [30][1360/1793] lr: 7.500e-04, eta: 7:11:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.9115, loss_cls: 1.1429, loss: 1.1429, grad_norm: 9.1860 2021-12-03 07:57:38,283 - mmaction - INFO - Epoch [30][1380/1793] lr: 7.500e-04, eta: 7:10:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6854, top5_acc: 0.9083, loss_cls: 1.1469, loss: 1.1469, grad_norm: 9.1367 2021-12-03 07:57:52,340 - mmaction - INFO - Epoch [30][1400/1793] lr: 7.500e-04, eta: 7:10:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9073, loss_cls: 1.0760, loss: 1.0760, grad_norm: 8.3434 2021-12-03 07:58:06,372 - mmaction - INFO - Epoch [30][1420/1793] lr: 7.500e-04, eta: 7:10:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0618, loss: 1.0618, grad_norm: 8.5107 2021-12-03 07:58:20,413 - mmaction - INFO - Epoch [30][1440/1793] lr: 7.500e-04, eta: 7:10:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9083, loss_cls: 1.1168, loss: 1.1168, grad_norm: 8.9939 2021-12-03 07:58:34,452 - mmaction - INFO - Epoch [30][1460/1793] lr: 7.500e-04, eta: 7:09:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9010, loss_cls: 1.1151, loss: 1.1151, grad_norm: 8.8011 2021-12-03 07:58:48,484 - mmaction - INFO - Epoch [30][1480/1793] lr: 7.500e-04, eta: 7:09:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8708, loss_cls: 1.1977, loss: 1.1977, grad_norm: 9.0973 2021-12-03 07:59:02,531 - mmaction - INFO - Epoch [30][1500/1793] lr: 7.500e-04, eta: 7:09:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8865, loss_cls: 1.1232, loss: 1.1232, grad_norm: 8.7808 2021-12-03 07:59:16,565 - mmaction - INFO - Epoch [30][1520/1793] lr: 7.500e-04, eta: 7:09:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8969, loss_cls: 1.1210, loss: 1.1210, grad_norm: 8.6665 2021-12-03 07:59:30,590 - mmaction - INFO - Epoch [30][1540/1793] lr: 7.500e-04, eta: 7:08:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.9021, loss_cls: 1.1451, loss: 1.1451, grad_norm: 8.8977 2021-12-03 07:59:44,621 - mmaction - INFO - Epoch [30][1560/1793] lr: 7.500e-04, eta: 7:08:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9073, loss_cls: 1.1021, loss: 1.1021, grad_norm: 8.7727 2021-12-03 07:59:58,659 - mmaction - INFO - Epoch [30][1580/1793] lr: 7.500e-04, eta: 7:08:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6823, top5_acc: 0.8906, loss_cls: 1.1856, loss: 1.1856, grad_norm: 8.8805 2021-12-03 08:00:12,701 - mmaction - INFO - Epoch [30][1600/1793] lr: 7.500e-04, eta: 7:08:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9021, loss_cls: 1.0551, loss: 1.0551, grad_norm: 8.4775 2021-12-03 08:00:26,745 - mmaction - INFO - Epoch [30][1620/1793] lr: 7.500e-04, eta: 7:07:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.9021, loss_cls: 1.1683, loss: 1.1683, grad_norm: 8.9961 2021-12-03 08:00:40,806 - mmaction - INFO - Epoch [30][1640/1793] lr: 7.500e-04, eta: 7:07:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9031, loss_cls: 1.0746, loss: 1.0746, grad_norm: 8.6874 2021-12-03 08:00:54,827 - mmaction - INFO - Epoch [30][1660/1793] lr: 7.500e-04, eta: 7:07:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6760, top5_acc: 0.8854, loss_cls: 1.1805, loss: 1.1805, grad_norm: 8.8264 2021-12-03 08:01:08,855 - mmaction - INFO - Epoch [30][1680/1793] lr: 7.500e-04, eta: 7:07:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9135, loss_cls: 1.0597, loss: 1.0597, grad_norm: 8.5302 2021-12-03 08:01:22,893 - mmaction - INFO - Epoch [30][1700/1793] lr: 7.500e-04, eta: 7:06:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9104, loss_cls: 1.1121, loss: 1.1121, grad_norm: 8.8972 2021-12-03 08:01:36,909 - mmaction - INFO - Epoch [30][1720/1793] lr: 7.500e-04, eta: 7:06:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8906, loss_cls: 1.1603, loss: 1.1603, grad_norm: 8.7706 2021-12-03 08:01:50,947 - mmaction - INFO - Epoch [30][1740/1793] lr: 7.500e-04, eta: 7:06:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9208, loss_cls: 1.0688, loss: 1.0688, grad_norm: 8.6358 2021-12-03 08:02:04,982 - mmaction - INFO - Epoch [30][1760/1793] lr: 7.500e-04, eta: 7:06:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6885, top5_acc: 0.8823, loss_cls: 1.1899, loss: 1.1899, grad_norm: 8.9057 2021-12-03 08:02:19,017 - mmaction - INFO - Epoch [30][1780/1793] lr: 7.500e-04, eta: 7:06:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1280, loss: 1.1280, grad_norm: 8.6011 2021-12-03 08:03:34,718 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:03:34,884 - mmaction - INFO - top1_acc 0.4636 top5_acc 0.7696 2021-12-03 08:03:34,885 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:03:34,895 - mmaction - INFO - mean_acc 0.4227 2021-12-03 08:03:34,901 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-12-03 08:03:36,608 - mmaction - INFO - Epoch(val) [30][241] top1_acc: 0.4636, top5_acc: 0.7696, mean_class_accuracy: 0.4227 2021-12-03 08:04:16,534 - mmaction - INFO - Epoch [31][20/1793] lr: 7.500e-04, eta: 7:05:49, time: 1.996, data_time: 1.286, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9000, loss_cls: 1.1154, loss: 1.1154, grad_norm: 8.4989 2021-12-03 08:04:30,550 - mmaction - INFO - Epoch [31][40/1793] lr: 7.500e-04, eta: 7:05:34, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9104, loss_cls: 1.0909, loss: 1.0909, grad_norm: 8.4508 2021-12-03 08:04:44,558 - mmaction - INFO - Epoch [31][60/1793] lr: 7.500e-04, eta: 7:05:20, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0626, loss: 1.0626, grad_norm: 8.4551 2021-12-03 08:04:58,570 - mmaction - INFO - Epoch [31][80/1793] lr: 7.500e-04, eta: 7:05:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9042, loss_cls: 1.1135, loss: 1.1135, grad_norm: 8.5655 2021-12-03 08:05:12,616 - mmaction - INFO - Epoch [31][100/1793] lr: 7.500e-04, eta: 7:04:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8958, loss_cls: 1.1313, loss: 1.1313, grad_norm: 8.5319 2021-12-03 08:05:26,647 - mmaction - INFO - Epoch [31][120/1793] lr: 7.500e-04, eta: 7:04:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8990, loss_cls: 1.1121, loss: 1.1121, grad_norm: 8.6850 2021-12-03 08:05:40,686 - mmaction - INFO - Epoch [31][140/1793] lr: 7.500e-04, eta: 7:04:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9052, loss_cls: 1.0937, loss: 1.0937, grad_norm: 8.6027 2021-12-03 08:05:54,728 - mmaction - INFO - Epoch [31][160/1793] lr: 7.500e-04, eta: 7:04:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9167, loss_cls: 1.0518, loss: 1.0518, grad_norm: 8.4100 2021-12-03 08:06:08,784 - mmaction - INFO - Epoch [31][180/1793] lr: 7.500e-04, eta: 7:03:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9177, loss_cls: 1.1265, loss: 1.1265, grad_norm: 8.7448 2021-12-03 08:06:22,822 - mmaction - INFO - Epoch [31][200/1793] lr: 7.500e-04, eta: 7:03:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.1258, loss: 1.1258, grad_norm: 8.7944 2021-12-03 08:06:36,883 - mmaction - INFO - Epoch [31][220/1793] lr: 7.500e-04, eta: 7:03:25, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9052, loss_cls: 1.0920, loss: 1.0920, grad_norm: 8.4707 2021-12-03 08:06:50,935 - mmaction - INFO - Epoch [31][240/1793] lr: 7.500e-04, eta: 7:03:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9021, loss_cls: 1.0561, loss: 1.0561, grad_norm: 8.2351 2021-12-03 08:07:05,002 - mmaction - INFO - Epoch [31][260/1793] lr: 7.500e-04, eta: 7:02:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8802, loss_cls: 1.1965, loss: 1.1965, grad_norm: 8.8585 2021-12-03 08:07:19,063 - mmaction - INFO - Epoch [31][280/1793] lr: 7.500e-04, eta: 7:02:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8865, loss_cls: 1.1564, loss: 1.1564, grad_norm: 8.7838 2021-12-03 08:07:33,104 - mmaction - INFO - Epoch [31][300/1793] lr: 7.500e-04, eta: 7:02:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9146, loss_cls: 1.0163, loss: 1.0163, grad_norm: 8.4568 2021-12-03 08:07:47,160 - mmaction - INFO - Epoch [31][320/1793] lr: 7.500e-04, eta: 7:02:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9021, loss_cls: 1.1057, loss: 1.1057, grad_norm: 8.4733 2021-12-03 08:08:01,206 - mmaction - INFO - Epoch [31][340/1793] lr: 7.500e-04, eta: 7:01:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.9010, loss_cls: 1.1109, loss: 1.1109, grad_norm: 8.7836 2021-12-03 08:08:15,270 - mmaction - INFO - Epoch [31][360/1793] lr: 7.500e-04, eta: 7:01:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8958, loss_cls: 1.1369, loss: 1.1369, grad_norm: 8.9962 2021-12-03 08:08:29,334 - mmaction - INFO - Epoch [31][380/1793] lr: 7.500e-04, eta: 7:01:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8917, loss_cls: 1.1276, loss: 1.1276, grad_norm: 8.5813 2021-12-03 08:08:43,398 - mmaction - INFO - Epoch [31][400/1793] lr: 7.500e-04, eta: 7:01:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9052, loss_cls: 1.0856, loss: 1.0856, grad_norm: 8.6450 2021-12-03 08:08:57,463 - mmaction - INFO - Epoch [31][420/1793] lr: 7.500e-04, eta: 7:01:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9021, loss_cls: 1.0466, loss: 1.0466, grad_norm: 8.6285 2021-12-03 08:09:11,504 - mmaction - INFO - Epoch [31][440/1793] lr: 7.500e-04, eta: 7:00:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9094, loss_cls: 1.0182, loss: 1.0182, grad_norm: 8.2543 2021-12-03 08:09:25,564 - mmaction - INFO - Epoch [31][460/1793] lr: 7.500e-04, eta: 7:00:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9104, loss_cls: 1.0815, loss: 1.0815, grad_norm: 8.9367 2021-12-03 08:09:39,625 - mmaction - INFO - Epoch [31][480/1793] lr: 7.500e-04, eta: 7:00:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9052, loss_cls: 1.0892, loss: 1.0892, grad_norm: 8.7549 2021-12-03 08:09:53,683 - mmaction - INFO - Epoch [31][500/1793] lr: 7.500e-04, eta: 7:00:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.9021, loss_cls: 1.0729, loss: 1.0729, grad_norm: 8.7533 2021-12-03 08:10:07,744 - mmaction - INFO - Epoch [31][520/1793] lr: 7.500e-04, eta: 6:59:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.0470, loss: 1.0470, grad_norm: 8.2847 2021-12-03 08:10:21,788 - mmaction - INFO - Epoch [31][540/1793] lr: 7.500e-04, eta: 6:59:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9010, loss_cls: 1.0780, loss: 1.0780, grad_norm: 8.7133 2021-12-03 08:10:35,840 - mmaction - INFO - Epoch [31][560/1793] lr: 7.500e-04, eta: 6:59:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.8958, loss_cls: 1.0786, loss: 1.0786, grad_norm: 8.4667 2021-12-03 08:10:49,890 - mmaction - INFO - Epoch [31][580/1793] lr: 7.500e-04, eta: 6:59:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.8938, loss_cls: 1.0792, loss: 1.0792, grad_norm: 8.5326 2021-12-03 08:11:03,925 - mmaction - INFO - Epoch [31][600/1793] lr: 7.500e-04, eta: 6:58:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9219, loss_cls: 1.0488, loss: 1.0488, grad_norm: 8.7991 2021-12-03 08:11:17,973 - mmaction - INFO - Epoch [31][620/1793] lr: 7.500e-04, eta: 6:58:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9156, loss_cls: 1.0537, loss: 1.0537, grad_norm: 8.6665 2021-12-03 08:11:32,023 - mmaction - INFO - Epoch [31][640/1793] lr: 7.500e-04, eta: 6:58:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8865, loss_cls: 1.1643, loss: 1.1643, grad_norm: 8.8606 2021-12-03 08:11:46,085 - mmaction - INFO - Epoch [31][660/1793] lr: 7.500e-04, eta: 6:58:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.8948, loss_cls: 1.1229, loss: 1.1229, grad_norm: 8.6454 2021-12-03 08:12:00,147 - mmaction - INFO - Epoch [31][680/1793] lr: 7.500e-04, eta: 6:57:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9031, loss_cls: 1.1004, loss: 1.1004, grad_norm: 8.7485 2021-12-03 08:12:14,187 - mmaction - INFO - Epoch [31][700/1793] lr: 7.500e-04, eta: 6:57:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8990, loss_cls: 1.1066, loss: 1.1066, grad_norm: 8.8067 2021-12-03 08:12:28,232 - mmaction - INFO - Epoch [31][720/1793] lr: 7.500e-04, eta: 6:57:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.9073, loss_cls: 1.0804, loss: 1.0804, grad_norm: 8.6526 2021-12-03 08:12:42,295 - mmaction - INFO - Epoch [31][740/1793] lr: 7.500e-04, eta: 6:57:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9156, loss_cls: 1.0781, loss: 1.0781, grad_norm: 8.4860 2021-12-03 08:12:56,349 - mmaction - INFO - Epoch [31][760/1793] lr: 7.500e-04, eta: 6:56:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9062, loss_cls: 1.0867, loss: 1.0867, grad_norm: 8.5889 2021-12-03 08:13:10,395 - mmaction - INFO - Epoch [31][780/1793] lr: 7.500e-04, eta: 6:56:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.9021, loss_cls: 1.0902, loss: 1.0902, grad_norm: 8.7454 2021-12-03 08:13:24,457 - mmaction - INFO - Epoch [31][800/1793] lr: 7.500e-04, eta: 6:56:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9115, loss_cls: 0.9872, loss: 0.9872, grad_norm: 8.2554 2021-12-03 08:13:38,524 - mmaction - INFO - Epoch [31][820/1793] lr: 7.500e-04, eta: 6:56:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9042, loss_cls: 1.0984, loss: 1.0984, grad_norm: 8.8593 2021-12-03 08:13:52,583 - mmaction - INFO - Epoch [31][840/1793] lr: 7.500e-04, eta: 6:55:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9135, loss_cls: 1.0425, loss: 1.0425, grad_norm: 8.6576 2021-12-03 08:14:06,620 - mmaction - INFO - Epoch [31][860/1793] lr: 7.500e-04, eta: 6:55:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8958, loss_cls: 1.1638, loss: 1.1638, grad_norm: 9.0920 2021-12-03 08:14:20,689 - mmaction - INFO - Epoch [31][880/1793] lr: 7.500e-04, eta: 6:55:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9083, loss_cls: 1.0566, loss: 1.0566, grad_norm: 8.4722 2021-12-03 08:14:34,738 - mmaction - INFO - Epoch [31][900/1793] lr: 7.500e-04, eta: 6:55:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8958, loss_cls: 1.1578, loss: 1.1578, grad_norm: 8.9399 2021-12-03 08:14:48,794 - mmaction - INFO - Epoch [31][920/1793] lr: 7.500e-04, eta: 6:55:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9042, loss_cls: 1.0821, loss: 1.0821, grad_norm: 8.5672 2021-12-03 08:15:02,845 - mmaction - INFO - Epoch [31][940/1793] lr: 7.500e-04, eta: 6:54:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9083, loss_cls: 1.1107, loss: 1.1107, grad_norm: 9.1072 2021-12-03 08:15:16,905 - mmaction - INFO - Epoch [31][960/1793] lr: 7.500e-04, eta: 6:54:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6813, top5_acc: 0.8958, loss_cls: 1.1816, loss: 1.1816, grad_norm: 9.1885 2021-12-03 08:15:30,965 - mmaction - INFO - Epoch [31][980/1793] lr: 7.500e-04, eta: 6:54:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.9052, loss_cls: 1.0702, loss: 1.0702, grad_norm: 8.8152 2021-12-03 08:15:45,032 - mmaction - INFO - Epoch [31][1000/1793] lr: 7.500e-04, eta: 6:54:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9073, loss_cls: 1.0791, loss: 1.0791, grad_norm: 8.7861 2021-12-03 08:15:59,102 - mmaction - INFO - Epoch [31][1020/1793] lr: 7.500e-04, eta: 6:53:49, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9021, loss_cls: 1.1342, loss: 1.1342, grad_norm: 9.2166 2021-12-03 08:16:13,153 - mmaction - INFO - Epoch [31][1040/1793] lr: 7.500e-04, eta: 6:53:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9052, loss_cls: 1.1041, loss: 1.1041, grad_norm: 9.0337 2021-12-03 08:16:27,218 - mmaction - INFO - Epoch [31][1060/1793] lr: 7.500e-04, eta: 6:53:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9135, loss_cls: 1.1063, loss: 1.1063, grad_norm: 9.0770 2021-12-03 08:16:41,279 - mmaction - INFO - Epoch [31][1080/1793] lr: 7.500e-04, eta: 6:53:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9271, loss_cls: 0.9824, loss: 0.9824, grad_norm: 8.5579 2021-12-03 08:16:55,326 - mmaction - INFO - Epoch [31][1100/1793] lr: 7.500e-04, eta: 6:52:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9010, loss_cls: 1.0567, loss: 1.0567, grad_norm: 8.7762 2021-12-03 08:17:09,389 - mmaction - INFO - Epoch [31][1120/1793] lr: 7.500e-04, eta: 6:52:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9177, loss_cls: 1.0836, loss: 1.0836, grad_norm: 9.0946 2021-12-03 08:17:23,453 - mmaction - INFO - Epoch [31][1140/1793] lr: 7.500e-04, eta: 6:52:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8885, loss_cls: 1.1669, loss: 1.1669, grad_norm: 8.9980 2021-12-03 08:17:37,516 - mmaction - INFO - Epoch [31][1160/1793] lr: 7.500e-04, eta: 6:52:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9042, loss_cls: 1.0591, loss: 1.0591, grad_norm: 8.9444 2021-12-03 08:17:51,581 - mmaction - INFO - Epoch [31][1180/1793] lr: 7.500e-04, eta: 6:51:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.8917, loss_cls: 1.1401, loss: 1.1401, grad_norm: 9.0061 2021-12-03 08:18:05,644 - mmaction - INFO - Epoch [31][1200/1793] lr: 7.500e-04, eta: 6:51:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.0873, loss: 1.0873, grad_norm: 8.7320 2021-12-03 08:18:19,701 - mmaction - INFO - Epoch [31][1220/1793] lr: 7.500e-04, eta: 6:51:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.8927, loss_cls: 1.1712, loss: 1.1712, grad_norm: 9.0598 2021-12-03 08:18:33,750 - mmaction - INFO - Epoch [31][1240/1793] lr: 7.500e-04, eta: 6:51:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9712, loss: 0.9712, grad_norm: 8.6166 2021-12-03 08:18:47,799 - mmaction - INFO - Epoch [31][1260/1793] lr: 7.500e-04, eta: 6:50:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0514, loss: 1.0514, grad_norm: 8.7467 2021-12-03 08:19:01,866 - mmaction - INFO - Epoch [31][1280/1793] lr: 7.500e-04, eta: 6:50:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9094, loss_cls: 1.0454, loss: 1.0454, grad_norm: 8.3259 2021-12-03 08:19:15,925 - mmaction - INFO - Epoch [31][1300/1793] lr: 7.500e-04, eta: 6:50:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9198, loss_cls: 0.9936, loss: 0.9936, grad_norm: 8.3791 2021-12-03 08:19:29,989 - mmaction - INFO - Epoch [31][1320/1793] lr: 7.500e-04, eta: 6:50:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9042, loss_cls: 1.0816, loss: 1.0816, grad_norm: 8.4245 2021-12-03 08:19:44,034 - mmaction - INFO - Epoch [31][1340/1793] lr: 7.500e-04, eta: 6:49:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6979, top5_acc: 0.8906, loss_cls: 1.1340, loss: 1.1340, grad_norm: 8.8358 2021-12-03 08:19:58,094 - mmaction - INFO - Epoch [31][1360/1793] lr: 7.500e-04, eta: 6:49:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.9083, loss_cls: 1.0964, loss: 1.0964, grad_norm: 8.9012 2021-12-03 08:20:12,157 - mmaction - INFO - Epoch [31][1380/1793] lr: 7.500e-04, eta: 6:49:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8917, loss_cls: 1.1195, loss: 1.1195, grad_norm: 9.1240 2021-12-03 08:20:26,224 - mmaction - INFO - Epoch [31][1400/1793] lr: 7.500e-04, eta: 6:49:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9073, loss_cls: 1.1129, loss: 1.1129, grad_norm: 8.7947 2021-12-03 08:20:40,298 - mmaction - INFO - Epoch [31][1420/1793] lr: 7.500e-04, eta: 6:49:02, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 1.0123, loss: 1.0123, grad_norm: 8.6917 2021-12-03 08:20:54,356 - mmaction - INFO - Epoch [31][1440/1793] lr: 7.500e-04, eta: 6:48:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9135, loss_cls: 1.0583, loss: 1.0583, grad_norm: 8.8674 2021-12-03 08:21:08,419 - mmaction - INFO - Epoch [31][1460/1793] lr: 7.500e-04, eta: 6:48:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9177, loss_cls: 1.0608, loss: 1.0608, grad_norm: 9.1122 2021-12-03 08:21:22,484 - mmaction - INFO - Epoch [31][1480/1793] lr: 7.500e-04, eta: 6:48:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8958, loss_cls: 1.1378, loss: 1.1378, grad_norm: 9.2470 2021-12-03 08:21:36,542 - mmaction - INFO - Epoch [31][1500/1793] lr: 7.500e-04, eta: 6:48:04, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9125, loss_cls: 1.0970, loss: 1.0970, grad_norm: 9.0193 2021-12-03 08:21:50,604 - mmaction - INFO - Epoch [31][1520/1793] lr: 7.500e-04, eta: 6:47:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.8969, loss_cls: 1.1300, loss: 1.1300, grad_norm: 8.7404 2021-12-03 08:22:04,652 - mmaction - INFO - Epoch [31][1540/1793] lr: 7.500e-04, eta: 6:47:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.8885, loss_cls: 1.1540, loss: 1.1540, grad_norm: 8.9513 2021-12-03 08:22:18,694 - mmaction - INFO - Epoch [31][1560/1793] lr: 7.500e-04, eta: 6:47:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1431, loss: 1.1431, grad_norm: 9.2012 2021-12-03 08:22:32,749 - mmaction - INFO - Epoch [31][1580/1793] lr: 7.500e-04, eta: 6:47:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9083, loss_cls: 1.0128, loss: 1.0128, grad_norm: 8.7393 2021-12-03 08:22:46,819 - mmaction - INFO - Epoch [31][1600/1793] lr: 7.500e-04, eta: 6:46:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9042, loss_cls: 1.0858, loss: 1.0858, grad_norm: 8.7943 2021-12-03 08:23:00,872 - mmaction - INFO - Epoch [31][1620/1793] lr: 7.500e-04, eta: 6:46:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9031, loss_cls: 1.0899, loss: 1.0899, grad_norm: 8.9471 2021-12-03 08:23:14,915 - mmaction - INFO - Epoch [31][1640/1793] lr: 7.500e-04, eta: 6:46:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.8979, loss_cls: 1.0719, loss: 1.0719, grad_norm: 8.8308 2021-12-03 08:23:28,978 - mmaction - INFO - Epoch [31][1660/1793] lr: 7.500e-04, eta: 6:46:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9021, loss_cls: 1.1117, loss: 1.1117, grad_norm: 8.8155 2021-12-03 08:23:43,016 - mmaction - INFO - Epoch [31][1680/1793] lr: 7.500e-04, eta: 6:45:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9021, loss_cls: 1.0811, loss: 1.0811, grad_norm: 8.6063 2021-12-03 08:23:57,050 - mmaction - INFO - Epoch [31][1700/1793] lr: 7.500e-04, eta: 6:45:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.8979, loss_cls: 1.0887, loss: 1.0887, grad_norm: 8.7452 2021-12-03 08:24:11,085 - mmaction - INFO - Epoch [31][1720/1793] lr: 7.500e-04, eta: 6:45:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9000, loss_cls: 1.0716, loss: 1.0716, grad_norm: 8.7431 2021-12-03 08:24:25,118 - mmaction - INFO - Epoch [31][1740/1793] lr: 7.500e-04, eta: 6:45:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.8979, loss_cls: 1.1179, loss: 1.1179, grad_norm: 8.7311 2021-12-03 08:24:39,161 - mmaction - INFO - Epoch [31][1760/1793] lr: 7.500e-04, eta: 6:44:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9135, loss_cls: 1.0811, loss: 1.0811, grad_norm: 8.9831 2021-12-03 08:24:53,195 - mmaction - INFO - Epoch [31][1780/1793] lr: 7.500e-04, eta: 6:44:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9052, loss_cls: 1.0600, loss: 1.0600, grad_norm: 8.7179 2021-12-03 08:26:09,011 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:26:09,164 - mmaction - INFO - top1_acc 0.4650 top5_acc 0.7631 2021-12-03 08:26:09,165 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:26:09,174 - mmaction - INFO - mean_acc 0.4265 2021-12-03 08:26:09,180 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-12-03 08:26:09,993 - mmaction - INFO - Epoch(val) [31][241] top1_acc: 0.4650, top5_acc: 0.7631, mean_class_accuracy: 0.4265 2021-12-03 08:26:50,996 - mmaction - INFO - Epoch [32][20/1793] lr: 7.500e-04, eta: 6:44:30, time: 2.050, data_time: 1.350, memory: 10398, top1_acc: 0.6927, top5_acc: 0.9062, loss_cls: 1.1297, loss: 1.1297, grad_norm: 9.2017 2021-12-03 08:27:04,997 - mmaction - INFO - Epoch [32][40/1793] lr: 7.500e-04, eta: 6:44:16, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7312, top5_acc: 0.9135, loss_cls: 1.0321, loss: 1.0321, grad_norm: 8.3517 2021-12-03 08:27:18,995 - mmaction - INFO - Epoch [32][60/1793] lr: 7.500e-04, eta: 6:44:02, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9083, loss_cls: 1.0655, loss: 1.0655, grad_norm: 8.6256 2021-12-03 08:27:32,998 - mmaction - INFO - Epoch [32][80/1793] lr: 7.500e-04, eta: 6:43:47, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9115, loss_cls: 1.0338, loss: 1.0338, grad_norm: 8.6667 2021-12-03 08:27:47,017 - mmaction - INFO - Epoch [32][100/1793] lr: 7.500e-04, eta: 6:43:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9094, loss_cls: 1.0522, loss: 1.0522, grad_norm: 8.7013 2021-12-03 08:28:01,027 - mmaction - INFO - Epoch [32][120/1793] lr: 7.500e-04, eta: 6:43:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9198, loss_cls: 1.0330, loss: 1.0330, grad_norm: 8.5058 2021-12-03 08:28:15,044 - mmaction - INFO - Epoch [32][140/1793] lr: 7.500e-04, eta: 6:43:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.1195, loss: 1.1195, grad_norm: 9.4082 2021-12-03 08:28:29,051 - mmaction - INFO - Epoch [32][160/1793] lr: 7.500e-04, eta: 6:42:49, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9229, loss_cls: 0.9878, loss: 0.9878, grad_norm: 8.4488 2021-12-03 08:28:43,075 - mmaction - INFO - Epoch [32][180/1793] lr: 7.500e-04, eta: 6:42:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9115, loss_cls: 1.0881, loss: 1.0881, grad_norm: 8.9461 2021-12-03 08:28:57,108 - mmaction - INFO - Epoch [32][200/1793] lr: 7.500e-04, eta: 6:42:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9021, loss_cls: 1.0677, loss: 1.0677, grad_norm: 8.9440 2021-12-03 08:29:11,128 - mmaction - INFO - Epoch [32][220/1793] lr: 7.500e-04, eta: 6:42:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9167, loss_cls: 1.0422, loss: 1.0422, grad_norm: 8.8823 2021-12-03 08:29:25,158 - mmaction - INFO - Epoch [32][240/1793] lr: 7.500e-04, eta: 6:41:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.8938, loss_cls: 1.1154, loss: 1.1154, grad_norm: 9.0748 2021-12-03 08:29:39,177 - mmaction - INFO - Epoch [32][260/1793] lr: 7.500e-04, eta: 6:41:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9021, loss_cls: 1.0607, loss: 1.0607, grad_norm: 8.6906 2021-12-03 08:29:53,232 - mmaction - INFO - Epoch [32][280/1793] lr: 7.500e-04, eta: 6:41:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9115, loss_cls: 1.0454, loss: 1.0454, grad_norm: 9.3013 2021-12-03 08:30:07,263 - mmaction - INFO - Epoch [32][300/1793] lr: 7.500e-04, eta: 6:41:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9031, loss_cls: 1.1176, loss: 1.1176, grad_norm: 8.7075 2021-12-03 08:30:21,292 - mmaction - INFO - Epoch [32][320/1793] lr: 7.500e-04, eta: 6:40:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.8979, loss_cls: 1.0730, loss: 1.0730, grad_norm: 8.8716 2021-12-03 08:30:35,317 - mmaction - INFO - Epoch [32][340/1793] lr: 7.500e-04, eta: 6:40:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9240, loss_cls: 1.0031, loss: 1.0031, grad_norm: 8.6500 2021-12-03 08:30:49,330 - mmaction - INFO - Epoch [32][360/1793] lr: 7.500e-04, eta: 6:40:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.9021, loss_cls: 1.1199, loss: 1.1199, grad_norm: 9.0673 2021-12-03 08:31:03,355 - mmaction - INFO - Epoch [32][380/1793] lr: 7.500e-04, eta: 6:40:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8927, loss_cls: 1.1354, loss: 1.1354, grad_norm: 9.2022 2021-12-03 08:31:17,390 - mmaction - INFO - Epoch [32][400/1793] lr: 7.500e-04, eta: 6:39:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9167, loss_cls: 1.0447, loss: 1.0447, grad_norm: 9.1642 2021-12-03 08:31:31,413 - mmaction - INFO - Epoch [32][420/1793] lr: 7.500e-04, eta: 6:39:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9198, loss_cls: 1.0085, loss: 1.0085, grad_norm: 8.7948 2021-12-03 08:31:45,446 - mmaction - INFO - Epoch [32][440/1793] lr: 7.500e-04, eta: 6:39:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9083, loss_cls: 1.0237, loss: 1.0237, grad_norm: 8.7041 2021-12-03 08:31:59,469 - mmaction - INFO - Epoch [32][460/1793] lr: 7.500e-04, eta: 6:39:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9135, loss_cls: 1.0509, loss: 1.0509, grad_norm: 8.9339 2021-12-03 08:32:13,496 - mmaction - INFO - Epoch [32][480/1793] lr: 7.500e-04, eta: 6:38:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9073, loss_cls: 1.0534, loss: 1.0534, grad_norm: 8.7463 2021-12-03 08:32:27,534 - mmaction - INFO - Epoch [32][500/1793] lr: 7.500e-04, eta: 6:38:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9031, loss_cls: 1.1198, loss: 1.1198, grad_norm: 9.2214 2021-12-03 08:32:41,561 - mmaction - INFO - Epoch [32][520/1793] lr: 7.500e-04, eta: 6:38:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9115, loss_cls: 1.0809, loss: 1.0809, grad_norm: 9.0086 2021-12-03 08:32:55,590 - mmaction - INFO - Epoch [32][540/1793] lr: 7.500e-04, eta: 6:38:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9156, loss_cls: 1.0428, loss: 1.0428, grad_norm: 9.1503 2021-12-03 08:33:09,627 - mmaction - INFO - Epoch [32][560/1793] lr: 7.500e-04, eta: 6:38:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9208, loss_cls: 0.9928, loss: 0.9928, grad_norm: 8.6161 2021-12-03 08:33:23,669 - mmaction - INFO - Epoch [32][580/1793] lr: 7.500e-04, eta: 6:37:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9010, loss_cls: 1.0456, loss: 1.0456, grad_norm: 8.9692 2021-12-03 08:33:37,690 - mmaction - INFO - Epoch [32][600/1793] lr: 7.500e-04, eta: 6:37:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7312, top5_acc: 0.9229, loss_cls: 0.9785, loss: 0.9785, grad_norm: 8.7317 2021-12-03 08:33:51,728 - mmaction - INFO - Epoch [32][620/1793] lr: 7.500e-04, eta: 6:37:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1128, loss: 1.1128, grad_norm: 9.2267 2021-12-03 08:34:05,763 - mmaction - INFO - Epoch [32][640/1793] lr: 7.500e-04, eta: 6:37:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9104, loss_cls: 1.0411, loss: 1.0411, grad_norm: 8.5194 2021-12-03 08:34:19,799 - mmaction - INFO - Epoch [32][660/1793] lr: 7.500e-04, eta: 6:36:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9187, loss_cls: 1.0542, loss: 1.0542, grad_norm: 8.9454 2021-12-03 08:34:33,846 - mmaction - INFO - Epoch [32][680/1793] lr: 7.500e-04, eta: 6:36:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.1100, loss: 1.1100, grad_norm: 9.2779 2021-12-03 08:34:47,893 - mmaction - INFO - Epoch [32][700/1793] lr: 7.500e-04, eta: 6:36:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8917, loss_cls: 1.1174, loss: 1.1174, grad_norm: 8.7678 2021-12-03 08:35:01,928 - mmaction - INFO - Epoch [32][720/1793] lr: 7.500e-04, eta: 6:36:07, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9219, loss_cls: 1.0574, loss: 1.0574, grad_norm: 9.1034 2021-12-03 08:35:15,945 - mmaction - INFO - Epoch [32][740/1793] lr: 7.500e-04, eta: 6:35:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9073, loss_cls: 1.0294, loss: 1.0294, grad_norm: 8.9148 2021-12-03 08:35:29,977 - mmaction - INFO - Epoch [32][760/1793] lr: 7.500e-04, eta: 6:35:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.8917, loss_cls: 1.1536, loss: 1.1536, grad_norm: 9.1887 2021-12-03 08:35:44,015 - mmaction - INFO - Epoch [32][780/1793] lr: 7.500e-04, eta: 6:35:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9094, loss_cls: 1.0297, loss: 1.0297, grad_norm: 8.9544 2021-12-03 08:35:58,060 - mmaction - INFO - Epoch [32][800/1793] lr: 7.500e-04, eta: 6:35:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.8990, loss_cls: 1.0908, loss: 1.0908, grad_norm: 9.0375 2021-12-03 08:36:12,096 - mmaction - INFO - Epoch [32][820/1793] lr: 7.500e-04, eta: 6:34:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.8927, loss_cls: 1.1270, loss: 1.1270, grad_norm: 9.2951 2021-12-03 08:36:26,139 - mmaction - INFO - Epoch [32][840/1793] lr: 7.500e-04, eta: 6:34:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9062, loss_cls: 1.1009, loss: 1.1009, grad_norm: 9.4616 2021-12-03 08:36:40,195 - mmaction - INFO - Epoch [32][860/1793] lr: 7.500e-04, eta: 6:34:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8917, loss_cls: 1.1407, loss: 1.1407, grad_norm: 9.2351 2021-12-03 08:36:54,256 - mmaction - INFO - Epoch [32][880/1793] lr: 7.500e-04, eta: 6:34:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.8979, loss_cls: 1.0891, loss: 1.0891, grad_norm: 8.9465 2021-12-03 08:37:08,301 - mmaction - INFO - Epoch [32][900/1793] lr: 7.500e-04, eta: 6:33:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9115, loss_cls: 1.0241, loss: 1.0241, grad_norm: 8.6974 2021-12-03 08:37:22,345 - mmaction - INFO - Epoch [32][920/1793] lr: 7.500e-04, eta: 6:33:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9156, loss_cls: 1.0289, loss: 1.0289, grad_norm: 8.7587 2021-12-03 08:37:36,408 - mmaction - INFO - Epoch [32][940/1793] lr: 7.500e-04, eta: 6:33:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9031, loss_cls: 1.0864, loss: 1.0864, grad_norm: 9.1122 2021-12-03 08:37:50,468 - mmaction - INFO - Epoch [32][960/1793] lr: 7.500e-04, eta: 6:33:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9000, loss_cls: 1.0728, loss: 1.0728, grad_norm: 8.8063 2021-12-03 08:38:04,514 - mmaction - INFO - Epoch [32][980/1793] lr: 7.500e-04, eta: 6:33:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9115, loss_cls: 1.0655, loss: 1.0655, grad_norm: 9.0255 2021-12-03 08:38:18,558 - mmaction - INFO - Epoch [32][1000/1793] lr: 7.500e-04, eta: 6:32:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9167, loss_cls: 1.0610, loss: 1.0610, grad_norm: 8.6589 2021-12-03 08:38:32,608 - mmaction - INFO - Epoch [32][1020/1793] lr: 7.500e-04, eta: 6:32:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9083, loss_cls: 1.0755, loss: 1.0755, grad_norm: 8.6758 2021-12-03 08:38:46,663 - mmaction - INFO - Epoch [32][1040/1793] lr: 7.500e-04, eta: 6:32:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9052, loss_cls: 1.0773, loss: 1.0773, grad_norm: 8.7515 2021-12-03 08:39:00,726 - mmaction - INFO - Epoch [32][1060/1793] lr: 7.500e-04, eta: 6:32:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9021, loss_cls: 1.0619, loss: 1.0619, grad_norm: 8.8336 2021-12-03 08:39:14,772 - mmaction - INFO - Epoch [32][1080/1793] lr: 7.500e-04, eta: 6:31:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9052, loss_cls: 1.0630, loss: 1.0630, grad_norm: 8.9639 2021-12-03 08:39:28,829 - mmaction - INFO - Epoch [32][1100/1793] lr: 7.500e-04, eta: 6:31:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6969, top5_acc: 0.9062, loss_cls: 1.1163, loss: 1.1163, grad_norm: 9.2191 2021-12-03 08:39:42,890 - mmaction - INFO - Epoch [32][1120/1793] lr: 7.500e-04, eta: 6:31:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9135, loss_cls: 1.0402, loss: 1.0402, grad_norm: 8.9521 2021-12-03 08:39:56,951 - mmaction - INFO - Epoch [32][1140/1793] lr: 7.500e-04, eta: 6:31:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9021, loss_cls: 1.1091, loss: 1.1091, grad_norm: 8.8729 2021-12-03 08:40:10,989 - mmaction - INFO - Epoch [32][1160/1793] lr: 7.500e-04, eta: 6:30:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8885, loss_cls: 1.1424, loss: 1.1424, grad_norm: 9.2389 2021-12-03 08:40:25,030 - mmaction - INFO - Epoch [32][1180/1793] lr: 7.500e-04, eta: 6:30:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8979, loss_cls: 1.1089, loss: 1.1089, grad_norm: 9.3566 2021-12-03 08:40:39,090 - mmaction - INFO - Epoch [32][1200/1793] lr: 7.500e-04, eta: 6:30:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9062, loss_cls: 1.0920, loss: 1.0920, grad_norm: 8.9955 2021-12-03 08:40:53,145 - mmaction - INFO - Epoch [32][1220/1793] lr: 7.500e-04, eta: 6:30:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.8958, loss_cls: 1.0848, loss: 1.0848, grad_norm: 9.0391 2021-12-03 08:41:07,187 - mmaction - INFO - Epoch [32][1240/1793] lr: 7.500e-04, eta: 6:29:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8958, loss_cls: 1.1329, loss: 1.1329, grad_norm: 9.1671 2021-12-03 08:41:21,233 - mmaction - INFO - Epoch [32][1260/1793] lr: 7.500e-04, eta: 6:29:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9052, loss_cls: 1.0281, loss: 1.0281, grad_norm: 8.7196 2021-12-03 08:41:35,273 - mmaction - INFO - Epoch [32][1280/1793] lr: 7.500e-04, eta: 6:29:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9094, loss_cls: 1.0859, loss: 1.0859, grad_norm: 9.1636 2021-12-03 08:41:49,307 - mmaction - INFO - Epoch [32][1300/1793] lr: 7.500e-04, eta: 6:29:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9167, loss_cls: 1.0263, loss: 1.0263, grad_norm: 9.5054 2021-12-03 08:42:03,357 - mmaction - INFO - Epoch [32][1320/1793] lr: 7.500e-04, eta: 6:28:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.9062, loss_cls: 1.0773, loss: 1.0773, grad_norm: 9.4451 2021-12-03 08:42:17,395 - mmaction - INFO - Epoch [32][1340/1793] lr: 7.500e-04, eta: 6:28:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1239, loss: 1.1239, grad_norm: 9.6369 2021-12-03 08:42:31,435 - mmaction - INFO - Epoch [32][1360/1793] lr: 7.500e-04, eta: 6:28:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9073, loss_cls: 1.0795, loss: 1.0795, grad_norm: 8.9609 2021-12-03 08:42:45,459 - mmaction - INFO - Epoch [32][1380/1793] lr: 7.500e-04, eta: 6:28:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9177, loss_cls: 1.0159, loss: 1.0159, grad_norm: 8.8472 2021-12-03 08:42:59,496 - mmaction - INFO - Epoch [32][1400/1793] lr: 7.500e-04, eta: 6:27:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9135, loss_cls: 1.0088, loss: 1.0088, grad_norm: 8.8061 2021-12-03 08:43:13,521 - mmaction - INFO - Epoch [32][1420/1793] lr: 7.500e-04, eta: 6:27:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6844, top5_acc: 0.9104, loss_cls: 1.1286, loss: 1.1286, grad_norm: 9.5819 2021-12-03 08:43:27,540 - mmaction - INFO - Epoch [32][1440/1793] lr: 7.500e-04, eta: 6:27:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9104, loss_cls: 1.0375, loss: 1.0375, grad_norm: 8.8179 2021-12-03 08:43:41,567 - mmaction - INFO - Epoch [32][1460/1793] lr: 7.500e-04, eta: 6:27:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.9021, loss_cls: 1.1378, loss: 1.1378, grad_norm: 9.2758 2021-12-03 08:43:55,597 - mmaction - INFO - Epoch [32][1480/1793] lr: 7.500e-04, eta: 6:27:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9198, loss_cls: 1.0776, loss: 1.0776, grad_norm: 9.0030 2021-12-03 08:44:09,631 - mmaction - INFO - Epoch [32][1500/1793] lr: 7.500e-04, eta: 6:26:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.8969, loss_cls: 1.0441, loss: 1.0441, grad_norm: 8.9419 2021-12-03 08:44:23,674 - mmaction - INFO - Epoch [32][1520/1793] lr: 7.500e-04, eta: 6:26:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.8979, loss_cls: 1.0975, loss: 1.0975, grad_norm: 9.1673 2021-12-03 08:44:37,706 - mmaction - INFO - Epoch [32][1540/1793] lr: 7.500e-04, eta: 6:26:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9125, loss_cls: 1.0511, loss: 1.0511, grad_norm: 8.8197 2021-12-03 08:44:51,735 - mmaction - INFO - Epoch [32][1560/1793] lr: 7.500e-04, eta: 6:26:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.8833, loss_cls: 1.1495, loss: 1.1495, grad_norm: 9.1027 2021-12-03 08:45:05,768 - mmaction - INFO - Epoch [32][1580/1793] lr: 7.500e-04, eta: 6:25:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6875, top5_acc: 0.8958, loss_cls: 1.1764, loss: 1.1764, grad_norm: 9.3280 2021-12-03 08:45:19,806 - mmaction - INFO - Epoch [32][1600/1793] lr: 7.500e-04, eta: 6:25:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0496, loss: 1.0496, grad_norm: 8.7796 2021-12-03 08:45:33,821 - mmaction - INFO - Epoch [32][1620/1793] lr: 7.500e-04, eta: 6:25:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9208, loss_cls: 0.9997, loss: 0.9997, grad_norm: 8.7686 2021-12-03 08:45:47,846 - mmaction - INFO - Epoch [32][1640/1793] lr: 7.500e-04, eta: 6:25:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9000, loss_cls: 1.0721, loss: 1.0721, grad_norm: 8.9963 2021-12-03 08:46:01,866 - mmaction - INFO - Epoch [32][1660/1793] lr: 7.500e-04, eta: 6:24:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8990, loss_cls: 1.0959, loss: 1.0959, grad_norm: 8.9542 2021-12-03 08:46:15,889 - mmaction - INFO - Epoch [32][1680/1793] lr: 7.500e-04, eta: 6:24:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9094, loss_cls: 1.0566, loss: 1.0566, grad_norm: 8.9485 2021-12-03 08:46:29,914 - mmaction - INFO - Epoch [32][1700/1793] lr: 7.500e-04, eta: 6:24:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9010, loss_cls: 1.1385, loss: 1.1385, grad_norm: 9.3837 2021-12-03 08:46:43,948 - mmaction - INFO - Epoch [32][1720/1793] lr: 7.500e-04, eta: 6:24:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.1134, loss: 1.1134, grad_norm: 9.4111 2021-12-03 08:46:57,993 - mmaction - INFO - Epoch [32][1740/1793] lr: 7.500e-04, eta: 6:23:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.8958, loss_cls: 1.0486, loss: 1.0486, grad_norm: 8.7809 2021-12-03 08:47:12,017 - mmaction - INFO - Epoch [32][1760/1793] lr: 7.500e-04, eta: 6:23:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6927, top5_acc: 0.8917, loss_cls: 1.1557, loss: 1.1557, grad_norm: 9.3206 2021-12-03 08:47:26,045 - mmaction - INFO - Epoch [32][1780/1793] lr: 7.500e-04, eta: 6:23:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6865, top5_acc: 0.8917, loss_cls: 1.1451, loss: 1.1451, grad_norm: 9.1553 2021-12-03 08:48:41,319 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:48:41,478 - mmaction - INFO - top1_acc 0.4698 top5_acc 0.7641 2021-12-03 08:48:41,478 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:48:41,487 - mmaction - INFO - mean_acc 0.4273 2021-12-03 08:48:41,490 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-12-03 08:48:42,572 - mmaction - INFO - Epoch(val) [32][241] top1_acc: 0.4698, top5_acc: 0.7641, mean_class_accuracy: 0.4273 2021-12-03 08:49:23,254 - mmaction - INFO - Epoch [33][20/1793] lr: 7.500e-04, eta: 6:23:11, time: 2.034, data_time: 1.331, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0484, loss: 1.0484, grad_norm: 8.7544 2021-12-03 08:49:37,263 - mmaction - INFO - Epoch [33][40/1793] lr: 7.500e-04, eta: 6:22:56, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9115, loss_cls: 0.9932, loss: 0.9932, grad_norm: 8.6001 2021-12-03 08:49:51,264 - mmaction - INFO - Epoch [33][60/1793] lr: 7.500e-04, eta: 6:22:42, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9104, loss_cls: 1.0441, loss: 1.0441, grad_norm: 8.9352 2021-12-03 08:50:05,296 - mmaction - INFO - Epoch [33][80/1793] lr: 7.500e-04, eta: 6:22:28, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9073, loss_cls: 1.0151, loss: 1.0151, grad_norm: 8.7590 2021-12-03 08:50:19,308 - mmaction - INFO - Epoch [33][100/1793] lr: 7.500e-04, eta: 6:22:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9198, loss_cls: 0.9991, loss: 0.9991, grad_norm: 9.0938 2021-12-03 08:50:33,334 - mmaction - INFO - Epoch [33][120/1793] lr: 7.500e-04, eta: 6:21:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9073, loss_cls: 1.0629, loss: 1.0629, grad_norm: 9.2929 2021-12-03 08:50:47,354 - mmaction - INFO - Epoch [33][140/1793] lr: 7.500e-04, eta: 6:21:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9000, loss_cls: 1.0768, loss: 1.0768, grad_norm: 9.1995 2021-12-03 08:51:01,382 - mmaction - INFO - Epoch [33][160/1793] lr: 7.500e-04, eta: 6:21:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.8927, loss_cls: 1.0857, loss: 1.0857, grad_norm: 9.1243 2021-12-03 08:51:15,414 - mmaction - INFO - Epoch [33][180/1793] lr: 7.500e-04, eta: 6:21:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9167, loss_cls: 1.0388, loss: 1.0388, grad_norm: 8.8803 2021-12-03 08:51:29,450 - mmaction - INFO - Epoch [33][200/1793] lr: 7.500e-04, eta: 6:21:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9344, loss_cls: 0.9178, loss: 0.9178, grad_norm: 8.4876 2021-12-03 08:51:43,491 - mmaction - INFO - Epoch [33][220/1793] lr: 7.500e-04, eta: 6:20:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.8990, loss_cls: 1.0673, loss: 1.0673, grad_norm: 9.1802 2021-12-03 08:51:57,522 - mmaction - INFO - Epoch [33][240/1793] lr: 7.500e-04, eta: 6:20:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9125, loss_cls: 1.0019, loss: 1.0019, grad_norm: 9.1968 2021-12-03 08:52:11,568 - mmaction - INFO - Epoch [33][260/1793] lr: 7.500e-04, eta: 6:20:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9083, loss_cls: 1.0233, loss: 1.0233, grad_norm: 8.8936 2021-12-03 08:52:25,596 - mmaction - INFO - Epoch [33][280/1793] lr: 7.500e-04, eta: 6:20:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9083, loss_cls: 1.0216, loss: 1.0216, grad_norm: 8.7107 2021-12-03 08:52:39,642 - mmaction - INFO - Epoch [33][300/1793] lr: 7.500e-04, eta: 6:19:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9146, loss_cls: 1.0444, loss: 1.0444, grad_norm: 9.1614 2021-12-03 08:52:53,689 - mmaction - INFO - Epoch [33][320/1793] lr: 7.500e-04, eta: 6:19:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9031, loss_cls: 1.1388, loss: 1.1388, grad_norm: 9.7255 2021-12-03 08:53:07,737 - mmaction - INFO - Epoch [33][340/1793] lr: 7.500e-04, eta: 6:19:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9000, loss_cls: 1.0888, loss: 1.0888, grad_norm: 9.3956 2021-12-03 08:53:21,774 - mmaction - INFO - Epoch [33][360/1793] lr: 7.500e-04, eta: 6:19:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9156, loss_cls: 1.0727, loss: 1.0727, grad_norm: 9.1794 2021-12-03 08:53:35,811 - mmaction - INFO - Epoch [33][380/1793] lr: 7.500e-04, eta: 6:18:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.8958, loss_cls: 1.1075, loss: 1.1075, grad_norm: 8.9155 2021-12-03 08:53:49,850 - mmaction - INFO - Epoch [33][400/1793] lr: 7.500e-04, eta: 6:18:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9083, loss_cls: 1.0733, loss: 1.0733, grad_norm: 9.1826 2021-12-03 08:54:03,899 - mmaction - INFO - Epoch [33][420/1793] lr: 7.500e-04, eta: 6:18:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9094, loss_cls: 0.9840, loss: 0.9840, grad_norm: 8.4650 2021-12-03 08:54:17,940 - mmaction - INFO - Epoch [33][440/1793] lr: 7.500e-04, eta: 6:18:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9292, loss_cls: 0.9446, loss: 0.9446, grad_norm: 9.0521 2021-12-03 08:54:31,992 - mmaction - INFO - Epoch [33][460/1793] lr: 7.500e-04, eta: 6:17:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.0254, loss: 1.0254, grad_norm: 8.8408 2021-12-03 08:54:46,048 - mmaction - INFO - Epoch [33][480/1793] lr: 7.500e-04, eta: 6:17:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.8969, loss_cls: 1.1262, loss: 1.1262, grad_norm: 9.3116 2021-12-03 08:55:00,084 - mmaction - INFO - Epoch [33][500/1793] lr: 7.500e-04, eta: 6:17:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8958, loss_cls: 1.1069, loss: 1.1069, grad_norm: 9.2760 2021-12-03 08:55:14,127 - mmaction - INFO - Epoch [33][520/1793] lr: 7.500e-04, eta: 6:17:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9083, loss_cls: 1.1010, loss: 1.1010, grad_norm: 9.6405 2021-12-03 08:55:28,168 - mmaction - INFO - Epoch [33][540/1793] lr: 7.500e-04, eta: 6:16:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.8958, loss_cls: 1.0829, loss: 1.0829, grad_norm: 9.1286 2021-12-03 08:55:42,230 - mmaction - INFO - Epoch [33][560/1793] lr: 7.500e-04, eta: 6:16:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9177, loss_cls: 0.9867, loss: 0.9867, grad_norm: 8.8032 2021-12-03 08:55:56,264 - mmaction - INFO - Epoch [33][580/1793] lr: 7.500e-04, eta: 6:16:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9198, loss_cls: 0.9784, loss: 0.9784, grad_norm: 8.7150 2021-12-03 08:56:10,300 - mmaction - INFO - Epoch [33][600/1793] lr: 7.500e-04, eta: 6:16:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9083, loss_cls: 1.0269, loss: 1.0269, grad_norm: 9.0788 2021-12-03 08:56:24,349 - mmaction - INFO - Epoch [33][620/1793] lr: 7.500e-04, eta: 6:16:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9010, loss_cls: 1.1053, loss: 1.1053, grad_norm: 9.3224 2021-12-03 08:56:38,407 - mmaction - INFO - Epoch [33][640/1793] lr: 7.500e-04, eta: 6:15:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9115, loss_cls: 1.0230, loss: 1.0230, grad_norm: 8.9799 2021-12-03 08:56:52,472 - mmaction - INFO - Epoch [33][660/1793] lr: 7.500e-04, eta: 6:15:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.8969, loss_cls: 1.1291, loss: 1.1291, grad_norm: 9.0805 2021-12-03 08:57:06,534 - mmaction - INFO - Epoch [33][680/1793] lr: 7.500e-04, eta: 6:15:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9229, loss_cls: 0.9542, loss: 0.9542, grad_norm: 8.7909 2021-12-03 08:57:20,582 - mmaction - INFO - Epoch [33][700/1793] lr: 7.500e-04, eta: 6:15:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9292, loss_cls: 0.9335, loss: 0.9335, grad_norm: 8.9541 2021-12-03 08:57:34,631 - mmaction - INFO - Epoch [33][720/1793] lr: 7.500e-04, eta: 6:14:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9167, loss_cls: 1.0354, loss: 1.0354, grad_norm: 9.0446 2021-12-03 08:57:48,695 - mmaction - INFO - Epoch [33][740/1793] lr: 7.500e-04, eta: 6:14:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9073, loss_cls: 1.0373, loss: 1.0373, grad_norm: 8.9039 2021-12-03 08:58:02,736 - mmaction - INFO - Epoch [33][760/1793] lr: 7.500e-04, eta: 6:14:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9146, loss_cls: 0.9473, loss: 0.9473, grad_norm: 8.6767 2021-12-03 08:58:16,783 - mmaction - INFO - Epoch [33][780/1793] lr: 7.500e-04, eta: 6:14:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.8927, loss_cls: 1.1203, loss: 1.1203, grad_norm: 9.3211 2021-12-03 08:58:30,839 - mmaction - INFO - Epoch [33][800/1793] lr: 7.500e-04, eta: 6:13:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9021, loss_cls: 1.0711, loss: 1.0711, grad_norm: 9.3154 2021-12-03 08:58:44,882 - mmaction - INFO - Epoch [33][820/1793] lr: 7.500e-04, eta: 6:13:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9000, loss_cls: 1.1178, loss: 1.1178, grad_norm: 9.4830 2021-12-03 08:58:58,942 - mmaction - INFO - Epoch [33][840/1793] lr: 7.500e-04, eta: 6:13:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9125, loss_cls: 1.0426, loss: 1.0426, grad_norm: 9.1623 2021-12-03 08:59:13,000 - mmaction - INFO - Epoch [33][860/1793] lr: 7.500e-04, eta: 6:13:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.9042, loss_cls: 1.0984, loss: 1.0984, grad_norm: 9.3205 2021-12-03 08:59:27,036 - mmaction - INFO - Epoch [33][880/1793] lr: 7.500e-04, eta: 6:12:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9000, loss_cls: 1.0858, loss: 1.0858, grad_norm: 9.1576 2021-12-03 08:59:41,087 - mmaction - INFO - Epoch [33][900/1793] lr: 7.500e-04, eta: 6:12:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.8948, loss_cls: 1.0883, loss: 1.0883, grad_norm: 8.9630 2021-12-03 08:59:55,142 - mmaction - INFO - Epoch [33][920/1793] lr: 7.500e-04, eta: 6:12:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.8958, loss_cls: 1.1090, loss: 1.1090, grad_norm: 9.4361 2021-12-03 09:00:09,177 - mmaction - INFO - Epoch [33][940/1793] lr: 7.500e-04, eta: 6:12:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9146, loss_cls: 1.0621, loss: 1.0621, grad_norm: 9.3318 2021-12-03 09:00:23,219 - mmaction - INFO - Epoch [33][960/1793] lr: 7.500e-04, eta: 6:11:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6781, top5_acc: 0.8958, loss_cls: 1.1519, loss: 1.1519, grad_norm: 9.7189 2021-12-03 09:00:37,256 - mmaction - INFO - Epoch [33][980/1793] lr: 7.500e-04, eta: 6:11:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9240, loss_cls: 0.9591, loss: 0.9591, grad_norm: 8.6455 2021-12-03 09:00:51,306 - mmaction - INFO - Epoch [33][1000/1793] lr: 7.500e-04, eta: 6:11:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9125, loss_cls: 1.0625, loss: 1.0625, grad_norm: 9.3821 2021-12-03 09:01:05,338 - mmaction - INFO - Epoch [33][1020/1793] lr: 7.500e-04, eta: 6:11:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.0877, loss: 1.0877, grad_norm: 8.9827 2021-12-03 09:01:19,383 - mmaction - INFO - Epoch [33][1040/1793] lr: 7.500e-04, eta: 6:10:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9167, loss_cls: 1.0552, loss: 1.0552, grad_norm: 9.4280 2021-12-03 09:01:33,426 - mmaction - INFO - Epoch [33][1060/1793] lr: 7.500e-04, eta: 6:10:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6948, top5_acc: 0.8979, loss_cls: 1.1466, loss: 1.1466, grad_norm: 9.4696 2021-12-03 09:01:47,469 - mmaction - INFO - Epoch [33][1080/1793] lr: 7.500e-04, eta: 6:10:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9365, loss_cls: 0.9603, loss: 0.9603, grad_norm: 9.1413 2021-12-03 09:02:01,513 - mmaction - INFO - Epoch [33][1100/1793] lr: 7.500e-04, eta: 6:10:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9135, loss_cls: 1.0206, loss: 1.0206, grad_norm: 9.2610 2021-12-03 09:02:15,547 - mmaction - INFO - Epoch [33][1120/1793] lr: 7.500e-04, eta: 6:10:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9010, loss_cls: 1.0614, loss: 1.0614, grad_norm: 9.4276 2021-12-03 09:02:29,599 - mmaction - INFO - Epoch [33][1140/1793] lr: 7.500e-04, eta: 6:09:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0156, loss: 1.0156, grad_norm: 8.9922 2021-12-03 09:02:43,667 - mmaction - INFO - Epoch [33][1160/1793] lr: 7.500e-04, eta: 6:09:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.9104, loss_cls: 1.1022, loss: 1.1022, grad_norm: 9.2467 2021-12-03 09:02:57,710 - mmaction - INFO - Epoch [33][1180/1793] lr: 7.500e-04, eta: 6:09:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9031, loss_cls: 1.0822, loss: 1.0822, grad_norm: 9.4830 2021-12-03 09:03:11,754 - mmaction - INFO - Epoch [33][1200/1793] lr: 7.500e-04, eta: 6:09:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9073, loss_cls: 1.0451, loss: 1.0451, grad_norm: 9.2207 2021-12-03 09:03:25,785 - mmaction - INFO - Epoch [33][1220/1793] lr: 7.500e-04, eta: 6:08:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9177, loss_cls: 1.0679, loss: 1.0679, grad_norm: 9.4991 2021-12-03 09:03:39,826 - mmaction - INFO - Epoch [33][1240/1793] lr: 7.500e-04, eta: 6:08:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9198, loss_cls: 0.9519, loss: 0.9519, grad_norm: 8.9524 2021-12-03 09:03:53,884 - mmaction - INFO - Epoch [33][1260/1793] lr: 7.500e-04, eta: 6:08:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9031, loss_cls: 1.0720, loss: 1.0720, grad_norm: 9.8155 2021-12-03 09:04:07,941 - mmaction - INFO - Epoch [33][1280/1793] lr: 7.500e-04, eta: 6:08:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9062, loss_cls: 1.0969, loss: 1.0969, grad_norm: 9.5474 2021-12-03 09:04:21,960 - mmaction - INFO - Epoch [33][1300/1793] lr: 7.500e-04, eta: 6:07:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9083, loss_cls: 1.1008, loss: 1.1008, grad_norm: 9.8287 2021-12-03 09:04:35,987 - mmaction - INFO - Epoch [33][1320/1793] lr: 7.500e-04, eta: 6:07:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9177, loss_cls: 1.0462, loss: 1.0462, grad_norm: 9.4690 2021-12-03 09:04:50,021 - mmaction - INFO - Epoch [33][1340/1793] lr: 7.500e-04, eta: 6:07:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9125, loss_cls: 1.0141, loss: 1.0141, grad_norm: 9.2410 2021-12-03 09:05:04,065 - mmaction - INFO - Epoch [33][1360/1793] lr: 7.500e-04, eta: 6:07:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6896, top5_acc: 0.8865, loss_cls: 1.1635, loss: 1.1635, grad_norm: 9.7116 2021-12-03 09:05:18,112 - mmaction - INFO - Epoch [33][1380/1793] lr: 7.500e-04, eta: 6:06:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6958, top5_acc: 0.9000, loss_cls: 1.1172, loss: 1.1172, grad_norm: 9.4438 2021-12-03 09:05:32,143 - mmaction - INFO - Epoch [33][1400/1793] lr: 7.500e-04, eta: 6:06:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9021, loss_cls: 1.0857, loss: 1.0857, grad_norm: 9.6143 2021-12-03 09:05:46,174 - mmaction - INFO - Epoch [33][1420/1793] lr: 7.500e-04, eta: 6:06:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9167, loss_cls: 0.9959, loss: 0.9959, grad_norm: 9.1994 2021-12-03 09:06:00,220 - mmaction - INFO - Epoch [33][1440/1793] lr: 7.500e-04, eta: 6:06:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.8979, loss_cls: 1.1171, loss: 1.1171, grad_norm: 9.3733 2021-12-03 09:06:14,257 - mmaction - INFO - Epoch [33][1460/1793] lr: 7.500e-04, eta: 6:05:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9125, loss_cls: 1.0186, loss: 1.0186, grad_norm: 9.3195 2021-12-03 09:06:28,296 - mmaction - INFO - Epoch [33][1480/1793] lr: 7.500e-04, eta: 6:05:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0267, loss: 1.0267, grad_norm: 8.9668 2021-12-03 09:06:42,340 - mmaction - INFO - Epoch [33][1500/1793] lr: 7.500e-04, eta: 6:05:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.8885, loss_cls: 1.0825, loss: 1.0825, grad_norm: 9.3447 2021-12-03 09:06:56,362 - mmaction - INFO - Epoch [33][1520/1793] lr: 7.500e-04, eta: 6:05:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9167, loss_cls: 1.0278, loss: 1.0278, grad_norm: 9.2266 2021-12-03 09:07:10,398 - mmaction - INFO - Epoch [33][1540/1793] lr: 7.500e-04, eta: 6:04:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9135, loss_cls: 1.0534, loss: 1.0534, grad_norm: 9.1669 2021-12-03 09:07:24,427 - mmaction - INFO - Epoch [33][1560/1793] lr: 7.500e-04, eta: 6:04:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8958, loss_cls: 1.1439, loss: 1.1439, grad_norm: 9.7386 2021-12-03 09:07:38,464 - mmaction - INFO - Epoch [33][1580/1793] lr: 7.500e-04, eta: 6:04:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9000, loss_cls: 1.0536, loss: 1.0536, grad_norm: 8.8589 2021-12-03 09:07:52,501 - mmaction - INFO - Epoch [33][1600/1793] lr: 7.500e-04, eta: 6:04:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9021, loss_cls: 1.0654, loss: 1.0654, grad_norm: 9.1547 2021-12-03 09:08:06,544 - mmaction - INFO - Epoch [33][1620/1793] lr: 7.500e-04, eta: 6:04:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.9073, loss_cls: 1.1143, loss: 1.1143, grad_norm: 9.1821 2021-12-03 09:08:20,580 - mmaction - INFO - Epoch [33][1640/1793] lr: 7.500e-04, eta: 6:03:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9104, loss_cls: 1.0773, loss: 1.0773, grad_norm: 9.1234 2021-12-03 09:08:34,617 - mmaction - INFO - Epoch [33][1660/1793] lr: 7.500e-04, eta: 6:03:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9062, loss_cls: 1.0832, loss: 1.0832, grad_norm: 9.3187 2021-12-03 09:08:48,660 - mmaction - INFO - Epoch [33][1680/1793] lr: 7.500e-04, eta: 6:03:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.8885, loss_cls: 1.1021, loss: 1.1021, grad_norm: 9.4397 2021-12-03 09:09:02,706 - mmaction - INFO - Epoch [33][1700/1793] lr: 7.500e-04, eta: 6:03:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9229, loss_cls: 1.0063, loss: 1.0063, grad_norm: 9.1119 2021-12-03 09:09:16,751 - mmaction - INFO - Epoch [33][1720/1793] lr: 7.500e-04, eta: 6:02:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6917, top5_acc: 0.8875, loss_cls: 1.1269, loss: 1.1269, grad_norm: 9.5287 2021-12-03 09:09:30,797 - mmaction - INFO - Epoch [33][1740/1793] lr: 7.500e-04, eta: 6:02:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9198, loss_cls: 1.0098, loss: 1.0098, grad_norm: 9.2870 2021-12-03 09:09:44,822 - mmaction - INFO - Epoch [33][1760/1793] lr: 7.500e-04, eta: 6:02:21, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7021, top5_acc: 0.9198, loss_cls: 1.0579, loss: 1.0579, grad_norm: 9.4695 2021-12-03 09:09:58,857 - mmaction - INFO - Epoch [33][1780/1793] lr: 7.500e-04, eta: 6:02:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9094, loss_cls: 1.0217, loss: 1.0217, grad_norm: 8.9110 2021-12-03 09:11:14,332 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:11:14,492 - mmaction - INFO - top1_acc 0.4609 top5_acc 0.7624 2021-12-03 09:11:14,492 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:11:14,502 - mmaction - INFO - mean_acc 0.4225 2021-12-03 09:11:14,504 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-12-03 09:11:15,942 - mmaction - INFO - Epoch(val) [33][241] top1_acc: 0.4609, top5_acc: 0.7624, mean_class_accuracy: 0.4225 2021-12-03 09:11:56,506 - mmaction - INFO - Epoch [34][20/1793] lr: 7.500e-04, eta: 6:01:52, time: 2.028, data_time: 1.318, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9156, loss_cls: 0.9952, loss: 0.9952, grad_norm: 8.9490 2021-12-03 09:12:10,532 - mmaction - INFO - Epoch [34][40/1793] lr: 7.500e-04, eta: 6:01:37, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9135, loss_cls: 0.9712, loss: 0.9712, grad_norm: 8.9107 2021-12-03 09:12:24,562 - mmaction - INFO - Epoch [34][60/1793] lr: 7.500e-04, eta: 6:01:23, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9135, loss_cls: 1.0133, loss: 1.0133, grad_norm: 9.1200 2021-12-03 09:12:38,613 - mmaction - INFO - Epoch [34][80/1793] lr: 7.500e-04, eta: 6:01:09, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7198, top5_acc: 0.8979, loss_cls: 1.0822, loss: 1.0822, grad_norm: 9.4211 2021-12-03 09:12:52,652 - mmaction - INFO - Epoch [34][100/1793] lr: 7.500e-04, eta: 6:00:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9229, loss_cls: 1.0374, loss: 1.0374, grad_norm: 9.5189 2021-12-03 09:13:06,685 - mmaction - INFO - Epoch [34][120/1793] lr: 7.500e-04, eta: 6:00:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9333, loss_cls: 0.9025, loss: 0.9025, grad_norm: 8.7520 2021-12-03 09:13:20,724 - mmaction - INFO - Epoch [34][140/1793] lr: 7.500e-04, eta: 6:00:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9146, loss_cls: 1.0140, loss: 1.0140, grad_norm: 9.0489 2021-12-03 09:13:34,783 - mmaction - INFO - Epoch [34][160/1793] lr: 7.500e-04, eta: 6:00:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 1.0119, loss: 1.0119, grad_norm: 9.3783 2021-12-03 09:13:48,830 - mmaction - INFO - Epoch [34][180/1793] lr: 7.500e-04, eta: 5:59:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9052, loss_cls: 1.0280, loss: 1.0280, grad_norm: 9.3086 2021-12-03 09:14:02,881 - mmaction - INFO - Epoch [34][200/1793] lr: 7.500e-04, eta: 5:59:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9125, loss_cls: 1.0475, loss: 1.0475, grad_norm: 9.1267 2021-12-03 09:14:16,929 - mmaction - INFO - Epoch [34][220/1793] lr: 7.500e-04, eta: 5:59:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9187, loss_cls: 0.9458, loss: 0.9458, grad_norm: 8.9777 2021-12-03 09:14:30,970 - mmaction - INFO - Epoch [34][240/1793] lr: 7.500e-04, eta: 5:59:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9156, loss_cls: 0.9634, loss: 0.9634, grad_norm: 9.2284 2021-12-03 09:14:45,032 - mmaction - INFO - Epoch [34][260/1793] lr: 7.500e-04, eta: 5:58:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9177, loss_cls: 0.9865, loss: 0.9865, grad_norm: 9.1683 2021-12-03 09:14:59,072 - mmaction - INFO - Epoch [34][280/1793] lr: 7.500e-04, eta: 5:58:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9219, loss_cls: 1.0046, loss: 1.0046, grad_norm: 9.2670 2021-12-03 09:15:13,118 - mmaction - INFO - Epoch [34][300/1793] lr: 7.500e-04, eta: 5:58:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9167, loss_cls: 1.0076, loss: 1.0076, grad_norm: 9.3145 2021-12-03 09:15:27,157 - mmaction - INFO - Epoch [34][320/1793] lr: 7.500e-04, eta: 5:58:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9104, loss_cls: 1.0926, loss: 1.0926, grad_norm: 10.0447 2021-12-03 09:15:41,202 - mmaction - INFO - Epoch [34][340/1793] lr: 7.500e-04, eta: 5:58:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7312, top5_acc: 0.8958, loss_cls: 1.0720, loss: 1.0720, grad_norm: 9.4191 2021-12-03 09:15:55,250 - mmaction - INFO - Epoch [34][360/1793] lr: 7.500e-04, eta: 5:57:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9115, loss_cls: 1.0633, loss: 1.0633, grad_norm: 9.6144 2021-12-03 09:16:09,295 - mmaction - INFO - Epoch [34][380/1793] lr: 7.500e-04, eta: 5:57:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9146, loss_cls: 1.0028, loss: 1.0028, grad_norm: 9.4268 2021-12-03 09:16:23,331 - mmaction - INFO - Epoch [34][400/1793] lr: 7.500e-04, eta: 5:57:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9073, loss_cls: 1.0495, loss: 1.0495, grad_norm: 9.4087 2021-12-03 09:16:37,375 - mmaction - INFO - Epoch [34][420/1793] lr: 7.500e-04, eta: 5:57:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9062, loss_cls: 1.0127, loss: 1.0127, grad_norm: 9.3344 2021-12-03 09:16:51,441 - mmaction - INFO - Epoch [34][440/1793] lr: 7.500e-04, eta: 5:56:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9146, loss_cls: 0.9778, loss: 0.9778, grad_norm: 9.2452 2021-12-03 09:17:05,473 - mmaction - INFO - Epoch [34][460/1793] lr: 7.500e-04, eta: 5:56:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9219, loss_cls: 0.9797, loss: 0.9797, grad_norm: 9.0634 2021-12-03 09:17:19,516 - mmaction - INFO - Epoch [34][480/1793] lr: 7.500e-04, eta: 5:56:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0314, loss: 1.0314, grad_norm: 9.5002 2021-12-03 09:17:33,551 - mmaction - INFO - Epoch [34][500/1793] lr: 7.500e-04, eta: 5:56:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9104, loss_cls: 1.0509, loss: 1.0509, grad_norm: 9.5676 2021-12-03 09:17:47,588 - mmaction - INFO - Epoch [34][520/1793] lr: 7.500e-04, eta: 5:55:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1331, loss: 1.1331, grad_norm: 9.6892 2021-12-03 09:18:01,639 - mmaction - INFO - Epoch [34][540/1793] lr: 7.500e-04, eta: 5:55:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9167, loss_cls: 1.0462, loss: 1.0462, grad_norm: 9.2093 2021-12-03 09:18:15,684 - mmaction - INFO - Epoch [34][560/1793] lr: 7.500e-04, eta: 5:55:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9167, loss_cls: 1.0178, loss: 1.0178, grad_norm: 9.7837 2021-12-03 09:18:29,716 - mmaction - INFO - Epoch [34][580/1793] lr: 7.500e-04, eta: 5:55:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9042, loss_cls: 1.0405, loss: 1.0405, grad_norm: 9.7425 2021-12-03 09:18:43,747 - mmaction - INFO - Epoch [34][600/1793] lr: 7.500e-04, eta: 5:54:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0631, loss: 1.0631, grad_norm: 9.8666 2021-12-03 09:18:57,790 - mmaction - INFO - Epoch [34][620/1793] lr: 7.500e-04, eta: 5:54:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9125, loss_cls: 1.0623, loss: 1.0623, grad_norm: 9.4739 2021-12-03 09:19:11,824 - mmaction - INFO - Epoch [34][640/1793] lr: 7.500e-04, eta: 5:54:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.6937, top5_acc: 0.9187, loss_cls: 1.0665, loss: 1.0665, grad_norm: 9.8459 2021-12-03 09:19:25,887 - mmaction - INFO - Epoch [34][660/1793] lr: 7.500e-04, eta: 5:54:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9250, loss_cls: 1.0360, loss: 1.0360, grad_norm: 9.8800 2021-12-03 09:19:39,929 - mmaction - INFO - Epoch [34][680/1793] lr: 7.500e-04, eta: 5:53:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9052, loss_cls: 1.0429, loss: 1.0429, grad_norm: 9.3401 2021-12-03 09:19:53,966 - mmaction - INFO - Epoch [34][700/1793] lr: 7.500e-04, eta: 5:53:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.8990, loss_cls: 1.0769, loss: 1.0769, grad_norm: 9.5373 2021-12-03 09:20:07,990 - mmaction - INFO - Epoch [34][720/1793] lr: 7.500e-04, eta: 5:53:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9198, loss_cls: 1.0286, loss: 1.0286, grad_norm: 9.3044 2021-12-03 09:20:22,010 - mmaction - INFO - Epoch [34][740/1793] lr: 7.500e-04, eta: 5:53:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9156, loss_cls: 1.0071, loss: 1.0071, grad_norm: 9.3583 2021-12-03 09:20:36,032 - mmaction - INFO - Epoch [34][760/1793] lr: 7.500e-04, eta: 5:53:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9271, loss_cls: 0.9546, loss: 0.9546, grad_norm: 8.9831 2021-12-03 09:20:50,063 - mmaction - INFO - Epoch [34][780/1793] lr: 7.500e-04, eta: 5:52:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9083, loss_cls: 1.0607, loss: 1.0607, grad_norm: 9.4817 2021-12-03 09:21:04,089 - mmaction - INFO - Epoch [34][800/1793] lr: 7.500e-04, eta: 5:52:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9104, loss_cls: 1.0010, loss: 1.0010, grad_norm: 9.1298 2021-12-03 09:21:18,104 - mmaction - INFO - Epoch [34][820/1793] lr: 7.500e-04, eta: 5:52:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9052, loss_cls: 1.0569, loss: 1.0569, grad_norm: 9.0181 2021-12-03 09:21:32,126 - mmaction - INFO - Epoch [34][840/1793] lr: 7.500e-04, eta: 5:52:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9010, loss_cls: 1.0478, loss: 1.0478, grad_norm: 9.5176 2021-12-03 09:21:46,148 - mmaction - INFO - Epoch [34][860/1793] lr: 7.500e-04, eta: 5:51:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.8958, loss_cls: 1.0565, loss: 1.0565, grad_norm: 9.8360 2021-12-03 09:22:00,170 - mmaction - INFO - Epoch [34][880/1793] lr: 7.500e-04, eta: 5:51:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9052, loss_cls: 1.0777, loss: 1.0777, grad_norm: 9.2126 2021-12-03 09:22:14,195 - mmaction - INFO - Epoch [34][900/1793] lr: 7.500e-04, eta: 5:51:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.9104, loss_cls: 1.0833, loss: 1.0833, grad_norm: 9.9347 2021-12-03 09:22:28,218 - mmaction - INFO - Epoch [34][920/1793] lr: 7.500e-04, eta: 5:51:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.9042, loss_cls: 1.0557, loss: 1.0557, grad_norm: 9.3967 2021-12-03 09:22:42,243 - mmaction - INFO - Epoch [34][940/1793] lr: 7.500e-04, eta: 5:50:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9083, loss_cls: 1.0444, loss: 1.0444, grad_norm: 9.4071 2021-12-03 09:22:56,270 - mmaction - INFO - Epoch [34][960/1793] lr: 7.500e-04, eta: 5:50:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9208, loss_cls: 1.0259, loss: 1.0259, grad_norm: 9.7607 2021-12-03 09:23:10,278 - mmaction - INFO - Epoch [34][980/1793] lr: 7.500e-04, eta: 5:50:22, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9094, loss_cls: 1.0523, loss: 1.0523, grad_norm: 9.5347 2021-12-03 09:23:24,297 - mmaction - INFO - Epoch [34][1000/1793] lr: 7.500e-04, eta: 5:50:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9083, loss_cls: 1.0521, loss: 1.0521, grad_norm: 9.2731 2021-12-03 09:23:38,327 - mmaction - INFO - Epoch [34][1020/1793] lr: 7.500e-04, eta: 5:49:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.8833, loss_cls: 1.1182, loss: 1.1182, grad_norm: 9.4255 2021-12-03 09:23:52,348 - mmaction - INFO - Epoch [34][1040/1793] lr: 7.500e-04, eta: 5:49:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.9083, loss_cls: 1.0611, loss: 1.0611, grad_norm: 9.4822 2021-12-03 09:24:06,387 - mmaction - INFO - Epoch [34][1060/1793] lr: 7.500e-04, eta: 5:49:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9052, loss_cls: 0.9841, loss: 0.9841, grad_norm: 9.1329 2021-12-03 09:24:20,428 - mmaction - INFO - Epoch [34][1080/1793] lr: 7.500e-04, eta: 5:49:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9104, loss_cls: 1.0973, loss: 1.0973, grad_norm: 9.6006 2021-12-03 09:24:34,468 - mmaction - INFO - Epoch [34][1100/1793] lr: 7.500e-04, eta: 5:48:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.9062, loss_cls: 1.0713, loss: 1.0713, grad_norm: 9.5817 2021-12-03 09:24:48,509 - mmaction - INFO - Epoch [34][1120/1793] lr: 7.500e-04, eta: 5:48:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9240, loss_cls: 0.9303, loss: 0.9303, grad_norm: 8.7666 2021-12-03 09:25:02,525 - mmaction - INFO - Epoch [34][1140/1793] lr: 7.500e-04, eta: 5:48:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.6990, top5_acc: 0.8990, loss_cls: 1.0909, loss: 1.0909, grad_norm: 9.7701 2021-12-03 09:25:16,553 - mmaction - INFO - Epoch [34][1160/1793] lr: 7.500e-04, eta: 5:48:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 1.0439, loss: 1.0439, grad_norm: 9.3270 2021-12-03 09:25:30,571 - mmaction - INFO - Epoch [34][1180/1793] lr: 7.500e-04, eta: 5:47:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.8969, loss_cls: 1.1089, loss: 1.1089, grad_norm: 9.6420 2021-12-03 09:25:44,609 - mmaction - INFO - Epoch [34][1200/1793] lr: 7.500e-04, eta: 5:47:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9031, loss_cls: 1.1220, loss: 1.1220, grad_norm: 9.6054 2021-12-03 09:25:58,634 - mmaction - INFO - Epoch [34][1220/1793] lr: 7.500e-04, eta: 5:47:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9073, loss_cls: 1.0738, loss: 1.0738, grad_norm: 9.6080 2021-12-03 09:26:12,667 - mmaction - INFO - Epoch [34][1240/1793] lr: 7.500e-04, eta: 5:47:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9083, loss_cls: 0.9765, loss: 0.9765, grad_norm: 8.6805 2021-12-03 09:26:26,691 - mmaction - INFO - Epoch [34][1260/1793] lr: 7.500e-04, eta: 5:47:01, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9302, loss_cls: 0.9502, loss: 0.9502, grad_norm: 9.0995 2021-12-03 09:26:40,742 - mmaction - INFO - Epoch [34][1280/1793] lr: 7.500e-04, eta: 5:46:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9104, loss_cls: 1.0620, loss: 1.0620, grad_norm: 9.7277 2021-12-03 09:26:54,776 - mmaction - INFO - Epoch [34][1300/1793] lr: 7.500e-04, eta: 5:46:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9250, loss_cls: 0.9699, loss: 0.9699, grad_norm: 9.3477 2021-12-03 09:27:08,803 - mmaction - INFO - Epoch [34][1320/1793] lr: 7.500e-04, eta: 5:46:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9083, loss_cls: 1.0432, loss: 1.0432, grad_norm: 9.5098 2021-12-03 09:27:22,838 - mmaction - INFO - Epoch [34][1340/1793] lr: 7.500e-04, eta: 5:46:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9198, loss_cls: 1.0223, loss: 1.0223, grad_norm: 9.5093 2021-12-03 09:27:36,878 - mmaction - INFO - Epoch [34][1360/1793] lr: 7.500e-04, eta: 5:45:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9229, loss_cls: 1.0137, loss: 1.0137, grad_norm: 9.5436 2021-12-03 09:27:50,907 - mmaction - INFO - Epoch [34][1380/1793] lr: 7.500e-04, eta: 5:45:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.8979, loss_cls: 1.0902, loss: 1.0902, grad_norm: 9.3926 2021-12-03 09:28:04,943 - mmaction - INFO - Epoch [34][1400/1793] lr: 7.500e-04, eta: 5:45:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9198, loss_cls: 0.9667, loss: 0.9667, grad_norm: 9.0019 2021-12-03 09:28:18,975 - mmaction - INFO - Epoch [34][1420/1793] lr: 7.500e-04, eta: 5:45:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.8958, loss_cls: 1.0978, loss: 1.0978, grad_norm: 9.5660 2021-12-03 09:28:33,005 - mmaction - INFO - Epoch [34][1440/1793] lr: 7.500e-04, eta: 5:44:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.8948, loss_cls: 1.0596, loss: 1.0596, grad_norm: 9.3456 2021-12-03 09:28:47,030 - mmaction - INFO - Epoch [34][1460/1793] lr: 7.500e-04, eta: 5:44:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9250, loss_cls: 0.9914, loss: 0.9914, grad_norm: 9.2778 2021-12-03 09:29:01,078 - mmaction - INFO - Epoch [34][1480/1793] lr: 7.500e-04, eta: 5:44:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9156, loss_cls: 1.0172, loss: 1.0172, grad_norm: 9.5068 2021-12-03 09:29:15,102 - mmaction - INFO - Epoch [34][1500/1793] lr: 7.500e-04, eta: 5:44:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9229, loss_cls: 0.9617, loss: 0.9617, grad_norm: 9.2727 2021-12-03 09:29:29,139 - mmaction - INFO - Epoch [34][1520/1793] lr: 7.500e-04, eta: 5:43:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1172, loss: 1.1172, grad_norm: 10.1779 2021-12-03 09:29:43,173 - mmaction - INFO - Epoch [34][1540/1793] lr: 7.500e-04, eta: 5:43:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9042, loss_cls: 1.0466, loss: 1.0466, grad_norm: 9.5365 2021-12-03 09:29:57,227 - mmaction - INFO - Epoch [34][1560/1793] lr: 7.500e-04, eta: 5:43:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.6906, top5_acc: 0.8927, loss_cls: 1.1341, loss: 1.1341, grad_norm: 9.6710 2021-12-03 09:30:11,271 - mmaction - INFO - Epoch [34][1580/1793] lr: 7.500e-04, eta: 5:43:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9031, loss_cls: 1.1526, loss: 1.1526, grad_norm: 9.9480 2021-12-03 09:30:25,308 - mmaction - INFO - Epoch [34][1600/1793] lr: 7.500e-04, eta: 5:42:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9198, loss_cls: 1.0360, loss: 1.0360, grad_norm: 9.8219 2021-12-03 09:30:39,357 - mmaction - INFO - Epoch [34][1620/1793] lr: 7.500e-04, eta: 5:42:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9125, loss_cls: 1.0302, loss: 1.0302, grad_norm: 9.3261 2021-12-03 09:30:53,412 - mmaction - INFO - Epoch [34][1640/1793] lr: 7.500e-04, eta: 5:42:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9021, loss_cls: 1.0497, loss: 1.0497, grad_norm: 9.3590 2021-12-03 09:31:07,469 - mmaction - INFO - Epoch [34][1660/1793] lr: 7.500e-04, eta: 5:42:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9062, loss_cls: 1.0098, loss: 1.0098, grad_norm: 8.7519 2021-12-03 09:31:21,517 - mmaction - INFO - Epoch [34][1680/1793] lr: 7.500e-04, eta: 5:42:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9104, loss_cls: 1.0776, loss: 1.0776, grad_norm: 9.9843 2021-12-03 09:31:35,563 - mmaction - INFO - Epoch [34][1700/1793] lr: 7.500e-04, eta: 5:41:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9083, loss_cls: 1.0879, loss: 1.0879, grad_norm: 9.4344 2021-12-03 09:31:49,602 - mmaction - INFO - Epoch [34][1720/1793] lr: 7.500e-04, eta: 5:41:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9042, loss_cls: 1.0626, loss: 1.0626, grad_norm: 9.4833 2021-12-03 09:32:03,666 - mmaction - INFO - Epoch [34][1740/1793] lr: 7.500e-04, eta: 5:41:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.8979, loss_cls: 1.1082, loss: 1.1082, grad_norm: 9.5812 2021-12-03 09:32:17,729 - mmaction - INFO - Epoch [34][1760/1793] lr: 7.500e-04, eta: 5:41:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9073, loss_cls: 1.0290, loss: 1.0290, grad_norm: 9.3319 2021-12-03 09:32:31,782 - mmaction - INFO - Epoch [34][1780/1793] lr: 7.500e-04, eta: 5:40:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9083, loss_cls: 1.0765, loss: 1.0765, grad_norm: 9.9433 2021-12-03 09:33:47,191 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:33:47,345 - mmaction - INFO - top1_acc 0.4570 top5_acc 0.7599 2021-12-03 09:33:47,345 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:33:47,354 - mmaction - INFO - mean_acc 0.4214 2021-12-03 09:33:47,360 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-12-03 09:33:48,580 - mmaction - INFO - Epoch(val) [34][241] top1_acc: 0.4570, top5_acc: 0.7599, mean_class_accuracy: 0.4214 2021-12-03 09:34:29,314 - mmaction - INFO - Epoch [35][20/1793] lr: 7.500e-04, eta: 5:40:33, time: 2.036, data_time: 1.333, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9177, loss_cls: 0.9907, loss: 0.9907, grad_norm: 9.3258 2021-12-03 09:34:43,316 - mmaction - INFO - Epoch [35][40/1793] lr: 7.500e-04, eta: 5:40:18, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.6979, top5_acc: 0.8792, loss_cls: 1.1634, loss: 1.1634, grad_norm: 9.4174 2021-12-03 09:34:57,312 - mmaction - INFO - Epoch [35][60/1793] lr: 7.500e-04, eta: 5:40:04, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9250, loss_cls: 0.9602, loss: 0.9602, grad_norm: 9.2142 2021-12-03 09:35:11,334 - mmaction - INFO - Epoch [35][80/1793] lr: 7.500e-04, eta: 5:39:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9083, loss_cls: 1.0156, loss: 1.0156, grad_norm: 9.5751 2021-12-03 09:35:25,339 - mmaction - INFO - Epoch [35][100/1793] lr: 7.500e-04, eta: 5:39:35, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9073, loss_cls: 1.0443, loss: 1.0443, grad_norm: 9.4000 2021-12-03 09:35:39,358 - mmaction - INFO - Epoch [35][120/1793] lr: 7.500e-04, eta: 5:39:21, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9104, loss_cls: 1.0007, loss: 1.0007, grad_norm: 9.3628 2021-12-03 09:35:53,378 - mmaction - INFO - Epoch [35][140/1793] lr: 7.500e-04, eta: 5:39:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9167, loss_cls: 0.9964, loss: 0.9964, grad_norm: 9.5353 2021-12-03 09:36:07,398 - mmaction - INFO - Epoch [35][160/1793] lr: 7.500e-04, eta: 5:38:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9125, loss_cls: 0.9642, loss: 0.9642, grad_norm: 8.8894 2021-12-03 09:36:21,435 - mmaction - INFO - Epoch [35][180/1793] lr: 7.500e-04, eta: 5:38:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9156, loss_cls: 1.0311, loss: 1.0311, grad_norm: 9.5522 2021-12-03 09:36:35,501 - mmaction - INFO - Epoch [35][200/1793] lr: 7.500e-04, eta: 5:38:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9021, loss_cls: 1.0433, loss: 1.0433, grad_norm: 9.3786 2021-12-03 09:36:49,546 - mmaction - INFO - Epoch [35][220/1793] lr: 7.500e-04, eta: 5:38:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9021, loss_cls: 1.0267, loss: 1.0267, grad_norm: 9.7509 2021-12-03 09:37:03,580 - mmaction - INFO - Epoch [35][240/1793] lr: 7.500e-04, eta: 5:37:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9052, loss_cls: 1.0463, loss: 1.0463, grad_norm: 9.4639 2021-12-03 09:37:17,604 - mmaction - INFO - Epoch [35][260/1793] lr: 7.500e-04, eta: 5:37:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9302, loss_cls: 0.9502, loss: 0.9502, grad_norm: 9.2983 2021-12-03 09:37:31,631 - mmaction - INFO - Epoch [35][280/1793] lr: 7.500e-04, eta: 5:37:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9042, loss_cls: 1.0871, loss: 1.0871, grad_norm: 9.8347 2021-12-03 09:37:45,654 - mmaction - INFO - Epoch [35][300/1793] lr: 7.500e-04, eta: 5:37:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9021, loss_cls: 1.0607, loss: 1.0607, grad_norm: 9.4636 2021-12-03 09:37:59,686 - mmaction - INFO - Epoch [35][320/1793] lr: 7.500e-04, eta: 5:36:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9135, loss_cls: 0.9969, loss: 0.9969, grad_norm: 9.3731 2021-12-03 09:38:13,724 - mmaction - INFO - Epoch [35][340/1793] lr: 7.500e-04, eta: 5:36:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9240, loss_cls: 0.9587, loss: 0.9587, grad_norm: 9.4424 2021-12-03 09:38:27,744 - mmaction - INFO - Epoch [35][360/1793] lr: 7.500e-04, eta: 5:36:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9083, loss_cls: 1.0532, loss: 1.0532, grad_norm: 10.0326 2021-12-03 09:38:41,786 - mmaction - INFO - Epoch [35][380/1793] lr: 7.500e-04, eta: 5:36:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.0716, loss: 1.0716, grad_norm: 9.7783 2021-12-03 09:38:55,814 - mmaction - INFO - Epoch [35][400/1793] lr: 7.500e-04, eta: 5:36:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9135, loss_cls: 1.0471, loss: 1.0471, grad_norm: 9.6573 2021-12-03 09:39:09,843 - mmaction - INFO - Epoch [35][420/1793] lr: 7.500e-04, eta: 5:35:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9177, loss_cls: 1.0018, loss: 1.0018, grad_norm: 9.5943 2021-12-03 09:39:23,874 - mmaction - INFO - Epoch [35][440/1793] lr: 7.500e-04, eta: 5:35:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9250, loss_cls: 0.9791, loss: 0.9791, grad_norm: 9.2205 2021-12-03 09:39:37,894 - mmaction - INFO - Epoch [35][460/1793] lr: 7.500e-04, eta: 5:35:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9146, loss_cls: 1.0118, loss: 1.0118, grad_norm: 9.7348 2021-12-03 09:39:51,922 - mmaction - INFO - Epoch [35][480/1793] lr: 7.500e-04, eta: 5:35:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9042, loss_cls: 1.0428, loss: 1.0428, grad_norm: 9.9630 2021-12-03 09:40:05,985 - mmaction - INFO - Epoch [35][500/1793] lr: 7.500e-04, eta: 5:34:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9344, loss_cls: 0.8914, loss: 0.8914, grad_norm: 9.1131 2021-12-03 09:40:20,020 - mmaction - INFO - Epoch [35][520/1793] lr: 7.500e-04, eta: 5:34:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9198, loss_cls: 0.9916, loss: 0.9916, grad_norm: 9.3589 2021-12-03 09:40:34,039 - mmaction - INFO - Epoch [35][540/1793] lr: 7.500e-04, eta: 5:34:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9260, loss_cls: 0.9494, loss: 0.9494, grad_norm: 9.4229 2021-12-03 09:40:48,067 - mmaction - INFO - Epoch [35][560/1793] lr: 7.500e-04, eta: 5:34:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.8969, loss_cls: 1.0346, loss: 1.0346, grad_norm: 9.6264 2021-12-03 09:41:02,097 - mmaction - INFO - Epoch [35][580/1793] lr: 7.500e-04, eta: 5:33:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.8958, loss_cls: 1.0229, loss: 1.0229, grad_norm: 9.1133 2021-12-03 09:41:16,127 - mmaction - INFO - Epoch [35][600/1793] lr: 7.500e-04, eta: 5:33:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9177, loss_cls: 0.9825, loss: 0.9825, grad_norm: 9.9020 2021-12-03 09:41:30,166 - mmaction - INFO - Epoch [35][620/1793] lr: 7.500e-04, eta: 5:33:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9073, loss_cls: 1.0666, loss: 1.0666, grad_norm: 9.9430 2021-12-03 09:41:44,205 - mmaction - INFO - Epoch [35][640/1793] lr: 7.500e-04, eta: 5:33:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9094, loss_cls: 0.9828, loss: 0.9828, grad_norm: 9.3211 2021-12-03 09:41:58,234 - mmaction - INFO - Epoch [35][660/1793] lr: 7.500e-04, eta: 5:32:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9115, loss_cls: 1.0045, loss: 1.0045, grad_norm: 9.3871 2021-12-03 09:42:12,249 - mmaction - INFO - Epoch [35][680/1793] lr: 7.500e-04, eta: 5:32:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.9031, loss_cls: 1.0349, loss: 1.0349, grad_norm: 9.4555 2021-12-03 09:42:26,284 - mmaction - INFO - Epoch [35][700/1793] lr: 7.500e-04, eta: 5:32:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9104, loss_cls: 1.0195, loss: 1.0195, grad_norm: 9.3745 2021-12-03 09:42:40,303 - mmaction - INFO - Epoch [35][720/1793] lr: 7.500e-04, eta: 5:32:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9083, loss_cls: 1.0114, loss: 1.0114, grad_norm: 9.5425 2021-12-03 09:42:54,331 - mmaction - INFO - Epoch [35][740/1793] lr: 7.500e-04, eta: 5:31:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0297, loss: 1.0297, grad_norm: 9.3624 2021-12-03 09:43:08,362 - mmaction - INFO - Epoch [35][760/1793] lr: 7.500e-04, eta: 5:31:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9260, loss_cls: 1.0170, loss: 1.0170, grad_norm: 9.8937 2021-12-03 09:43:22,384 - mmaction - INFO - Epoch [35][780/1793] lr: 7.500e-04, eta: 5:31:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9031, loss_cls: 1.0098, loss: 1.0098, grad_norm: 9.6891 2021-12-03 09:43:36,432 - mmaction - INFO - Epoch [35][800/1793] lr: 7.500e-04, eta: 5:31:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9073, loss_cls: 1.0475, loss: 1.0475, grad_norm: 9.6440 2021-12-03 09:43:50,451 - mmaction - INFO - Epoch [35][820/1793] lr: 7.500e-04, eta: 5:30:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9156, loss_cls: 0.9899, loss: 0.9899, grad_norm: 9.4730 2021-12-03 09:44:04,488 - mmaction - INFO - Epoch [35][840/1793] lr: 7.500e-04, eta: 5:30:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9146, loss_cls: 1.0073, loss: 1.0073, grad_norm: 9.3937 2021-12-03 09:44:18,540 - mmaction - INFO - Epoch [35][860/1793] lr: 7.500e-04, eta: 5:30:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9167, loss_cls: 0.9661, loss: 0.9661, grad_norm: 9.1388 2021-12-03 09:44:32,557 - mmaction - INFO - Epoch [35][880/1793] lr: 7.500e-04, eta: 5:30:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9187, loss_cls: 0.9762, loss: 0.9762, grad_norm: 9.6000 2021-12-03 09:44:46,593 - mmaction - INFO - Epoch [35][900/1793] lr: 7.500e-04, eta: 5:30:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9156, loss_cls: 1.0128, loss: 1.0128, grad_norm: 9.6639 2021-12-03 09:45:00,608 - mmaction - INFO - Epoch [35][920/1793] lr: 7.500e-04, eta: 5:29:47, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9177, loss_cls: 0.9929, loss: 0.9929, grad_norm: 9.5548 2021-12-03 09:45:14,637 - mmaction - INFO - Epoch [35][940/1793] lr: 7.500e-04, eta: 5:29:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9125, loss_cls: 1.0135, loss: 1.0135, grad_norm: 9.7053 2021-12-03 09:45:28,663 - mmaction - INFO - Epoch [35][960/1793] lr: 7.500e-04, eta: 5:29:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9146, loss_cls: 1.0524, loss: 1.0524, grad_norm: 9.9056 2021-12-03 09:45:42,677 - mmaction - INFO - Epoch [35][980/1793] lr: 7.500e-04, eta: 5:29:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9125, loss_cls: 0.9852, loss: 0.9852, grad_norm: 9.3775 2021-12-03 09:45:56,720 - mmaction - INFO - Epoch [35][1000/1793] lr: 7.500e-04, eta: 5:28:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9135, loss_cls: 1.0180, loss: 1.0180, grad_norm: 9.6113 2021-12-03 09:46:10,764 - mmaction - INFO - Epoch [35][1020/1793] lr: 7.500e-04, eta: 5:28:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9083, loss_cls: 1.0811, loss: 1.0811, grad_norm: 10.1250 2021-12-03 09:46:24,785 - mmaction - INFO - Epoch [35][1040/1793] lr: 7.500e-04, eta: 5:28:21, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7115, top5_acc: 0.8896, loss_cls: 1.1487, loss: 1.1487, grad_norm: 10.2172 2021-12-03 09:46:38,827 - mmaction - INFO - Epoch [35][1060/1793] lr: 7.500e-04, eta: 5:28:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9125, loss_cls: 1.0495, loss: 1.0495, grad_norm: 9.8625 2021-12-03 09:46:52,853 - mmaction - INFO - Epoch [35][1080/1793] lr: 7.500e-04, eta: 5:27:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9219, loss_cls: 0.9665, loss: 0.9665, grad_norm: 9.5198 2021-12-03 09:47:06,883 - mmaction - INFO - Epoch [35][1100/1793] lr: 7.500e-04, eta: 5:27:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0034, loss: 1.0034, grad_norm: 10.1556 2021-12-03 09:47:20,911 - mmaction - INFO - Epoch [35][1120/1793] lr: 7.500e-04, eta: 5:27:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.8979, loss_cls: 1.0677, loss: 1.0677, grad_norm: 10.0766 2021-12-03 09:47:34,943 - mmaction - INFO - Epoch [35][1140/1793] lr: 7.500e-04, eta: 5:27:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9125, loss_cls: 1.0041, loss: 1.0041, grad_norm: 9.6918 2021-12-03 09:47:48,970 - mmaction - INFO - Epoch [35][1160/1793] lr: 7.500e-04, eta: 5:26:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9198, loss_cls: 1.0241, loss: 1.0241, grad_norm: 9.8279 2021-12-03 09:48:03,026 - mmaction - INFO - Epoch [35][1180/1793] lr: 7.500e-04, eta: 5:26:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9177, loss_cls: 1.0346, loss: 1.0346, grad_norm: 9.8119 2021-12-03 09:48:17,057 - mmaction - INFO - Epoch [35][1200/1793] lr: 7.500e-04, eta: 5:26:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9010, loss_cls: 1.0664, loss: 1.0664, grad_norm: 9.7133 2021-12-03 09:48:31,097 - mmaction - INFO - Epoch [35][1220/1793] lr: 7.500e-04, eta: 5:26:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7063, top5_acc: 0.9042, loss_cls: 1.1113, loss: 1.1113, grad_norm: 9.8775 2021-12-03 09:48:45,136 - mmaction - INFO - Epoch [35][1240/1793] lr: 7.500e-04, eta: 5:25:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9042, loss_cls: 0.9954, loss: 0.9954, grad_norm: 9.3825 2021-12-03 09:48:59,183 - mmaction - INFO - Epoch [35][1260/1793] lr: 7.500e-04, eta: 5:25:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9104, loss_cls: 1.0641, loss: 1.0641, grad_norm: 10.2687 2021-12-03 09:49:13,222 - mmaction - INFO - Epoch [35][1280/1793] lr: 7.500e-04, eta: 5:25:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9115, loss_cls: 1.0283, loss: 1.0283, grad_norm: 9.9811 2021-12-03 09:49:27,261 - mmaction - INFO - Epoch [35][1300/1793] lr: 7.500e-04, eta: 5:25:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9083, loss_cls: 1.0671, loss: 1.0671, grad_norm: 10.0401 2021-12-03 09:49:41,302 - mmaction - INFO - Epoch [35][1320/1793] lr: 7.500e-04, eta: 5:25:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9000, loss_cls: 1.0643, loss: 1.0643, grad_norm: 9.8020 2021-12-03 09:49:55,333 - mmaction - INFO - Epoch [35][1340/1793] lr: 7.500e-04, eta: 5:24:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9135, loss_cls: 0.9996, loss: 0.9996, grad_norm: 9.5820 2021-12-03 09:50:09,375 - mmaction - INFO - Epoch [35][1360/1793] lr: 7.500e-04, eta: 5:24:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9198, loss_cls: 0.9502, loss: 0.9502, grad_norm: 9.1002 2021-12-03 09:50:23,420 - mmaction - INFO - Epoch [35][1380/1793] lr: 7.500e-04, eta: 5:24:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.8896, loss_cls: 1.0972, loss: 1.0972, grad_norm: 9.5585 2021-12-03 09:50:37,468 - mmaction - INFO - Epoch [35][1400/1793] lr: 7.500e-04, eta: 5:24:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7073, top5_acc: 0.9208, loss_cls: 1.0556, loss: 1.0556, grad_norm: 9.5916 2021-12-03 09:50:51,508 - mmaction - INFO - Epoch [35][1420/1793] lr: 7.500e-04, eta: 5:23:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9135, loss_cls: 0.9622, loss: 0.9622, grad_norm: 9.1413 2021-12-03 09:51:05,569 - mmaction - INFO - Epoch [35][1440/1793] lr: 7.500e-04, eta: 5:23:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9146, loss_cls: 1.0186, loss: 1.0186, grad_norm: 9.7756 2021-12-03 09:51:19,605 - mmaction - INFO - Epoch [35][1460/1793] lr: 7.500e-04, eta: 5:23:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.8958, loss_cls: 1.1004, loss: 1.1004, grad_norm: 10.4067 2021-12-03 09:51:33,649 - mmaction - INFO - Epoch [35][1480/1793] lr: 7.500e-04, eta: 5:23:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9104, loss_cls: 1.0399, loss: 1.0399, grad_norm: 9.8097 2021-12-03 09:51:47,691 - mmaction - INFO - Epoch [35][1500/1793] lr: 7.500e-04, eta: 5:22:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9104, loss_cls: 0.9796, loss: 0.9796, grad_norm: 9.5937 2021-12-03 09:52:01,732 - mmaction - INFO - Epoch [35][1520/1793] lr: 7.500e-04, eta: 5:22:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7000, top5_acc: 0.8979, loss_cls: 1.1251, loss: 1.1251, grad_norm: 9.9315 2021-12-03 09:52:15,771 - mmaction - INFO - Epoch [35][1540/1793] lr: 7.500e-04, eta: 5:22:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7104, top5_acc: 0.9052, loss_cls: 1.0761, loss: 1.0761, grad_norm: 9.6112 2021-12-03 09:52:29,800 - mmaction - INFO - Epoch [35][1560/1793] lr: 7.500e-04, eta: 5:22:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9062, loss_cls: 0.9774, loss: 0.9774, grad_norm: 9.0789 2021-12-03 09:52:43,820 - mmaction - INFO - Epoch [35][1580/1793] lr: 7.500e-04, eta: 5:21:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9177, loss_cls: 1.0247, loss: 1.0247, grad_norm: 9.6771 2021-12-03 09:52:57,847 - mmaction - INFO - Epoch [35][1600/1793] lr: 7.500e-04, eta: 5:21:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9073, loss_cls: 1.0003, loss: 1.0003, grad_norm: 9.7738 2021-12-03 09:53:11,894 - mmaction - INFO - Epoch [35][1620/1793] lr: 7.500e-04, eta: 5:21:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9073, loss_cls: 1.0310, loss: 1.0310, grad_norm: 9.7008 2021-12-03 09:53:25,920 - mmaction - INFO - Epoch [35][1640/1793] lr: 7.500e-04, eta: 5:21:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9198, loss_cls: 0.9585, loss: 0.9585, grad_norm: 9.3536 2021-12-03 09:53:39,960 - mmaction - INFO - Epoch [35][1660/1793] lr: 7.500e-04, eta: 5:20:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9146, loss_cls: 0.9882, loss: 0.9882, grad_norm: 9.3203 2021-12-03 09:53:53,982 - mmaction - INFO - Epoch [35][1680/1793] lr: 7.500e-04, eta: 5:20:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7031, top5_acc: 0.8979, loss_cls: 1.0889, loss: 1.0889, grad_norm: 9.8710 2021-12-03 09:54:08,003 - mmaction - INFO - Epoch [35][1700/1793] lr: 7.500e-04, eta: 5:20:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9125, loss_cls: 1.0096, loss: 1.0096, grad_norm: 9.6024 2021-12-03 09:54:22,026 - mmaction - INFO - Epoch [35][1720/1793] lr: 7.500e-04, eta: 5:20:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9240, loss_cls: 0.9870, loss: 0.9870, grad_norm: 9.5868 2021-12-03 09:54:36,054 - mmaction - INFO - Epoch [35][1740/1793] lr: 7.500e-04, eta: 5:19:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9104, loss_cls: 1.0225, loss: 1.0225, grad_norm: 9.4528 2021-12-03 09:54:50,088 - mmaction - INFO - Epoch [35][1760/1793] lr: 7.500e-04, eta: 5:19:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9010, loss_cls: 1.0661, loss: 1.0661, grad_norm: 10.0841 2021-12-03 09:55:04,119 - mmaction - INFO - Epoch [35][1780/1793] lr: 7.500e-04, eta: 5:19:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9135, loss_cls: 0.9720, loss: 0.9720, grad_norm: 9.7974 2021-12-03 09:56:21,737 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:56:21,905 - mmaction - INFO - top1_acc 0.4625 top5_acc 0.7652 2021-12-03 09:56:21,905 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:56:21,916 - mmaction - INFO - mean_acc 0.4187 2021-12-03 09:56:21,918 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-12-03 09:56:25,364 - mmaction - INFO - Epoch(val) [35][241] top1_acc: 0.4625, top5_acc: 0.7652, mean_class_accuracy: 0.4187 2021-12-03 09:57:05,473 - mmaction - INFO - Epoch [36][20/1793] lr: 7.500e-04, eta: 5:19:13, time: 2.005, data_time: 1.306, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9115, loss_cls: 0.9477, loss: 0.9477, grad_norm: 9.3594 2021-12-03 09:57:19,481 - mmaction - INFO - Epoch [36][40/1793] lr: 7.500e-04, eta: 5:18:59, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9177, loss_cls: 0.9887, loss: 0.9887, grad_norm: 9.4781 2021-12-03 09:57:33,486 - mmaction - INFO - Epoch [36][60/1793] lr: 7.500e-04, eta: 5:18:45, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9167, loss_cls: 0.9696, loss: 0.9696, grad_norm: 9.2919 2021-12-03 09:57:47,493 - mmaction - INFO - Epoch [36][80/1793] lr: 7.500e-04, eta: 5:18:30, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9062, loss_cls: 1.0422, loss: 1.0422, grad_norm: 9.8276 2021-12-03 09:58:01,506 - mmaction - INFO - Epoch [36][100/1793] lr: 7.500e-04, eta: 5:18:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9743, loss: 0.9743, grad_norm: 9.2135 2021-12-03 09:58:15,520 - mmaction - INFO - Epoch [36][120/1793] lr: 7.500e-04, eta: 5:18:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9208, loss_cls: 0.9144, loss: 0.9144, grad_norm: 8.9979 2021-12-03 09:58:29,559 - mmaction - INFO - Epoch [36][140/1793] lr: 7.500e-04, eta: 5:17:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9167, loss_cls: 0.9792, loss: 0.9792, grad_norm: 9.4807 2021-12-03 09:58:43,589 - mmaction - INFO - Epoch [36][160/1793] lr: 7.500e-04, eta: 5:17:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9240, loss_cls: 0.9220, loss: 0.9220, grad_norm: 9.1505 2021-12-03 09:58:57,619 - mmaction - INFO - Epoch [36][180/1793] lr: 7.500e-04, eta: 5:17:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9031, loss_cls: 1.0091, loss: 1.0091, grad_norm: 9.3672 2021-12-03 09:59:11,650 - mmaction - INFO - Epoch [36][200/1793] lr: 7.500e-04, eta: 5:17:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9323, loss_cls: 0.8857, loss: 0.8857, grad_norm: 8.9385 2021-12-03 09:59:25,679 - mmaction - INFO - Epoch [36][220/1793] lr: 7.500e-04, eta: 5:16:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9125, loss_cls: 1.0123, loss: 1.0123, grad_norm: 9.6848 2021-12-03 09:59:39,697 - mmaction - INFO - Epoch [36][240/1793] lr: 7.500e-04, eta: 5:16:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.8969, loss_cls: 1.0151, loss: 1.0151, grad_norm: 9.6000 2021-12-03 09:59:53,731 - mmaction - INFO - Epoch [36][260/1793] lr: 7.500e-04, eta: 5:16:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9125, loss_cls: 1.0306, loss: 1.0306, grad_norm: 10.1124 2021-12-03 10:00:07,760 - mmaction - INFO - Epoch [36][280/1793] lr: 7.500e-04, eta: 5:16:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9104, loss_cls: 0.9800, loss: 0.9800, grad_norm: 9.5942 2021-12-03 10:00:21,802 - mmaction - INFO - Epoch [36][300/1793] lr: 7.500e-04, eta: 5:15:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9115, loss_cls: 0.9876, loss: 0.9876, grad_norm: 9.4103 2021-12-03 10:00:35,858 - mmaction - INFO - Epoch [36][320/1793] lr: 7.500e-04, eta: 5:15:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9313, loss_cls: 0.9169, loss: 0.9169, grad_norm: 9.6216 2021-12-03 10:00:49,896 - mmaction - INFO - Epoch [36][340/1793] lr: 7.500e-04, eta: 5:15:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9042, loss_cls: 1.0565, loss: 1.0565, grad_norm: 9.8244 2021-12-03 10:01:03,941 - mmaction - INFO - Epoch [36][360/1793] lr: 7.500e-04, eta: 5:15:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9000, loss_cls: 1.0934, loss: 1.0934, grad_norm: 9.9055 2021-12-03 10:01:17,998 - mmaction - INFO - Epoch [36][380/1793] lr: 7.500e-04, eta: 5:14:55, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0370, loss: 1.0370, grad_norm: 10.0556 2021-12-03 10:01:32,038 - mmaction - INFO - Epoch [36][400/1793] lr: 7.500e-04, eta: 5:14:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9146, loss_cls: 1.0222, loss: 1.0222, grad_norm: 10.0395 2021-12-03 10:01:46,102 - mmaction - INFO - Epoch [36][420/1793] lr: 7.500e-04, eta: 5:14:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9167, loss_cls: 0.9962, loss: 0.9962, grad_norm: 9.9314 2021-12-03 10:02:00,158 - mmaction - INFO - Epoch [36][440/1793] lr: 7.500e-04, eta: 5:14:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9229, loss_cls: 0.9746, loss: 0.9746, grad_norm: 9.4389 2021-12-03 10:02:14,218 - mmaction - INFO - Epoch [36][460/1793] lr: 7.500e-04, eta: 5:13:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9240, loss_cls: 0.9119, loss: 0.9119, grad_norm: 9.3052 2021-12-03 10:02:28,279 - mmaction - INFO - Epoch [36][480/1793] lr: 7.500e-04, eta: 5:13:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9073, loss_cls: 1.0688, loss: 1.0688, grad_norm: 10.3534 2021-12-03 10:02:42,339 - mmaction - INFO - Epoch [36][500/1793] lr: 7.500e-04, eta: 5:13:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9281, loss_cls: 0.9444, loss: 0.9444, grad_norm: 9.4819 2021-12-03 10:02:56,394 - mmaction - INFO - Epoch [36][520/1793] lr: 7.500e-04, eta: 5:13:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9187, loss_cls: 1.0098, loss: 1.0098, grad_norm: 9.7177 2021-12-03 10:03:10,457 - mmaction - INFO - Epoch [36][540/1793] lr: 7.500e-04, eta: 5:13:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7312, top5_acc: 0.8979, loss_cls: 1.0281, loss: 1.0281, grad_norm: 9.7326 2021-12-03 10:03:24,516 - mmaction - INFO - Epoch [36][560/1793] lr: 7.500e-04, eta: 5:12:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9250, loss_cls: 0.9273, loss: 0.9273, grad_norm: 9.2822 2021-12-03 10:03:38,579 - mmaction - INFO - Epoch [36][580/1793] lr: 7.500e-04, eta: 5:12:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9073, loss_cls: 1.0170, loss: 1.0170, grad_norm: 9.7904 2021-12-03 10:03:52,636 - mmaction - INFO - Epoch [36][600/1793] lr: 7.500e-04, eta: 5:12:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9219, loss_cls: 0.9758, loss: 0.9758, grad_norm: 9.8157 2021-12-03 10:04:06,704 - mmaction - INFO - Epoch [36][620/1793] lr: 7.500e-04, eta: 5:12:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9333, loss_cls: 0.9133, loss: 0.9133, grad_norm: 9.6192 2021-12-03 10:04:20,760 - mmaction - INFO - Epoch [36][640/1793] lr: 7.500e-04, eta: 5:11:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9240, loss_cls: 0.9141, loss: 0.9141, grad_norm: 9.7566 2021-12-03 10:04:34,824 - mmaction - INFO - Epoch [36][660/1793] lr: 7.500e-04, eta: 5:11:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9125, loss_cls: 0.9947, loss: 0.9947, grad_norm: 10.0219 2021-12-03 10:04:48,888 - mmaction - INFO - Epoch [36][680/1793] lr: 7.500e-04, eta: 5:11:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.8979, loss_cls: 1.0302, loss: 1.0302, grad_norm: 9.7096 2021-12-03 10:05:02,943 - mmaction - INFO - Epoch [36][700/1793] lr: 7.500e-04, eta: 5:11:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.8990, loss_cls: 1.0790, loss: 1.0790, grad_norm: 10.0357 2021-12-03 10:05:17,006 - mmaction - INFO - Epoch [36][720/1793] lr: 7.500e-04, eta: 5:10:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9187, loss_cls: 0.9709, loss: 0.9709, grad_norm: 9.5055 2021-12-03 10:05:31,069 - mmaction - INFO - Epoch [36][740/1793] lr: 7.500e-04, eta: 5:10:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9271, loss_cls: 0.9503, loss: 0.9503, grad_norm: 9.6626 2021-12-03 10:05:45,127 - mmaction - INFO - Epoch [36][760/1793] lr: 7.500e-04, eta: 5:10:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9083, loss_cls: 0.9931, loss: 0.9931, grad_norm: 9.8076 2021-12-03 10:05:59,251 - mmaction - INFO - Epoch [36][780/1793] lr: 7.500e-04, eta: 5:10:09, time: 0.706, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.0220, loss: 1.0220, grad_norm: 10.0720 2021-12-03 10:06:13,329 - mmaction - INFO - Epoch [36][800/1793] lr: 7.500e-04, eta: 5:09:54, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9125, loss_cls: 0.9817, loss: 0.9817, grad_norm: 9.9834 2021-12-03 10:06:27,380 - mmaction - INFO - Epoch [36][820/1793] lr: 7.500e-04, eta: 5:09:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9115, loss_cls: 1.0599, loss: 1.0599, grad_norm: 10.0532 2021-12-03 10:06:41,442 - mmaction - INFO - Epoch [36][840/1793] lr: 7.500e-04, eta: 5:09:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9260, loss_cls: 0.9616, loss: 0.9616, grad_norm: 9.4460 2021-12-03 10:06:55,512 - mmaction - INFO - Epoch [36][860/1793] lr: 7.500e-04, eta: 5:09:11, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9052, loss_cls: 1.0377, loss: 1.0377, grad_norm: 9.9919 2021-12-03 10:07:09,564 - mmaction - INFO - Epoch [36][880/1793] lr: 7.500e-04, eta: 5:08:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9167, loss_cls: 1.0042, loss: 1.0042, grad_norm: 10.2096 2021-12-03 10:07:23,609 - mmaction - INFO - Epoch [36][900/1793] lr: 7.500e-04, eta: 5:08:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9250, loss_cls: 0.9859, loss: 0.9859, grad_norm: 9.8105 2021-12-03 10:07:37,670 - mmaction - INFO - Epoch [36][920/1793] lr: 7.500e-04, eta: 5:08:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9115, loss_cls: 0.9838, loss: 0.9838, grad_norm: 9.7967 2021-12-03 10:07:51,716 - mmaction - INFO - Epoch [36][940/1793] lr: 7.500e-04, eta: 5:08:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9031, loss_cls: 1.1118, loss: 1.1118, grad_norm: 10.0286 2021-12-03 10:08:05,766 - mmaction - INFO - Epoch [36][960/1793] lr: 7.500e-04, eta: 5:08:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9208, loss_cls: 1.0142, loss: 1.0142, grad_norm: 10.3225 2021-12-03 10:08:19,805 - mmaction - INFO - Epoch [36][980/1793] lr: 7.500e-04, eta: 5:07:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7094, top5_acc: 0.9094, loss_cls: 1.0451, loss: 1.0451, grad_norm: 9.9805 2021-12-03 10:08:33,849 - mmaction - INFO - Epoch [36][1000/1793] lr: 7.500e-04, eta: 5:07:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9010, loss_cls: 1.0320, loss: 1.0320, grad_norm: 10.1604 2021-12-03 10:08:47,914 - mmaction - INFO - Epoch [36][1020/1793] lr: 7.500e-04, eta: 5:07:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0660, loss: 1.0660, grad_norm: 9.8804 2021-12-03 10:09:01,976 - mmaction - INFO - Epoch [36][1040/1793] lr: 7.500e-04, eta: 5:07:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9135, loss_cls: 1.0388, loss: 1.0388, grad_norm: 10.0633 2021-12-03 10:09:16,033 - mmaction - INFO - Epoch [36][1060/1793] lr: 7.500e-04, eta: 5:06:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.0487, loss: 1.0487, grad_norm: 10.0500 2021-12-03 10:09:30,101 - mmaction - INFO - Epoch [36][1080/1793] lr: 7.500e-04, eta: 5:06:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9125, loss_cls: 1.0189, loss: 1.0189, grad_norm: 9.7065 2021-12-03 10:09:44,140 - mmaction - INFO - Epoch [36][1100/1793] lr: 7.500e-04, eta: 5:06:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9115, loss_cls: 1.0067, loss: 1.0067, grad_norm: 10.0454 2021-12-03 10:09:58,189 - mmaction - INFO - Epoch [36][1120/1793] lr: 7.500e-04, eta: 5:06:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9146, loss_cls: 1.0285, loss: 1.0285, grad_norm: 10.0353 2021-12-03 10:10:12,215 - mmaction - INFO - Epoch [36][1140/1793] lr: 7.500e-04, eta: 5:05:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9135, loss_cls: 1.0158, loss: 1.0158, grad_norm: 9.7394 2021-12-03 10:10:26,242 - mmaction - INFO - Epoch [36][1160/1793] lr: 7.500e-04, eta: 5:05:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9083, loss_cls: 1.0032, loss: 1.0032, grad_norm: 9.8740 2021-12-03 10:10:40,299 - mmaction - INFO - Epoch [36][1180/1793] lr: 7.500e-04, eta: 5:05:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9260, loss_cls: 0.9954, loss: 0.9954, grad_norm: 9.9529 2021-12-03 10:10:54,340 - mmaction - INFO - Epoch [36][1200/1793] lr: 7.500e-04, eta: 5:05:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9073, loss_cls: 1.0130, loss: 1.0130, grad_norm: 9.6966 2021-12-03 10:11:08,386 - mmaction - INFO - Epoch [36][1220/1793] lr: 7.500e-04, eta: 5:04:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9135, loss_cls: 1.0180, loss: 1.0180, grad_norm: 9.9475 2021-12-03 10:11:22,425 - mmaction - INFO - Epoch [36][1240/1793] lr: 7.500e-04, eta: 5:04:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0269, loss: 1.0269, grad_norm: 9.8506 2021-12-03 10:11:36,444 - mmaction - INFO - Epoch [36][1260/1793] lr: 7.500e-04, eta: 5:04:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9135, loss_cls: 0.9928, loss: 0.9928, grad_norm: 9.8524 2021-12-03 10:11:50,506 - mmaction - INFO - Epoch [36][1280/1793] lr: 7.500e-04, eta: 5:04:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9156, loss_cls: 0.9770, loss: 0.9770, grad_norm: 9.5727 2021-12-03 10:12:04,545 - mmaction - INFO - Epoch [36][1300/1793] lr: 7.500e-04, eta: 5:03:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9219, loss_cls: 1.0251, loss: 1.0251, grad_norm: 9.7886 2021-12-03 10:12:18,588 - mmaction - INFO - Epoch [36][1320/1793] lr: 7.500e-04, eta: 5:03:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9125, loss_cls: 0.9914, loss: 0.9914, grad_norm: 9.4113 2021-12-03 10:12:32,617 - mmaction - INFO - Epoch [36][1340/1793] lr: 7.500e-04, eta: 5:03:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9250, loss_cls: 0.9791, loss: 0.9791, grad_norm: 9.7220 2021-12-03 10:12:46,652 - mmaction - INFO - Epoch [36][1360/1793] lr: 7.500e-04, eta: 5:03:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1076, loss: 1.1076, grad_norm: 10.2720 2021-12-03 10:13:00,695 - mmaction - INFO - Epoch [36][1380/1793] lr: 7.500e-04, eta: 5:02:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9115, loss_cls: 1.0365, loss: 1.0365, grad_norm: 9.9539 2021-12-03 10:13:14,727 - mmaction - INFO - Epoch [36][1400/1793] lr: 7.500e-04, eta: 5:02:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9167, loss_cls: 0.9962, loss: 0.9962, grad_norm: 10.0034 2021-12-03 10:13:28,769 - mmaction - INFO - Epoch [36][1420/1793] lr: 7.500e-04, eta: 5:02:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9726, loss: 0.9726, grad_norm: 9.7971 2021-12-03 10:13:42,800 - mmaction - INFO - Epoch [36][1440/1793] lr: 7.500e-04, eta: 5:02:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9083, loss_cls: 1.0459, loss: 1.0459, grad_norm: 10.0284 2021-12-03 10:13:56,840 - mmaction - INFO - Epoch [36][1460/1793] lr: 7.500e-04, eta: 5:02:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0245, loss: 1.0245, grad_norm: 9.8997 2021-12-03 10:14:10,869 - mmaction - INFO - Epoch [36][1480/1793] lr: 7.500e-04, eta: 5:01:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9177, loss_cls: 1.0047, loss: 1.0047, grad_norm: 9.7209 2021-12-03 10:14:24,920 - mmaction - INFO - Epoch [36][1500/1793] lr: 7.500e-04, eta: 5:01:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9240, loss_cls: 0.9706, loss: 0.9706, grad_norm: 9.7879 2021-12-03 10:14:38,953 - mmaction - INFO - Epoch [36][1520/1793] lr: 7.500e-04, eta: 5:01:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9281, loss_cls: 0.9196, loss: 0.9196, grad_norm: 9.6946 2021-12-03 10:14:52,973 - mmaction - INFO - Epoch [36][1540/1793] lr: 7.500e-04, eta: 5:01:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7146, top5_acc: 0.9062, loss_cls: 1.0516, loss: 1.0516, grad_norm: 10.1040 2021-12-03 10:15:07,014 - mmaction - INFO - Epoch [36][1560/1793] lr: 7.500e-04, eta: 5:00:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.0689, loss: 1.0689, grad_norm: 10.0113 2021-12-03 10:15:21,060 - mmaction - INFO - Epoch [36][1580/1793] lr: 7.500e-04, eta: 5:00:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9187, loss_cls: 0.9508, loss: 0.9508, grad_norm: 9.6673 2021-12-03 10:15:35,098 - mmaction - INFO - Epoch [36][1600/1793] lr: 7.500e-04, eta: 5:00:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0184, loss: 1.0184, grad_norm: 10.1585 2021-12-03 10:15:49,136 - mmaction - INFO - Epoch [36][1620/1793] lr: 7.500e-04, eta: 5:00:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9125, loss_cls: 1.0452, loss: 1.0452, grad_norm: 10.0633 2021-12-03 10:16:03,192 - mmaction - INFO - Epoch [36][1640/1793] lr: 7.500e-04, eta: 4:59:52, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9073, loss_cls: 0.9882, loss: 0.9882, grad_norm: 9.7206 2021-12-03 10:16:17,252 - mmaction - INFO - Epoch [36][1660/1793] lr: 7.500e-04, eta: 4:59:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9229, loss_cls: 0.9606, loss: 0.9606, grad_norm: 9.9647 2021-12-03 10:16:31,286 - mmaction - INFO - Epoch [36][1680/1793] lr: 7.500e-04, eta: 4:59:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9292, loss_cls: 0.9056, loss: 0.9056, grad_norm: 9.3811 2021-12-03 10:16:45,328 - mmaction - INFO - Epoch [36][1700/1793] lr: 7.500e-04, eta: 4:59:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9062, loss_cls: 1.0121, loss: 1.0121, grad_norm: 9.9001 2021-12-03 10:16:59,356 - mmaction - INFO - Epoch [36][1720/1793] lr: 7.500e-04, eta: 4:58:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9177, loss_cls: 0.9723, loss: 0.9723, grad_norm: 9.8922 2021-12-03 10:17:13,425 - mmaction - INFO - Epoch [36][1740/1793] lr: 7.500e-04, eta: 4:58:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8958, loss_cls: 1.0997, loss: 1.0997, grad_norm: 10.3164 2021-12-03 10:17:27,470 - mmaction - INFO - Epoch [36][1760/1793] lr: 7.500e-04, eta: 4:58:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7167, top5_acc: 0.9000, loss_cls: 1.0849, loss: 1.0849, grad_norm: 10.5166 2021-12-03 10:17:41,514 - mmaction - INFO - Epoch [36][1780/1793] lr: 7.500e-04, eta: 4:58:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 1.0079, loss: 1.0079, grad_norm: 10.1586 2021-12-03 10:19:03,599 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:19:03,754 - mmaction - INFO - top1_acc 0.4653 top5_acc 0.7645 2021-12-03 10:19:03,754 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:19:03,763 - mmaction - INFO - mean_acc 0.4280 2021-12-03 10:19:03,769 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-12-03 10:19:04,516 - mmaction - INFO - Epoch(val) [36][241] top1_acc: 0.4653, top5_acc: 0.7645, mean_class_accuracy: 0.4280 2021-12-03 10:19:45,689 - mmaction - INFO - Epoch [37][20/1793] lr: 7.500e-04, eta: 4:57:55, time: 2.058, data_time: 1.349, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9271, loss_cls: 0.9154, loss: 0.9154, grad_norm: 9.6984 2021-12-03 10:19:59,696 - mmaction - INFO - Epoch [37][40/1793] lr: 7.500e-04, eta: 4:57:41, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9375, loss_cls: 0.8495, loss: 0.8495, grad_norm: 9.3532 2021-12-03 10:20:13,713 - mmaction - INFO - Epoch [37][60/1793] lr: 7.500e-04, eta: 4:57:27, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9167, loss_cls: 0.9913, loss: 0.9913, grad_norm: 9.7689 2021-12-03 10:20:27,737 - mmaction - INFO - Epoch [37][80/1793] lr: 7.500e-04, eta: 4:57:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9198, loss_cls: 0.9634, loss: 0.9634, grad_norm: 9.6827 2021-12-03 10:20:41,775 - mmaction - INFO - Epoch [37][100/1793] lr: 7.500e-04, eta: 4:56:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9240, loss_cls: 0.9391, loss: 0.9391, grad_norm: 9.9539 2021-12-03 10:20:55,819 - mmaction - INFO - Epoch [37][120/1793] lr: 7.500e-04, eta: 4:56:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9104, loss_cls: 1.0184, loss: 1.0184, grad_norm: 9.8574 2021-12-03 10:21:09,873 - mmaction - INFO - Epoch [37][140/1793] lr: 7.500e-04, eta: 4:56:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.8990, loss_cls: 1.0890, loss: 1.0890, grad_norm: 10.6067 2021-12-03 10:21:23,907 - mmaction - INFO - Epoch [37][160/1793] lr: 7.500e-04, eta: 4:56:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9281, loss_cls: 0.9002, loss: 0.9002, grad_norm: 9.4027 2021-12-03 10:21:37,957 - mmaction - INFO - Epoch [37][180/1793] lr: 7.500e-04, eta: 4:56:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9198, loss_cls: 0.9978, loss: 0.9978, grad_norm: 9.7777 2021-12-03 10:21:51,988 - mmaction - INFO - Epoch [37][200/1793] lr: 7.500e-04, eta: 4:55:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9156, loss_cls: 1.0338, loss: 1.0338, grad_norm: 10.2990 2021-12-03 10:22:06,032 - mmaction - INFO - Epoch [37][220/1793] lr: 7.500e-04, eta: 4:55:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9229, loss_cls: 0.9457, loss: 0.9457, grad_norm: 9.4031 2021-12-03 10:22:20,079 - mmaction - INFO - Epoch [37][240/1793] lr: 7.500e-04, eta: 4:55:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9208, loss_cls: 0.9005, loss: 0.9005, grad_norm: 9.1993 2021-12-03 10:22:34,123 - mmaction - INFO - Epoch [37][260/1793] lr: 7.500e-04, eta: 4:55:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9281, loss_cls: 0.9241, loss: 0.9241, grad_norm: 9.6043 2021-12-03 10:22:48,168 - mmaction - INFO - Epoch [37][280/1793] lr: 7.500e-04, eta: 4:54:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9052, loss_cls: 1.0489, loss: 1.0489, grad_norm: 10.3880 2021-12-03 10:23:02,207 - mmaction - INFO - Epoch [37][300/1793] lr: 7.500e-04, eta: 4:54:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9177, loss_cls: 1.0265, loss: 1.0265, grad_norm: 10.5265 2021-12-03 10:23:16,254 - mmaction - INFO - Epoch [37][320/1793] lr: 7.500e-04, eta: 4:54:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.9213, loss: 0.9213, grad_norm: 10.0517 2021-12-03 10:23:30,308 - mmaction - INFO - Epoch [37][340/1793] lr: 7.500e-04, eta: 4:54:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9115, loss_cls: 1.0050, loss: 1.0050, grad_norm: 10.1193 2021-12-03 10:23:44,373 - mmaction - INFO - Epoch [37][360/1793] lr: 7.500e-04, eta: 4:53:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9062, loss_cls: 1.0303, loss: 1.0303, grad_norm: 10.2485 2021-12-03 10:23:58,417 - mmaction - INFO - Epoch [37][380/1793] lr: 7.500e-04, eta: 4:53:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9104, loss_cls: 1.0097, loss: 1.0097, grad_norm: 10.1849 2021-12-03 10:24:12,471 - mmaction - INFO - Epoch [37][400/1793] lr: 7.500e-04, eta: 4:53:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9260, loss_cls: 0.9374, loss: 0.9374, grad_norm: 9.7090 2021-12-03 10:24:26,513 - mmaction - INFO - Epoch [37][420/1793] lr: 7.500e-04, eta: 4:53:09, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9177, loss_cls: 1.0153, loss: 1.0153, grad_norm: 10.0826 2021-12-03 10:24:40,554 - mmaction - INFO - Epoch [37][440/1793] lr: 7.500e-04, eta: 4:52:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9083, loss_cls: 1.0032, loss: 1.0032, grad_norm: 9.9928 2021-12-03 10:24:54,614 - mmaction - INFO - Epoch [37][460/1793] lr: 7.500e-04, eta: 4:52:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7312, top5_acc: 0.9167, loss_cls: 1.0125, loss: 1.0125, grad_norm: 10.0690 2021-12-03 10:25:08,662 - mmaction - INFO - Epoch [37][480/1793] lr: 7.500e-04, eta: 4:52:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9281, loss_cls: 0.9334, loss: 0.9334, grad_norm: 9.7948 2021-12-03 10:25:22,701 - mmaction - INFO - Epoch [37][500/1793] lr: 7.500e-04, eta: 4:52:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9156, loss_cls: 0.9817, loss: 0.9817, grad_norm: 10.0792 2021-12-03 10:25:36,745 - mmaction - INFO - Epoch [37][520/1793] lr: 7.500e-04, eta: 4:51:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9146, loss_cls: 1.0023, loss: 1.0023, grad_norm: 10.2836 2021-12-03 10:25:50,800 - mmaction - INFO - Epoch [37][540/1793] lr: 7.500e-04, eta: 4:51:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9208, loss_cls: 0.9635, loss: 0.9635, grad_norm: 9.8290 2021-12-03 10:26:04,847 - mmaction - INFO - Epoch [37][560/1793] lr: 7.500e-04, eta: 4:51:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9167, loss_cls: 0.9630, loss: 0.9630, grad_norm: 9.6240 2021-12-03 10:26:18,902 - mmaction - INFO - Epoch [37][580/1793] lr: 7.500e-04, eta: 4:51:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9240, loss_cls: 0.9537, loss: 0.9537, grad_norm: 9.9436 2021-12-03 10:26:32,948 - mmaction - INFO - Epoch [37][600/1793] lr: 7.500e-04, eta: 4:51:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9107, loss: 0.9107, grad_norm: 9.7473 2021-12-03 10:26:46,978 - mmaction - INFO - Epoch [37][620/1793] lr: 7.500e-04, eta: 4:50:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9146, loss_cls: 0.9716, loss: 0.9716, grad_norm: 9.6049 2021-12-03 10:27:01,001 - mmaction - INFO - Epoch [37][640/1793] lr: 7.500e-04, eta: 4:50:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9125, loss_cls: 1.0004, loss: 1.0004, grad_norm: 9.9730 2021-12-03 10:27:15,035 - mmaction - INFO - Epoch [37][660/1793] lr: 7.500e-04, eta: 4:50:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 0.9992, loss: 0.9992, grad_norm: 10.0717 2021-12-03 10:27:29,103 - mmaction - INFO - Epoch [37][680/1793] lr: 7.500e-04, eta: 4:50:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9104, loss_cls: 1.0097, loss: 1.0097, grad_norm: 9.9377 2021-12-03 10:27:43,160 - mmaction - INFO - Epoch [37][700/1793] lr: 7.500e-04, eta: 4:49:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9156, loss_cls: 0.9609, loss: 0.9609, grad_norm: 9.9352 2021-12-03 10:27:57,183 - mmaction - INFO - Epoch [37][720/1793] lr: 7.500e-04, eta: 4:49:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9167, loss_cls: 0.9487, loss: 0.9487, grad_norm: 9.8341 2021-12-03 10:28:11,251 - mmaction - INFO - Epoch [37][740/1793] lr: 7.500e-04, eta: 4:49:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9156, loss_cls: 0.9535, loss: 0.9535, grad_norm: 9.5556 2021-12-03 10:28:25,286 - mmaction - INFO - Epoch [37][760/1793] lr: 7.500e-04, eta: 4:49:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9052, loss_cls: 1.0163, loss: 1.0163, grad_norm: 10.2179 2021-12-03 10:28:39,325 - mmaction - INFO - Epoch [37][780/1793] lr: 7.500e-04, eta: 4:48:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9000, loss_cls: 1.0574, loss: 1.0574, grad_norm: 9.7997 2021-12-03 10:28:53,348 - mmaction - INFO - Epoch [37][800/1793] lr: 7.500e-04, eta: 4:48:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9260, loss_cls: 0.9632, loss: 0.9632, grad_norm: 10.1539 2021-12-03 10:29:07,377 - mmaction - INFO - Epoch [37][820/1793] lr: 7.500e-04, eta: 4:48:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9021, loss_cls: 1.0401, loss: 1.0401, grad_norm: 10.5020 2021-12-03 10:29:21,418 - mmaction - INFO - Epoch [37][840/1793] lr: 7.500e-04, eta: 4:48:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9240, loss_cls: 0.9188, loss: 0.9188, grad_norm: 9.6538 2021-12-03 10:29:35,449 - mmaction - INFO - Epoch [37][860/1793] lr: 7.500e-04, eta: 4:47:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9198, loss_cls: 0.9642, loss: 0.9642, grad_norm: 9.9322 2021-12-03 10:29:49,477 - mmaction - INFO - Epoch [37][880/1793] lr: 7.500e-04, eta: 4:47:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.1481, loss: 1.1481, grad_norm: 11.1123 2021-12-03 10:30:03,512 - mmaction - INFO - Epoch [37][900/1793] lr: 7.500e-04, eta: 4:47:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7125, top5_acc: 0.8948, loss_cls: 1.0279, loss: 1.0279, grad_norm: 10.2741 2021-12-03 10:30:17,531 - mmaction - INFO - Epoch [37][920/1793] lr: 7.500e-04, eta: 4:47:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9187, loss_cls: 0.9703, loss: 0.9703, grad_norm: 9.8945 2021-12-03 10:30:31,558 - mmaction - INFO - Epoch [37][940/1793] lr: 7.500e-04, eta: 4:46:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9365, loss_cls: 0.9308, loss: 0.9308, grad_norm: 10.1423 2021-12-03 10:30:45,592 - mmaction - INFO - Epoch [37][960/1793] lr: 7.500e-04, eta: 4:46:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9167, loss_cls: 1.0062, loss: 1.0062, grad_norm: 10.1157 2021-12-03 10:30:59,606 - mmaction - INFO - Epoch [37][980/1793] lr: 7.500e-04, eta: 4:46:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9198, loss_cls: 0.9941, loss: 0.9941, grad_norm: 10.6087 2021-12-03 10:31:13,643 - mmaction - INFO - Epoch [37][1000/1793] lr: 7.500e-04, eta: 4:46:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9229, loss_cls: 0.8951, loss: 0.8951, grad_norm: 10.0159 2021-12-03 10:31:27,669 - mmaction - INFO - Epoch [37][1020/1793] lr: 7.500e-04, eta: 4:45:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 1.0124, loss: 1.0124, grad_norm: 10.4095 2021-12-03 10:31:41,700 - mmaction - INFO - Epoch [37][1040/1793] lr: 7.500e-04, eta: 4:45:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9062, loss_cls: 1.0046, loss: 1.0046, grad_norm: 9.8737 2021-12-03 10:31:55,737 - mmaction - INFO - Epoch [37][1060/1793] lr: 7.500e-04, eta: 4:45:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9167, loss_cls: 1.0125, loss: 1.0125, grad_norm: 10.2605 2021-12-03 10:32:09,779 - mmaction - INFO - Epoch [37][1080/1793] lr: 7.500e-04, eta: 4:45:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7135, top5_acc: 0.9062, loss_cls: 1.0451, loss: 1.0451, grad_norm: 10.4558 2021-12-03 10:32:23,813 - mmaction - INFO - Epoch [37][1100/1793] lr: 7.500e-04, eta: 4:45:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9062, loss_cls: 1.0059, loss: 1.0059, grad_norm: 10.2212 2021-12-03 10:32:37,846 - mmaction - INFO - Epoch [37][1120/1793] lr: 7.500e-04, eta: 4:44:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9281, loss_cls: 0.9813, loss: 0.9813, grad_norm: 10.3914 2021-12-03 10:32:51,893 - mmaction - INFO - Epoch [37][1140/1793] lr: 7.500e-04, eta: 4:44:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9187, loss_cls: 1.0394, loss: 1.0394, grad_norm: 10.7252 2021-12-03 10:33:05,938 - mmaction - INFO - Epoch [37][1160/1793] lr: 7.500e-04, eta: 4:44:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7083, top5_acc: 0.8906, loss_cls: 1.1141, loss: 1.1141, grad_norm: 10.7042 2021-12-03 10:33:19,976 - mmaction - INFO - Epoch [37][1180/1793] lr: 7.500e-04, eta: 4:44:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9208, loss_cls: 0.9716, loss: 0.9716, grad_norm: 9.9232 2021-12-03 10:33:34,009 - mmaction - INFO - Epoch [37][1200/1793] lr: 7.500e-04, eta: 4:43:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9167, loss_cls: 1.0266, loss: 1.0266, grad_norm: 10.3953 2021-12-03 10:33:48,041 - mmaction - INFO - Epoch [37][1220/1793] lr: 7.500e-04, eta: 4:43:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0371, loss: 1.0371, grad_norm: 10.2593 2021-12-03 10:34:02,078 - mmaction - INFO - Epoch [37][1240/1793] lr: 7.500e-04, eta: 4:43:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 0.9945, loss: 0.9945, grad_norm: 10.3947 2021-12-03 10:34:16,122 - mmaction - INFO - Epoch [37][1260/1793] lr: 7.500e-04, eta: 4:43:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9219, loss_cls: 1.0001, loss: 1.0001, grad_norm: 10.3069 2021-12-03 10:34:30,143 - mmaction - INFO - Epoch [37][1280/1793] lr: 7.500e-04, eta: 4:42:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9156, loss_cls: 1.0200, loss: 1.0200, grad_norm: 10.0174 2021-12-03 10:34:44,173 - mmaction - INFO - Epoch [37][1300/1793] lr: 7.500e-04, eta: 4:42:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9250, loss_cls: 0.9515, loss: 0.9515, grad_norm: 9.4486 2021-12-03 10:34:58,222 - mmaction - INFO - Epoch [37][1320/1793] lr: 7.500e-04, eta: 4:42:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0277, loss: 1.0277, grad_norm: 10.7340 2021-12-03 10:35:12,257 - mmaction - INFO - Epoch [37][1340/1793] lr: 7.500e-04, eta: 4:42:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9042, loss_cls: 1.0335, loss: 1.0335, grad_norm: 10.1101 2021-12-03 10:35:26,302 - mmaction - INFO - Epoch [37][1360/1793] lr: 7.500e-04, eta: 4:41:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9104, loss_cls: 1.0373, loss: 1.0373, grad_norm: 10.0037 2021-12-03 10:35:40,346 - mmaction - INFO - Epoch [37][1380/1793] lr: 7.500e-04, eta: 4:41:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9250, loss_cls: 0.9925, loss: 0.9925, grad_norm: 10.3268 2021-12-03 10:35:54,387 - mmaction - INFO - Epoch [37][1400/1793] lr: 7.500e-04, eta: 4:41:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9042, loss_cls: 1.0505, loss: 1.0505, grad_norm: 10.6180 2021-12-03 10:36:08,420 - mmaction - INFO - Epoch [37][1420/1793] lr: 7.500e-04, eta: 4:41:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9156, loss_cls: 0.9870, loss: 0.9870, grad_norm: 9.8804 2021-12-03 10:36:22,456 - mmaction - INFO - Epoch [37][1440/1793] lr: 7.500e-04, eta: 4:40:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9240, loss_cls: 0.9823, loss: 0.9823, grad_norm: 9.8691 2021-12-03 10:36:36,518 - mmaction - INFO - Epoch [37][1460/1793] lr: 7.500e-04, eta: 4:40:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9083, loss_cls: 0.9782, loss: 0.9782, grad_norm: 9.7049 2021-12-03 10:36:50,569 - mmaction - INFO - Epoch [37][1480/1793] lr: 7.500e-04, eta: 4:40:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9187, loss_cls: 0.9320, loss: 0.9320, grad_norm: 10.1229 2021-12-03 10:37:04,615 - mmaction - INFO - Epoch [37][1500/1793] lr: 7.500e-04, eta: 4:40:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9198, loss_cls: 0.9476, loss: 0.9476, grad_norm: 9.7345 2021-12-03 10:37:18,652 - mmaction - INFO - Epoch [37][1520/1793] lr: 7.500e-04, eta: 4:40:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9198, loss_cls: 1.0112, loss: 1.0112, grad_norm: 9.9776 2021-12-03 10:37:32,702 - mmaction - INFO - Epoch [37][1540/1793] lr: 7.500e-04, eta: 4:39:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9281, loss_cls: 0.9450, loss: 0.9450, grad_norm: 10.0038 2021-12-03 10:37:46,768 - mmaction - INFO - Epoch [37][1560/1793] lr: 7.500e-04, eta: 4:39:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9870, loss: 0.9870, grad_norm: 10.2748 2021-12-03 10:38:00,826 - mmaction - INFO - Epoch [37][1580/1793] lr: 7.500e-04, eta: 4:39:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0320, loss: 1.0320, grad_norm: 10.0814 2021-12-03 10:38:14,872 - mmaction - INFO - Epoch [37][1600/1793] lr: 7.500e-04, eta: 4:39:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9187, loss_cls: 0.9395, loss: 0.9395, grad_norm: 9.5648 2021-12-03 10:38:28,898 - mmaction - INFO - Epoch [37][1620/1793] lr: 7.500e-04, eta: 4:38:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9177, loss_cls: 0.9882, loss: 0.9882, grad_norm: 10.5727 2021-12-03 10:38:42,958 - mmaction - INFO - Epoch [37][1640/1793] lr: 7.500e-04, eta: 4:38:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9115, loss_cls: 0.9953, loss: 0.9953, grad_norm: 10.2486 2021-12-03 10:38:57,006 - mmaction - INFO - Epoch [37][1660/1793] lr: 7.500e-04, eta: 4:38:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9229, loss_cls: 0.9082, loss: 0.9082, grad_norm: 9.6824 2021-12-03 10:39:11,050 - mmaction - INFO - Epoch [37][1680/1793] lr: 7.500e-04, eta: 4:38:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9115, loss_cls: 1.0376, loss: 1.0376, grad_norm: 10.2854 2021-12-03 10:39:25,090 - mmaction - INFO - Epoch [37][1700/1793] lr: 7.500e-04, eta: 4:37:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9167, loss_cls: 0.9864, loss: 0.9864, grad_norm: 10.1670 2021-12-03 10:39:39,155 - mmaction - INFO - Epoch [37][1720/1793] lr: 7.500e-04, eta: 4:37:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9177, loss_cls: 1.0262, loss: 1.0262, grad_norm: 10.5015 2021-12-03 10:39:53,206 - mmaction - INFO - Epoch [37][1740/1793] lr: 7.500e-04, eta: 4:37:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9167, loss_cls: 0.9951, loss: 0.9951, grad_norm: 10.0668 2021-12-03 10:40:07,260 - mmaction - INFO - Epoch [37][1760/1793] lr: 7.500e-04, eta: 4:37:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9198, loss_cls: 0.9423, loss: 0.9423, grad_norm: 9.6938 2021-12-03 10:40:21,301 - mmaction - INFO - Epoch [37][1780/1793] lr: 7.500e-04, eta: 4:36:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9146, loss_cls: 1.0170, loss: 1.0170, grad_norm: 10.1149 2021-12-03 10:41:36,632 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:41:36,785 - mmaction - INFO - top1_acc 0.4622 top5_acc 0.7579 2021-12-03 10:41:36,785 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:41:36,794 - mmaction - INFO - mean_acc 0.4290 2021-12-03 10:41:36,799 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-12-03 10:41:37,480 - mmaction - INFO - Epoch(val) [37][241] top1_acc: 0.4622, top5_acc: 0.7579, mean_class_accuracy: 0.4290 2021-12-03 10:42:20,097 - mmaction - INFO - Epoch [38][20/1793] lr: 7.500e-04, eta: 4:36:38, time: 2.131, data_time: 1.426, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9240, loss_cls: 0.9145, loss: 0.9145, grad_norm: 9.5327 2021-12-03 10:42:34,119 - mmaction - INFO - Epoch [38][40/1793] lr: 7.500e-04, eta: 4:36:23, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9156, loss_cls: 0.9880, loss: 0.9880, grad_norm: 9.8790 2021-12-03 10:42:48,123 - mmaction - INFO - Epoch [38][60/1793] lr: 7.500e-04, eta: 4:36:09, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9260, loss_cls: 0.9337, loss: 0.9337, grad_norm: 10.1472 2021-12-03 10:43:02,164 - mmaction - INFO - Epoch [38][80/1793] lr: 7.500e-04, eta: 4:35:55, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9073, loss_cls: 1.0125, loss: 1.0125, grad_norm: 9.8645 2021-12-03 10:43:16,185 - mmaction - INFO - Epoch [38][100/1793] lr: 7.500e-04, eta: 4:35:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9198, loss_cls: 0.9530, loss: 0.9530, grad_norm: 9.9989 2021-12-03 10:43:30,233 - mmaction - INFO - Epoch [38][120/1793] lr: 7.500e-04, eta: 4:35:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9313, loss_cls: 0.8978, loss: 0.8978, grad_norm: 9.9276 2021-12-03 10:43:44,252 - mmaction - INFO - Epoch [38][140/1793] lr: 7.500e-04, eta: 4:35:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9219, loss_cls: 0.9153, loss: 0.9153, grad_norm: 9.8892 2021-12-03 10:43:58,289 - mmaction - INFO - Epoch [38][160/1793] lr: 7.500e-04, eta: 4:34:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9198, loss_cls: 0.9357, loss: 0.9357, grad_norm: 10.1144 2021-12-03 10:44:12,308 - mmaction - INFO - Epoch [38][180/1793] lr: 7.500e-04, eta: 4:34:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9271, loss_cls: 0.9694, loss: 0.9694, grad_norm: 10.1544 2021-12-03 10:44:26,366 - mmaction - INFO - Epoch [38][200/1793] lr: 7.500e-04, eta: 4:34:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9344, loss_cls: 0.8787, loss: 0.8787, grad_norm: 9.7309 2021-12-03 10:44:40,407 - mmaction - INFO - Epoch [38][220/1793] lr: 7.500e-04, eta: 4:34:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9167, loss_cls: 0.9690, loss: 0.9690, grad_norm: 9.8600 2021-12-03 10:44:54,435 - mmaction - INFO - Epoch [38][240/1793] lr: 7.500e-04, eta: 4:34:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9271, loss_cls: 0.9821, loss: 0.9821, grad_norm: 10.5732 2021-12-03 10:45:08,482 - mmaction - INFO - Epoch [38][260/1793] lr: 7.500e-04, eta: 4:33:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9021, loss_cls: 1.0163, loss: 1.0163, grad_norm: 10.5078 2021-12-03 10:45:22,519 - mmaction - INFO - Epoch [38][280/1793] lr: 7.500e-04, eta: 4:33:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7312, top5_acc: 0.9073, loss_cls: 1.0445, loss: 1.0445, grad_norm: 10.4069 2021-12-03 10:45:36,549 - mmaction - INFO - Epoch [38][300/1793] lr: 7.500e-04, eta: 4:33:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9352, loss: 0.9352, grad_norm: 9.9233 2021-12-03 10:45:50,590 - mmaction - INFO - Epoch [38][320/1793] lr: 7.500e-04, eta: 4:33:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9292, loss_cls: 0.9615, loss: 0.9615, grad_norm: 10.6762 2021-12-03 10:46:04,653 - mmaction - INFO - Epoch [38][340/1793] lr: 7.500e-04, eta: 4:32:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9219, loss_cls: 0.9638, loss: 0.9638, grad_norm: 9.9457 2021-12-03 10:46:18,695 - mmaction - INFO - Epoch [38][360/1793] lr: 7.500e-04, eta: 4:32:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 0.9778, loss: 0.9778, grad_norm: 9.7455 2021-12-03 10:46:32,731 - mmaction - INFO - Epoch [38][380/1793] lr: 7.500e-04, eta: 4:32:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9125, loss_cls: 1.0186, loss: 1.0186, grad_norm: 10.1175 2021-12-03 10:46:46,762 - mmaction - INFO - Epoch [38][400/1793] lr: 7.500e-04, eta: 4:32:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9365, loss_cls: 0.9026, loss: 0.9026, grad_norm: 9.9183 2021-12-03 10:47:00,783 - mmaction - INFO - Epoch [38][420/1793] lr: 7.500e-04, eta: 4:31:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9260, loss_cls: 0.9325, loss: 0.9325, grad_norm: 10.0608 2021-12-03 10:47:14,820 - mmaction - INFO - Epoch [38][440/1793] lr: 7.500e-04, eta: 4:31:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9198, loss_cls: 0.9823, loss: 0.9823, grad_norm: 10.1874 2021-12-03 10:47:28,873 - mmaction - INFO - Epoch [38][460/1793] lr: 7.500e-04, eta: 4:31:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9167, loss_cls: 0.9407, loss: 0.9407, grad_norm: 9.7119 2021-12-03 10:47:42,901 - mmaction - INFO - Epoch [38][480/1793] lr: 7.500e-04, eta: 4:31:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9021, loss_cls: 1.0175, loss: 1.0175, grad_norm: 10.2430 2021-12-03 10:47:56,934 - mmaction - INFO - Epoch [38][500/1793] lr: 7.500e-04, eta: 4:30:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7156, top5_acc: 0.9083, loss_cls: 1.0482, loss: 1.0482, grad_norm: 10.5636 2021-12-03 10:48:10,974 - mmaction - INFO - Epoch [38][520/1793] lr: 7.500e-04, eta: 4:30:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9250, loss_cls: 0.9241, loss: 0.9241, grad_norm: 10.1054 2021-12-03 10:48:25,010 - mmaction - INFO - Epoch [38][540/1793] lr: 7.500e-04, eta: 4:30:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9146, loss_cls: 0.9764, loss: 0.9764, grad_norm: 9.8967 2021-12-03 10:48:39,063 - mmaction - INFO - Epoch [38][560/1793] lr: 7.500e-04, eta: 4:30:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9281, loss_cls: 0.9518, loss: 0.9518, grad_norm: 10.0532 2021-12-03 10:48:53,092 - mmaction - INFO - Epoch [38][580/1793] lr: 7.500e-04, eta: 4:29:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9302, loss_cls: 0.8966, loss: 0.8966, grad_norm: 9.8923 2021-12-03 10:49:07,131 - mmaction - INFO - Epoch [38][600/1793] lr: 7.500e-04, eta: 4:29:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9313, loss_cls: 0.9066, loss: 0.9066, grad_norm: 9.9567 2021-12-03 10:49:21,172 - mmaction - INFO - Epoch [38][620/1793] lr: 7.500e-04, eta: 4:29:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7656, top5_acc: 0.9292, loss_cls: 0.8791, loss: 0.8791, grad_norm: 9.7585 2021-12-03 10:49:35,212 - mmaction - INFO - Epoch [38][640/1793] lr: 7.500e-04, eta: 4:29:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9073, loss_cls: 0.9683, loss: 0.9683, grad_norm: 10.2233 2021-12-03 10:49:49,251 - mmaction - INFO - Epoch [38][660/1793] lr: 7.500e-04, eta: 4:28:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9177, loss_cls: 0.9636, loss: 0.9636, grad_norm: 10.3242 2021-12-03 10:50:03,279 - mmaction - INFO - Epoch [38][680/1793] lr: 7.500e-04, eta: 4:28:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9125, loss_cls: 0.9610, loss: 0.9610, grad_norm: 9.5927 2021-12-03 10:50:17,309 - mmaction - INFO - Epoch [38][700/1793] lr: 7.500e-04, eta: 4:28:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.0135, loss: 1.0135, grad_norm: 10.0558 2021-12-03 10:50:31,341 - mmaction - INFO - Epoch [38][720/1793] lr: 7.500e-04, eta: 4:28:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9146, loss_cls: 1.0074, loss: 1.0074, grad_norm: 10.9633 2021-12-03 10:50:45,373 - mmaction - INFO - Epoch [38][740/1793] lr: 7.500e-04, eta: 4:28:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9240, loss_cls: 0.9561, loss: 0.9561, grad_norm: 10.1605 2021-12-03 10:50:59,396 - mmaction - INFO - Epoch [38][760/1793] lr: 7.500e-04, eta: 4:27:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9198, loss_cls: 0.9790, loss: 0.9790, grad_norm: 10.0369 2021-12-03 10:51:13,434 - mmaction - INFO - Epoch [38][780/1793] lr: 7.500e-04, eta: 4:27:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9292, loss_cls: 0.9411, loss: 0.9411, grad_norm: 10.0491 2021-12-03 10:51:27,467 - mmaction - INFO - Epoch [38][800/1793] lr: 7.500e-04, eta: 4:27:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9365, loss_cls: 0.8930, loss: 0.8930, grad_norm: 10.2773 2021-12-03 10:51:41,498 - mmaction - INFO - Epoch [38][820/1793] lr: 7.500e-04, eta: 4:27:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9198, loss_cls: 0.9689, loss: 0.9689, grad_norm: 10.3268 2021-12-03 10:51:55,554 - mmaction - INFO - Epoch [38][840/1793] lr: 7.500e-04, eta: 4:26:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9167, loss_cls: 0.9519, loss: 0.9519, grad_norm: 10.0505 2021-12-03 10:52:09,599 - mmaction - INFO - Epoch [38][860/1793] lr: 7.500e-04, eta: 4:26:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9156, loss_cls: 1.0078, loss: 1.0078, grad_norm: 10.4440 2021-12-03 10:52:23,649 - mmaction - INFO - Epoch [38][880/1793] lr: 7.500e-04, eta: 4:26:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9042, loss_cls: 1.0395, loss: 1.0395, grad_norm: 10.3949 2021-12-03 10:52:37,686 - mmaction - INFO - Epoch [38][900/1793] lr: 7.500e-04, eta: 4:26:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9717, loss: 0.9717, grad_norm: 10.3538 2021-12-03 10:52:51,723 - mmaction - INFO - Epoch [38][920/1793] lr: 7.500e-04, eta: 4:25:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9146, loss_cls: 0.9809, loss: 0.9809, grad_norm: 10.0468 2021-12-03 10:53:05,761 - mmaction - INFO - Epoch [38][940/1793] lr: 7.500e-04, eta: 4:25:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9094, loss_cls: 1.0404, loss: 1.0404, grad_norm: 10.7747 2021-12-03 10:53:19,803 - mmaction - INFO - Epoch [38][960/1793] lr: 7.500e-04, eta: 4:25:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9115, loss_cls: 0.9691, loss: 0.9691, grad_norm: 10.3039 2021-12-03 10:53:33,835 - mmaction - INFO - Epoch [38][980/1793] lr: 7.500e-04, eta: 4:25:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9302, loss_cls: 0.9169, loss: 0.9169, grad_norm: 9.9325 2021-12-03 10:53:47,878 - mmaction - INFO - Epoch [38][1000/1793] lr: 7.500e-04, eta: 4:24:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9083, loss_cls: 1.0512, loss: 1.0512, grad_norm: 10.4617 2021-12-03 10:54:01,925 - mmaction - INFO - Epoch [38][1020/1793] lr: 7.500e-04, eta: 4:24:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9323, loss_cls: 0.9270, loss: 0.9270, grad_norm: 10.0703 2021-12-03 10:54:15,961 - mmaction - INFO - Epoch [38][1040/1793] lr: 7.500e-04, eta: 4:24:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9250, loss_cls: 0.9391, loss: 0.9391, grad_norm: 10.2231 2021-12-03 10:54:30,008 - mmaction - INFO - Epoch [38][1060/1793] lr: 7.500e-04, eta: 4:24:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7177, top5_acc: 0.9115, loss_cls: 1.0051, loss: 1.0051, grad_norm: 10.5524 2021-12-03 10:54:44,052 - mmaction - INFO - Epoch [38][1080/1793] lr: 7.500e-04, eta: 4:23:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9115, loss_cls: 1.0514, loss: 1.0514, grad_norm: 10.5991 2021-12-03 10:54:58,088 - mmaction - INFO - Epoch [38][1100/1793] lr: 7.500e-04, eta: 4:23:44, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9187, loss_cls: 0.9669, loss: 0.9669, grad_norm: 10.1363 2021-12-03 10:55:12,133 - mmaction - INFO - Epoch [38][1120/1793] lr: 7.500e-04, eta: 4:23:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0299, loss: 1.0299, grad_norm: 10.1175 2021-12-03 10:55:26,165 - mmaction - INFO - Epoch [38][1140/1793] lr: 7.500e-04, eta: 4:23:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9177, loss_cls: 0.9726, loss: 0.9726, grad_norm: 10.2043 2021-12-03 10:55:40,199 - mmaction - INFO - Epoch [38][1160/1793] lr: 7.500e-04, eta: 4:23:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9271, loss_cls: 0.9290, loss: 0.9290, grad_norm: 10.2338 2021-12-03 10:55:54,249 - mmaction - INFO - Epoch [38][1180/1793] lr: 7.500e-04, eta: 4:22:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0266, loss: 1.0266, grad_norm: 10.5757 2021-12-03 10:56:08,288 - mmaction - INFO - Epoch [38][1200/1793] lr: 7.500e-04, eta: 4:22:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9167, loss_cls: 0.9571, loss: 0.9571, grad_norm: 10.6960 2021-12-03 10:56:22,348 - mmaction - INFO - Epoch [38][1220/1793] lr: 7.500e-04, eta: 4:22:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9323, loss_cls: 0.9022, loss: 0.9022, grad_norm: 9.8712 2021-12-03 10:56:36,389 - mmaction - INFO - Epoch [38][1240/1793] lr: 7.500e-04, eta: 4:22:04, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9302, loss_cls: 0.9436, loss: 0.9436, grad_norm: 10.2227 2021-12-03 10:56:50,447 - mmaction - INFO - Epoch [38][1260/1793] lr: 7.500e-04, eta: 4:21:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9177, loss_cls: 0.9742, loss: 0.9742, grad_norm: 10.1120 2021-12-03 10:57:04,496 - mmaction - INFO - Epoch [38][1280/1793] lr: 7.500e-04, eta: 4:21:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9135, loss_cls: 1.0205, loss: 1.0205, grad_norm: 10.1885 2021-12-03 10:57:18,556 - mmaction - INFO - Epoch [38][1300/1793] lr: 7.500e-04, eta: 4:21:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9936, loss: 0.9936, grad_norm: 10.3564 2021-12-03 10:57:32,621 - mmaction - INFO - Epoch [38][1320/1793] lr: 7.500e-04, eta: 4:21:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9073, loss_cls: 1.0036, loss: 1.0036, grad_norm: 10.5160 2021-12-03 10:57:46,664 - mmaction - INFO - Epoch [38][1340/1793] lr: 7.500e-04, eta: 4:20:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9167, loss_cls: 1.0058, loss: 1.0058, grad_norm: 10.3925 2021-12-03 10:58:00,729 - mmaction - INFO - Epoch [38][1360/1793] lr: 7.500e-04, eta: 4:20:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7042, top5_acc: 0.9073, loss_cls: 1.0587, loss: 1.0587, grad_norm: 10.3640 2021-12-03 10:58:14,775 - mmaction - INFO - Epoch [38][1380/1793] lr: 7.500e-04, eta: 4:20:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9062, loss_cls: 1.0102, loss: 1.0102, grad_norm: 10.3529 2021-12-03 10:58:28,836 - mmaction - INFO - Epoch [38][1400/1793] lr: 7.500e-04, eta: 4:20:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9240, loss_cls: 0.9191, loss: 0.9191, grad_norm: 9.9794 2021-12-03 10:58:42,885 - mmaction - INFO - Epoch [38][1420/1793] lr: 7.500e-04, eta: 4:19:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9073, loss_cls: 1.0305, loss: 1.0305, grad_norm: 10.5399 2021-12-03 10:58:56,945 - mmaction - INFO - Epoch [38][1440/1793] lr: 7.500e-04, eta: 4:19:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9208, loss_cls: 1.0100, loss: 1.0100, grad_norm: 10.5872 2021-12-03 10:59:11,009 - mmaction - INFO - Epoch [38][1460/1793] lr: 7.500e-04, eta: 4:19:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9146, loss_cls: 0.9967, loss: 0.9967, grad_norm: 10.3170 2021-12-03 10:59:25,054 - mmaction - INFO - Epoch [38][1480/1793] lr: 7.500e-04, eta: 4:19:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9187, loss_cls: 0.9737, loss: 0.9737, grad_norm: 10.0722 2021-12-03 10:59:39,097 - mmaction - INFO - Epoch [38][1500/1793] lr: 7.500e-04, eta: 4:18:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9167, loss_cls: 0.9604, loss: 0.9604, grad_norm: 10.2794 2021-12-03 10:59:53,140 - mmaction - INFO - Epoch [38][1520/1793] lr: 7.500e-04, eta: 4:18:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9156, loss_cls: 1.0128, loss: 1.0128, grad_norm: 10.4748 2021-12-03 11:00:07,185 - mmaction - INFO - Epoch [38][1540/1793] lr: 7.500e-04, eta: 4:18:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9031, loss_cls: 0.9935, loss: 0.9935, grad_norm: 10.3728 2021-12-03 11:00:21,228 - mmaction - INFO - Epoch [38][1560/1793] lr: 7.500e-04, eta: 4:18:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7188, top5_acc: 0.9083, loss_cls: 1.0332, loss: 1.0332, grad_norm: 10.3395 2021-12-03 11:00:35,271 - mmaction - INFO - Epoch [38][1580/1793] lr: 7.500e-04, eta: 4:18:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9240, loss_cls: 0.8826, loss: 0.8826, grad_norm: 9.9918 2021-12-03 11:00:49,328 - mmaction - INFO - Epoch [38][1600/1793] lr: 7.500e-04, eta: 4:17:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9333, loss_cls: 0.8644, loss: 0.8644, grad_norm: 9.5900 2021-12-03 11:01:03,391 - mmaction - INFO - Epoch [38][1620/1793] lr: 7.500e-04, eta: 4:17:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9208, loss_cls: 0.9550, loss: 0.9550, grad_norm: 10.3997 2021-12-03 11:01:17,447 - mmaction - INFO - Epoch [38][1640/1793] lr: 7.500e-04, eta: 4:17:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9115, loss_cls: 0.9799, loss: 0.9799, grad_norm: 10.4783 2021-12-03 11:01:31,492 - mmaction - INFO - Epoch [38][1660/1793] lr: 7.500e-04, eta: 4:17:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9115, loss_cls: 0.9946, loss: 0.9946, grad_norm: 10.4013 2021-12-03 11:01:45,537 - mmaction - INFO - Epoch [38][1680/1793] lr: 7.500e-04, eta: 4:16:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9104, loss_cls: 1.0090, loss: 1.0090, grad_norm: 10.2329 2021-12-03 11:01:59,585 - mmaction - INFO - Epoch [38][1700/1793] lr: 7.500e-04, eta: 4:16:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9135, loss_cls: 0.9761, loss: 0.9761, grad_norm: 9.8591 2021-12-03 11:02:13,634 - mmaction - INFO - Epoch [38][1720/1793] lr: 7.500e-04, eta: 4:16:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9198, loss_cls: 1.0084, loss: 1.0084, grad_norm: 10.4568 2021-12-03 11:02:27,681 - mmaction - INFO - Epoch [38][1740/1793] lr: 7.500e-04, eta: 4:16:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9167, loss_cls: 0.9927, loss: 0.9927, grad_norm: 10.4557 2021-12-03 11:02:41,735 - mmaction - INFO - Epoch [38][1760/1793] lr: 7.500e-04, eta: 4:15:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.0041, loss: 1.0041, grad_norm: 10.5467 2021-12-03 11:02:55,798 - mmaction - INFO - Epoch [38][1780/1793] lr: 7.500e-04, eta: 4:15:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9042, loss_cls: 1.0098, loss: 1.0098, grad_norm: 10.0349 2021-12-03 11:04:10,861 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:04:11,015 - mmaction - INFO - top1_acc 0.4653 top5_acc 0.7607 2021-12-03 11:04:11,015 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:04:11,025 - mmaction - INFO - mean_acc 0.4239 2021-12-03 11:04:11,030 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-12-03 11:04:11,824 - mmaction - INFO - Epoch(val) [38][241] top1_acc: 0.4653, top5_acc: 0.7607, mean_class_accuracy: 0.4239 2021-12-03 11:04:53,724 - mmaction - INFO - Epoch [39][20/1793] lr: 7.500e-04, eta: 4:15:20, time: 2.095, data_time: 1.392, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9167, loss_cls: 0.9347, loss: 0.9347, grad_norm: 9.4831 2021-12-03 11:05:07,742 - mmaction - INFO - Epoch [39][40/1793] lr: 7.500e-04, eta: 4:15:05, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9240, loss_cls: 0.9514, loss: 0.9514, grad_norm: 10.1043 2021-12-03 11:05:21,751 - mmaction - INFO - Epoch [39][60/1793] lr: 7.500e-04, eta: 4:14:51, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9313, loss_cls: 0.8931, loss: 0.8931, grad_norm: 9.6449 2021-12-03 11:05:35,778 - mmaction - INFO - Epoch [39][80/1793] lr: 7.500e-04, eta: 4:14:37, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9271, loss_cls: 0.9355, loss: 0.9355, grad_norm: 10.2865 2021-12-03 11:05:49,806 - mmaction - INFO - Epoch [39][100/1793] lr: 7.500e-04, eta: 4:14:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9302, loss_cls: 0.9123, loss: 0.9123, grad_norm: 10.0466 2021-12-03 11:06:03,828 - mmaction - INFO - Epoch [39][120/1793] lr: 7.500e-04, eta: 4:14:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9281, loss_cls: 0.9035, loss: 0.9035, grad_norm: 9.9435 2021-12-03 11:06:17,847 - mmaction - INFO - Epoch [39][140/1793] lr: 7.500e-04, eta: 4:13:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9555, loss: 0.9555, grad_norm: 10.3633 2021-12-03 11:06:31,847 - mmaction - INFO - Epoch [39][160/1793] lr: 7.500e-04, eta: 4:13:39, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9198, loss_cls: 0.9099, loss: 0.9099, grad_norm: 9.8886 2021-12-03 11:06:45,874 - mmaction - INFO - Epoch [39][180/1793] lr: 7.500e-04, eta: 4:13:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9292, loss_cls: 0.9564, loss: 0.9564, grad_norm: 10.2153 2021-12-03 11:06:59,895 - mmaction - INFO - Epoch [39][200/1793] lr: 7.500e-04, eta: 4:13:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9125, loss_cls: 1.0108, loss: 1.0108, grad_norm: 10.3273 2021-12-03 11:07:13,940 - mmaction - INFO - Epoch [39][220/1793] lr: 7.500e-04, eta: 4:12:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9031, loss_cls: 1.0327, loss: 1.0327, grad_norm: 10.5195 2021-12-03 11:07:27,973 - mmaction - INFO - Epoch [39][240/1793] lr: 7.500e-04, eta: 4:12:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9229, loss_cls: 0.9610, loss: 0.9610, grad_norm: 10.8142 2021-12-03 11:07:41,992 - mmaction - INFO - Epoch [39][260/1793] lr: 7.500e-04, eta: 4:12:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9177, loss_cls: 0.9760, loss: 0.9760, grad_norm: 10.4520 2021-12-03 11:07:56,049 - mmaction - INFO - Epoch [39][280/1793] lr: 7.500e-04, eta: 4:12:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9260, loss_cls: 0.9369, loss: 0.9369, grad_norm: 10.2930 2021-12-03 11:08:10,105 - mmaction - INFO - Epoch [39][300/1793] lr: 7.500e-04, eta: 4:11:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9229, loss_cls: 0.9733, loss: 0.9733, grad_norm: 10.3232 2021-12-03 11:08:24,118 - mmaction - INFO - Epoch [39][320/1793] lr: 7.500e-04, eta: 4:11:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9229, loss_cls: 0.9631, loss: 0.9631, grad_norm: 10.2615 2021-12-03 11:08:38,148 - mmaction - INFO - Epoch [39][340/1793] lr: 7.500e-04, eta: 4:11:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9375, loss_cls: 0.9116, loss: 0.9116, grad_norm: 10.2942 2021-12-03 11:08:52,179 - mmaction - INFO - Epoch [39][360/1793] lr: 7.500e-04, eta: 4:11:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9302, loss_cls: 0.8915, loss: 0.8915, grad_norm: 10.1543 2021-12-03 11:09:06,208 - mmaction - INFO - Epoch [39][380/1793] lr: 7.500e-04, eta: 4:11:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9042, loss_cls: 1.0727, loss: 1.0727, grad_norm: 10.7307 2021-12-03 11:09:20,253 - mmaction - INFO - Epoch [39][400/1793] lr: 7.500e-04, eta: 4:10:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9177, loss_cls: 0.9418, loss: 0.9418, grad_norm: 10.2712 2021-12-03 11:09:34,309 - mmaction - INFO - Epoch [39][420/1793] lr: 7.500e-04, eta: 4:10:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9281, loss_cls: 0.9405, loss: 0.9405, grad_norm: 10.5907 2021-12-03 11:09:48,350 - mmaction - INFO - Epoch [39][440/1793] lr: 7.500e-04, eta: 4:10:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9177, loss_cls: 0.9614, loss: 0.9614, grad_norm: 10.4140 2021-12-03 11:10:02,381 - mmaction - INFO - Epoch [39][460/1793] lr: 7.500e-04, eta: 4:10:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9260, loss_cls: 0.9227, loss: 0.9227, grad_norm: 10.3417 2021-12-03 11:10:16,428 - mmaction - INFO - Epoch [39][480/1793] lr: 7.500e-04, eta: 4:09:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9271, loss_cls: 0.9463, loss: 0.9463, grad_norm: 10.4863 2021-12-03 11:10:30,449 - mmaction - INFO - Epoch [39][500/1793] lr: 7.500e-04, eta: 4:09:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9208, loss_cls: 0.9532, loss: 0.9532, grad_norm: 10.5006 2021-12-03 11:10:44,500 - mmaction - INFO - Epoch [39][520/1793] lr: 7.500e-04, eta: 4:09:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9260, loss_cls: 0.9288, loss: 0.9288, grad_norm: 10.2861 2021-12-03 11:10:58,561 - mmaction - INFO - Epoch [39][540/1793] lr: 7.500e-04, eta: 4:09:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9073, loss_cls: 1.0162, loss: 1.0162, grad_norm: 10.4208 2021-12-03 11:11:12,624 - mmaction - INFO - Epoch [39][560/1793] lr: 7.500e-04, eta: 4:08:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9167, loss_cls: 1.0050, loss: 1.0050, grad_norm: 10.6896 2021-12-03 11:11:26,682 - mmaction - INFO - Epoch [39][580/1793] lr: 7.500e-04, eta: 4:08:39, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9031, loss_cls: 1.0412, loss: 1.0412, grad_norm: 10.3869 2021-12-03 11:11:40,736 - mmaction - INFO - Epoch [39][600/1793] lr: 7.500e-04, eta: 4:08:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9229, loss_cls: 0.9045, loss: 0.9045, grad_norm: 10.3442 2021-12-03 11:11:54,785 - mmaction - INFO - Epoch [39][620/1793] lr: 7.500e-04, eta: 4:08:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9177, loss_cls: 0.9356, loss: 0.9356, grad_norm: 10.2888 2021-12-03 11:12:08,833 - mmaction - INFO - Epoch [39][640/1793] lr: 7.500e-04, eta: 4:07:56, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9250, loss_cls: 0.9047, loss: 0.9047, grad_norm: 9.5735 2021-12-03 11:12:22,877 - mmaction - INFO - Epoch [39][660/1793] lr: 7.500e-04, eta: 4:07:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 0.9996, loss: 0.9996, grad_norm: 10.3411 2021-12-03 11:12:36,932 - mmaction - INFO - Epoch [39][680/1793] lr: 7.500e-04, eta: 4:07:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9229, loss_cls: 0.9352, loss: 0.9352, grad_norm: 10.2134 2021-12-03 11:12:50,993 - mmaction - INFO - Epoch [39][700/1793] lr: 7.500e-04, eta: 4:07:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9177, loss_cls: 0.9563, loss: 0.9563, grad_norm: 10.2743 2021-12-03 11:13:05,039 - mmaction - INFO - Epoch [39][720/1793] lr: 7.500e-04, eta: 4:06:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9573, loss: 0.9573, grad_norm: 10.4843 2021-12-03 11:13:19,082 - mmaction - INFO - Epoch [39][740/1793] lr: 7.500e-04, eta: 4:06:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9208, loss_cls: 0.9261, loss: 0.9261, grad_norm: 10.0130 2021-12-03 11:13:33,138 - mmaction - INFO - Epoch [39][760/1793] lr: 7.500e-04, eta: 4:06:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9229, loss_cls: 0.8868, loss: 0.8868, grad_norm: 9.5284 2021-12-03 11:13:47,188 - mmaction - INFO - Epoch [39][780/1793] lr: 7.500e-04, eta: 4:06:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9177, loss_cls: 0.9292, loss: 0.9292, grad_norm: 10.0714 2021-12-03 11:14:01,256 - mmaction - INFO - Epoch [39][800/1793] lr: 7.500e-04, eta: 4:06:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9281, loss_cls: 0.9205, loss: 0.9205, grad_norm: 10.2715 2021-12-03 11:14:15,304 - mmaction - INFO - Epoch [39][820/1793] lr: 7.500e-04, eta: 4:05:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9240, loss_cls: 0.9711, loss: 0.9711, grad_norm: 10.1809 2021-12-03 11:14:29,371 - mmaction - INFO - Epoch [39][840/1793] lr: 7.500e-04, eta: 4:05:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7562, top5_acc: 0.9448, loss_cls: 0.8711, loss: 0.8711, grad_norm: 10.2122 2021-12-03 11:14:43,432 - mmaction - INFO - Epoch [39][860/1793] lr: 7.500e-04, eta: 4:05:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9323, loss_cls: 0.8586, loss: 0.8586, grad_norm: 9.9443 2021-12-03 11:14:57,498 - mmaction - INFO - Epoch [39][880/1793] lr: 7.500e-04, eta: 4:05:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7292, top5_acc: 0.9010, loss_cls: 0.9917, loss: 0.9917, grad_norm: 10.6981 2021-12-03 11:15:11,553 - mmaction - INFO - Epoch [39][900/1793] lr: 7.500e-04, eta: 4:04:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9083, loss_cls: 1.0137, loss: 1.0137, grad_norm: 10.4570 2021-12-03 11:15:25,620 - mmaction - INFO - Epoch [39][920/1793] lr: 7.500e-04, eta: 4:04:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9208, loss_cls: 1.0346, loss: 1.0346, grad_norm: 10.7895 2021-12-03 11:15:39,684 - mmaction - INFO - Epoch [39][940/1793] lr: 7.500e-04, eta: 4:04:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9187, loss_cls: 0.9418, loss: 0.9418, grad_norm: 9.9113 2021-12-03 11:15:53,744 - mmaction - INFO - Epoch [39][960/1793] lr: 7.500e-04, eta: 4:04:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9167, loss_cls: 0.9670, loss: 0.9670, grad_norm: 10.2566 2021-12-03 11:16:07,802 - mmaction - INFO - Epoch [39][980/1793] lr: 7.500e-04, eta: 4:03:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9354, loss_cls: 0.8683, loss: 0.8683, grad_norm: 10.2560 2021-12-03 11:16:21,862 - mmaction - INFO - Epoch [39][1000/1793] lr: 7.500e-04, eta: 4:03:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9271, loss_cls: 0.9912, loss: 0.9912, grad_norm: 11.1216 2021-12-03 11:16:35,911 - mmaction - INFO - Epoch [39][1020/1793] lr: 7.500e-04, eta: 4:03:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9125, loss_cls: 0.9648, loss: 0.9648, grad_norm: 10.5651 2021-12-03 11:16:49,955 - mmaction - INFO - Epoch [39][1040/1793] lr: 7.500e-04, eta: 4:03:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9208, loss_cls: 0.9885, loss: 0.9885, grad_norm: 10.5687 2021-12-03 11:17:03,997 - mmaction - INFO - Epoch [39][1060/1793] lr: 7.500e-04, eta: 4:02:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7260, top5_acc: 0.9260, loss_cls: 0.9934, loss: 0.9934, grad_norm: 10.7587 2021-12-03 11:17:18,066 - mmaction - INFO - Epoch [39][1080/1793] lr: 7.500e-04, eta: 4:02:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9208, loss_cls: 0.9640, loss: 0.9640, grad_norm: 10.1055 2021-12-03 11:17:32,129 - mmaction - INFO - Epoch [39][1100/1793] lr: 7.500e-04, eta: 4:02:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9187, loss_cls: 0.9824, loss: 0.9824, grad_norm: 10.4850 2021-12-03 11:17:46,196 - mmaction - INFO - Epoch [39][1120/1793] lr: 7.500e-04, eta: 4:02:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9135, loss_cls: 1.0283, loss: 1.0283, grad_norm: 10.6142 2021-12-03 11:18:00,250 - mmaction - INFO - Epoch [39][1140/1793] lr: 7.500e-04, eta: 4:01:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.8844, loss_cls: 1.0656, loss: 1.0656, grad_norm: 10.6339 2021-12-03 11:18:14,317 - mmaction - INFO - Epoch [39][1160/1793] lr: 7.500e-04, eta: 4:01:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9177, loss_cls: 0.9575, loss: 0.9575, grad_norm: 10.3115 2021-12-03 11:18:28,354 - mmaction - INFO - Epoch [39][1180/1793] lr: 7.500e-04, eta: 4:01:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9375, loss_cls: 0.8798, loss: 0.8798, grad_norm: 9.8829 2021-12-03 11:18:42,402 - mmaction - INFO - Epoch [39][1200/1793] lr: 7.500e-04, eta: 4:01:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9187, loss_cls: 0.9744, loss: 0.9744, grad_norm: 10.3470 2021-12-03 11:18:56,437 - mmaction - INFO - Epoch [39][1220/1793] lr: 7.500e-04, eta: 4:01:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9271, loss_cls: 0.9799, loss: 0.9799, grad_norm: 10.5735 2021-12-03 11:19:10,466 - mmaction - INFO - Epoch [39][1240/1793] lr: 7.500e-04, eta: 4:00:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9187, loss_cls: 0.9713, loss: 0.9713, grad_norm: 10.6208 2021-12-03 11:19:24,511 - mmaction - INFO - Epoch [39][1260/1793] lr: 7.500e-04, eta: 4:00:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9281, loss_cls: 0.9450, loss: 0.9450, grad_norm: 10.2318 2021-12-03 11:19:38,555 - mmaction - INFO - Epoch [39][1280/1793] lr: 7.500e-04, eta: 4:00:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9229, loss_cls: 0.9285, loss: 0.9285, grad_norm: 10.1022 2021-12-03 11:19:52,598 - mmaction - INFO - Epoch [39][1300/1793] lr: 7.500e-04, eta: 4:00:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9042, loss_cls: 1.0370, loss: 1.0370, grad_norm: 10.8502 2021-12-03 11:20:06,638 - mmaction - INFO - Epoch [39][1320/1793] lr: 7.500e-04, eta: 3:59:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9198, loss_cls: 0.8925, loss: 0.8925, grad_norm: 9.9600 2021-12-03 11:20:20,675 - mmaction - INFO - Epoch [39][1340/1793] lr: 7.500e-04, eta: 3:59:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9208, loss_cls: 0.9538, loss: 0.9538, grad_norm: 10.5363 2021-12-03 11:20:34,727 - mmaction - INFO - Epoch [39][1360/1793] lr: 7.500e-04, eta: 3:59:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9198, loss_cls: 0.9956, loss: 0.9956, grad_norm: 10.6518 2021-12-03 11:20:48,769 - mmaction - INFO - Epoch [39][1380/1793] lr: 7.500e-04, eta: 3:59:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9094, loss_cls: 1.0468, loss: 1.0468, grad_norm: 10.7169 2021-12-03 11:21:02,806 - mmaction - INFO - Epoch [39][1400/1793] lr: 7.500e-04, eta: 3:58:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9281, loss_cls: 0.9378, loss: 0.9378, grad_norm: 10.7304 2021-12-03 11:21:16,846 - mmaction - INFO - Epoch [39][1420/1793] lr: 7.500e-04, eta: 3:58:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9596, loss: 0.9596, grad_norm: 10.7343 2021-12-03 11:21:30,883 - mmaction - INFO - Epoch [39][1440/1793] lr: 7.500e-04, eta: 3:58:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9167, loss_cls: 0.9519, loss: 0.9519, grad_norm: 10.2622 2021-12-03 11:21:44,920 - mmaction - INFO - Epoch [39][1460/1793] lr: 7.500e-04, eta: 3:58:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.9549, loss: 0.9549, grad_norm: 10.3430 2021-12-03 11:21:58,957 - mmaction - INFO - Epoch [39][1480/1793] lr: 7.500e-04, eta: 3:57:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9250, loss_cls: 0.9632, loss: 0.9632, grad_norm: 10.5738 2021-12-03 11:22:13,018 - mmaction - INFO - Epoch [39][1500/1793] lr: 7.500e-04, eta: 3:57:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9281, loss_cls: 0.8764, loss: 0.8764, grad_norm: 9.7469 2021-12-03 11:22:27,052 - mmaction - INFO - Epoch [39][1520/1793] lr: 7.500e-04, eta: 3:57:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9219, loss_cls: 0.9571, loss: 0.9571, grad_norm: 10.4036 2021-12-03 11:22:41,090 - mmaction - INFO - Epoch [39][1540/1793] lr: 7.500e-04, eta: 3:57:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9167, loss_cls: 1.0268, loss: 1.0268, grad_norm: 10.7614 2021-12-03 11:22:55,150 - mmaction - INFO - Epoch [39][1560/1793] lr: 7.500e-04, eta: 3:56:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7396, top5_acc: 0.9073, loss_cls: 1.0116, loss: 1.0116, grad_norm: 10.2368 2021-12-03 11:23:09,180 - mmaction - INFO - Epoch [39][1580/1793] lr: 7.500e-04, eta: 3:56:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9104, loss_cls: 0.9916, loss: 0.9916, grad_norm: 10.8095 2021-12-03 11:23:23,214 - mmaction - INFO - Epoch [39][1600/1793] lr: 7.500e-04, eta: 3:56:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9167, loss_cls: 0.9275, loss: 0.9275, grad_norm: 10.3129 2021-12-03 11:23:37,248 - mmaction - INFO - Epoch [39][1620/1793] lr: 7.500e-04, eta: 3:56:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7208, top5_acc: 0.9031, loss_cls: 1.0110, loss: 1.0110, grad_norm: 10.1894 2021-12-03 11:23:51,274 - mmaction - INFO - Epoch [39][1640/1793] lr: 7.500e-04, eta: 3:56:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9240, loss_cls: 0.9586, loss: 0.9586, grad_norm: 10.5015 2021-12-03 11:24:05,305 - mmaction - INFO - Epoch [39][1660/1793] lr: 7.500e-04, eta: 3:55:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9281, loss_cls: 0.9159, loss: 0.9159, grad_norm: 10.5879 2021-12-03 11:24:19,332 - mmaction - INFO - Epoch [39][1680/1793] lr: 7.500e-04, eta: 3:55:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9177, loss_cls: 0.9669, loss: 0.9669, grad_norm: 10.5412 2021-12-03 11:24:33,355 - mmaction - INFO - Epoch [39][1700/1793] lr: 7.500e-04, eta: 3:55:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9010, loss_cls: 1.0295, loss: 1.0295, grad_norm: 10.4351 2021-12-03 11:24:47,396 - mmaction - INFO - Epoch [39][1720/1793] lr: 7.500e-04, eta: 3:55:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7250, top5_acc: 0.9010, loss_cls: 1.0426, loss: 1.0426, grad_norm: 11.1302 2021-12-03 11:25:01,425 - mmaction - INFO - Epoch [39][1740/1793] lr: 7.500e-04, eta: 3:54:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9344, loss_cls: 0.9426, loss: 0.9426, grad_norm: 10.4653 2021-12-03 11:25:15,455 - mmaction - INFO - Epoch [39][1760/1793] lr: 7.500e-04, eta: 3:54:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9198, loss_cls: 0.9810, loss: 0.9810, grad_norm: 10.2972 2021-12-03 11:25:29,501 - mmaction - INFO - Epoch [39][1780/1793] lr: 7.500e-04, eta: 3:54:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9167, loss_cls: 0.9954, loss: 0.9954, grad_norm: 10.3843 2021-12-03 11:26:44,767 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:26:44,919 - mmaction - INFO - top1_acc 0.4609 top5_acc 0.7507 2021-12-03 11:26:44,920 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:26:44,929 - mmaction - INFO - mean_acc 0.4320 2021-12-03 11:26:44,934 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-12-03 11:26:45,637 - mmaction - INFO - Epoch(val) [39][241] top1_acc: 0.4609, top5_acc: 0.7507, mean_class_accuracy: 0.4320 2021-12-03 11:27:27,385 - mmaction - INFO - Epoch [40][20/1793] lr: 7.500e-04, eta: 3:54:02, time: 2.087, data_time: 1.378, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9156, loss_cls: 0.9432, loss: 0.9432, grad_norm: 10.3602 2021-12-03 11:27:41,410 - mmaction - INFO - Epoch [40][40/1793] lr: 7.500e-04, eta: 3:53:47, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9208, loss_cls: 0.9879, loss: 0.9879, grad_norm: 10.7251 2021-12-03 11:27:55,419 - mmaction - INFO - Epoch [40][60/1793] lr: 7.500e-04, eta: 3:53:33, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9135, loss_cls: 0.9442, loss: 0.9442, grad_norm: 10.2088 2021-12-03 11:28:09,435 - mmaction - INFO - Epoch [40][80/1793] lr: 7.500e-04, eta: 3:53:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 1.0358, loss: 1.0358, grad_norm: 10.5010 2021-12-03 11:28:23,467 - mmaction - INFO - Epoch [40][100/1793] lr: 7.500e-04, eta: 3:53:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9115, loss_cls: 1.0161, loss: 1.0161, grad_norm: 10.9493 2021-12-03 11:28:37,519 - mmaction - INFO - Epoch [40][120/1793] lr: 7.500e-04, eta: 3:52:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9271, loss_cls: 0.9787, loss: 0.9787, grad_norm: 10.7614 2021-12-03 11:28:51,551 - mmaction - INFO - Epoch [40][140/1793] lr: 7.500e-04, eta: 3:52:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9250, loss_cls: 0.9335, loss: 0.9335, grad_norm: 10.3414 2021-12-03 11:29:05,589 - mmaction - INFO - Epoch [40][160/1793] lr: 7.500e-04, eta: 3:52:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9333, loss_cls: 0.9402, loss: 0.9402, grad_norm: 10.2550 2021-12-03 11:29:19,628 - mmaction - INFO - Epoch [40][180/1793] lr: 7.500e-04, eta: 3:52:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7229, top5_acc: 0.9135, loss_cls: 1.0073, loss: 1.0073, grad_norm: 10.6185 2021-12-03 11:29:33,691 - mmaction - INFO - Epoch [40][200/1793] lr: 7.500e-04, eta: 3:51:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7510, top5_acc: 0.9250, loss_cls: 0.9100, loss: 0.9100, grad_norm: 10.5495 2021-12-03 11:29:47,741 - mmaction - INFO - Epoch [40][220/1793] lr: 7.500e-04, eta: 3:51:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9156, loss_cls: 0.9851, loss: 0.9851, grad_norm: 10.3375 2021-12-03 11:30:01,790 - mmaction - INFO - Epoch [40][240/1793] lr: 7.500e-04, eta: 3:51:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9323, loss_cls: 0.8901, loss: 0.8901, grad_norm: 10.2402 2021-12-03 11:30:15,838 - mmaction - INFO - Epoch [40][260/1793] lr: 7.500e-04, eta: 3:51:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9187, loss_cls: 0.9661, loss: 0.9661, grad_norm: 10.5496 2021-12-03 11:30:29,903 - mmaction - INFO - Epoch [40][280/1793] lr: 7.500e-04, eta: 3:50:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9208, loss_cls: 0.9395, loss: 0.9395, grad_norm: 10.6656 2021-12-03 11:30:43,961 - mmaction - INFO - Epoch [40][300/1793] lr: 7.500e-04, eta: 3:50:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9271, loss_cls: 0.9886, loss: 0.9886, grad_norm: 11.0132 2021-12-03 11:30:58,017 - mmaction - INFO - Epoch [40][320/1793] lr: 7.500e-04, eta: 3:50:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9156, loss_cls: 0.9724, loss: 0.9724, grad_norm: 10.4584 2021-12-03 11:31:12,087 - mmaction - INFO - Epoch [40][340/1793] lr: 7.500e-04, eta: 3:50:13, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9187, loss_cls: 0.9319, loss: 0.9319, grad_norm: 10.2691 2021-12-03 11:31:26,144 - mmaction - INFO - Epoch [40][360/1793] lr: 7.500e-04, eta: 3:49:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9250, loss_cls: 0.9446, loss: 0.9446, grad_norm: 10.6354 2021-12-03 11:31:40,197 - mmaction - INFO - Epoch [40][380/1793] lr: 7.500e-04, eta: 3:49:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9177, loss_cls: 0.9698, loss: 0.9698, grad_norm: 11.0034 2021-12-03 11:31:54,258 - mmaction - INFO - Epoch [40][400/1793] lr: 7.500e-04, eta: 3:49:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9073, loss_cls: 1.0088, loss: 1.0088, grad_norm: 10.8401 2021-12-03 11:32:08,296 - mmaction - INFO - Epoch [40][420/1793] lr: 7.500e-04, eta: 3:49:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9104, loss_cls: 0.9915, loss: 0.9915, grad_norm: 11.0466 2021-12-03 11:32:22,352 - mmaction - INFO - Epoch [40][440/1793] lr: 7.500e-04, eta: 3:49:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9385, loss_cls: 0.8805, loss: 0.8805, grad_norm: 10.0612 2021-12-03 11:32:36,420 - mmaction - INFO - Epoch [40][460/1793] lr: 7.500e-04, eta: 3:48:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7562, top5_acc: 0.9354, loss_cls: 0.8990, loss: 0.8990, grad_norm: 10.2141 2021-12-03 11:32:50,475 - mmaction - INFO - Epoch [40][480/1793] lr: 7.500e-04, eta: 3:48:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9094, loss_cls: 0.9399, loss: 0.9399, grad_norm: 10.6938 2021-12-03 11:33:04,527 - mmaction - INFO - Epoch [40][500/1793] lr: 7.500e-04, eta: 3:48:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9313, loss_cls: 0.8933, loss: 0.8933, grad_norm: 10.3164 2021-12-03 11:33:18,589 - mmaction - INFO - Epoch [40][520/1793] lr: 7.500e-04, eta: 3:48:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9250, loss_cls: 0.9099, loss: 0.9099, grad_norm: 10.2429 2021-12-03 11:33:32,655 - mmaction - INFO - Epoch [40][540/1793] lr: 7.500e-04, eta: 3:47:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9167, loss_cls: 0.9556, loss: 0.9556, grad_norm: 10.7908 2021-12-03 11:33:46,714 - mmaction - INFO - Epoch [40][560/1793] lr: 7.500e-04, eta: 3:47:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9240, loss_cls: 0.9048, loss: 0.9048, grad_norm: 10.3250 2021-12-03 11:34:00,759 - mmaction - INFO - Epoch [40][580/1793] lr: 7.500e-04, eta: 3:47:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9260, loss_cls: 0.9099, loss: 0.9099, grad_norm: 10.4055 2021-12-03 11:34:14,821 - mmaction - INFO - Epoch [40][600/1793] lr: 7.500e-04, eta: 3:47:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9240, loss_cls: 0.9518, loss: 0.9518, grad_norm: 10.8586 2021-12-03 11:34:28,883 - mmaction - INFO - Epoch [40][620/1793] lr: 7.500e-04, eta: 3:46:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9094, loss_cls: 0.9642, loss: 0.9642, grad_norm: 10.6627 2021-12-03 11:34:42,928 - mmaction - INFO - Epoch [40][640/1793] lr: 7.500e-04, eta: 3:46:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9354, loss_cls: 0.8586, loss: 0.8586, grad_norm: 10.1463 2021-12-03 11:34:56,994 - mmaction - INFO - Epoch [40][660/1793] lr: 7.500e-04, eta: 3:46:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9187, loss_cls: 0.9680, loss: 0.9680, grad_norm: 10.7146 2021-12-03 11:35:11,045 - mmaction - INFO - Epoch [40][680/1793] lr: 7.500e-04, eta: 3:46:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7354, top5_acc: 0.9094, loss_cls: 0.9789, loss: 0.9789, grad_norm: 10.4162 2021-12-03 11:35:25,077 - mmaction - INFO - Epoch [40][700/1793] lr: 7.500e-04, eta: 3:45:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7375, top5_acc: 0.9177, loss_cls: 1.0109, loss: 1.0109, grad_norm: 11.0128 2021-12-03 11:35:39,129 - mmaction - INFO - Epoch [40][720/1793] lr: 7.500e-04, eta: 3:45:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9229, loss_cls: 0.9278, loss: 0.9278, grad_norm: 10.8932 2021-12-03 11:35:53,170 - mmaction - INFO - Epoch [40][740/1793] lr: 7.500e-04, eta: 3:45:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7365, top5_acc: 0.9125, loss_cls: 1.0081, loss: 1.0081, grad_norm: 10.7676 2021-12-03 11:36:07,218 - mmaction - INFO - Epoch [40][760/1793] lr: 7.500e-04, eta: 3:45:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9125, loss_cls: 0.9469, loss: 0.9469, grad_norm: 10.3994 2021-12-03 11:36:21,271 - mmaction - INFO - Epoch [40][780/1793] lr: 7.500e-04, eta: 3:44:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9396, loss_cls: 0.8513, loss: 0.8513, grad_norm: 10.5147 2021-12-03 11:36:35,320 - mmaction - INFO - Epoch [40][800/1793] lr: 7.500e-04, eta: 3:44:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9521, loss_cls: 0.7812, loss: 0.7812, grad_norm: 10.2636 2021-12-03 11:36:49,382 - mmaction - INFO - Epoch [40][820/1793] lr: 7.500e-04, eta: 3:44:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9313, loss_cls: 0.9139, loss: 0.9139, grad_norm: 10.7949 2021-12-03 11:37:03,427 - mmaction - INFO - Epoch [40][840/1793] lr: 7.500e-04, eta: 3:44:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9135, loss_cls: 0.9842, loss: 0.9842, grad_norm: 10.7743 2021-12-03 11:37:17,480 - mmaction - INFO - Epoch [40][860/1793] lr: 7.500e-04, eta: 3:44:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7240, top5_acc: 0.9167, loss_cls: 0.9917, loss: 0.9917, grad_norm: 10.7748 2021-12-03 11:37:31,545 - mmaction - INFO - Epoch [40][880/1793] lr: 7.500e-04, eta: 3:43:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9219, loss_cls: 0.9775, loss: 0.9775, grad_norm: 10.8951 2021-12-03 11:37:45,583 - mmaction - INFO - Epoch [40][900/1793] lr: 7.500e-04, eta: 3:43:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8822, loss: 0.8822, grad_norm: 10.4669 2021-12-03 11:37:59,616 - mmaction - INFO - Epoch [40][920/1793] lr: 7.500e-04, eta: 3:43:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9187, loss_cls: 0.9546, loss: 0.9546, grad_norm: 10.5290 2021-12-03 11:38:13,659 - mmaction - INFO - Epoch [40][940/1793] lr: 7.500e-04, eta: 3:43:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9083, loss_cls: 0.9685, loss: 0.9685, grad_norm: 10.2217 2021-12-03 11:38:27,692 - mmaction - INFO - Epoch [40][960/1793] lr: 7.500e-04, eta: 3:42:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9156, loss_cls: 0.9792, loss: 0.9792, grad_norm: 10.4379 2021-12-03 11:38:41,733 - mmaction - INFO - Epoch [40][980/1793] lr: 7.500e-04, eta: 3:42:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 0.9667, loss: 0.9667, grad_norm: 10.9261 2021-12-03 11:38:55,763 - mmaction - INFO - Epoch [40][1000/1793] lr: 7.500e-04, eta: 3:42:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9260, loss_cls: 0.9257, loss: 0.9257, grad_norm: 10.6827 2021-12-03 11:39:09,802 - mmaction - INFO - Epoch [40][1020/1793] lr: 7.500e-04, eta: 3:42:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7448, top5_acc: 0.9229, loss_cls: 0.9218, loss: 0.9218, grad_norm: 10.5752 2021-12-03 11:39:23,839 - mmaction - INFO - Epoch [40][1040/1793] lr: 7.500e-04, eta: 3:41:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7219, top5_acc: 0.9198, loss_cls: 0.9948, loss: 0.9948, grad_norm: 10.7763 2021-12-03 11:39:37,876 - mmaction - INFO - Epoch [40][1060/1793] lr: 7.500e-04, eta: 3:41:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9198, loss_cls: 1.0060, loss: 1.0060, grad_norm: 10.5252 2021-12-03 11:39:51,911 - mmaction - INFO - Epoch [40][1080/1793] lr: 7.500e-04, eta: 3:41:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9260, loss_cls: 0.9615, loss: 0.9615, grad_norm: 10.7361 2021-12-03 11:40:05,934 - mmaction - INFO - Epoch [40][1100/1793] lr: 7.500e-04, eta: 3:41:09, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9094, loss_cls: 0.9969, loss: 0.9969, grad_norm: 10.7269 2021-12-03 11:40:19,964 - mmaction - INFO - Epoch [40][1120/1793] lr: 7.500e-04, eta: 3:40:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9271, loss_cls: 0.9386, loss: 0.9386, grad_norm: 10.5036 2021-12-03 11:40:33,994 - mmaction - INFO - Epoch [40][1140/1793] lr: 7.500e-04, eta: 3:40:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7271, top5_acc: 0.9219, loss_cls: 0.9576, loss: 0.9576, grad_norm: 11.1120 2021-12-03 11:40:48,041 - mmaction - INFO - Epoch [40][1160/1793] lr: 7.500e-04, eta: 3:40:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9135, loss_cls: 0.9713, loss: 0.9713, grad_norm: 10.9667 2021-12-03 11:41:02,070 - mmaction - INFO - Epoch [40][1180/1793] lr: 7.500e-04, eta: 3:40:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9208, loss_cls: 0.9739, loss: 0.9739, grad_norm: 10.4602 2021-12-03 11:41:16,096 - mmaction - INFO - Epoch [40][1200/1793] lr: 7.500e-04, eta: 3:39:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7417, top5_acc: 0.9219, loss_cls: 0.9577, loss: 0.9577, grad_norm: 10.7324 2021-12-03 11:41:30,120 - mmaction - INFO - Epoch [40][1220/1793] lr: 7.500e-04, eta: 3:39:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7479, top5_acc: 0.9104, loss_cls: 0.9854, loss: 0.9854, grad_norm: 11.0719 2021-12-03 11:41:44,160 - mmaction - INFO - Epoch [40][1240/1793] lr: 7.500e-04, eta: 3:39:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9333, loss_cls: 0.8961, loss: 0.8961, grad_norm: 10.7855 2021-12-03 11:41:58,204 - mmaction - INFO - Epoch [40][1260/1793] lr: 7.500e-04, eta: 3:39:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9187, loss_cls: 0.9327, loss: 0.9327, grad_norm: 10.6350 2021-12-03 11:42:12,239 - mmaction - INFO - Epoch [40][1280/1793] lr: 7.500e-04, eta: 3:39:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9344, loss_cls: 0.8953, loss: 0.8953, grad_norm: 10.7218 2021-12-03 11:42:26,287 - mmaction - INFO - Epoch [40][1300/1793] lr: 7.500e-04, eta: 3:38:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9156, loss_cls: 0.9447, loss: 0.9447, grad_norm: 10.3719 2021-12-03 11:42:40,319 - mmaction - INFO - Epoch [40][1320/1793] lr: 7.500e-04, eta: 3:38:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.9531, loss: 0.9531, grad_norm: 11.0252 2021-12-03 11:42:54,357 - mmaction - INFO - Epoch [40][1340/1793] lr: 7.500e-04, eta: 3:38:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9104, loss_cls: 1.0263, loss: 1.0263, grad_norm: 11.0604 2021-12-03 11:43:08,402 - mmaction - INFO - Epoch [40][1360/1793] lr: 7.500e-04, eta: 3:38:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9146, loss_cls: 1.0287, loss: 1.0287, grad_norm: 10.9892 2021-12-03 11:43:22,447 - mmaction - INFO - Epoch [40][1380/1793] lr: 7.500e-04, eta: 3:37:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7302, top5_acc: 0.9333, loss_cls: 1.0127, loss: 1.0127, grad_norm: 10.9881 2021-12-03 11:43:36,505 - mmaction - INFO - Epoch [40][1400/1793] lr: 7.500e-04, eta: 3:37:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9271, loss_cls: 0.8748, loss: 0.8748, grad_norm: 10.3577 2021-12-03 11:43:50,548 - mmaction - INFO - Epoch [40][1420/1793] lr: 7.500e-04, eta: 3:37:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9417, loss_cls: 0.8887, loss: 0.8887, grad_norm: 10.6266 2021-12-03 11:44:04,609 - mmaction - INFO - Epoch [40][1440/1793] lr: 7.500e-04, eta: 3:37:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9198, loss_cls: 0.9935, loss: 0.9935, grad_norm: 10.9678 2021-12-03 11:44:18,671 - mmaction - INFO - Epoch [40][1460/1793] lr: 7.500e-04, eta: 3:36:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7406, top5_acc: 0.9229, loss_cls: 0.9598, loss: 0.9598, grad_norm: 10.7770 2021-12-03 11:44:32,738 - mmaction - INFO - Epoch [40][1480/1793] lr: 7.500e-04, eta: 3:36:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9167, loss_cls: 0.9790, loss: 0.9790, grad_norm: 10.5069 2021-12-03 11:44:46,783 - mmaction - INFO - Epoch [40][1500/1793] lr: 7.500e-04, eta: 3:36:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9229, loss_cls: 0.8672, loss: 0.8672, grad_norm: 10.2659 2021-12-03 11:45:00,836 - mmaction - INFO - Epoch [40][1520/1793] lr: 7.500e-04, eta: 3:36:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 1.0066, loss: 1.0066, grad_norm: 10.7323 2021-12-03 11:45:14,879 - mmaction - INFO - Epoch [40][1540/1793] lr: 7.500e-04, eta: 3:35:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9375, loss_cls: 0.8921, loss: 0.8921, grad_norm: 10.8957 2021-12-03 11:45:28,922 - mmaction - INFO - Epoch [40][1560/1793] lr: 7.500e-04, eta: 3:35:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9435, loss: 0.9435, grad_norm: 10.3154 2021-12-03 11:45:42,956 - mmaction - INFO - Epoch [40][1580/1793] lr: 7.500e-04, eta: 3:35:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7323, top5_acc: 0.9094, loss_cls: 1.0145, loss: 1.0145, grad_norm: 10.8729 2021-12-03 11:45:56,994 - mmaction - INFO - Epoch [40][1600/1793] lr: 7.500e-04, eta: 3:35:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9893, loss: 0.9893, grad_norm: 10.6048 2021-12-03 11:46:11,032 - mmaction - INFO - Epoch [40][1620/1793] lr: 7.500e-04, eta: 3:34:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7490, top5_acc: 0.9302, loss_cls: 0.9282, loss: 0.9282, grad_norm: 10.7298 2021-12-03 11:46:25,091 - mmaction - INFO - Epoch [40][1640/1793] lr: 7.500e-04, eta: 3:34:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9365, loss_cls: 0.8928, loss: 0.8928, grad_norm: 10.7905 2021-12-03 11:46:39,129 - mmaction - INFO - Epoch [40][1660/1793] lr: 7.500e-04, eta: 3:34:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9229, loss_cls: 0.9359, loss: 0.9359, grad_norm: 11.1635 2021-12-03 11:46:53,180 - mmaction - INFO - Epoch [40][1680/1793] lr: 7.500e-04, eta: 3:34:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7333, top5_acc: 0.9177, loss_cls: 0.9771, loss: 0.9771, grad_norm: 10.9145 2021-12-03 11:47:07,239 - mmaction - INFO - Epoch [40][1700/1793] lr: 7.500e-04, eta: 3:34:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9281, loss_cls: 0.8761, loss: 0.8761, grad_norm: 10.3929 2021-12-03 11:47:21,286 - mmaction - INFO - Epoch [40][1720/1793] lr: 7.500e-04, eta: 3:33:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7281, top5_acc: 0.9083, loss_cls: 1.0048, loss: 1.0048, grad_norm: 10.9090 2021-12-03 11:47:35,343 - mmaction - INFO - Epoch [40][1740/1793] lr: 7.500e-04, eta: 3:33:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9177, loss_cls: 0.9641, loss: 0.9641, grad_norm: 10.5647 2021-12-03 11:47:49,386 - mmaction - INFO - Epoch [40][1760/1793] lr: 7.500e-04, eta: 3:33:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7198, top5_acc: 0.9000, loss_cls: 1.0600, loss: 1.0600, grad_norm: 11.3486 2021-12-03 11:48:03,430 - mmaction - INFO - Epoch [40][1780/1793] lr: 7.500e-04, eta: 3:33:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9375, loss_cls: 0.9130, loss: 0.9130, grad_norm: 10.6380 2021-12-03 11:49:18,326 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:49:18,496 - mmaction - INFO - top1_acc 0.4632 top5_acc 0.7605 2021-12-03 11:49:18,496 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:49:18,507 - mmaction - INFO - mean_acc 0.4247 2021-12-03 11:49:18,513 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-12-03 11:49:19,401 - mmaction - INFO - Epoch(val) [40][241] top1_acc: 0.4632, top5_acc: 0.7605, mean_class_accuracy: 0.4247 2021-12-03 11:50:01,104 - mmaction - INFO - Epoch [41][20/1793] lr: 7.500e-05, eta: 3:32:44, time: 2.085, data_time: 1.378, memory: 10398, top1_acc: 0.7562, top5_acc: 0.9229, loss_cls: 0.9035, loss: 0.9035, grad_norm: 10.1762 2021-12-03 11:50:15,112 - mmaction - INFO - Epoch [41][40/1793] lr: 7.500e-05, eta: 3:32:29, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9281, loss_cls: 0.8868, loss: 0.8868, grad_norm: 10.2930 2021-12-03 11:50:29,125 - mmaction - INFO - Epoch [41][60/1793] lr: 7.500e-05, eta: 3:32:15, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9292, loss_cls: 0.8600, loss: 0.8600, grad_norm: 9.7127 2021-12-03 11:50:43,148 - mmaction - INFO - Epoch [41][80/1793] lr: 7.500e-05, eta: 3:32:01, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9344, loss_cls: 0.8841, loss: 0.8841, grad_norm: 10.1506 2021-12-03 11:50:57,168 - mmaction - INFO - Epoch [41][100/1793] lr: 7.500e-05, eta: 3:31:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7458, top5_acc: 0.9240, loss_cls: 0.9182, loss: 0.9182, grad_norm: 10.3025 2021-12-03 11:51:11,191 - mmaction - INFO - Epoch [41][120/1793] lr: 7.500e-05, eta: 3:31:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9375, loss_cls: 0.8627, loss: 0.8627, grad_norm: 10.1135 2021-12-03 11:51:25,228 - mmaction - INFO - Epoch [41][140/1793] lr: 7.500e-05, eta: 3:31:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9187, loss_cls: 0.9131, loss: 0.9131, grad_norm: 9.8374 2021-12-03 11:51:39,252 - mmaction - INFO - Epoch [41][160/1793] lr: 7.500e-05, eta: 3:31:04, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9333, loss_cls: 0.8249, loss: 0.8249, grad_norm: 10.1947 2021-12-03 11:51:53,283 - mmaction - INFO - Epoch [41][180/1793] lr: 7.500e-05, eta: 3:30:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9271, loss_cls: 0.8926, loss: 0.8926, grad_norm: 10.4442 2021-12-03 11:52:07,300 - mmaction - INFO - Epoch [41][200/1793] lr: 7.500e-05, eta: 3:30:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9651, loss: 0.9651, grad_norm: 10.5395 2021-12-03 11:52:21,344 - mmaction - INFO - Epoch [41][220/1793] lr: 7.500e-05, eta: 3:30:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9198, loss_cls: 0.9430, loss: 0.9430, grad_norm: 10.4449 2021-12-03 11:52:35,380 - mmaction - INFO - Epoch [41][240/1793] lr: 7.500e-05, eta: 3:30:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7562, top5_acc: 0.9229, loss_cls: 0.9067, loss: 0.9067, grad_norm: 10.2121 2021-12-03 11:52:49,427 - mmaction - INFO - Epoch [41][260/1793] lr: 7.500e-05, eta: 3:29:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9177, loss_cls: 0.9525, loss: 0.9525, grad_norm: 10.6082 2021-12-03 11:53:03,487 - mmaction - INFO - Epoch [41][280/1793] lr: 7.500e-05, eta: 3:29:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7385, top5_acc: 0.9198, loss_cls: 0.9604, loss: 0.9604, grad_norm: 10.7545 2021-12-03 11:53:17,531 - mmaction - INFO - Epoch [41][300/1793] lr: 7.500e-05, eta: 3:29:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9323, loss_cls: 0.8504, loss: 0.8504, grad_norm: 9.8077 2021-12-03 11:53:31,568 - mmaction - INFO - Epoch [41][320/1793] lr: 7.500e-05, eta: 3:29:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9375, loss_cls: 0.8292, loss: 0.8292, grad_norm: 9.9085 2021-12-03 11:53:45,599 - mmaction - INFO - Epoch [41][340/1793] lr: 7.500e-05, eta: 3:28:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9208, loss_cls: 0.9109, loss: 0.9109, grad_norm: 10.4201 2021-12-03 11:53:59,631 - mmaction - INFO - Epoch [41][360/1793] lr: 7.500e-05, eta: 3:28:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9219, loss_cls: 0.9028, loss: 0.9028, grad_norm: 10.2894 2021-12-03 11:54:13,671 - mmaction - INFO - Epoch [41][380/1793] lr: 7.500e-05, eta: 3:28:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9250, loss_cls: 0.8378, loss: 0.8378, grad_norm: 9.7577 2021-12-03 11:54:27,709 - mmaction - INFO - Epoch [41][400/1793] lr: 7.500e-05, eta: 3:28:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9354, loss_cls: 0.8517, loss: 0.8517, grad_norm: 10.0260 2021-12-03 11:54:41,744 - mmaction - INFO - Epoch [41][420/1793] lr: 7.500e-05, eta: 3:27:58, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9250, loss_cls: 0.8926, loss: 0.8926, grad_norm: 10.4726 2021-12-03 11:54:55,787 - mmaction - INFO - Epoch [41][440/1793] lr: 7.500e-05, eta: 3:27:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7562, top5_acc: 0.9292, loss_cls: 0.8765, loss: 0.8765, grad_norm: 10.2524 2021-12-03 11:55:09,829 - mmaction - INFO - Epoch [41][460/1793] lr: 7.500e-05, eta: 3:27:29, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7656, top5_acc: 0.9302, loss_cls: 0.8732, loss: 0.8732, grad_norm: 10.0569 2021-12-03 11:55:23,862 - mmaction - INFO - Epoch [41][480/1793] lr: 7.500e-05, eta: 3:27:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9135, loss_cls: 0.8934, loss: 0.8934, grad_norm: 9.9125 2021-12-03 11:55:37,885 - mmaction - INFO - Epoch [41][500/1793] lr: 7.500e-05, eta: 3:27:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9240, loss_cls: 0.8954, loss: 0.8954, grad_norm: 9.9826 2021-12-03 11:55:51,917 - mmaction - INFO - Epoch [41][520/1793] lr: 7.500e-05, eta: 3:26:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9281, loss_cls: 0.8413, loss: 0.8413, grad_norm: 9.6150 2021-12-03 11:56:05,954 - mmaction - INFO - Epoch [41][540/1793] lr: 7.500e-05, eta: 3:26:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9250, loss_cls: 0.8972, loss: 0.8972, grad_norm: 10.5285 2021-12-03 11:56:19,981 - mmaction - INFO - Epoch [41][560/1793] lr: 7.500e-05, eta: 3:26:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9260, loss_cls: 0.8542, loss: 0.8542, grad_norm: 10.0408 2021-12-03 11:56:34,007 - mmaction - INFO - Epoch [41][580/1793] lr: 7.500e-05, eta: 3:26:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9292, loss_cls: 0.8550, loss: 0.8550, grad_norm: 10.0431 2021-12-03 11:56:48,040 - mmaction - INFO - Epoch [41][600/1793] lr: 7.500e-05, eta: 3:25:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9323, loss_cls: 0.8468, loss: 0.8468, grad_norm: 10.1574 2021-12-03 11:57:02,064 - mmaction - INFO - Epoch [41][620/1793] lr: 7.500e-05, eta: 3:25:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7656, top5_acc: 0.9313, loss_cls: 0.8804, loss: 0.8804, grad_norm: 10.1182 2021-12-03 11:57:16,100 - mmaction - INFO - Epoch [41][640/1793] lr: 7.500e-05, eta: 3:25:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9385, loss_cls: 0.7692, loss: 0.7692, grad_norm: 9.2650 2021-12-03 11:57:30,143 - mmaction - INFO - Epoch [41][660/1793] lr: 7.500e-05, eta: 3:25:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9250, loss_cls: 0.9385, loss: 0.9385, grad_norm: 10.9966 2021-12-03 11:57:44,174 - mmaction - INFO - Epoch [41][680/1793] lr: 7.500e-05, eta: 3:24:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9135, loss_cls: 0.9171, loss: 0.9171, grad_norm: 10.0393 2021-12-03 11:57:58,192 - mmaction - INFO - Epoch [41][700/1793] lr: 7.500e-05, eta: 3:24:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9313, loss_cls: 0.8703, loss: 0.8703, grad_norm: 10.2970 2021-12-03 11:58:12,213 - mmaction - INFO - Epoch [41][720/1793] lr: 7.500e-05, eta: 3:24:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9302, loss_cls: 0.8730, loss: 0.8730, grad_norm: 10.1784 2021-12-03 11:58:26,249 - mmaction - INFO - Epoch [41][740/1793] lr: 7.500e-05, eta: 3:24:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9365, loss_cls: 0.8224, loss: 0.8224, grad_norm: 10.2462 2021-12-03 11:58:40,268 - mmaction - INFO - Epoch [41][760/1793] lr: 7.500e-05, eta: 3:23:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.8122, loss: 0.8122, grad_norm: 10.2697 2021-12-03 11:58:54,318 - mmaction - INFO - Epoch [41][780/1793] lr: 7.500e-05, eta: 3:23:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9365, loss_cls: 0.8718, loss: 0.8718, grad_norm: 10.5781 2021-12-03 11:59:08,338 - mmaction - INFO - Epoch [41][800/1793] lr: 7.500e-05, eta: 3:23:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9448, loss_cls: 0.7894, loss: 0.7894, grad_norm: 9.7255 2021-12-03 11:59:22,363 - mmaction - INFO - Epoch [41][820/1793] lr: 7.500e-05, eta: 3:23:12, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9302, loss_cls: 0.8743, loss: 0.8743, grad_norm: 10.5113 2021-12-03 11:59:36,377 - mmaction - INFO - Epoch [41][840/1793] lr: 7.500e-05, eta: 3:22:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9250, loss_cls: 0.8579, loss: 0.8579, grad_norm: 10.1446 2021-12-03 11:59:50,387 - mmaction - INFO - Epoch [41][860/1793] lr: 7.500e-05, eta: 3:22:43, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9271, loss_cls: 0.8463, loss: 0.8463, grad_norm: 10.4201 2021-12-03 12:00:04,410 - mmaction - INFO - Epoch [41][880/1793] lr: 7.500e-05, eta: 3:22:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9198, loss_cls: 0.8711, loss: 0.8711, grad_norm: 10.1125 2021-12-03 12:00:18,436 - mmaction - INFO - Epoch [41][900/1793] lr: 7.500e-05, eta: 3:22:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9427, loss_cls: 0.8126, loss: 0.8126, grad_norm: 9.9471 2021-12-03 12:00:32,453 - mmaction - INFO - Epoch [41][920/1793] lr: 7.500e-05, eta: 3:22:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9250, loss_cls: 0.8789, loss: 0.8789, grad_norm: 9.7708 2021-12-03 12:00:46,481 - mmaction - INFO - Epoch [41][940/1793] lr: 7.500e-05, eta: 3:21:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8504, loss: 0.8504, grad_norm: 10.0464 2021-12-03 12:01:00,495 - mmaction - INFO - Epoch [41][960/1793] lr: 7.500e-05, eta: 3:21:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9344, loss_cls: 0.8358, loss: 0.8358, grad_norm: 9.7743 2021-12-03 12:01:14,521 - mmaction - INFO - Epoch [41][980/1793] lr: 7.500e-05, eta: 3:21:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9292, loss_cls: 0.8398, loss: 0.8398, grad_norm: 10.0320 2021-12-03 12:01:28,540 - mmaction - INFO - Epoch [41][1000/1793] lr: 7.500e-05, eta: 3:21:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9229, loss_cls: 0.8928, loss: 0.8928, grad_norm: 10.2469 2021-12-03 12:01:42,563 - mmaction - INFO - Epoch [41][1020/1793] lr: 7.500e-05, eta: 3:20:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9240, loss_cls: 0.9193, loss: 0.9193, grad_norm: 10.6139 2021-12-03 12:01:56,583 - mmaction - INFO - Epoch [41][1040/1793] lr: 7.500e-05, eta: 3:20:34, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9260, loss_cls: 0.8503, loss: 0.8503, grad_norm: 9.9808 2021-12-03 12:02:10,605 - mmaction - INFO - Epoch [41][1060/1793] lr: 7.500e-05, eta: 3:20:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.8976, loss: 0.8976, grad_norm: 10.4852 2021-12-03 12:02:24,626 - mmaction - INFO - Epoch [41][1080/1793] lr: 7.500e-05, eta: 3:20:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9344, loss_cls: 0.8281, loss: 0.8281, grad_norm: 10.1157 2021-12-03 12:02:38,648 - mmaction - INFO - Epoch [41][1100/1793] lr: 7.500e-05, eta: 3:19:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9135, loss_cls: 0.9674, loss: 0.9674, grad_norm: 10.7763 2021-12-03 12:02:52,660 - mmaction - INFO - Epoch [41][1120/1793] lr: 7.500e-05, eta: 3:19:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9281, loss_cls: 0.8557, loss: 0.8557, grad_norm: 9.9292 2021-12-03 12:03:06,676 - mmaction - INFO - Epoch [41][1140/1793] lr: 7.500e-05, eta: 3:19:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8551, loss: 0.8551, grad_norm: 10.0801 2021-12-03 12:03:20,699 - mmaction - INFO - Epoch [41][1160/1793] lr: 7.500e-05, eta: 3:19:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9406, loss_cls: 0.8599, loss: 0.8599, grad_norm: 10.3982 2021-12-03 12:03:34,720 - mmaction - INFO - Epoch [41][1180/1793] lr: 7.500e-05, eta: 3:18:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9229, loss_cls: 0.8352, loss: 0.8352, grad_norm: 10.0006 2021-12-03 12:03:48,730 - mmaction - INFO - Epoch [41][1200/1793] lr: 7.500e-05, eta: 3:18:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9302, loss_cls: 0.8136, loss: 0.8136, grad_norm: 10.2654 2021-12-03 12:04:02,743 - mmaction - INFO - Epoch [41][1220/1793] lr: 7.500e-05, eta: 3:18:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9167, loss_cls: 0.9116, loss: 0.9116, grad_norm: 10.1663 2021-12-03 12:04:16,749 - mmaction - INFO - Epoch [41][1240/1793] lr: 7.500e-05, eta: 3:18:11, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9333, loss_cls: 0.8516, loss: 0.8516, grad_norm: 10.1143 2021-12-03 12:04:30,764 - mmaction - INFO - Epoch [41][1260/1793] lr: 7.500e-05, eta: 3:17:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9458, loss_cls: 0.7409, loss: 0.7409, grad_norm: 9.1436 2021-12-03 12:04:44,784 - mmaction - INFO - Epoch [41][1280/1793] lr: 7.500e-05, eta: 3:17:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9323, loss_cls: 0.8280, loss: 0.8280, grad_norm: 9.9598 2021-12-03 12:04:58,813 - mmaction - INFO - Epoch [41][1300/1793] lr: 7.500e-05, eta: 3:17:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9396, loss_cls: 0.8492, loss: 0.8492, grad_norm: 10.3107 2021-12-03 12:05:12,841 - mmaction - INFO - Epoch [41][1320/1793] lr: 7.500e-05, eta: 3:17:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9156, loss_cls: 0.9399, loss: 0.9399, grad_norm: 10.5489 2021-12-03 12:05:26,855 - mmaction - INFO - Epoch [41][1340/1793] lr: 7.500e-05, eta: 3:17:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9479, loss_cls: 0.7786, loss: 0.7786, grad_norm: 9.8001 2021-12-03 12:05:40,871 - mmaction - INFO - Epoch [41][1360/1793] lr: 7.500e-05, eta: 3:16:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9448, loss_cls: 0.8175, loss: 0.8175, grad_norm: 9.9807 2021-12-03 12:05:54,883 - mmaction - INFO - Epoch [41][1380/1793] lr: 7.500e-05, eta: 3:16:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9271, loss_cls: 0.8789, loss: 0.8789, grad_norm: 10.5384 2021-12-03 12:06:08,915 - mmaction - INFO - Epoch [41][1400/1793] lr: 7.500e-05, eta: 3:16:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9167, loss_cls: 0.9018, loss: 0.9018, grad_norm: 10.5353 2021-12-03 12:06:22,935 - mmaction - INFO - Epoch [41][1420/1793] lr: 7.500e-05, eta: 3:16:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9448, loss_cls: 0.7896, loss: 0.7896, grad_norm: 10.1357 2021-12-03 12:06:36,961 - mmaction - INFO - Epoch [41][1440/1793] lr: 7.500e-05, eta: 3:15:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9094, loss_cls: 0.8915, loss: 0.8915, grad_norm: 10.3344 2021-12-03 12:06:50,994 - mmaction - INFO - Epoch [41][1460/1793] lr: 7.500e-05, eta: 3:15:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9292, loss_cls: 0.8473, loss: 0.8473, grad_norm: 10.3640 2021-12-03 12:07:05,029 - mmaction - INFO - Epoch [41][1480/1793] lr: 7.500e-05, eta: 3:15:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9313, loss_cls: 0.8720, loss: 0.8720, grad_norm: 10.6221 2021-12-03 12:07:19,060 - mmaction - INFO - Epoch [41][1500/1793] lr: 7.500e-05, eta: 3:15:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9333, loss_cls: 0.8562, loss: 0.8562, grad_norm: 10.1374 2021-12-03 12:07:33,105 - mmaction - INFO - Epoch [41][1520/1793] lr: 7.500e-05, eta: 3:14:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9229, loss_cls: 0.8711, loss: 0.8711, grad_norm: 10.2185 2021-12-03 12:07:47,150 - mmaction - INFO - Epoch [41][1540/1793] lr: 7.500e-05, eta: 3:14:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9375, loss_cls: 0.8531, loss: 0.8531, grad_norm: 10.0836 2021-12-03 12:08:01,173 - mmaction - INFO - Epoch [41][1560/1793] lr: 7.500e-05, eta: 3:14:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9115, loss_cls: 0.9144, loss: 0.9144, grad_norm: 10.2421 2021-12-03 12:08:15,203 - mmaction - INFO - Epoch [41][1580/1793] lr: 7.500e-05, eta: 3:14:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9354, loss_cls: 0.8193, loss: 0.8193, grad_norm: 9.9640 2021-12-03 12:08:29,226 - mmaction - INFO - Epoch [41][1600/1793] lr: 7.500e-05, eta: 3:13:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9219, loss_cls: 0.8377, loss: 0.8377, grad_norm: 10.0901 2021-12-03 12:08:43,258 - mmaction - INFO - Epoch [41][1620/1793] lr: 7.500e-05, eta: 3:13:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9313, loss_cls: 0.8268, loss: 0.8268, grad_norm: 10.2541 2021-12-03 12:08:57,299 - mmaction - INFO - Epoch [41][1640/1793] lr: 7.500e-05, eta: 3:13:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9448, loss_cls: 0.7935, loss: 0.7935, grad_norm: 9.5684 2021-12-03 12:09:11,333 - mmaction - INFO - Epoch [41][1660/1793] lr: 7.500e-05, eta: 3:13:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9417, loss_cls: 0.8622, loss: 0.8622, grad_norm: 10.2897 2021-12-03 12:09:25,361 - mmaction - INFO - Epoch [41][1680/1793] lr: 7.500e-05, eta: 3:12:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9385, loss_cls: 0.8297, loss: 0.8297, grad_norm: 10.1671 2021-12-03 12:09:39,395 - mmaction - INFO - Epoch [41][1700/1793] lr: 7.500e-05, eta: 3:12:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9260, loss_cls: 0.8446, loss: 0.8446, grad_norm: 10.1823 2021-12-03 12:09:53,438 - mmaction - INFO - Epoch [41][1720/1793] lr: 7.500e-05, eta: 3:12:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9292, loss_cls: 0.8751, loss: 0.8751, grad_norm: 10.3800 2021-12-03 12:10:07,480 - mmaction - INFO - Epoch [41][1740/1793] lr: 7.500e-05, eta: 3:12:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9448, loss_cls: 0.8338, loss: 0.8338, grad_norm: 10.2205 2021-12-03 12:10:21,522 - mmaction - INFO - Epoch [41][1760/1793] lr: 7.500e-05, eta: 3:11:59, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9313, loss_cls: 0.9016, loss: 0.9016, grad_norm: 10.5260 2021-12-03 12:10:35,568 - mmaction - INFO - Epoch [41][1780/1793] lr: 7.500e-05, eta: 3:11:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9333, loss_cls: 0.8069, loss: 0.8069, grad_norm: 10.3667 2021-12-03 12:11:51,124 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:11:51,289 - mmaction - INFO - top1_acc 0.4690 top5_acc 0.7667 2021-12-03 12:11:51,289 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:11:51,300 - mmaction - INFO - mean_acc 0.4323 2021-12-03 12:11:51,306 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-12-03 12:11:52,043 - mmaction - INFO - Epoch(val) [41][241] top1_acc: 0.4690, top5_acc: 0.7667, mean_class_accuracy: 0.4323 2021-12-03 12:12:33,802 - mmaction - INFO - Epoch [42][20/1793] lr: 7.500e-05, eta: 3:11:26, time: 2.088, data_time: 1.387, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9333, loss_cls: 0.8859, loss: 0.8859, grad_norm: 10.1748 2021-12-03 12:12:47,819 - mmaction - INFO - Epoch [42][40/1793] lr: 7.500e-05, eta: 3:11:11, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9479, loss_cls: 0.7983, loss: 0.7983, grad_norm: 9.9419 2021-12-03 12:13:01,825 - mmaction - INFO - Epoch [42][60/1793] lr: 7.500e-05, eta: 3:10:57, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9396, loss_cls: 0.7787, loss: 0.7787, grad_norm: 9.6905 2021-12-03 12:13:15,855 - mmaction - INFO - Epoch [42][80/1793] lr: 7.500e-05, eta: 3:10:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9323, loss_cls: 0.8292, loss: 0.8292, grad_norm: 10.5931 2021-12-03 12:13:29,871 - mmaction - INFO - Epoch [42][100/1793] lr: 7.500e-05, eta: 3:10:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9281, loss_cls: 0.8382, loss: 0.8382, grad_norm: 9.5137 2021-12-03 12:13:43,887 - mmaction - INFO - Epoch [42][120/1793] lr: 7.500e-05, eta: 3:10:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9375, loss_cls: 0.8289, loss: 0.8289, grad_norm: 10.6705 2021-12-03 12:13:57,930 - mmaction - INFO - Epoch [42][140/1793] lr: 7.500e-05, eta: 3:10:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9490, loss_cls: 0.7699, loss: 0.7699, grad_norm: 9.9107 2021-12-03 12:14:11,992 - mmaction - INFO - Epoch [42][160/1793] lr: 7.500e-05, eta: 3:09:45, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9406, loss_cls: 0.8046, loss: 0.8046, grad_norm: 10.4108 2021-12-03 12:14:26,028 - mmaction - INFO - Epoch [42][180/1793] lr: 7.500e-05, eta: 3:09:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9333, loss_cls: 0.8322, loss: 0.8322, grad_norm: 9.7445 2021-12-03 12:14:40,072 - mmaction - INFO - Epoch [42][200/1793] lr: 7.500e-05, eta: 3:09:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9177, loss_cls: 0.9025, loss: 0.9025, grad_norm: 10.7310 2021-12-03 12:14:54,104 - mmaction - INFO - Epoch [42][220/1793] lr: 7.500e-05, eta: 3:09:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9271, loss_cls: 0.8366, loss: 0.8366, grad_norm: 9.8072 2021-12-03 12:15:08,123 - mmaction - INFO - Epoch [42][240/1793] lr: 7.500e-05, eta: 3:08:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9344, loss_cls: 0.8459, loss: 0.8459, grad_norm: 10.6477 2021-12-03 12:15:22,156 - mmaction - INFO - Epoch [42][260/1793] lr: 7.500e-05, eta: 3:08:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9396, loss_cls: 0.7693, loss: 0.7693, grad_norm: 9.7590 2021-12-03 12:15:36,188 - mmaction - INFO - Epoch [42][280/1793] lr: 7.500e-05, eta: 3:08:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.8619, loss: 0.8619, grad_norm: 10.1660 2021-12-03 12:15:50,227 - mmaction - INFO - Epoch [42][300/1793] lr: 7.500e-05, eta: 3:08:05, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9365, loss_cls: 0.7936, loss: 0.7936, grad_norm: 10.2745 2021-12-03 12:16:04,278 - mmaction - INFO - Epoch [42][320/1793] lr: 7.500e-05, eta: 3:07:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8885, loss: 0.8885, grad_norm: 10.2534 2021-12-03 12:16:18,308 - mmaction - INFO - Epoch [42][340/1793] lr: 7.500e-05, eta: 3:07:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9229, loss_cls: 0.9062, loss: 0.9062, grad_norm: 10.6113 2021-12-03 12:16:32,345 - mmaction - INFO - Epoch [42][360/1793] lr: 7.500e-05, eta: 3:07:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9385, loss_cls: 0.8426, loss: 0.8426, grad_norm: 10.1896 2021-12-03 12:16:46,377 - mmaction - INFO - Epoch [42][380/1793] lr: 7.500e-05, eta: 3:07:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9448, loss_cls: 0.8140, loss: 0.8140, grad_norm: 10.5145 2021-12-03 12:17:00,422 - mmaction - INFO - Epoch [42][400/1793] lr: 7.500e-05, eta: 3:06:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9333, loss_cls: 0.8406, loss: 0.8406, grad_norm: 10.1605 2021-12-03 12:17:14,445 - mmaction - INFO - Epoch [42][420/1793] lr: 7.500e-05, eta: 3:06:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9313, loss_cls: 0.8779, loss: 0.8779, grad_norm: 10.3515 2021-12-03 12:17:28,466 - mmaction - INFO - Epoch [42][440/1793] lr: 7.500e-05, eta: 3:06:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8104, top5_acc: 0.9250, loss_cls: 0.8189, loss: 0.8189, grad_norm: 9.9015 2021-12-03 12:17:42,504 - mmaction - INFO - Epoch [42][460/1793] lr: 7.500e-05, eta: 3:06:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9365, loss_cls: 0.8359, loss: 0.8359, grad_norm: 10.1517 2021-12-03 12:17:56,550 - mmaction - INFO - Epoch [42][480/1793] lr: 7.500e-05, eta: 3:05:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9354, loss_cls: 0.8495, loss: 0.8495, grad_norm: 10.1467 2021-12-03 12:18:10,571 - mmaction - INFO - Epoch [42][500/1793] lr: 7.500e-05, eta: 3:05:42, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9385, loss_cls: 0.8165, loss: 0.8165, grad_norm: 10.3255 2021-12-03 12:18:24,596 - mmaction - INFO - Epoch [42][520/1793] lr: 7.500e-05, eta: 3:05:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9229, loss_cls: 0.8605, loss: 0.8605, grad_norm: 10.0496 2021-12-03 12:18:38,624 - mmaction - INFO - Epoch [42][540/1793] lr: 7.500e-05, eta: 3:05:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9323, loss_cls: 0.8750, loss: 0.8750, grad_norm: 10.1189 2021-12-03 12:18:52,646 - mmaction - INFO - Epoch [42][560/1793] lr: 7.500e-05, eta: 3:04:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9458, loss_cls: 0.7673, loss: 0.7673, grad_norm: 9.6637 2021-12-03 12:19:06,657 - mmaction - INFO - Epoch [42][580/1793] lr: 7.500e-05, eta: 3:04:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.8612, loss: 0.8612, grad_norm: 9.7912 2021-12-03 12:19:20,681 - mmaction - INFO - Epoch [42][600/1793] lr: 7.500e-05, eta: 3:04:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9385, loss_cls: 0.8080, loss: 0.8080, grad_norm: 9.9141 2021-12-03 12:19:34,705 - mmaction - INFO - Epoch [42][620/1793] lr: 7.500e-05, eta: 3:04:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9146, loss_cls: 0.9559, loss: 0.9559, grad_norm: 10.5693 2021-12-03 12:19:48,741 - mmaction - INFO - Epoch [42][640/1793] lr: 7.500e-05, eta: 3:04:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9333, loss_cls: 0.8327, loss: 0.8327, grad_norm: 9.9686 2021-12-03 12:20:02,769 - mmaction - INFO - Epoch [42][660/1793] lr: 7.500e-05, eta: 3:03:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7656, top5_acc: 0.9240, loss_cls: 0.9342, loss: 0.9342, grad_norm: 10.6912 2021-12-03 12:20:16,797 - mmaction - INFO - Epoch [42][680/1793] lr: 7.500e-05, eta: 3:03:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9146, loss_cls: 0.8736, loss: 0.8736, grad_norm: 10.0355 2021-12-03 12:20:30,819 - mmaction - INFO - Epoch [42][700/1793] lr: 7.500e-05, eta: 3:03:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9375, loss_cls: 0.8248, loss: 0.8248, grad_norm: 9.8434 2021-12-03 12:20:44,863 - mmaction - INFO - Epoch [42][720/1793] lr: 7.500e-05, eta: 3:03:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9365, loss_cls: 0.7619, loss: 0.7619, grad_norm: 9.5997 2021-12-03 12:20:58,892 - mmaction - INFO - Epoch [42][740/1793] lr: 7.500e-05, eta: 3:02:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7531, top5_acc: 0.9208, loss_cls: 0.9284, loss: 0.9284, grad_norm: 10.1171 2021-12-03 12:21:12,929 - mmaction - INFO - Epoch [42][760/1793] lr: 7.500e-05, eta: 3:02:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9458, loss_cls: 0.7760, loss: 0.7760, grad_norm: 9.8344 2021-12-03 12:21:26,966 - mmaction - INFO - Epoch [42][780/1793] lr: 7.500e-05, eta: 3:02:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9146, loss_cls: 0.8832, loss: 0.8832, grad_norm: 10.0890 2021-12-03 12:21:41,015 - mmaction - INFO - Epoch [42][800/1793] lr: 7.500e-05, eta: 3:02:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9354, loss_cls: 0.8035, loss: 0.8035, grad_norm: 9.9793 2021-12-03 12:21:55,051 - mmaction - INFO - Epoch [42][820/1793] lr: 7.500e-05, eta: 3:01:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7542, top5_acc: 0.9406, loss_cls: 0.8367, loss: 0.8367, grad_norm: 10.4242 2021-12-03 12:22:09,093 - mmaction - INFO - Epoch [42][840/1793] lr: 7.500e-05, eta: 3:01:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9333, loss_cls: 0.8130, loss: 0.8130, grad_norm: 9.8690 2021-12-03 12:22:23,104 - mmaction - INFO - Epoch [42][860/1793] lr: 7.500e-05, eta: 3:01:25, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9344, loss_cls: 0.8440, loss: 0.8440, grad_norm: 10.3636 2021-12-03 12:22:37,132 - mmaction - INFO - Epoch [42][880/1793] lr: 7.500e-05, eta: 3:01:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9479, loss_cls: 0.7775, loss: 0.7775, grad_norm: 10.5944 2021-12-03 12:22:51,168 - mmaction - INFO - Epoch [42][900/1793] lr: 7.500e-05, eta: 3:00:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9167, loss_cls: 0.9261, loss: 0.9261, grad_norm: 10.7837 2021-12-03 12:23:05,242 - mmaction - INFO - Epoch [42][920/1793] lr: 7.500e-05, eta: 3:00:42, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9344, loss_cls: 0.7939, loss: 0.7939, grad_norm: 10.1989 2021-12-03 12:23:19,279 - mmaction - INFO - Epoch [42][940/1793] lr: 7.500e-05, eta: 3:00:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9354, loss_cls: 0.8046, loss: 0.8046, grad_norm: 9.7053 2021-12-03 12:23:33,328 - mmaction - INFO - Epoch [42][960/1793] lr: 7.500e-05, eta: 3:00:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9344, loss_cls: 0.8536, loss: 0.8536, grad_norm: 10.1698 2021-12-03 12:23:47,380 - mmaction - INFO - Epoch [42][980/1793] lr: 7.500e-05, eta: 2:59:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9240, loss_cls: 0.8682, loss: 0.8682, grad_norm: 10.3517 2021-12-03 12:24:01,414 - mmaction - INFO - Epoch [42][1000/1793] lr: 7.500e-05, eta: 2:59:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.7789, loss: 0.7789, grad_norm: 9.6646 2021-12-03 12:24:15,450 - mmaction - INFO - Epoch [42][1020/1793] lr: 7.500e-05, eta: 2:59:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9302, loss_cls: 0.8658, loss: 0.8658, grad_norm: 9.9493 2021-12-03 12:24:29,488 - mmaction - INFO - Epoch [42][1040/1793] lr: 7.500e-05, eta: 2:59:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7562, top5_acc: 0.9323, loss_cls: 0.8834, loss: 0.8834, grad_norm: 10.5233 2021-12-03 12:24:43,517 - mmaction - INFO - Epoch [42][1060/1793] lr: 7.500e-05, eta: 2:59:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9344, loss_cls: 0.8644, loss: 0.8644, grad_norm: 10.7109 2021-12-03 12:24:57,566 - mmaction - INFO - Epoch [42][1080/1793] lr: 7.500e-05, eta: 2:58:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9219, loss_cls: 0.8634, loss: 0.8634, grad_norm: 10.5500 2021-12-03 12:25:11,612 - mmaction - INFO - Epoch [42][1100/1793] lr: 7.500e-05, eta: 2:58:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9385, loss_cls: 0.7819, loss: 0.7819, grad_norm: 9.8490 2021-12-03 12:25:25,667 - mmaction - INFO - Epoch [42][1120/1793] lr: 7.500e-05, eta: 2:58:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8795, loss: 0.8795, grad_norm: 10.4498 2021-12-03 12:25:39,710 - mmaction - INFO - Epoch [42][1140/1793] lr: 7.500e-05, eta: 2:58:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9292, loss_cls: 0.8800, loss: 0.8800, grad_norm: 10.3704 2021-12-03 12:25:53,767 - mmaction - INFO - Epoch [42][1160/1793] lr: 7.500e-05, eta: 2:57:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.7921, loss: 0.7921, grad_norm: 9.7568 2021-12-03 12:26:07,807 - mmaction - INFO - Epoch [42][1180/1793] lr: 7.500e-05, eta: 2:57:36, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9281, loss_cls: 0.8475, loss: 0.8475, grad_norm: 9.7523 2021-12-03 12:26:21,845 - mmaction - INFO - Epoch [42][1200/1793] lr: 7.500e-05, eta: 2:57:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9344, loss_cls: 0.8265, loss: 0.8265, grad_norm: 10.3883 2021-12-03 12:26:35,868 - mmaction - INFO - Epoch [42][1220/1793] lr: 7.500e-05, eta: 2:57:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9344, loss_cls: 0.7878, loss: 0.7878, grad_norm: 9.6685 2021-12-03 12:26:49,914 - mmaction - INFO - Epoch [42][1240/1793] lr: 7.500e-05, eta: 2:56:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9177, loss_cls: 0.8654, loss: 0.8654, grad_norm: 10.3594 2021-12-03 12:27:03,941 - mmaction - INFO - Epoch [42][1260/1793] lr: 7.500e-05, eta: 2:56:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9260, loss_cls: 0.8500, loss: 0.8500, grad_norm: 10.5520 2021-12-03 12:27:17,981 - mmaction - INFO - Epoch [42][1280/1793] lr: 7.500e-05, eta: 2:56:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9302, loss_cls: 0.8360, loss: 0.8360, grad_norm: 9.8669 2021-12-03 12:27:32,040 - mmaction - INFO - Epoch [42][1300/1793] lr: 7.500e-05, eta: 2:56:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9417, loss_cls: 0.8101, loss: 0.8101, grad_norm: 9.8076 2021-12-03 12:27:46,083 - mmaction - INFO - Epoch [42][1320/1793] lr: 7.500e-05, eta: 2:55:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9365, loss_cls: 0.8355, loss: 0.8355, grad_norm: 10.4024 2021-12-03 12:28:00,133 - mmaction - INFO - Epoch [42][1340/1793] lr: 7.500e-05, eta: 2:55:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9281, loss_cls: 0.8577, loss: 0.8577, grad_norm: 10.3785 2021-12-03 12:28:14,154 - mmaction - INFO - Epoch [42][1360/1793] lr: 7.500e-05, eta: 2:55:28, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9198, loss_cls: 0.8896, loss: 0.8896, grad_norm: 10.6220 2021-12-03 12:28:28,199 - mmaction - INFO - Epoch [42][1380/1793] lr: 7.500e-05, eta: 2:55:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9375, loss_cls: 0.7776, loss: 0.7776, grad_norm: 9.7242 2021-12-03 12:28:42,230 - mmaction - INFO - Epoch [42][1400/1793] lr: 7.500e-05, eta: 2:54:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8167, top5_acc: 0.9427, loss_cls: 0.7382, loss: 0.7382, grad_norm: 9.2670 2021-12-03 12:28:56,274 - mmaction - INFO - Epoch [42][1420/1793] lr: 7.500e-05, eta: 2:54:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9281, loss_cls: 0.8216, loss: 0.8216, grad_norm: 10.1897 2021-12-03 12:29:10,315 - mmaction - INFO - Epoch [42][1440/1793] lr: 7.500e-05, eta: 2:54:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.9090, loss: 0.9090, grad_norm: 10.6201 2021-12-03 12:29:24,360 - mmaction - INFO - Epoch [42][1460/1793] lr: 7.500e-05, eta: 2:54:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9406, loss_cls: 0.7825, loss: 0.7825, grad_norm: 9.9149 2021-12-03 12:29:38,398 - mmaction - INFO - Epoch [42][1480/1793] lr: 7.500e-05, eta: 2:54:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9313, loss_cls: 0.8699, loss: 0.8699, grad_norm: 10.2282 2021-12-03 12:29:52,420 - mmaction - INFO - Epoch [42][1500/1793] lr: 7.500e-05, eta: 2:53:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9302, loss_cls: 0.8360, loss: 0.8360, grad_norm: 10.2776 2021-12-03 12:30:06,448 - mmaction - INFO - Epoch [42][1520/1793] lr: 7.500e-05, eta: 2:53:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7552, top5_acc: 0.9406, loss_cls: 0.8617, loss: 0.8617, grad_norm: 10.6805 2021-12-03 12:30:20,499 - mmaction - INFO - Epoch [42][1540/1793] lr: 7.500e-05, eta: 2:53:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9292, loss_cls: 0.9029, loss: 0.9029, grad_norm: 10.6417 2021-12-03 12:30:34,541 - mmaction - INFO - Epoch [42][1560/1793] lr: 7.500e-05, eta: 2:53:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9292, loss_cls: 0.9010, loss: 0.9010, grad_norm: 10.4084 2021-12-03 12:30:48,572 - mmaction - INFO - Epoch [42][1580/1793] lr: 7.500e-05, eta: 2:52:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9281, loss_cls: 0.8625, loss: 0.8625, grad_norm: 10.1594 2021-12-03 12:31:02,598 - mmaction - INFO - Epoch [42][1600/1793] lr: 7.500e-05, eta: 2:52:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9375, loss_cls: 0.8053, loss: 0.8053, grad_norm: 10.0057 2021-12-03 12:31:16,626 - mmaction - INFO - Epoch [42][1620/1793] lr: 7.500e-05, eta: 2:52:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9240, loss_cls: 0.8825, loss: 0.8825, grad_norm: 10.3273 2021-12-03 12:31:30,662 - mmaction - INFO - Epoch [42][1640/1793] lr: 7.500e-05, eta: 2:52:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9365, loss_cls: 0.8652, loss: 0.8652, grad_norm: 10.4746 2021-12-03 12:31:44,696 - mmaction - INFO - Epoch [42][1660/1793] lr: 7.500e-05, eta: 2:51:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9406, loss_cls: 0.7901, loss: 0.7901, grad_norm: 10.0298 2021-12-03 12:31:58,733 - mmaction - INFO - Epoch [42][1680/1793] lr: 7.500e-05, eta: 2:51:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9271, loss_cls: 0.8788, loss: 0.8788, grad_norm: 10.3581 2021-12-03 12:32:12,765 - mmaction - INFO - Epoch [42][1700/1793] lr: 7.500e-05, eta: 2:51:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9240, loss_cls: 0.8742, loss: 0.8742, grad_norm: 10.0044 2021-12-03 12:32:26,792 - mmaction - INFO - Epoch [42][1720/1793] lr: 7.500e-05, eta: 2:51:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9427, loss_cls: 0.7526, loss: 0.7526, grad_norm: 9.8495 2021-12-03 12:32:40,808 - mmaction - INFO - Epoch [42][1740/1793] lr: 7.500e-05, eta: 2:50:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9396, loss_cls: 0.8187, loss: 0.8187, grad_norm: 10.1101 2021-12-03 12:32:54,843 - mmaction - INFO - Epoch [42][1760/1793] lr: 7.500e-05, eta: 2:50:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9281, loss_cls: 0.8930, loss: 0.8930, grad_norm: 10.7987 2021-12-03 12:33:08,890 - mmaction - INFO - Epoch [42][1780/1793] lr: 7.500e-05, eta: 2:50:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9208, loss_cls: 0.9027, loss: 0.9027, grad_norm: 10.6177 2021-12-03 12:34:24,079 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:34:24,233 - mmaction - INFO - top1_acc 0.4690 top5_acc 0.7653 2021-12-03 12:34:24,233 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:34:24,243 - mmaction - INFO - mean_acc 0.4341 2021-12-03 12:34:24,248 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-12-03 12:34:24,999 - mmaction - INFO - Epoch(val) [42][241] top1_acc: 0.4690, top5_acc: 0.7653, mean_class_accuracy: 0.4341 2021-12-03 12:35:06,651 - mmaction - INFO - Epoch [43][20/1793] lr: 7.500e-05, eta: 2:50:08, time: 2.082, data_time: 1.377, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9333, loss_cls: 0.8596, loss: 0.8596, grad_norm: 10.2020 2021-12-03 12:35:20,647 - mmaction - INFO - Epoch [43][40/1793] lr: 7.500e-05, eta: 2:49:53, time: 0.700, data_time: 0.002, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9406, loss_cls: 0.7905, loss: 0.7905, grad_norm: 9.6693 2021-12-03 12:35:34,639 - mmaction - INFO - Epoch [43][60/1793] lr: 7.500e-05, eta: 2:49:39, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9187, loss_cls: 0.8554, loss: 0.8554, grad_norm: 9.9690 2021-12-03 12:35:48,639 - mmaction - INFO - Epoch [43][80/1793] lr: 7.500e-05, eta: 2:49:25, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9354, loss_cls: 0.8325, loss: 0.8325, grad_norm: 10.5477 2021-12-03 12:36:02,645 - mmaction - INFO - Epoch [43][100/1793] lr: 7.500e-05, eta: 2:49:10, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9500, loss_cls: 0.7568, loss: 0.7568, grad_norm: 9.6178 2021-12-03 12:36:16,646 - mmaction - INFO - Epoch [43][120/1793] lr: 7.500e-05, eta: 2:48:56, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.8156, top5_acc: 0.9458, loss_cls: 0.7456, loss: 0.7456, grad_norm: 9.6971 2021-12-03 12:36:30,679 - mmaction - INFO - Epoch [43][140/1793] lr: 7.500e-05, eta: 2:48:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9417, loss_cls: 0.8053, loss: 0.8053, grad_norm: 10.2464 2021-12-03 12:36:44,708 - mmaction - INFO - Epoch [43][160/1793] lr: 7.500e-05, eta: 2:48:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8167, top5_acc: 0.9427, loss_cls: 0.7353, loss: 0.7353, grad_norm: 9.1353 2021-12-03 12:36:58,727 - mmaction - INFO - Epoch [43][180/1793] lr: 7.500e-05, eta: 2:48:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9260, loss_cls: 0.8878, loss: 0.8878, grad_norm: 10.4747 2021-12-03 12:37:12,728 - mmaction - INFO - Epoch [43][200/1793] lr: 7.500e-05, eta: 2:47:59, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8499, loss: 0.8499, grad_norm: 10.1051 2021-12-03 12:37:26,748 - mmaction - INFO - Epoch [43][220/1793] lr: 7.500e-05, eta: 2:47:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9344, loss_cls: 0.8396, loss: 0.8396, grad_norm: 10.3424 2021-12-03 12:37:40,770 - mmaction - INFO - Epoch [43][240/1793] lr: 7.500e-05, eta: 2:47:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9375, loss_cls: 0.8215, loss: 0.8215, grad_norm: 10.4332 2021-12-03 12:37:54,798 - mmaction - INFO - Epoch [43][260/1793] lr: 7.500e-05, eta: 2:47:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9469, loss_cls: 0.7446, loss: 0.7446, grad_norm: 9.8184 2021-12-03 12:38:08,808 - mmaction - INFO - Epoch [43][280/1793] lr: 7.500e-05, eta: 2:47:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9260, loss_cls: 0.8343, loss: 0.8343, grad_norm: 9.9532 2021-12-03 12:38:22,828 - mmaction - INFO - Epoch [43][300/1793] lr: 7.500e-05, eta: 2:46:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9260, loss_cls: 0.8529, loss: 0.8529, grad_norm: 10.0753 2021-12-03 12:38:36,853 - mmaction - INFO - Epoch [43][320/1793] lr: 7.500e-05, eta: 2:46:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9260, loss_cls: 0.8456, loss: 0.8456, grad_norm: 10.3718 2021-12-03 12:38:50,875 - mmaction - INFO - Epoch [43][340/1793] lr: 7.500e-05, eta: 2:46:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9229, loss_cls: 0.9002, loss: 0.9002, grad_norm: 10.6358 2021-12-03 12:39:04,891 - mmaction - INFO - Epoch [43][360/1793] lr: 7.500e-05, eta: 2:46:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9313, loss_cls: 0.8724, loss: 0.8724, grad_norm: 10.3289 2021-12-03 12:39:18,911 - mmaction - INFO - Epoch [43][380/1793] lr: 7.500e-05, eta: 2:45:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9177, loss_cls: 0.8771, loss: 0.8771, grad_norm: 10.3312 2021-12-03 12:39:32,937 - mmaction - INFO - Epoch [43][400/1793] lr: 7.500e-05, eta: 2:45:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8083, top5_acc: 0.9375, loss_cls: 0.7601, loss: 0.7601, grad_norm: 9.7877 2021-12-03 12:39:46,963 - mmaction - INFO - Epoch [43][420/1793] lr: 7.500e-05, eta: 2:45:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9292, loss_cls: 0.8351, loss: 0.8351, grad_norm: 10.1510 2021-12-03 12:40:00,992 - mmaction - INFO - Epoch [43][440/1793] lr: 7.500e-05, eta: 2:45:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9385, loss_cls: 0.7422, loss: 0.7422, grad_norm: 9.9638 2021-12-03 12:40:15,044 - mmaction - INFO - Epoch [43][460/1793] lr: 7.500e-05, eta: 2:44:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7500, top5_acc: 0.9177, loss_cls: 0.9197, loss: 0.9197, grad_norm: 10.8820 2021-12-03 12:40:29,069 - mmaction - INFO - Epoch [43][480/1793] lr: 7.500e-05, eta: 2:44:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9260, loss_cls: 0.8963, loss: 0.8963, grad_norm: 10.1364 2021-12-03 12:40:43,093 - mmaction - INFO - Epoch [43][500/1793] lr: 7.500e-05, eta: 2:44:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9385, loss_cls: 0.7977, loss: 0.7977, grad_norm: 10.2551 2021-12-03 12:40:57,112 - mmaction - INFO - Epoch [43][520/1793] lr: 7.500e-05, eta: 2:44:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7521, top5_acc: 0.9187, loss_cls: 0.9034, loss: 0.9034, grad_norm: 10.7148 2021-12-03 12:41:11,124 - mmaction - INFO - Epoch [43][540/1793] lr: 7.500e-05, eta: 2:43:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9417, loss_cls: 0.8016, loss: 0.8016, grad_norm: 10.1137 2021-12-03 12:41:25,171 - mmaction - INFO - Epoch [43][560/1793] lr: 7.500e-05, eta: 2:43:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8193, loss: 0.8193, grad_norm: 10.1565 2021-12-03 12:41:39,206 - mmaction - INFO - Epoch [43][580/1793] lr: 7.500e-05, eta: 2:43:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9313, loss_cls: 0.8930, loss: 0.8930, grad_norm: 11.0481 2021-12-03 12:41:53,241 - mmaction - INFO - Epoch [43][600/1793] lr: 7.500e-05, eta: 2:43:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9385, loss_cls: 0.8045, loss: 0.8045, grad_norm: 10.0155 2021-12-03 12:42:07,277 - mmaction - INFO - Epoch [43][620/1793] lr: 7.500e-05, eta: 2:42:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9344, loss_cls: 0.8346, loss: 0.8346, grad_norm: 10.3124 2021-12-03 12:42:21,304 - mmaction - INFO - Epoch [43][640/1793] lr: 7.500e-05, eta: 2:42:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8517, loss: 0.8517, grad_norm: 10.3556 2021-12-03 12:42:35,336 - mmaction - INFO - Epoch [43][660/1793] lr: 7.500e-05, eta: 2:42:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9510, loss_cls: 0.7662, loss: 0.7662, grad_norm: 9.9212 2021-12-03 12:42:49,392 - mmaction - INFO - Epoch [43][680/1793] lr: 7.500e-05, eta: 2:42:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9437, loss_cls: 0.8039, loss: 0.8039, grad_norm: 10.4636 2021-12-03 12:43:03,458 - mmaction - INFO - Epoch [43][700/1793] lr: 7.500e-05, eta: 2:42:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9333, loss_cls: 0.8099, loss: 0.8099, grad_norm: 9.9745 2021-12-03 12:43:17,504 - mmaction - INFO - Epoch [43][720/1793] lr: 7.500e-05, eta: 2:41:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9448, loss_cls: 0.7858, loss: 0.7858, grad_norm: 10.0113 2021-12-03 12:43:31,550 - mmaction - INFO - Epoch [43][740/1793] lr: 7.500e-05, eta: 2:41:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9146, loss_cls: 0.9137, loss: 0.9137, grad_norm: 10.6010 2021-12-03 12:43:45,600 - mmaction - INFO - Epoch [43][760/1793] lr: 7.500e-05, eta: 2:41:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9354, loss_cls: 0.8398, loss: 0.8398, grad_norm: 10.3093 2021-12-03 12:43:59,645 - mmaction - INFO - Epoch [43][780/1793] lr: 7.500e-05, eta: 2:41:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9333, loss_cls: 0.8404, loss: 0.8404, grad_norm: 10.1983 2021-12-03 12:44:13,687 - mmaction - INFO - Epoch [43][800/1793] lr: 7.500e-05, eta: 2:40:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8125, top5_acc: 0.9385, loss_cls: 0.7661, loss: 0.7661, grad_norm: 9.3557 2021-12-03 12:44:27,730 - mmaction - INFO - Epoch [43][820/1793] lr: 7.500e-05, eta: 2:40:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9313, loss_cls: 0.8545, loss: 0.8545, grad_norm: 10.8708 2021-12-03 12:44:41,790 - mmaction - INFO - Epoch [43][840/1793] lr: 7.500e-05, eta: 2:40:22, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9490, loss_cls: 0.7595, loss: 0.7595, grad_norm: 9.8844 2021-12-03 12:44:55,836 - mmaction - INFO - Epoch [43][860/1793] lr: 7.500e-05, eta: 2:40:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9354, loss_cls: 0.8472, loss: 0.8472, grad_norm: 10.7109 2021-12-03 12:45:09,886 - mmaction - INFO - Epoch [43][880/1793] lr: 7.500e-05, eta: 2:39:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9375, loss_cls: 0.8641, loss: 0.8641, grad_norm: 10.6092 2021-12-03 12:45:23,920 - mmaction - INFO - Epoch [43][900/1793] lr: 7.500e-05, eta: 2:39:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9375, loss_cls: 0.7996, loss: 0.7996, grad_norm: 10.0623 2021-12-03 12:45:37,980 - mmaction - INFO - Epoch [43][920/1793] lr: 7.500e-05, eta: 2:39:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9302, loss_cls: 0.8469, loss: 0.8469, grad_norm: 10.3928 2021-12-03 12:45:52,021 - mmaction - INFO - Epoch [43][940/1793] lr: 7.500e-05, eta: 2:39:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9437, loss_cls: 0.7732, loss: 0.7732, grad_norm: 10.1273 2021-12-03 12:46:06,073 - mmaction - INFO - Epoch [43][960/1793] lr: 7.500e-05, eta: 2:38:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9354, loss_cls: 0.8100, loss: 0.8100, grad_norm: 9.9595 2021-12-03 12:46:20,134 - mmaction - INFO - Epoch [43][980/1793] lr: 7.500e-05, eta: 2:38:42, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9375, loss_cls: 0.8078, loss: 0.8078, grad_norm: 10.0997 2021-12-03 12:46:34,191 - mmaction - INFO - Epoch [43][1000/1793] lr: 7.500e-05, eta: 2:38:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9375, loss_cls: 0.8047, loss: 0.8047, grad_norm: 10.0884 2021-12-03 12:46:48,260 - mmaction - INFO - Epoch [43][1020/1793] lr: 7.500e-05, eta: 2:38:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9271, loss_cls: 0.8507, loss: 0.8507, grad_norm: 10.3301 2021-12-03 12:47:02,310 - mmaction - INFO - Epoch [43][1040/1793] lr: 7.500e-05, eta: 2:37:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9323, loss_cls: 0.8639, loss: 0.8639, grad_norm: 10.0729 2021-12-03 12:47:16,373 - mmaction - INFO - Epoch [43][1060/1793] lr: 7.500e-05, eta: 2:37:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9313, loss_cls: 0.8550, loss: 0.8550, grad_norm: 10.1584 2021-12-03 12:47:30,427 - mmaction - INFO - Epoch [43][1080/1793] lr: 7.500e-05, eta: 2:37:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9354, loss_cls: 0.8030, loss: 0.8030, grad_norm: 9.7998 2021-12-03 12:47:44,476 - mmaction - INFO - Epoch [43][1100/1793] lr: 7.500e-05, eta: 2:37:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9354, loss_cls: 0.8170, loss: 0.8170, grad_norm: 10.3157 2021-12-03 12:47:58,518 - mmaction - INFO - Epoch [43][1120/1793] lr: 7.500e-05, eta: 2:37:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9135, loss_cls: 0.8797, loss: 0.8797, grad_norm: 10.5406 2021-12-03 12:48:12,564 - mmaction - INFO - Epoch [43][1140/1793] lr: 7.500e-05, eta: 2:36:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9458, loss_cls: 0.8112, loss: 0.8112, grad_norm: 10.4980 2021-12-03 12:48:26,618 - mmaction - INFO - Epoch [43][1160/1793] lr: 7.500e-05, eta: 2:36:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9354, loss_cls: 0.8268, loss: 0.8268, grad_norm: 10.2470 2021-12-03 12:48:40,677 - mmaction - INFO - Epoch [43][1180/1793] lr: 7.500e-05, eta: 2:36:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7427, top5_acc: 0.9125, loss_cls: 0.9765, loss: 0.9765, grad_norm: 11.1167 2021-12-03 12:48:54,747 - mmaction - INFO - Epoch [43][1200/1793] lr: 7.500e-05, eta: 2:36:04, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9406, loss_cls: 0.8116, loss: 0.8116, grad_norm: 10.1772 2021-12-03 12:49:08,810 - mmaction - INFO - Epoch [43][1220/1793] lr: 7.500e-05, eta: 2:35:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9198, loss_cls: 0.8550, loss: 0.8550, grad_norm: 10.6071 2021-12-03 12:49:22,874 - mmaction - INFO - Epoch [43][1240/1793] lr: 7.500e-05, eta: 2:35:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8167, top5_acc: 0.9385, loss_cls: 0.7519, loss: 0.7519, grad_norm: 9.5301 2021-12-03 12:49:36,921 - mmaction - INFO - Epoch [43][1260/1793] lr: 7.500e-05, eta: 2:35:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9458, loss_cls: 0.7371, loss: 0.7371, grad_norm: 9.7024 2021-12-03 12:49:50,989 - mmaction - INFO - Epoch [43][1280/1793] lr: 7.500e-05, eta: 2:35:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9427, loss_cls: 0.8150, loss: 0.8150, grad_norm: 10.7315 2021-12-03 12:50:05,044 - mmaction - INFO - Epoch [43][1300/1793] lr: 7.500e-05, eta: 2:34:53, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9448, loss_cls: 0.7814, loss: 0.7814, grad_norm: 10.1819 2021-12-03 12:50:19,087 - mmaction - INFO - Epoch [43][1320/1793] lr: 7.500e-05, eta: 2:34:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7656, top5_acc: 0.9323, loss_cls: 0.8555, loss: 0.8555, grad_norm: 10.6731 2021-12-03 12:50:33,123 - mmaction - INFO - Epoch [43][1340/1793] lr: 7.500e-05, eta: 2:34:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9302, loss_cls: 0.8939, loss: 0.8939, grad_norm: 10.7454 2021-12-03 12:50:47,164 - mmaction - INFO - Epoch [43][1360/1793] lr: 7.500e-05, eta: 2:34:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9313, loss_cls: 0.8473, loss: 0.8473, grad_norm: 10.5380 2021-12-03 12:51:01,209 - mmaction - INFO - Epoch [43][1380/1793] lr: 7.500e-05, eta: 2:33:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9292, loss_cls: 0.8420, loss: 0.8420, grad_norm: 10.5263 2021-12-03 12:51:15,254 - mmaction - INFO - Epoch [43][1400/1793] lr: 7.500e-05, eta: 2:33:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9333, loss_cls: 0.8753, loss: 0.8753, grad_norm: 10.3245 2021-12-03 12:51:29,288 - mmaction - INFO - Epoch [43][1420/1793] lr: 7.500e-05, eta: 2:33:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9281, loss_cls: 0.8692, loss: 0.8692, grad_norm: 10.6553 2021-12-03 12:51:43,326 - mmaction - INFO - Epoch [43][1440/1793] lr: 7.500e-05, eta: 2:33:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8524, loss: 0.8524, grad_norm: 10.5190 2021-12-03 12:51:57,363 - mmaction - INFO - Epoch [43][1460/1793] lr: 7.500e-05, eta: 2:32:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9198, loss_cls: 0.8513, loss: 0.8513, grad_norm: 10.4178 2021-12-03 12:52:11,391 - mmaction - INFO - Epoch [43][1480/1793] lr: 7.500e-05, eta: 2:32:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8156, top5_acc: 0.9510, loss_cls: 0.7180, loss: 0.7180, grad_norm: 9.4388 2021-12-03 12:52:25,447 - mmaction - INFO - Epoch [43][1500/1793] lr: 7.500e-05, eta: 2:32:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9406, loss_cls: 0.8370, loss: 0.8370, grad_norm: 10.3048 2021-12-03 12:52:39,478 - mmaction - INFO - Epoch [43][1520/1793] lr: 7.500e-05, eta: 2:32:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9333, loss_cls: 0.8754, loss: 0.8754, grad_norm: 10.3061 2021-12-03 12:52:53,506 - mmaction - INFO - Epoch [43][1540/1793] lr: 7.500e-05, eta: 2:32:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9271, loss_cls: 0.8500, loss: 0.8500, grad_norm: 10.2659 2021-12-03 12:53:07,529 - mmaction - INFO - Epoch [43][1560/1793] lr: 7.500e-05, eta: 2:31:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9302, loss_cls: 0.8307, loss: 0.8307, grad_norm: 9.9851 2021-12-03 12:53:21,562 - mmaction - INFO - Epoch [43][1580/1793] lr: 7.500e-05, eta: 2:31:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9333, loss_cls: 0.8664, loss: 0.8664, grad_norm: 10.1433 2021-12-03 12:53:35,585 - mmaction - INFO - Epoch [43][1600/1793] lr: 7.500e-05, eta: 2:31:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9417, loss_cls: 0.7887, loss: 0.7887, grad_norm: 10.2520 2021-12-03 12:53:49,621 - mmaction - INFO - Epoch [43][1620/1793] lr: 7.500e-05, eta: 2:31:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9333, loss_cls: 0.8656, loss: 0.8656, grad_norm: 10.7398 2021-12-03 12:54:03,646 - mmaction - INFO - Epoch [43][1640/1793] lr: 7.500e-05, eta: 2:30:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9229, loss_cls: 0.8836, loss: 0.8836, grad_norm: 10.2223 2021-12-03 12:54:17,672 - mmaction - INFO - Epoch [43][1660/1793] lr: 7.500e-05, eta: 2:30:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9385, loss_cls: 0.7979, loss: 0.7979, grad_norm: 10.1147 2021-12-03 12:54:31,689 - mmaction - INFO - Epoch [43][1680/1793] lr: 7.500e-05, eta: 2:30:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9333, loss_cls: 0.7807, loss: 0.7807, grad_norm: 10.0077 2021-12-03 12:54:45,723 - mmaction - INFO - Epoch [43][1700/1793] lr: 7.500e-05, eta: 2:30:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9240, loss_cls: 0.8829, loss: 0.8829, grad_norm: 10.3927 2021-12-03 12:54:59,751 - mmaction - INFO - Epoch [43][1720/1793] lr: 7.500e-05, eta: 2:29:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9313, loss_cls: 0.8663, loss: 0.8663, grad_norm: 10.9373 2021-12-03 12:55:13,770 - mmaction - INFO - Epoch [43][1740/1793] lr: 7.500e-05, eta: 2:29:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.8842, loss: 0.8842, grad_norm: 10.9344 2021-12-03 12:55:27,797 - mmaction - INFO - Epoch [43][1760/1793] lr: 7.500e-05, eta: 2:29:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9302, loss_cls: 0.8469, loss: 0.8469, grad_norm: 10.1966 2021-12-03 12:55:41,837 - mmaction - INFO - Epoch [43][1780/1793] lr: 7.500e-05, eta: 2:29:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9406, loss_cls: 0.8181, loss: 0.8181, grad_norm: 10.3082 2021-12-03 12:56:56,615 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:56:56,770 - mmaction - INFO - top1_acc 0.4658 top5_acc 0.7645 2021-12-03 12:56:56,770 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:56:56,780 - mmaction - INFO - mean_acc 0.4276 2021-12-03 12:56:56,786 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-12-03 12:56:57,406 - mmaction - INFO - Epoch(val) [43][241] top1_acc: 0.4658, top5_acc: 0.7645, mean_class_accuracy: 0.4276 2021-12-03 12:57:40,205 - mmaction - INFO - Epoch [44][20/1793] lr: 7.500e-05, eta: 2:28:50, time: 2.140, data_time: 1.436, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9333, loss_cls: 0.8261, loss: 0.8261, grad_norm: 10.1741 2021-12-03 12:57:54,226 - mmaction - INFO - Epoch [44][40/1793] lr: 7.500e-05, eta: 2:28:35, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9354, loss_cls: 0.8181, loss: 0.8181, grad_norm: 10.2533 2021-12-03 12:58:08,259 - mmaction - INFO - Epoch [44][60/1793] lr: 7.500e-05, eta: 2:28:21, time: 0.702, data_time: 0.002, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9333, loss_cls: 0.8489, loss: 0.8489, grad_norm: 10.4255 2021-12-03 12:58:22,289 - mmaction - INFO - Epoch [44][80/1793] lr: 7.500e-05, eta: 2:28:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9448, loss_cls: 0.7825, loss: 0.7825, grad_norm: 10.0110 2021-12-03 12:58:36,319 - mmaction - INFO - Epoch [44][100/1793] lr: 7.500e-05, eta: 2:27:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9240, loss_cls: 0.8580, loss: 0.8580, grad_norm: 10.2384 2021-12-03 12:58:50,351 - mmaction - INFO - Epoch [44][120/1793] lr: 7.500e-05, eta: 2:27:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9500, loss_cls: 0.7771, loss: 0.7771, grad_norm: 10.0697 2021-12-03 12:59:04,392 - mmaction - INFO - Epoch [44][140/1793] lr: 7.500e-05, eta: 2:27:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9521, loss_cls: 0.7460, loss: 0.7460, grad_norm: 9.8514 2021-12-03 12:59:18,432 - mmaction - INFO - Epoch [44][160/1793] lr: 7.500e-05, eta: 2:27:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7986, loss: 0.7986, grad_norm: 10.2996 2021-12-03 12:59:32,483 - mmaction - INFO - Epoch [44][180/1793] lr: 7.500e-05, eta: 2:26:55, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9333, loss_cls: 0.8630, loss: 0.8630, grad_norm: 10.9809 2021-12-03 12:59:46,533 - mmaction - INFO - Epoch [44][200/1793] lr: 7.500e-05, eta: 2:26:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9198, loss_cls: 0.9114, loss: 0.9114, grad_norm: 10.4268 2021-12-03 13:00:00,588 - mmaction - INFO - Epoch [44][220/1793] lr: 7.500e-05, eta: 2:26:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9448, loss_cls: 0.7921, loss: 0.7921, grad_norm: 10.2922 2021-12-03 13:00:14,630 - mmaction - INFO - Epoch [44][240/1793] lr: 7.500e-05, eta: 2:26:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9115, loss_cls: 0.8910, loss: 0.8910, grad_norm: 10.2872 2021-12-03 13:00:28,677 - mmaction - INFO - Epoch [44][260/1793] lr: 7.500e-05, eta: 2:25:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7331, loss: 0.7331, grad_norm: 9.3281 2021-12-03 13:00:42,727 - mmaction - INFO - Epoch [44][280/1793] lr: 7.500e-05, eta: 2:25:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9281, loss_cls: 0.8531, loss: 0.8531, grad_norm: 10.6543 2021-12-03 13:00:56,776 - mmaction - INFO - Epoch [44][300/1793] lr: 7.500e-05, eta: 2:25:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9396, loss_cls: 0.8309, loss: 0.8309, grad_norm: 10.3458 2021-12-03 13:01:10,823 - mmaction - INFO - Epoch [44][320/1793] lr: 7.500e-05, eta: 2:25:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9385, loss_cls: 0.7788, loss: 0.7788, grad_norm: 9.8309 2021-12-03 13:01:24,871 - mmaction - INFO - Epoch [44][340/1793] lr: 7.500e-05, eta: 2:25:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9396, loss_cls: 0.8484, loss: 0.8484, grad_norm: 10.8020 2021-12-03 13:01:38,924 - mmaction - INFO - Epoch [44][360/1793] lr: 7.500e-05, eta: 2:24:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9292, loss_cls: 0.8925, loss: 0.8925, grad_norm: 10.5499 2021-12-03 13:01:52,989 - mmaction - INFO - Epoch [44][380/1793] lr: 7.500e-05, eta: 2:24:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9490, loss_cls: 0.7935, loss: 0.7935, grad_norm: 10.1567 2021-12-03 13:02:07,039 - mmaction - INFO - Epoch [44][400/1793] lr: 7.500e-05, eta: 2:24:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9427, loss_cls: 0.7777, loss: 0.7777, grad_norm: 9.8919 2021-12-03 13:02:21,084 - mmaction - INFO - Epoch [44][420/1793] lr: 7.500e-05, eta: 2:24:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9323, loss_cls: 0.8184, loss: 0.8184, grad_norm: 10.6566 2021-12-03 13:02:35,133 - mmaction - INFO - Epoch [44][440/1793] lr: 7.500e-05, eta: 2:23:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9385, loss_cls: 0.7682, loss: 0.7682, grad_norm: 9.9258 2021-12-03 13:02:49,180 - mmaction - INFO - Epoch [44][460/1793] lr: 7.500e-05, eta: 2:23:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.8341, loss: 0.8341, grad_norm: 10.1798 2021-12-03 13:03:03,240 - mmaction - INFO - Epoch [44][480/1793] lr: 7.500e-05, eta: 2:23:21, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9333, loss_cls: 0.8030, loss: 0.8030, grad_norm: 10.0574 2021-12-03 13:03:17,306 - mmaction - INFO - Epoch [44][500/1793] lr: 7.500e-05, eta: 2:23:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9365, loss_cls: 0.7986, loss: 0.7986, grad_norm: 10.2000 2021-12-03 13:03:31,377 - mmaction - INFO - Epoch [44][520/1793] lr: 7.500e-05, eta: 2:22:53, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.8177, top5_acc: 0.9313, loss_cls: 0.8085, loss: 0.8085, grad_norm: 10.2291 2021-12-03 13:03:45,438 - mmaction - INFO - Epoch [44][540/1793] lr: 7.500e-05, eta: 2:22:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9437, loss_cls: 0.8029, loss: 0.8029, grad_norm: 10.5889 2021-12-03 13:03:59,497 - mmaction - INFO - Epoch [44][560/1793] lr: 7.500e-05, eta: 2:22:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9365, loss_cls: 0.7771, loss: 0.7771, grad_norm: 10.0641 2021-12-03 13:04:13,539 - mmaction - INFO - Epoch [44][580/1793] lr: 7.500e-05, eta: 2:22:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9385, loss_cls: 0.8253, loss: 0.8253, grad_norm: 10.5064 2021-12-03 13:04:27,602 - mmaction - INFO - Epoch [44][600/1793] lr: 7.500e-05, eta: 2:21:56, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9365, loss_cls: 0.7815, loss: 0.7815, grad_norm: 9.7766 2021-12-03 13:04:41,668 - mmaction - INFO - Epoch [44][620/1793] lr: 7.500e-05, eta: 2:21:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9354, loss_cls: 0.7980, loss: 0.7980, grad_norm: 10.2553 2021-12-03 13:04:55,735 - mmaction - INFO - Epoch [44][640/1793] lr: 7.500e-05, eta: 2:21:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9375, loss_cls: 0.8343, loss: 0.8343, grad_norm: 10.2750 2021-12-03 13:05:09,795 - mmaction - INFO - Epoch [44][660/1793] lr: 7.500e-05, eta: 2:21:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9333, loss_cls: 0.7782, loss: 0.7782, grad_norm: 9.8074 2021-12-03 13:05:23,859 - mmaction - INFO - Epoch [44][680/1793] lr: 7.500e-05, eta: 2:20:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9365, loss_cls: 0.8171, loss: 0.8171, grad_norm: 9.9306 2021-12-03 13:05:37,921 - mmaction - INFO - Epoch [44][700/1793] lr: 7.500e-05, eta: 2:20:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9344, loss_cls: 0.8162, loss: 0.8162, grad_norm: 9.9969 2021-12-03 13:05:51,991 - mmaction - INFO - Epoch [44][720/1793] lr: 7.500e-05, eta: 2:20:30, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9354, loss_cls: 0.8461, loss: 0.8461, grad_norm: 10.5383 2021-12-03 13:06:06,050 - mmaction - INFO - Epoch [44][740/1793] lr: 7.500e-05, eta: 2:20:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7906, loss: 0.7906, grad_norm: 9.7078 2021-12-03 13:06:20,099 - mmaction - INFO - Epoch [44][760/1793] lr: 7.500e-05, eta: 2:20:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9354, loss_cls: 0.7978, loss: 0.7978, grad_norm: 10.5107 2021-12-03 13:06:34,154 - mmaction - INFO - Epoch [44][780/1793] lr: 7.500e-05, eta: 2:19:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9448, loss_cls: 0.7730, loss: 0.7730, grad_norm: 9.9183 2021-12-03 13:06:48,200 - mmaction - INFO - Epoch [44][800/1793] lr: 7.500e-05, eta: 2:19:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8401, loss: 0.8401, grad_norm: 10.3436 2021-12-03 13:07:02,261 - mmaction - INFO - Epoch [44][820/1793] lr: 7.500e-05, eta: 2:19:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9281, loss_cls: 0.8479, loss: 0.8479, grad_norm: 10.2108 2021-12-03 13:07:16,323 - mmaction - INFO - Epoch [44][840/1793] lr: 7.500e-05, eta: 2:19:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9333, loss_cls: 0.8242, loss: 0.8242, grad_norm: 10.6026 2021-12-03 13:07:30,383 - mmaction - INFO - Epoch [44][860/1793] lr: 7.500e-05, eta: 2:18:50, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9302, loss_cls: 0.8715, loss: 0.8715, grad_norm: 10.9356 2021-12-03 13:07:44,430 - mmaction - INFO - Epoch [44][880/1793] lr: 7.500e-05, eta: 2:18:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8518, loss: 0.8518, grad_norm: 10.8474 2021-12-03 13:07:58,464 - mmaction - INFO - Epoch [44][900/1793] lr: 7.500e-05, eta: 2:18:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9396, loss_cls: 0.8167, loss: 0.8167, grad_norm: 10.0358 2021-12-03 13:08:12,488 - mmaction - INFO - Epoch [44][920/1793] lr: 7.500e-05, eta: 2:18:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9365, loss_cls: 0.8239, loss: 0.8239, grad_norm: 10.2833 2021-12-03 13:08:26,517 - mmaction - INFO - Epoch [44][940/1793] lr: 7.500e-05, eta: 2:17:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7594, top5_acc: 0.9344, loss_cls: 0.8787, loss: 0.8787, grad_norm: 11.1761 2021-12-03 13:08:40,544 - mmaction - INFO - Epoch [44][960/1793] lr: 7.500e-05, eta: 2:17:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8156, top5_acc: 0.9365, loss_cls: 0.7932, loss: 0.7932, grad_norm: 9.9822 2021-12-03 13:08:54,576 - mmaction - INFO - Epoch [44][980/1793] lr: 7.500e-05, eta: 2:17:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9156, loss_cls: 0.8908, loss: 0.8908, grad_norm: 10.7462 2021-12-03 13:09:08,613 - mmaction - INFO - Epoch [44][1000/1793] lr: 7.500e-05, eta: 2:17:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9260, loss_cls: 0.8043, loss: 0.8043, grad_norm: 9.9031 2021-12-03 13:09:22,631 - mmaction - INFO - Epoch [44][1020/1793] lr: 7.500e-05, eta: 2:16:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9458, loss_cls: 0.7719, loss: 0.7719, grad_norm: 9.9278 2021-12-03 13:09:36,669 - mmaction - INFO - Epoch [44][1040/1793] lr: 7.500e-05, eta: 2:16:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9385, loss_cls: 0.8511, loss: 0.8511, grad_norm: 10.7955 2021-12-03 13:09:50,696 - mmaction - INFO - Epoch [44][1060/1793] lr: 7.500e-05, eta: 2:16:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9510, loss_cls: 0.7369, loss: 0.7369, grad_norm: 10.0980 2021-12-03 13:10:04,708 - mmaction - INFO - Epoch [44][1080/1793] lr: 7.500e-05, eta: 2:16:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9396, loss_cls: 0.7731, loss: 0.7731, grad_norm: 9.9846 2021-12-03 13:10:18,724 - mmaction - INFO - Epoch [44][1100/1793] lr: 7.500e-05, eta: 2:15:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9500, loss_cls: 0.7449, loss: 0.7449, grad_norm: 9.7516 2021-12-03 13:10:32,747 - mmaction - INFO - Epoch [44][1120/1793] lr: 7.500e-05, eta: 2:15:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7583, top5_acc: 0.9281, loss_cls: 0.8673, loss: 0.8673, grad_norm: 10.7557 2021-12-03 13:10:46,783 - mmaction - INFO - Epoch [44][1140/1793] lr: 7.500e-05, eta: 2:15:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9396, loss_cls: 0.8164, loss: 0.8164, grad_norm: 10.6594 2021-12-03 13:11:00,815 - mmaction - INFO - Epoch [44][1160/1793] lr: 7.500e-05, eta: 2:15:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9292, loss_cls: 0.7935, loss: 0.7935, grad_norm: 9.9329 2021-12-03 13:11:14,840 - mmaction - INFO - Epoch [44][1180/1793] lr: 7.500e-05, eta: 2:15:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9302, loss_cls: 0.8280, loss: 0.8280, grad_norm: 10.2092 2021-12-03 13:11:28,864 - mmaction - INFO - Epoch [44][1200/1793] lr: 7.500e-05, eta: 2:14:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9354, loss_cls: 0.8245, loss: 0.8245, grad_norm: 10.8285 2021-12-03 13:11:42,886 - mmaction - INFO - Epoch [44][1220/1793] lr: 7.500e-05, eta: 2:14:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9365, loss_cls: 0.8250, loss: 0.8250, grad_norm: 10.6104 2021-12-03 13:11:56,913 - mmaction - INFO - Epoch [44][1240/1793] lr: 7.500e-05, eta: 2:14:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9458, loss_cls: 0.7164, loss: 0.7164, grad_norm: 9.6721 2021-12-03 13:12:10,941 - mmaction - INFO - Epoch [44][1260/1793] lr: 7.500e-05, eta: 2:14:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9448, loss_cls: 0.8178, loss: 0.8178, grad_norm: 10.3611 2021-12-03 13:12:24,968 - mmaction - INFO - Epoch [44][1280/1793] lr: 7.500e-05, eta: 2:13:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9365, loss_cls: 0.8334, loss: 0.8334, grad_norm: 10.2285 2021-12-03 13:12:38,993 - mmaction - INFO - Epoch [44][1300/1793] lr: 7.500e-05, eta: 2:13:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9417, loss_cls: 0.7843, loss: 0.7843, grad_norm: 10.3449 2021-12-03 13:12:53,031 - mmaction - INFO - Epoch [44][1320/1793] lr: 7.500e-05, eta: 2:13:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9292, loss_cls: 0.8331, loss: 0.8331, grad_norm: 10.2818 2021-12-03 13:13:07,086 - mmaction - INFO - Epoch [44][1340/1793] lr: 7.500e-05, eta: 2:13:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9396, loss_cls: 0.7913, loss: 0.7913, grad_norm: 9.7040 2021-12-03 13:13:21,112 - mmaction - INFO - Epoch [44][1360/1793] lr: 7.500e-05, eta: 2:12:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9344, loss_cls: 0.8099, loss: 0.8099, grad_norm: 10.5746 2021-12-03 13:13:35,141 - mmaction - INFO - Epoch [44][1380/1793] lr: 7.500e-05, eta: 2:12:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9375, loss_cls: 0.7969, loss: 0.7969, grad_norm: 10.5528 2021-12-03 13:13:49,184 - mmaction - INFO - Epoch [44][1400/1793] lr: 7.500e-05, eta: 2:12:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9271, loss_cls: 0.8716, loss: 0.8716, grad_norm: 10.6460 2021-12-03 13:14:03,223 - mmaction - INFO - Epoch [44][1420/1793] lr: 7.500e-05, eta: 2:12:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9396, loss_cls: 0.7968, loss: 0.7968, grad_norm: 10.2412 2021-12-03 13:14:17,249 - mmaction - INFO - Epoch [44][1440/1793] lr: 7.500e-05, eta: 2:11:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9313, loss_cls: 0.8911, loss: 0.8911, grad_norm: 10.5885 2021-12-03 13:14:31,275 - mmaction - INFO - Epoch [44][1460/1793] lr: 7.500e-05, eta: 2:11:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9323, loss_cls: 0.8256, loss: 0.8256, grad_norm: 10.1742 2021-12-03 13:14:45,319 - mmaction - INFO - Epoch [44][1480/1793] lr: 7.500e-05, eta: 2:11:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9250, loss_cls: 0.8299, loss: 0.8299, grad_norm: 10.4829 2021-12-03 13:14:59,357 - mmaction - INFO - Epoch [44][1500/1793] lr: 7.500e-05, eta: 2:11:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9427, loss_cls: 0.8228, loss: 0.8228, grad_norm: 10.5207 2021-12-03 13:15:13,391 - mmaction - INFO - Epoch [44][1520/1793] lr: 7.500e-05, eta: 2:10:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7656, top5_acc: 0.9229, loss_cls: 0.9021, loss: 0.9021, grad_norm: 10.4777 2021-12-03 13:15:27,421 - mmaction - INFO - Epoch [44][1540/1793] lr: 7.500e-05, eta: 2:10:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8094, top5_acc: 0.9448, loss_cls: 0.7575, loss: 0.7575, grad_norm: 10.2524 2021-12-03 13:15:41,460 - mmaction - INFO - Epoch [44][1560/1793] lr: 7.500e-05, eta: 2:10:30, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9240, loss_cls: 0.8711, loss: 0.8711, grad_norm: 10.2883 2021-12-03 13:15:55,510 - mmaction - INFO - Epoch [44][1580/1793] lr: 7.500e-05, eta: 2:10:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9333, loss_cls: 0.8263, loss: 0.8263, grad_norm: 10.2823 2021-12-03 13:16:09,560 - mmaction - INFO - Epoch [44][1600/1793] lr: 7.500e-05, eta: 2:10:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8104, top5_acc: 0.9552, loss_cls: 0.7364, loss: 0.7364, grad_norm: 9.9713 2021-12-03 13:16:23,600 - mmaction - INFO - Epoch [44][1620/1793] lr: 7.500e-05, eta: 2:09:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9385, loss_cls: 0.8087, loss: 0.8087, grad_norm: 9.9415 2021-12-03 13:16:37,619 - mmaction - INFO - Epoch [44][1640/1793] lr: 7.500e-05, eta: 2:09:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9354, loss_cls: 0.8321, loss: 0.8321, grad_norm: 10.7005 2021-12-03 13:16:51,658 - mmaction - INFO - Epoch [44][1660/1793] lr: 7.500e-05, eta: 2:09:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9281, loss_cls: 0.8372, loss: 0.8372, grad_norm: 10.5683 2021-12-03 13:17:05,691 - mmaction - INFO - Epoch [44][1680/1793] lr: 7.500e-05, eta: 2:09:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9406, loss_cls: 0.7816, loss: 0.7816, grad_norm: 9.7976 2021-12-03 13:17:19,725 - mmaction - INFO - Epoch [44][1700/1793] lr: 7.500e-05, eta: 2:08:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8849, loss: 0.8849, grad_norm: 10.4687 2021-12-03 13:17:33,753 - mmaction - INFO - Epoch [44][1720/1793] lr: 7.500e-05, eta: 2:08:36, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.8057, loss: 0.8057, grad_norm: 10.3444 2021-12-03 13:17:47,794 - mmaction - INFO - Epoch [44][1740/1793] lr: 7.500e-05, eta: 2:08:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9375, loss_cls: 0.7819, loss: 0.7819, grad_norm: 10.3655 2021-12-03 13:18:01,848 - mmaction - INFO - Epoch [44][1760/1793] lr: 7.500e-05, eta: 2:08:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9427, loss_cls: 0.7696, loss: 0.7696, grad_norm: 9.9458 2021-12-03 13:18:15,877 - mmaction - INFO - Epoch [44][1780/1793] lr: 7.500e-05, eta: 2:07:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.9142, loss: 0.9142, grad_norm: 10.9545 2021-12-03 13:19:31,444 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 13:19:31,604 - mmaction - INFO - top1_acc 0.4704 top5_acc 0.7651 2021-12-03 13:19:31,605 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 13:19:31,614 - mmaction - INFO - mean_acc 0.4323 2021-12-03 13:19:31,619 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-12-03 13:19:32,254 - mmaction - INFO - Epoch(val) [44][241] top1_acc: 0.4704, top5_acc: 0.7651, mean_class_accuracy: 0.4323 2021-12-03 13:20:15,670 - mmaction - INFO - Epoch [45][20/1793] lr: 7.500e-05, eta: 2:07:32, time: 2.171, data_time: 1.468, memory: 10398, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7553, loss: 0.7553, grad_norm: 10.0273 2021-12-03 13:20:29,685 - mmaction - INFO - Epoch [45][40/1793] lr: 7.500e-05, eta: 2:07:18, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9313, loss_cls: 0.8271, loss: 0.8271, grad_norm: 10.3844 2021-12-03 13:20:43,708 - mmaction - INFO - Epoch [45][60/1793] lr: 7.500e-05, eta: 2:07:04, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9365, loss_cls: 0.7906, loss: 0.7906, grad_norm: 10.2727 2021-12-03 13:20:57,720 - mmaction - INFO - Epoch [45][80/1793] lr: 7.500e-05, eta: 2:06:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9250, loss_cls: 0.8646, loss: 0.8646, grad_norm: 10.5930 2021-12-03 13:21:11,740 - mmaction - INFO - Epoch [45][100/1793] lr: 7.500e-05, eta: 2:06:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7640, loss: 0.7640, grad_norm: 10.1343 2021-12-03 13:21:25,773 - mmaction - INFO - Epoch [45][120/1793] lr: 7.500e-05, eta: 2:06:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9365, loss_cls: 0.8169, loss: 0.8169, grad_norm: 10.5049 2021-12-03 13:21:39,802 - mmaction - INFO - Epoch [45][140/1793] lr: 7.500e-05, eta: 2:06:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.7410, loss: 0.7410, grad_norm: 10.1404 2021-12-03 13:21:53,848 - mmaction - INFO - Epoch [45][160/1793] lr: 7.500e-05, eta: 2:05:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9229, loss_cls: 0.8953, loss: 0.8953, grad_norm: 10.7636 2021-12-03 13:22:07,895 - mmaction - INFO - Epoch [45][180/1793] lr: 7.500e-05, eta: 2:05:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9406, loss_cls: 0.8098, loss: 0.8098, grad_norm: 9.9676 2021-12-03 13:22:21,934 - mmaction - INFO - Epoch [45][200/1793] lr: 7.500e-05, eta: 2:05:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9313, loss_cls: 0.7686, loss: 0.7686, grad_norm: 9.7574 2021-12-03 13:22:35,988 - mmaction - INFO - Epoch [45][220/1793] lr: 7.500e-05, eta: 2:05:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9292, loss_cls: 0.8026, loss: 0.8026, grad_norm: 10.3751 2021-12-03 13:22:50,016 - mmaction - INFO - Epoch [45][240/1793] lr: 7.500e-05, eta: 2:04:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9365, loss_cls: 0.8030, loss: 0.8030, grad_norm: 10.2994 2021-12-03 13:23:04,069 - mmaction - INFO - Epoch [45][260/1793] lr: 7.500e-05, eta: 2:04:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7606, loss: 0.7606, grad_norm: 9.7552 2021-12-03 13:23:18,115 - mmaction - INFO - Epoch [45][280/1793] lr: 7.500e-05, eta: 2:04:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9313, loss_cls: 0.8154, loss: 0.8154, grad_norm: 10.3056 2021-12-03 13:23:32,179 - mmaction - INFO - Epoch [45][300/1793] lr: 7.500e-05, eta: 2:04:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9240, loss_cls: 0.8662, loss: 0.8662, grad_norm: 10.8245 2021-12-03 13:23:46,216 - mmaction - INFO - Epoch [45][320/1793] lr: 7.500e-05, eta: 2:03:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9250, loss_cls: 0.8242, loss: 0.8242, grad_norm: 10.6460 2021-12-03 13:24:00,273 - mmaction - INFO - Epoch [45][340/1793] lr: 7.500e-05, eta: 2:03:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9271, loss_cls: 0.8354, loss: 0.8354, grad_norm: 10.2274 2021-12-03 13:24:14,324 - mmaction - INFO - Epoch [45][360/1793] lr: 7.500e-05, eta: 2:03:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9365, loss_cls: 0.7980, loss: 0.7980, grad_norm: 10.2286 2021-12-03 13:24:28,364 - mmaction - INFO - Epoch [45][380/1793] lr: 7.500e-05, eta: 2:03:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7625, top5_acc: 0.9208, loss_cls: 0.8699, loss: 0.8699, grad_norm: 10.6860 2021-12-03 13:24:42,395 - mmaction - INFO - Epoch [45][400/1793] lr: 7.500e-05, eta: 2:03:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9396, loss_cls: 0.7755, loss: 0.7755, grad_norm: 10.0781 2021-12-03 13:24:56,437 - mmaction - INFO - Epoch [45][420/1793] lr: 7.500e-05, eta: 2:02:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9323, loss_cls: 0.8333, loss: 0.8333, grad_norm: 10.5191 2021-12-03 13:25:10,486 - mmaction - INFO - Epoch [45][440/1793] lr: 7.500e-05, eta: 2:02:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9448, loss_cls: 0.7736, loss: 0.7736, grad_norm: 10.2666 2021-12-03 13:25:24,533 - mmaction - INFO - Epoch [45][460/1793] lr: 7.500e-05, eta: 2:02:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9313, loss_cls: 0.8356, loss: 0.8356, grad_norm: 10.2756 2021-12-03 13:25:38,551 - mmaction - INFO - Epoch [45][480/1793] lr: 7.500e-05, eta: 2:02:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9187, loss_cls: 0.8910, loss: 0.8910, grad_norm: 10.5826 2021-12-03 13:25:52,584 - mmaction - INFO - Epoch [45][500/1793] lr: 7.500e-05, eta: 2:01:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9406, loss_cls: 0.7507, loss: 0.7507, grad_norm: 10.1389 2021-12-03 13:26:06,609 - mmaction - INFO - Epoch [45][520/1793] lr: 7.500e-05, eta: 2:01:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9385, loss_cls: 0.8263, loss: 0.8263, grad_norm: 10.1489 2021-12-03 13:26:20,637 - mmaction - INFO - Epoch [45][540/1793] lr: 7.500e-05, eta: 2:01:21, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9458, loss_cls: 0.7383, loss: 0.7383, grad_norm: 10.1911 2021-12-03 13:26:34,674 - mmaction - INFO - Epoch [45][560/1793] lr: 7.500e-05, eta: 2:01:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9448, loss_cls: 0.7782, loss: 0.7782, grad_norm: 10.1501 2021-12-03 13:26:48,710 - mmaction - INFO - Epoch [45][580/1793] lr: 7.500e-05, eta: 2:00:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9229, loss_cls: 0.8452, loss: 0.8452, grad_norm: 10.5748 2021-12-03 13:27:02,724 - mmaction - INFO - Epoch [45][600/1793] lr: 7.500e-05, eta: 2:00:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9292, loss_cls: 0.8510, loss: 0.8510, grad_norm: 10.7232 2021-12-03 13:27:16,746 - mmaction - INFO - Epoch [45][620/1793] lr: 7.500e-05, eta: 2:00:24, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9437, loss_cls: 0.8112, loss: 0.8112, grad_norm: 10.8057 2021-12-03 13:27:30,781 - mmaction - INFO - Epoch [45][640/1793] lr: 7.500e-05, eta: 2:00:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9333, loss_cls: 0.7839, loss: 0.7839, grad_norm: 10.4671 2021-12-03 13:27:44,810 - mmaction - INFO - Epoch [45][660/1793] lr: 7.500e-05, eta: 1:59:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9219, loss_cls: 0.8596, loss: 0.8596, grad_norm: 10.9399 2021-12-03 13:27:58,840 - mmaction - INFO - Epoch [45][680/1793] lr: 7.500e-05, eta: 1:59:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9437, loss_cls: 0.8065, loss: 0.8065, grad_norm: 10.6734 2021-12-03 13:28:12,855 - mmaction - INFO - Epoch [45][700/1793] lr: 7.500e-05, eta: 1:59:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8435, loss: 0.8435, grad_norm: 10.7762 2021-12-03 13:28:26,886 - mmaction - INFO - Epoch [45][720/1793] lr: 7.500e-05, eta: 1:59:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8885, loss: 0.8885, grad_norm: 10.9336 2021-12-03 13:28:40,898 - mmaction - INFO - Epoch [45][740/1793] lr: 7.500e-05, eta: 1:58:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9375, loss_cls: 0.7883, loss: 0.7883, grad_norm: 10.0423 2021-12-03 13:28:54,919 - mmaction - INFO - Epoch [45][760/1793] lr: 7.500e-05, eta: 1:58:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9354, loss_cls: 0.7892, loss: 0.7892, grad_norm: 10.1330 2021-12-03 13:29:08,946 - mmaction - INFO - Epoch [45][780/1793] lr: 7.500e-05, eta: 1:58:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9354, loss_cls: 0.8201, loss: 0.8201, grad_norm: 10.0459 2021-12-03 13:29:22,993 - mmaction - INFO - Epoch [45][800/1793] lr: 7.500e-05, eta: 1:58:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9271, loss_cls: 0.8290, loss: 0.8290, grad_norm: 10.7137 2021-12-03 13:29:37,009 - mmaction - INFO - Epoch [45][820/1793] lr: 7.500e-05, eta: 1:58:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9344, loss_cls: 0.7950, loss: 0.7950, grad_norm: 10.1843 2021-12-03 13:29:51,029 - mmaction - INFO - Epoch [45][840/1793] lr: 7.500e-05, eta: 1:57:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9365, loss_cls: 0.7583, loss: 0.7583, grad_norm: 10.4402 2021-12-03 13:30:05,034 - mmaction - INFO - Epoch [45][860/1793] lr: 7.500e-05, eta: 1:57:32, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9417, loss_cls: 0.8018, loss: 0.8018, grad_norm: 10.5010 2021-12-03 13:30:19,058 - mmaction - INFO - Epoch [45][880/1793] lr: 7.500e-05, eta: 1:57:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9292, loss_cls: 0.8527, loss: 0.8527, grad_norm: 10.8464 2021-12-03 13:30:33,085 - mmaction - INFO - Epoch [45][900/1793] lr: 7.500e-05, eta: 1:57:04, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9292, loss_cls: 0.8469, loss: 0.8469, grad_norm: 10.5309 2021-12-03 13:30:47,108 - mmaction - INFO - Epoch [45][920/1793] lr: 7.500e-05, eta: 1:56:50, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9375, loss_cls: 0.8275, loss: 0.8275, grad_norm: 10.7931 2021-12-03 13:31:01,147 - mmaction - INFO - Epoch [45][940/1793] lr: 7.500e-05, eta: 1:56:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9240, loss_cls: 0.8247, loss: 0.8247, grad_norm: 10.4353 2021-12-03 13:31:15,189 - mmaction - INFO - Epoch [45][960/1793] lr: 7.500e-05, eta: 1:56:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.7686, loss: 0.7686, grad_norm: 10.0657 2021-12-03 13:31:29,225 - mmaction - INFO - Epoch [45][980/1793] lr: 7.500e-05, eta: 1:56:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9385, loss_cls: 0.7928, loss: 0.7928, grad_norm: 9.9674 2021-12-03 13:31:43,256 - mmaction - INFO - Epoch [45][1000/1793] lr: 7.500e-05, eta: 1:55:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9417, loss_cls: 0.7851, loss: 0.7851, grad_norm: 10.1147 2021-12-03 13:31:57,294 - mmaction - INFO - Epoch [45][1020/1793] lr: 7.500e-05, eta: 1:55:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9333, loss_cls: 0.8894, loss: 0.8894, grad_norm: 10.7874 2021-12-03 13:32:11,340 - mmaction - INFO - Epoch [45][1040/1793] lr: 7.500e-05, eta: 1:55:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9229, loss_cls: 0.8677, loss: 0.8677, grad_norm: 10.2125 2021-12-03 13:32:25,381 - mmaction - INFO - Epoch [45][1060/1793] lr: 7.500e-05, eta: 1:55:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9302, loss_cls: 0.8241, loss: 0.8241, grad_norm: 10.2097 2021-12-03 13:32:39,410 - mmaction - INFO - Epoch [45][1080/1793] lr: 7.500e-05, eta: 1:54:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9260, loss_cls: 0.8624, loss: 0.8624, grad_norm: 10.5741 2021-12-03 13:32:53,450 - mmaction - INFO - Epoch [45][1100/1793] lr: 7.500e-05, eta: 1:54:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9333, loss_cls: 0.8146, loss: 0.8146, grad_norm: 10.5484 2021-12-03 13:33:07,495 - mmaction - INFO - Epoch [45][1120/1793] lr: 7.500e-05, eta: 1:54:27, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9323, loss_cls: 0.8168, loss: 0.8168, grad_norm: 10.6259 2021-12-03 13:33:21,550 - mmaction - INFO - Epoch [45][1140/1793] lr: 7.500e-05, eta: 1:54:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9354, loss_cls: 0.8402, loss: 0.8402, grad_norm: 10.5318 2021-12-03 13:33:35,571 - mmaction - INFO - Epoch [45][1160/1793] lr: 7.500e-05, eta: 1:53:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9417, loss_cls: 0.8243, loss: 0.8243, grad_norm: 10.5046 2021-12-03 13:33:49,615 - mmaction - INFO - Epoch [45][1180/1793] lr: 7.500e-05, eta: 1:53:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8094, top5_acc: 0.9542, loss_cls: 0.7272, loss: 0.7272, grad_norm: 10.3979 2021-12-03 13:34:03,655 - mmaction - INFO - Epoch [45][1200/1793] lr: 7.500e-05, eta: 1:53:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9375, loss_cls: 0.8019, loss: 0.8019, grad_norm: 10.3848 2021-12-03 13:34:17,697 - mmaction - INFO - Epoch [45][1220/1793] lr: 7.500e-05, eta: 1:53:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9365, loss_cls: 0.7646, loss: 0.7646, grad_norm: 9.8060 2021-12-03 13:34:31,761 - mmaction - INFO - Epoch [45][1240/1793] lr: 7.500e-05, eta: 1:53:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9458, loss_cls: 0.7992, loss: 0.7992, grad_norm: 10.5467 2021-12-03 13:34:45,806 - mmaction - INFO - Epoch [45][1260/1793] lr: 7.500e-05, eta: 1:52:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9396, loss_cls: 0.7821, loss: 0.7821, grad_norm: 10.1253 2021-12-03 13:34:59,843 - mmaction - INFO - Epoch [45][1280/1793] lr: 7.500e-05, eta: 1:52:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9229, loss_cls: 0.8541, loss: 0.8541, grad_norm: 10.0000 2021-12-03 13:35:13,893 - mmaction - INFO - Epoch [45][1300/1793] lr: 7.500e-05, eta: 1:52:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9313, loss_cls: 0.8102, loss: 0.8102, grad_norm: 10.6077 2021-12-03 13:35:27,950 - mmaction - INFO - Epoch [45][1320/1793] lr: 7.500e-05, eta: 1:52:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9271, loss_cls: 0.8247, loss: 0.8247, grad_norm: 10.4301 2021-12-03 13:35:41,980 - mmaction - INFO - Epoch [45][1340/1793] lr: 7.500e-05, eta: 1:51:50, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9323, loss_cls: 0.8327, loss: 0.8327, grad_norm: 10.7186 2021-12-03 13:35:56,027 - mmaction - INFO - Epoch [45][1360/1793] lr: 7.500e-05, eta: 1:51:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.7595, loss: 0.7595, grad_norm: 10.3718 2021-12-03 13:36:10,058 - mmaction - INFO - Epoch [45][1380/1793] lr: 7.500e-05, eta: 1:51:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9219, loss_cls: 0.8556, loss: 0.8556, grad_norm: 10.2820 2021-12-03 13:36:24,105 - mmaction - INFO - Epoch [45][1400/1793] lr: 7.500e-05, eta: 1:51:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9229, loss_cls: 0.8381, loss: 0.8381, grad_norm: 10.3935 2021-12-03 13:36:38,140 - mmaction - INFO - Epoch [45][1420/1793] lr: 7.500e-05, eta: 1:50:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9510, loss_cls: 0.7378, loss: 0.7378, grad_norm: 9.8680 2021-12-03 13:36:52,176 - mmaction - INFO - Epoch [45][1440/1793] lr: 7.500e-05, eta: 1:50:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9365, loss_cls: 0.7772, loss: 0.7772, grad_norm: 10.1288 2021-12-03 13:37:06,221 - mmaction - INFO - Epoch [45][1460/1793] lr: 7.500e-05, eta: 1:50:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9323, loss_cls: 0.8137, loss: 0.8137, grad_norm: 10.4160 2021-12-03 13:37:20,254 - mmaction - INFO - Epoch [45][1480/1793] lr: 7.500e-05, eta: 1:50:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8093, loss: 0.8093, grad_norm: 10.2835 2021-12-03 13:37:34,297 - mmaction - INFO - Epoch [45][1500/1793] lr: 7.500e-05, eta: 1:49:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9437, loss_cls: 0.7928, loss: 0.7928, grad_norm: 10.6044 2021-12-03 13:37:48,357 - mmaction - INFO - Epoch [45][1520/1793] lr: 7.500e-05, eta: 1:49:41, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9344, loss_cls: 0.8601, loss: 0.8601, grad_norm: 10.4787 2021-12-03 13:38:02,420 - mmaction - INFO - Epoch [45][1540/1793] lr: 7.500e-05, eta: 1:49:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8022, loss: 0.8022, grad_norm: 10.1868 2021-12-03 13:38:16,468 - mmaction - INFO - Epoch [45][1560/1793] lr: 7.500e-05, eta: 1:49:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.8032, loss: 0.8032, grad_norm: 10.3041 2021-12-03 13:38:30,508 - mmaction - INFO - Epoch [45][1580/1793] lr: 7.500e-05, eta: 1:48:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9344, loss_cls: 0.8545, loss: 0.8545, grad_norm: 10.8965 2021-12-03 13:38:44,563 - mmaction - INFO - Epoch [45][1600/1793] lr: 7.500e-05, eta: 1:48:44, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9479, loss_cls: 0.7274, loss: 0.7274, grad_norm: 9.7065 2021-12-03 13:38:58,608 - mmaction - INFO - Epoch [45][1620/1793] lr: 7.500e-05, eta: 1:48:30, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.8083, top5_acc: 0.9396, loss_cls: 0.7550, loss: 0.7550, grad_norm: 9.8947 2021-12-03 13:39:12,665 - mmaction - INFO - Epoch [45][1640/1793] lr: 7.500e-05, eta: 1:48:16, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8094, top5_acc: 0.9385, loss_cls: 0.7716, loss: 0.7716, grad_norm: 10.3064 2021-12-03 13:39:26,711 - mmaction - INFO - Epoch [45][1660/1793] lr: 7.500e-05, eta: 1:48:01, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9260, loss_cls: 0.8347, loss: 0.8347, grad_norm: 10.3549 2021-12-03 13:39:40,757 - mmaction - INFO - Epoch [45][1680/1793] lr: 7.500e-05, eta: 1:47:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9292, loss_cls: 0.7934, loss: 0.7934, grad_norm: 9.7489 2021-12-03 13:39:54,805 - mmaction - INFO - Epoch [45][1700/1793] lr: 7.500e-05, eta: 1:47:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9458, loss_cls: 0.7941, loss: 0.7941, grad_norm: 10.5633 2021-12-03 13:40:08,864 - mmaction - INFO - Epoch [45][1720/1793] lr: 7.500e-05, eta: 1:47:19, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9375, loss_cls: 0.8055, loss: 0.8055, grad_norm: 10.7092 2021-12-03 13:40:22,920 - mmaction - INFO - Epoch [45][1740/1793] lr: 7.500e-05, eta: 1:47:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9469, loss_cls: 0.7707, loss: 0.7707, grad_norm: 9.9372 2021-12-03 13:40:36,963 - mmaction - INFO - Epoch [45][1760/1793] lr: 7.500e-05, eta: 1:46:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9427, loss_cls: 0.7729, loss: 0.7729, grad_norm: 9.9608 2021-12-03 13:40:51,008 - mmaction - INFO - Epoch [45][1780/1793] lr: 7.500e-05, eta: 1:46:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9292, loss_cls: 0.8104, loss: 0.8104, grad_norm: 10.1367 2021-12-03 13:42:06,416 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 13:42:06,577 - mmaction - INFO - top1_acc 0.4725 top5_acc 0.7675 2021-12-03 13:42:06,578 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 13:42:06,588 - mmaction - INFO - mean_acc 0.4342 2021-12-03 13:42:06,595 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-12-03 13:42:07,376 - mmaction - INFO - Epoch(val) [45][241] top1_acc: 0.4725, top5_acc: 0.7675, mean_class_accuracy: 0.4342 2021-12-03 13:42:50,017 - mmaction - INFO - Epoch [46][20/1793] lr: 7.500e-05, eta: 1:46:14, time: 2.132, data_time: 1.428, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9260, loss_cls: 0.8715, loss: 0.8715, grad_norm: 10.8361 2021-12-03 13:43:04,040 - mmaction - INFO - Epoch [46][40/1793] lr: 7.500e-05, eta: 1:46:00, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9344, loss_cls: 0.8548, loss: 0.8548, grad_norm: 10.8674 2021-12-03 13:43:18,035 - mmaction - INFO - Epoch [46][60/1793] lr: 7.500e-05, eta: 1:45:46, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9510, loss_cls: 0.7666, loss: 0.7666, grad_norm: 10.3896 2021-12-03 13:43:32,040 - mmaction - INFO - Epoch [46][80/1793] lr: 7.500e-05, eta: 1:45:32, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9479, loss_cls: 0.7952, loss: 0.7952, grad_norm: 10.6230 2021-12-03 13:43:46,069 - mmaction - INFO - Epoch [46][100/1793] lr: 7.500e-05, eta: 1:45:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8135, top5_acc: 0.9375, loss_cls: 0.7760, loss: 0.7760, grad_norm: 9.8400 2021-12-03 13:44:00,093 - mmaction - INFO - Epoch [46][120/1793] lr: 7.500e-05, eta: 1:45:03, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9406, loss_cls: 0.8050, loss: 0.8050, grad_norm: 10.5455 2021-12-03 13:44:14,126 - mmaction - INFO - Epoch [46][140/1793] lr: 7.500e-05, eta: 1:44:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9281, loss_cls: 0.8512, loss: 0.8512, grad_norm: 10.7511 2021-12-03 13:44:28,159 - mmaction - INFO - Epoch [46][160/1793] lr: 7.500e-05, eta: 1:44:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9427, loss_cls: 0.8083, loss: 0.8083, grad_norm: 11.0727 2021-12-03 13:44:42,184 - mmaction - INFO - Epoch [46][180/1793] lr: 7.500e-05, eta: 1:44:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9510, loss_cls: 0.7268, loss: 0.7268, grad_norm: 9.7916 2021-12-03 13:44:56,212 - mmaction - INFO - Epoch [46][200/1793] lr: 7.500e-05, eta: 1:44:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9219, loss_cls: 0.8936, loss: 0.8936, grad_norm: 10.7470 2021-12-03 13:45:10,242 - mmaction - INFO - Epoch [46][220/1793] lr: 7.500e-05, eta: 1:43:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9271, loss_cls: 0.8684, loss: 0.8684, grad_norm: 10.9734 2021-12-03 13:45:24,283 - mmaction - INFO - Epoch [46][240/1793] lr: 7.500e-05, eta: 1:43:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9406, loss_cls: 0.7665, loss: 0.7665, grad_norm: 10.2742 2021-12-03 13:45:38,306 - mmaction - INFO - Epoch [46][260/1793] lr: 7.500e-05, eta: 1:43:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9292, loss_cls: 0.8628, loss: 0.8628, grad_norm: 10.8219 2021-12-03 13:45:52,337 - mmaction - INFO - Epoch [46][280/1793] lr: 7.500e-05, eta: 1:43:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9385, loss_cls: 0.7826, loss: 0.7826, grad_norm: 9.9687 2021-12-03 13:46:06,375 - mmaction - INFO - Epoch [46][300/1793] lr: 7.500e-05, eta: 1:42:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.8063, loss: 0.8063, grad_norm: 9.9789 2021-12-03 13:46:20,402 - mmaction - INFO - Epoch [46][320/1793] lr: 7.500e-05, eta: 1:42:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9198, loss_cls: 0.8361, loss: 0.8361, grad_norm: 10.3033 2021-12-03 13:46:34,426 - mmaction - INFO - Epoch [46][340/1793] lr: 7.500e-05, eta: 1:42:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9406, loss_cls: 0.7756, loss: 0.7756, grad_norm: 10.2425 2021-12-03 13:46:48,461 - mmaction - INFO - Epoch [46][360/1793] lr: 7.500e-05, eta: 1:42:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9219, loss_cls: 0.8434, loss: 0.8434, grad_norm: 10.5376 2021-12-03 13:47:02,492 - mmaction - INFO - Epoch [46][380/1793] lr: 7.500e-05, eta: 1:41:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9385, loss_cls: 0.7974, loss: 0.7974, grad_norm: 10.6220 2021-12-03 13:47:16,521 - mmaction - INFO - Epoch [46][400/1793] lr: 7.500e-05, eta: 1:41:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9521, loss_cls: 0.7491, loss: 0.7491, grad_norm: 10.1839 2021-12-03 13:47:30,559 - mmaction - INFO - Epoch [46][420/1793] lr: 7.500e-05, eta: 1:41:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9500, loss_cls: 0.7550, loss: 0.7550, grad_norm: 10.2169 2021-12-03 13:47:44,585 - mmaction - INFO - Epoch [46][440/1793] lr: 7.500e-05, eta: 1:41:15, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9375, loss_cls: 0.7907, loss: 0.7907, grad_norm: 10.4561 2021-12-03 13:47:58,609 - mmaction - INFO - Epoch [46][460/1793] lr: 7.500e-05, eta: 1:41:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8104, top5_acc: 0.9437, loss_cls: 0.7503, loss: 0.7503, grad_norm: 9.8574 2021-12-03 13:48:12,646 - mmaction - INFO - Epoch [46][480/1793] lr: 7.500e-05, eta: 1:40:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9323, loss_cls: 0.8088, loss: 0.8088, grad_norm: 10.2915 2021-12-03 13:48:26,685 - mmaction - INFO - Epoch [46][500/1793] lr: 7.500e-05, eta: 1:40:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9323, loss_cls: 0.8767, loss: 0.8767, grad_norm: 10.7313 2021-12-03 13:48:40,723 - mmaction - INFO - Epoch [46][520/1793] lr: 7.500e-05, eta: 1:40:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.8107, loss: 0.8107, grad_norm: 10.6408 2021-12-03 13:48:54,751 - mmaction - INFO - Epoch [46][540/1793] lr: 7.500e-05, eta: 1:40:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9375, loss_cls: 0.7715, loss: 0.7715, grad_norm: 10.0805 2021-12-03 13:49:08,774 - mmaction - INFO - Epoch [46][560/1793] lr: 7.500e-05, eta: 1:39:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9323, loss_cls: 0.8142, loss: 0.8142, grad_norm: 10.8081 2021-12-03 13:49:22,801 - mmaction - INFO - Epoch [46][580/1793] lr: 7.500e-05, eta: 1:39:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9333, loss_cls: 0.8396, loss: 0.8396, grad_norm: 10.6186 2021-12-03 13:49:36,844 - mmaction - INFO - Epoch [46][600/1793] lr: 7.500e-05, eta: 1:39:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9490, loss_cls: 0.7354, loss: 0.7354, grad_norm: 10.3717 2021-12-03 13:49:50,875 - mmaction - INFO - Epoch [46][620/1793] lr: 7.500e-05, eta: 1:39:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9385, loss_cls: 0.7970, loss: 0.7970, grad_norm: 10.1089 2021-12-03 13:50:04,919 - mmaction - INFO - Epoch [46][640/1793] lr: 7.500e-05, eta: 1:38:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9240, loss_cls: 0.9104, loss: 0.9104, grad_norm: 10.8619 2021-12-03 13:50:18,956 - mmaction - INFO - Epoch [46][660/1793] lr: 7.500e-05, eta: 1:38:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9385, loss_cls: 0.8062, loss: 0.8062, grad_norm: 10.5546 2021-12-03 13:50:32,998 - mmaction - INFO - Epoch [46][680/1793] lr: 7.500e-05, eta: 1:38:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9448, loss_cls: 0.7555, loss: 0.7555, grad_norm: 10.3452 2021-12-03 13:50:47,037 - mmaction - INFO - Epoch [46][700/1793] lr: 7.500e-05, eta: 1:38:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9208, loss_cls: 0.9011, loss: 0.9011, grad_norm: 10.8588 2021-12-03 13:51:01,062 - mmaction - INFO - Epoch [46][720/1793] lr: 7.500e-05, eta: 1:37:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9333, loss_cls: 0.8227, loss: 0.8227, grad_norm: 10.5648 2021-12-03 13:51:15,112 - mmaction - INFO - Epoch [46][740/1793] lr: 7.500e-05, eta: 1:37:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9396, loss_cls: 0.7833, loss: 0.7833, grad_norm: 10.3772 2021-12-03 13:51:29,172 - mmaction - INFO - Epoch [46][760/1793] lr: 7.500e-05, eta: 1:37:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9448, loss_cls: 0.7765, loss: 0.7765, grad_norm: 10.4322 2021-12-03 13:51:43,229 - mmaction - INFO - Epoch [46][780/1793] lr: 7.500e-05, eta: 1:37:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9354, loss_cls: 0.8482, loss: 0.8482, grad_norm: 10.5117 2021-12-03 13:51:57,268 - mmaction - INFO - Epoch [46][800/1793] lr: 7.500e-05, eta: 1:36:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9448, loss_cls: 0.7666, loss: 0.7666, grad_norm: 9.8371 2021-12-03 13:52:11,311 - mmaction - INFO - Epoch [46][820/1793] lr: 7.500e-05, eta: 1:36:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9344, loss_cls: 0.7867, loss: 0.7867, grad_norm: 10.4817 2021-12-03 13:52:25,355 - mmaction - INFO - Epoch [46][840/1793] lr: 7.500e-05, eta: 1:36:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9448, loss_cls: 0.7845, loss: 0.7845, grad_norm: 10.5624 2021-12-03 13:52:39,413 - mmaction - INFO - Epoch [46][860/1793] lr: 7.500e-05, eta: 1:36:15, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9375, loss_cls: 0.7989, loss: 0.7989, grad_norm: 10.2992 2021-12-03 13:52:53,456 - mmaction - INFO - Epoch [46][880/1793] lr: 7.500e-05, eta: 1:36:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9375, loss_cls: 0.8269, loss: 0.8269, grad_norm: 10.8601 2021-12-03 13:53:07,521 - mmaction - INFO - Epoch [46][900/1793] lr: 7.500e-05, eta: 1:35:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9417, loss_cls: 0.7566, loss: 0.7566, grad_norm: 10.0559 2021-12-03 13:53:21,586 - mmaction - INFO - Epoch [46][920/1793] lr: 7.500e-05, eta: 1:35:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8387, loss: 0.8387, grad_norm: 10.8066 2021-12-03 13:53:35,623 - mmaction - INFO - Epoch [46][940/1793] lr: 7.500e-05, eta: 1:35:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.7976, loss: 0.7976, grad_norm: 10.4276 2021-12-03 13:53:49,671 - mmaction - INFO - Epoch [46][960/1793] lr: 7.500e-05, eta: 1:35:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8306, loss: 0.8306, grad_norm: 10.5750 2021-12-03 13:54:03,734 - mmaction - INFO - Epoch [46][980/1793] lr: 7.500e-05, eta: 1:34:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8104, top5_acc: 0.9427, loss_cls: 0.7542, loss: 0.7542, grad_norm: 9.9574 2021-12-03 13:54:17,779 - mmaction - INFO - Epoch [46][1000/1793] lr: 7.500e-05, eta: 1:34:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9344, loss_cls: 0.8462, loss: 0.8462, grad_norm: 10.6240 2021-12-03 13:54:31,834 - mmaction - INFO - Epoch [46][1020/1793] lr: 7.500e-05, eta: 1:34:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9292, loss_cls: 0.8134, loss: 0.8134, grad_norm: 10.5869 2021-12-03 13:54:45,883 - mmaction - INFO - Epoch [46][1040/1793] lr: 7.500e-05, eta: 1:34:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9375, loss_cls: 0.7618, loss: 0.7618, grad_norm: 9.9043 2021-12-03 13:54:59,939 - mmaction - INFO - Epoch [46][1060/1793] lr: 7.500e-05, eta: 1:33:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9406, loss_cls: 0.7822, loss: 0.7822, grad_norm: 10.5208 2021-12-03 13:55:14,001 - mmaction - INFO - Epoch [46][1080/1793] lr: 7.500e-05, eta: 1:33:38, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9333, loss_cls: 0.8206, loss: 0.8206, grad_norm: 10.8534 2021-12-03 13:55:28,066 - mmaction - INFO - Epoch [46][1100/1793] lr: 7.500e-05, eta: 1:33:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9292, loss_cls: 0.8703, loss: 0.8703, grad_norm: 10.9664 2021-12-03 13:55:42,128 - mmaction - INFO - Epoch [46][1120/1793] lr: 7.500e-05, eta: 1:33:09, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9250, loss_cls: 0.8581, loss: 0.8581, grad_norm: 10.7842 2021-12-03 13:55:56,190 - mmaction - INFO - Epoch [46][1140/1793] lr: 7.500e-05, eta: 1:32:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8255, loss: 0.8255, grad_norm: 10.4075 2021-12-03 13:56:10,231 - mmaction - INFO - Epoch [46][1160/1793] lr: 7.500e-05, eta: 1:32:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9396, loss_cls: 0.8078, loss: 0.8078, grad_norm: 10.4637 2021-12-03 13:56:24,294 - mmaction - INFO - Epoch [46][1180/1793] lr: 7.500e-05, eta: 1:32:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9458, loss_cls: 0.8152, loss: 0.8152, grad_norm: 10.6933 2021-12-03 13:56:38,354 - mmaction - INFO - Epoch [46][1200/1793] lr: 7.500e-05, eta: 1:32:12, time: 0.703, data_time: 0.001, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9292, loss_cls: 0.8516, loss: 0.8516, grad_norm: 11.1359 2021-12-03 13:56:52,407 - mmaction - INFO - Epoch [46][1220/1793] lr: 7.500e-05, eta: 1:31:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7596, loss: 0.7596, grad_norm: 10.3671 2021-12-03 13:57:06,452 - mmaction - INFO - Epoch [46][1240/1793] lr: 7.500e-05, eta: 1:31:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9323, loss_cls: 0.8416, loss: 0.8416, grad_norm: 10.5640 2021-12-03 13:57:20,511 - mmaction - INFO - Epoch [46][1260/1793] lr: 7.500e-05, eta: 1:31:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9427, loss_cls: 0.7651, loss: 0.7651, grad_norm: 10.0743 2021-12-03 13:57:34,552 - mmaction - INFO - Epoch [46][1280/1793] lr: 7.500e-05, eta: 1:31:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9250, loss_cls: 0.8821, loss: 0.8821, grad_norm: 10.8652 2021-12-03 13:57:48,608 - mmaction - INFO - Epoch [46][1300/1793] lr: 7.500e-05, eta: 1:31:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9375, loss_cls: 0.7705, loss: 0.7705, grad_norm: 9.6938 2021-12-03 13:58:02,670 - mmaction - INFO - Epoch [46][1320/1793] lr: 7.500e-05, eta: 1:30:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9323, loss_cls: 0.8295, loss: 0.8295, grad_norm: 10.7323 2021-12-03 13:58:16,734 - mmaction - INFO - Epoch [46][1340/1793] lr: 7.500e-05, eta: 1:30:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9323, loss_cls: 0.8347, loss: 0.8347, grad_norm: 10.6536 2021-12-03 13:58:30,795 - mmaction - INFO - Epoch [46][1360/1793] lr: 7.500e-05, eta: 1:30:18, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9260, loss_cls: 0.8428, loss: 0.8428, grad_norm: 10.5498 2021-12-03 13:58:44,839 - mmaction - INFO - Epoch [46][1380/1793] lr: 7.500e-05, eta: 1:30:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9385, loss_cls: 0.8124, loss: 0.8124, grad_norm: 10.8086 2021-12-03 13:58:58,895 - mmaction - INFO - Epoch [46][1400/1793] lr: 7.500e-05, eta: 1:29:50, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9229, loss_cls: 0.8126, loss: 0.8126, grad_norm: 10.4978 2021-12-03 13:59:12,955 - mmaction - INFO - Epoch [46][1420/1793] lr: 7.500e-05, eta: 1:29:35, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7660, loss: 0.7660, grad_norm: 10.5234 2021-12-03 13:59:27,017 - mmaction - INFO - Epoch [46][1440/1793] lr: 7.500e-05, eta: 1:29:21, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9458, loss_cls: 0.8147, loss: 0.8147, grad_norm: 10.2597 2021-12-03 13:59:41,077 - mmaction - INFO - Epoch [46][1460/1793] lr: 7.500e-05, eta: 1:29:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9521, loss_cls: 0.7301, loss: 0.7301, grad_norm: 10.5280 2021-12-03 13:59:55,134 - mmaction - INFO - Epoch [46][1480/1793] lr: 7.500e-05, eta: 1:28:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9385, loss_cls: 0.8128, loss: 0.8128, grad_norm: 10.4028 2021-12-03 14:00:09,174 - mmaction - INFO - Epoch [46][1500/1793] lr: 7.500e-05, eta: 1:28:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9354, loss_cls: 0.8029, loss: 0.8029, grad_norm: 10.5179 2021-12-03 14:00:23,228 - mmaction - INFO - Epoch [46][1520/1793] lr: 7.500e-05, eta: 1:28:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9354, loss_cls: 0.8452, loss: 0.8452, grad_norm: 11.0143 2021-12-03 14:00:37,280 - mmaction - INFO - Epoch [46][1540/1793] lr: 7.500e-05, eta: 1:28:10, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9406, loss_cls: 0.8107, loss: 0.8107, grad_norm: 10.7163 2021-12-03 14:00:51,326 - mmaction - INFO - Epoch [46][1560/1793] lr: 7.500e-05, eta: 1:27:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9490, loss_cls: 0.8193, loss: 0.8193, grad_norm: 10.4719 2021-12-03 14:01:05,370 - mmaction - INFO - Epoch [46][1580/1793] lr: 7.500e-05, eta: 1:27:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9406, loss_cls: 0.7587, loss: 0.7587, grad_norm: 10.4088 2021-12-03 14:01:19,439 - mmaction - INFO - Epoch [46][1600/1793] lr: 7.500e-05, eta: 1:27:27, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8135, top5_acc: 0.9469, loss_cls: 0.7166, loss: 0.7166, grad_norm: 9.8913 2021-12-03 14:01:33,493 - mmaction - INFO - Epoch [46][1620/1793] lr: 7.500e-05, eta: 1:27:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9406, loss_cls: 0.7702, loss: 0.7702, grad_norm: 10.2376 2021-12-03 14:01:47,527 - mmaction - INFO - Epoch [46][1640/1793] lr: 7.500e-05, eta: 1:26:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9396, loss_cls: 0.7737, loss: 0.7737, grad_norm: 10.1135 2021-12-03 14:02:01,560 - mmaction - INFO - Epoch [46][1660/1793] lr: 7.500e-05, eta: 1:26:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9479, loss_cls: 0.7223, loss: 0.7223, grad_norm: 9.7396 2021-12-03 14:02:15,596 - mmaction - INFO - Epoch [46][1680/1793] lr: 7.500e-05, eta: 1:26:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9385, loss_cls: 0.7932, loss: 0.7932, grad_norm: 10.6116 2021-12-03 14:02:29,635 - mmaction - INFO - Epoch [46][1700/1793] lr: 7.500e-05, eta: 1:26:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9250, loss_cls: 0.8599, loss: 0.8599, grad_norm: 10.7560 2021-12-03 14:02:43,672 - mmaction - INFO - Epoch [46][1720/1793] lr: 7.500e-05, eta: 1:26:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9146, loss_cls: 0.9269, loss: 0.9269, grad_norm: 11.0222 2021-12-03 14:02:57,700 - mmaction - INFO - Epoch [46][1740/1793] lr: 7.500e-05, eta: 1:25:47, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9396, loss_cls: 0.8011, loss: 0.8011, grad_norm: 10.2858 2021-12-03 14:03:11,748 - mmaction - INFO - Epoch [46][1760/1793] lr: 7.500e-05, eta: 1:25:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9385, loss_cls: 0.7556, loss: 0.7556, grad_norm: 10.0900 2021-12-03 14:03:25,787 - mmaction - INFO - Epoch [46][1780/1793] lr: 7.500e-05, eta: 1:25:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9417, loss_cls: 0.8128, loss: 0.8128, grad_norm: 10.7673 2021-12-03 14:04:41,068 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 14:04:41,236 - mmaction - INFO - top1_acc 0.4684 top5_acc 0.7643 2021-12-03 14:04:41,236 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 14:04:41,245 - mmaction - INFO - mean_acc 0.4332 2021-12-03 14:04:41,251 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-12-03 14:04:41,928 - mmaction - INFO - Epoch(val) [46][241] top1_acc: 0.4684, top5_acc: 0.7643, mean_class_accuracy: 0.4332 2021-12-03 14:05:23,886 - mmaction - INFO - Epoch [47][20/1793] lr: 7.500e-05, eta: 1:24:57, time: 2.098, data_time: 1.392, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9271, loss_cls: 0.8230, loss: 0.8230, grad_norm: 10.4283 2021-12-03 14:05:37,912 - mmaction - INFO - Epoch [47][40/1793] lr: 7.500e-05, eta: 1:24:42, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9365, loss_cls: 0.8255, loss: 0.8255, grad_norm: 10.5536 2021-12-03 14:05:51,912 - mmaction - INFO - Epoch [47][60/1793] lr: 7.500e-05, eta: 1:24:28, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.8135, top5_acc: 0.9552, loss_cls: 0.7032, loss: 0.7032, grad_norm: 9.8181 2021-12-03 14:06:05,940 - mmaction - INFO - Epoch [47][80/1793] lr: 7.500e-05, eta: 1:24:14, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9229, loss_cls: 0.8510, loss: 0.8510, grad_norm: 10.8032 2021-12-03 14:06:19,956 - mmaction - INFO - Epoch [47][100/1793] lr: 7.500e-05, eta: 1:23:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9229, loss_cls: 0.8213, loss: 0.8213, grad_norm: 10.4091 2021-12-03 14:06:33,979 - mmaction - INFO - Epoch [47][120/1793] lr: 7.500e-05, eta: 1:23:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8125, top5_acc: 0.9417, loss_cls: 0.7791, loss: 0.7791, grad_norm: 10.2603 2021-12-03 14:06:48,008 - mmaction - INFO - Epoch [47][140/1793] lr: 7.500e-05, eta: 1:23:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8156, top5_acc: 0.9365, loss_cls: 0.7623, loss: 0.7623, grad_norm: 10.2310 2021-12-03 14:07:02,036 - mmaction - INFO - Epoch [47][160/1793] lr: 7.500e-05, eta: 1:23:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8177, top5_acc: 0.9469, loss_cls: 0.6915, loss: 0.6915, grad_norm: 9.4107 2021-12-03 14:07:16,099 - mmaction - INFO - Epoch [47][180/1793] lr: 7.500e-05, eta: 1:23:02, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9385, loss_cls: 0.7983, loss: 0.7983, grad_norm: 10.5582 2021-12-03 14:07:30,135 - mmaction - INFO - Epoch [47][200/1793] lr: 7.500e-05, eta: 1:22:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9260, loss_cls: 0.8216, loss: 0.8216, grad_norm: 10.6006 2021-12-03 14:07:44,165 - mmaction - INFO - Epoch [47][220/1793] lr: 7.500e-05, eta: 1:22:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.7674, loss: 0.7674, grad_norm: 10.0836 2021-12-03 14:07:58,209 - mmaction - INFO - Epoch [47][240/1793] lr: 7.500e-05, eta: 1:22:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9490, loss_cls: 0.7407, loss: 0.7407, grad_norm: 10.0481 2021-12-03 14:08:12,272 - mmaction - INFO - Epoch [47][260/1793] lr: 7.500e-05, eta: 1:22:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9365, loss_cls: 0.8234, loss: 0.8234, grad_norm: 10.5931 2021-12-03 14:08:26,317 - mmaction - INFO - Epoch [47][280/1793] lr: 7.500e-05, eta: 1:21:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9490, loss_cls: 0.7901, loss: 0.7901, grad_norm: 10.0909 2021-12-03 14:08:40,376 - mmaction - INFO - Epoch [47][300/1793] lr: 7.500e-05, eta: 1:21:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9302, loss_cls: 0.8186, loss: 0.8186, grad_norm: 10.6205 2021-12-03 14:08:54,418 - mmaction - INFO - Epoch [47][320/1793] lr: 7.500e-05, eta: 1:21:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9365, loss_cls: 0.8222, loss: 0.8222, grad_norm: 11.0072 2021-12-03 14:09:08,488 - mmaction - INFO - Epoch [47][340/1793] lr: 7.500e-05, eta: 1:21:08, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9417, loss_cls: 0.7985, loss: 0.7985, grad_norm: 10.7294 2021-12-03 14:09:22,553 - mmaction - INFO - Epoch [47][360/1793] lr: 7.500e-05, eta: 1:20:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7604, top5_acc: 0.9323, loss_cls: 0.8787, loss: 0.8787, grad_norm: 10.5729 2021-12-03 14:09:36,618 - mmaction - INFO - Epoch [47][380/1793] lr: 7.500e-05, eta: 1:20:40, time: 0.704, data_time: 0.001, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9552, loss_cls: 0.7152, loss: 0.7152, grad_norm: 9.9936 2021-12-03 14:09:50,665 - mmaction - INFO - Epoch [47][400/1793] lr: 7.500e-05, eta: 1:20:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9365, loss_cls: 0.7986, loss: 0.7986, grad_norm: 10.6575 2021-12-03 14:10:04,715 - mmaction - INFO - Epoch [47][420/1793] lr: 7.500e-05, eta: 1:20:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.7344, loss: 0.7344, grad_norm: 9.6623 2021-12-03 14:10:18,769 - mmaction - INFO - Epoch [47][440/1793] lr: 7.500e-05, eta: 1:19:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9302, loss_cls: 0.7966, loss: 0.7966, grad_norm: 10.4378 2021-12-03 14:10:32,835 - mmaction - INFO - Epoch [47][460/1793] lr: 7.500e-05, eta: 1:19:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9302, loss_cls: 0.8081, loss: 0.8081, grad_norm: 10.3601 2021-12-03 14:10:46,898 - mmaction - INFO - Epoch [47][480/1793] lr: 7.500e-05, eta: 1:19:28, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.8035, loss: 0.8035, grad_norm: 10.3771 2021-12-03 14:11:00,957 - mmaction - INFO - Epoch [47][500/1793] lr: 7.500e-05, eta: 1:19:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9302, loss_cls: 0.8455, loss: 0.8455, grad_norm: 10.7880 2021-12-03 14:11:15,011 - mmaction - INFO - Epoch [47][520/1793] lr: 7.500e-05, eta: 1:19:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9281, loss_cls: 0.8210, loss: 0.8210, grad_norm: 10.1378 2021-12-03 14:11:29,053 - mmaction - INFO - Epoch [47][540/1793] lr: 7.500e-05, eta: 1:18:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9417, loss_cls: 0.8042, loss: 0.8042, grad_norm: 10.5994 2021-12-03 14:11:43,110 - mmaction - INFO - Epoch [47][560/1793] lr: 7.500e-05, eta: 1:18:31, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7615, top5_acc: 0.9146, loss_cls: 0.8941, loss: 0.8941, grad_norm: 11.3695 2021-12-03 14:11:57,156 - mmaction - INFO - Epoch [47][580/1793] lr: 7.500e-05, eta: 1:18:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9427, loss_cls: 0.7733, loss: 0.7733, grad_norm: 10.2942 2021-12-03 14:12:11,204 - mmaction - INFO - Epoch [47][600/1793] lr: 7.500e-05, eta: 1:18:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9323, loss_cls: 0.8216, loss: 0.8216, grad_norm: 10.6924 2021-12-03 14:12:25,267 - mmaction - INFO - Epoch [47][620/1793] lr: 7.500e-05, eta: 1:17:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9417, loss_cls: 0.7698, loss: 0.7698, grad_norm: 10.3646 2021-12-03 14:12:39,297 - mmaction - INFO - Epoch [47][640/1793] lr: 7.500e-05, eta: 1:17:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8187, top5_acc: 0.9469, loss_cls: 0.7308, loss: 0.7308, grad_norm: 9.9496 2021-12-03 14:12:53,356 - mmaction - INFO - Epoch [47][660/1793] lr: 7.500e-05, eta: 1:17:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.7894, loss: 0.7894, grad_norm: 10.2544 2021-12-03 14:13:07,397 - mmaction - INFO - Epoch [47][680/1793] lr: 7.500e-05, eta: 1:17:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9323, loss_cls: 0.8407, loss: 0.8407, grad_norm: 11.2354 2021-12-03 14:13:21,452 - mmaction - INFO - Epoch [47][700/1793] lr: 7.500e-05, eta: 1:16:51, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9427, loss_cls: 0.7849, loss: 0.7849, grad_norm: 10.1921 2021-12-03 14:13:35,504 - mmaction - INFO - Epoch [47][720/1793] lr: 7.500e-05, eta: 1:16:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8146, top5_acc: 0.9427, loss_cls: 0.7083, loss: 0.7083, grad_norm: 9.7166 2021-12-03 14:13:49,560 - mmaction - INFO - Epoch [47][740/1793] lr: 7.500e-05, eta: 1:16:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9313, loss_cls: 0.8231, loss: 0.8231, grad_norm: 10.9030 2021-12-03 14:14:03,618 - mmaction - INFO - Epoch [47][760/1793] lr: 7.500e-05, eta: 1:16:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.9065, loss: 0.9065, grad_norm: 10.9603 2021-12-03 14:14:17,682 - mmaction - INFO - Epoch [47][780/1793] lr: 7.500e-05, eta: 1:15:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9354, loss_cls: 0.8454, loss: 0.8454, grad_norm: 10.8586 2021-12-03 14:14:31,745 - mmaction - INFO - Epoch [47][800/1793] lr: 7.500e-05, eta: 1:15:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9396, loss_cls: 0.8018, loss: 0.8018, grad_norm: 10.5967 2021-12-03 14:14:45,799 - mmaction - INFO - Epoch [47][820/1793] lr: 7.500e-05, eta: 1:15:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9313, loss_cls: 0.8081, loss: 0.8081, grad_norm: 10.4210 2021-12-03 14:14:59,867 - mmaction - INFO - Epoch [47][840/1793] lr: 7.500e-05, eta: 1:15:12, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9448, loss_cls: 0.7911, loss: 0.7911, grad_norm: 10.6246 2021-12-03 14:15:13,927 - mmaction - INFO - Epoch [47][860/1793] lr: 7.500e-05, eta: 1:14:57, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9333, loss_cls: 0.8170, loss: 0.8170, grad_norm: 10.4824 2021-12-03 14:15:27,994 - mmaction - INFO - Epoch [47][880/1793] lr: 7.500e-05, eta: 1:14:43, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9427, loss_cls: 0.8223, loss: 0.8223, grad_norm: 10.7941 2021-12-03 14:15:42,060 - mmaction - INFO - Epoch [47][900/1793] lr: 7.500e-05, eta: 1:14:29, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9365, loss_cls: 0.7887, loss: 0.7887, grad_norm: 10.4395 2021-12-03 14:15:56,114 - mmaction - INFO - Epoch [47][920/1793] lr: 7.500e-05, eta: 1:14:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9344, loss_cls: 0.8639, loss: 0.8639, grad_norm: 11.1147 2021-12-03 14:16:10,181 - mmaction - INFO - Epoch [47][940/1793] lr: 7.500e-05, eta: 1:14:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9323, loss_cls: 0.8641, loss: 0.8641, grad_norm: 10.6706 2021-12-03 14:16:24,240 - mmaction - INFO - Epoch [47][960/1793] lr: 7.500e-05, eta: 1:13:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9396, loss_cls: 0.7952, loss: 0.7952, grad_norm: 10.7617 2021-12-03 14:16:38,304 - mmaction - INFO - Epoch [47][980/1793] lr: 7.500e-05, eta: 1:13:32, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9458, loss_cls: 0.7508, loss: 0.7508, grad_norm: 10.6909 2021-12-03 14:16:52,365 - mmaction - INFO - Epoch [47][1000/1793] lr: 7.500e-05, eta: 1:13:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7740, top5_acc: 0.9406, loss_cls: 0.8198, loss: 0.8198, grad_norm: 10.4703 2021-12-03 14:17:06,423 - mmaction - INFO - Epoch [47][1020/1793] lr: 7.500e-05, eta: 1:13:03, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9344, loss_cls: 0.8075, loss: 0.8075, grad_norm: 10.5642 2021-12-03 14:17:20,485 - mmaction - INFO - Epoch [47][1040/1793] lr: 7.500e-05, eta: 1:12:49, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9250, loss_cls: 0.8157, loss: 0.8157, grad_norm: 10.4388 2021-12-03 14:17:34,535 - mmaction - INFO - Epoch [47][1060/1793] lr: 7.500e-05, eta: 1:12:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9385, loss_cls: 0.7771, loss: 0.7771, grad_norm: 10.5949 2021-12-03 14:17:48,597 - mmaction - INFO - Epoch [47][1080/1793] lr: 7.500e-05, eta: 1:12:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7688, top5_acc: 0.9302, loss_cls: 0.8455, loss: 0.8455, grad_norm: 10.6649 2021-12-03 14:18:02,663 - mmaction - INFO - Epoch [47][1100/1793] lr: 7.500e-05, eta: 1:12:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9448, loss_cls: 0.7827, loss: 0.7827, grad_norm: 10.3076 2021-12-03 14:18:16,726 - mmaction - INFO - Epoch [47][1120/1793] lr: 7.500e-05, eta: 1:11:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8094, top5_acc: 0.9500, loss_cls: 0.7435, loss: 0.7435, grad_norm: 10.3260 2021-12-03 14:18:30,775 - mmaction - INFO - Epoch [47][1140/1793] lr: 7.500e-05, eta: 1:11:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9365, loss_cls: 0.8074, loss: 0.8074, grad_norm: 10.5764 2021-12-03 14:18:44,809 - mmaction - INFO - Epoch [47][1160/1793] lr: 7.500e-05, eta: 1:11:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9250, loss_cls: 0.8697, loss: 0.8697, grad_norm: 10.5328 2021-12-03 14:18:58,852 - mmaction - INFO - Epoch [47][1180/1793] lr: 7.500e-05, eta: 1:11:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9406, loss_cls: 0.8222, loss: 0.8222, grad_norm: 10.5045 2021-12-03 14:19:12,898 - mmaction - INFO - Epoch [47][1200/1793] lr: 7.500e-05, eta: 1:10:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9344, loss_cls: 0.8243, loss: 0.8243, grad_norm: 10.8733 2021-12-03 14:19:26,952 - mmaction - INFO - Epoch [47][1220/1793] lr: 7.500e-05, eta: 1:10:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9208, loss_cls: 0.8722, loss: 0.8722, grad_norm: 10.6964 2021-12-03 14:19:41,017 - mmaction - INFO - Epoch [47][1240/1793] lr: 7.500e-05, eta: 1:10:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9365, loss_cls: 0.8039, loss: 0.8039, grad_norm: 10.3597 2021-12-03 14:19:55,057 - mmaction - INFO - Epoch [47][1260/1793] lr: 7.500e-05, eta: 1:10:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8229, top5_acc: 0.9437, loss_cls: 0.7235, loss: 0.7235, grad_norm: 9.7111 2021-12-03 14:20:09,097 - mmaction - INFO - Epoch [47][1280/1793] lr: 7.500e-05, eta: 1:09:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9271, loss_cls: 0.8086, loss: 0.8086, grad_norm: 10.2909 2021-12-03 14:20:23,134 - mmaction - INFO - Epoch [47][1300/1793] lr: 7.500e-05, eta: 1:09:43, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9417, loss_cls: 0.7625, loss: 0.7625, grad_norm: 10.2539 2021-12-03 14:20:37,181 - mmaction - INFO - Epoch [47][1320/1793] lr: 7.500e-05, eta: 1:09:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9229, loss_cls: 0.8698, loss: 0.8698, grad_norm: 10.8843 2021-12-03 14:20:51,220 - mmaction - INFO - Epoch [47][1340/1793] lr: 7.500e-05, eta: 1:09:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9365, loss_cls: 0.8255, loss: 0.8255, grad_norm: 10.4275 2021-12-03 14:21:05,256 - mmaction - INFO - Epoch [47][1360/1793] lr: 7.500e-05, eta: 1:09:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9417, loss_cls: 0.7765, loss: 0.7765, grad_norm: 10.5903 2021-12-03 14:21:19,281 - mmaction - INFO - Epoch [47][1380/1793] lr: 7.500e-05, eta: 1:08:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9385, loss_cls: 0.7984, loss: 0.7984, grad_norm: 10.3247 2021-12-03 14:21:33,327 - mmaction - INFO - Epoch [47][1400/1793] lr: 7.500e-05, eta: 1:08:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9375, loss_cls: 0.8198, loss: 0.8198, grad_norm: 10.7239 2021-12-03 14:21:47,360 - mmaction - INFO - Epoch [47][1420/1793] lr: 7.500e-05, eta: 1:08:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9302, loss_cls: 0.8208, loss: 0.8208, grad_norm: 10.5816 2021-12-03 14:22:01,390 - mmaction - INFO - Epoch [47][1440/1793] lr: 7.500e-05, eta: 1:08:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9240, loss_cls: 0.8963, loss: 0.8963, grad_norm: 10.7993 2021-12-03 14:22:15,415 - mmaction - INFO - Epoch [47][1460/1793] lr: 7.500e-05, eta: 1:07:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9385, loss_cls: 0.7645, loss: 0.7645, grad_norm: 10.2887 2021-12-03 14:22:29,450 - mmaction - INFO - Epoch [47][1480/1793] lr: 7.500e-05, eta: 1:07:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.9278, loss: 0.9278, grad_norm: 11.2631 2021-12-03 14:22:43,490 - mmaction - INFO - Epoch [47][1500/1793] lr: 7.500e-05, eta: 1:07:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9479, loss_cls: 0.7728, loss: 0.7728, grad_norm: 10.3085 2021-12-03 14:22:57,552 - mmaction - INFO - Epoch [47][1520/1793] lr: 7.500e-05, eta: 1:07:06, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9406, loss_cls: 0.8102, loss: 0.8102, grad_norm: 10.6791 2021-12-03 14:23:11,593 - mmaction - INFO - Epoch [47][1540/1793] lr: 7.500e-05, eta: 1:06:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9281, loss_cls: 0.8159, loss: 0.8159, grad_norm: 10.4807 2021-12-03 14:23:25,635 - mmaction - INFO - Epoch [47][1560/1793] lr: 7.500e-05, eta: 1:06:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9313, loss_cls: 0.8056, loss: 0.8056, grad_norm: 10.0744 2021-12-03 14:23:39,679 - mmaction - INFO - Epoch [47][1580/1793] lr: 7.500e-05, eta: 1:06:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9229, loss_cls: 0.8442, loss: 0.8442, grad_norm: 10.6478 2021-12-03 14:23:53,705 - mmaction - INFO - Epoch [47][1600/1793] lr: 7.500e-05, eta: 1:06:09, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8198, top5_acc: 0.9490, loss_cls: 0.6990, loss: 0.6990, grad_norm: 9.8449 2021-12-03 14:24:07,748 - mmaction - INFO - Epoch [47][1620/1793] lr: 7.500e-05, eta: 1:05:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9365, loss_cls: 0.8016, loss: 0.8016, grad_norm: 10.1987 2021-12-03 14:24:21,784 - mmaction - INFO - Epoch [47][1640/1793] lr: 7.500e-05, eta: 1:05:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9344, loss_cls: 0.7999, loss: 0.7999, grad_norm: 10.1744 2021-12-03 14:24:35,821 - mmaction - INFO - Epoch [47][1660/1793] lr: 7.500e-05, eta: 1:05:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8187, top5_acc: 0.9469, loss_cls: 0.7348, loss: 0.7348, grad_norm: 9.7713 2021-12-03 14:24:49,856 - mmaction - INFO - Epoch [47][1680/1793] lr: 7.500e-05, eta: 1:05:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8073, top5_acc: 0.9427, loss_cls: 0.7322, loss: 0.7322, grad_norm: 10.0825 2021-12-03 14:25:03,905 - mmaction - INFO - Epoch [47][1700/1793] lr: 7.500e-05, eta: 1:04:58, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9365, loss_cls: 0.8322, loss: 0.8322, grad_norm: 10.5719 2021-12-03 14:25:17,945 - mmaction - INFO - Epoch [47][1720/1793] lr: 7.500e-05, eta: 1:04:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9396, loss_cls: 0.8106, loss: 0.8106, grad_norm: 10.4935 2021-12-03 14:25:31,985 - mmaction - INFO - Epoch [47][1740/1793] lr: 7.500e-05, eta: 1:04:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9500, loss_cls: 0.7552, loss: 0.7552, grad_norm: 10.6653 2021-12-03 14:25:46,030 - mmaction - INFO - Epoch [47][1760/1793] lr: 7.500e-05, eta: 1:04:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9510, loss_cls: 0.7941, loss: 0.7941, grad_norm: 10.4274 2021-12-03 14:26:00,089 - mmaction - INFO - Epoch [47][1780/1793] lr: 7.500e-05, eta: 1:04:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9406, loss_cls: 0.8109, loss: 0.8109, grad_norm: 10.8549 2021-12-03 14:27:15,475 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 14:27:15,628 - mmaction - INFO - top1_acc 0.4720 top5_acc 0.7668 2021-12-03 14:27:15,628 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 14:27:15,637 - mmaction - INFO - mean_acc 0.4332 2021-12-03 14:27:15,643 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-12-03 14:27:16,676 - mmaction - INFO - Epoch(val) [47][241] top1_acc: 0.4720, top5_acc: 0.7668, mean_class_accuracy: 0.4332 2021-12-03 14:27:59,682 - mmaction - INFO - Epoch [48][20/1793] lr: 7.500e-05, eta: 1:03:39, time: 2.150, data_time: 1.443, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9250, loss_cls: 0.8390, loss: 0.8390, grad_norm: 10.9010 2021-12-03 14:28:13,687 - mmaction - INFO - Epoch [48][40/1793] lr: 7.500e-05, eta: 1:03:25, time: 0.700, data_time: 0.002, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9406, loss_cls: 0.7731, loss: 0.7731, grad_norm: 10.1837 2021-12-03 14:28:27,681 - mmaction - INFO - Epoch [48][60/1793] lr: 7.500e-05, eta: 1:03:10, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9333, loss_cls: 0.7912, loss: 0.7912, grad_norm: 10.3631 2021-12-03 14:28:41,692 - mmaction - INFO - Epoch [48][80/1793] lr: 7.500e-05, eta: 1:02:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9437, loss_cls: 0.7791, loss: 0.7791, grad_norm: 9.9533 2021-12-03 14:28:55,700 - mmaction - INFO - Epoch [48][100/1793] lr: 7.500e-05, eta: 1:02:42, time: 0.700, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9385, loss_cls: 0.7888, loss: 0.7888, grad_norm: 9.9981 2021-12-03 14:29:09,725 - mmaction - INFO - Epoch [48][120/1793] lr: 7.500e-05, eta: 1:02:27, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9437, loss_cls: 0.7680, loss: 0.7680, grad_norm: 10.4186 2021-12-03 14:29:23,741 - mmaction - INFO - Epoch [48][140/1793] lr: 7.500e-05, eta: 1:02:13, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9385, loss_cls: 0.8094, loss: 0.8094, grad_norm: 10.7426 2021-12-03 14:29:37,782 - mmaction - INFO - Epoch [48][160/1793] lr: 7.500e-05, eta: 1:01:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9333, loss_cls: 0.7927, loss: 0.7927, grad_norm: 10.4258 2021-12-03 14:29:51,822 - mmaction - INFO - Epoch [48][180/1793] lr: 7.500e-05, eta: 1:01:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9323, loss_cls: 0.8669, loss: 0.8669, grad_norm: 11.1680 2021-12-03 14:30:05,844 - mmaction - INFO - Epoch [48][200/1793] lr: 7.500e-05, eta: 1:01:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9375, loss_cls: 0.8120, loss: 0.8120, grad_norm: 10.6614 2021-12-03 14:30:19,865 - mmaction - INFO - Epoch [48][220/1793] lr: 7.500e-05, eta: 1:01:16, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9448, loss_cls: 0.7255, loss: 0.7255, grad_norm: 10.3428 2021-12-03 14:30:33,903 - mmaction - INFO - Epoch [48][240/1793] lr: 7.500e-05, eta: 1:01:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9281, loss_cls: 0.8582, loss: 0.8582, grad_norm: 11.0104 2021-12-03 14:30:47,966 - mmaction - INFO - Epoch [48][260/1793] lr: 7.500e-05, eta: 1:00:48, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9281, loss_cls: 0.8189, loss: 0.8189, grad_norm: 10.9585 2021-12-03 14:31:01,995 - mmaction - INFO - Epoch [48][280/1793] lr: 7.500e-05, eta: 1:00:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7698, top5_acc: 0.9427, loss_cls: 0.8141, loss: 0.8141, grad_norm: 10.6768 2021-12-03 14:31:16,024 - mmaction - INFO - Epoch [48][300/1793] lr: 7.500e-05, eta: 1:00:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9469, loss_cls: 0.7717, loss: 0.7717, grad_norm: 10.0752 2021-12-03 14:31:30,057 - mmaction - INFO - Epoch [48][320/1793] lr: 7.500e-05, eta: 1:00:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8053, loss: 0.8053, grad_norm: 10.2948 2021-12-03 14:31:44,095 - mmaction - INFO - Epoch [48][340/1793] lr: 7.500e-05, eta: 0:59:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9427, loss_cls: 0.8587, loss: 0.8587, grad_norm: 11.4055 2021-12-03 14:31:58,140 - mmaction - INFO - Epoch [48][360/1793] lr: 7.500e-05, eta: 0:59:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9396, loss_cls: 0.7807, loss: 0.7807, grad_norm: 10.2394 2021-12-03 14:32:12,171 - mmaction - INFO - Epoch [48][380/1793] lr: 7.500e-05, eta: 0:59:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9406, loss_cls: 0.8054, loss: 0.8054, grad_norm: 10.2510 2021-12-03 14:32:26,210 - mmaction - INFO - Epoch [48][400/1793] lr: 7.500e-05, eta: 0:59:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7677, top5_acc: 0.9198, loss_cls: 0.8463, loss: 0.8463, grad_norm: 10.7299 2021-12-03 14:32:40,247 - mmaction - INFO - Epoch [48][420/1793] lr: 7.500e-05, eta: 0:58:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7869, loss: 0.7869, grad_norm: 10.5303 2021-12-03 14:32:54,286 - mmaction - INFO - Epoch [48][440/1793] lr: 7.500e-05, eta: 0:58:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8104, top5_acc: 0.9490, loss_cls: 0.7321, loss: 0.7321, grad_norm: 9.6126 2021-12-03 14:33:08,328 - mmaction - INFO - Epoch [48][460/1793] lr: 7.500e-05, eta: 0:58:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9302, loss_cls: 0.8087, loss: 0.8087, grad_norm: 10.7180 2021-12-03 14:33:22,384 - mmaction - INFO - Epoch [48][480/1793] lr: 7.500e-05, eta: 0:58:11, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9302, loss_cls: 0.8534, loss: 0.8534, grad_norm: 10.8514 2021-12-03 14:33:36,421 - mmaction - INFO - Epoch [48][500/1793] lr: 7.500e-05, eta: 0:57:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9458, loss_cls: 0.7584, loss: 0.7584, grad_norm: 10.6029 2021-12-03 14:33:50,464 - mmaction - INFO - Epoch [48][520/1793] lr: 7.500e-05, eta: 0:57:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9365, loss_cls: 0.7838, loss: 0.7838, grad_norm: 10.5595 2021-12-03 14:34:04,501 - mmaction - INFO - Epoch [48][540/1793] lr: 7.500e-05, eta: 0:57:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9417, loss_cls: 0.7625, loss: 0.7625, grad_norm: 10.0618 2021-12-03 14:34:18,531 - mmaction - INFO - Epoch [48][560/1793] lr: 7.500e-05, eta: 0:57:14, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9500, loss_cls: 0.7393, loss: 0.7393, grad_norm: 10.2296 2021-12-03 14:34:32,563 - mmaction - INFO - Epoch [48][580/1793] lr: 7.500e-05, eta: 0:56:59, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9490, loss_cls: 0.8144, loss: 0.8144, grad_norm: 10.7604 2021-12-03 14:34:46,587 - mmaction - INFO - Epoch [48][600/1793] lr: 7.500e-05, eta: 0:56:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9365, loss_cls: 0.8232, loss: 0.8232, grad_norm: 10.9777 2021-12-03 14:35:00,632 - mmaction - INFO - Epoch [48][620/1793] lr: 7.500e-05, eta: 0:56:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9500, loss_cls: 0.7229, loss: 0.7229, grad_norm: 9.8993 2021-12-03 14:35:14,675 - mmaction - INFO - Epoch [48][640/1793] lr: 7.500e-05, eta: 0:56:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9406, loss_cls: 0.7977, loss: 0.7977, grad_norm: 10.3091 2021-12-03 14:35:28,714 - mmaction - INFO - Epoch [48][660/1793] lr: 7.500e-05, eta: 0:56:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9385, loss_cls: 0.7498, loss: 0.7498, grad_norm: 9.8291 2021-12-03 14:35:42,754 - mmaction - INFO - Epoch [48][680/1793] lr: 7.500e-05, eta: 0:55:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9354, loss_cls: 0.8118, loss: 0.8118, grad_norm: 10.3883 2021-12-03 14:35:56,814 - mmaction - INFO - Epoch [48][700/1793] lr: 7.500e-05, eta: 0:55:34, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9281, loss_cls: 0.8576, loss: 0.8576, grad_norm: 10.8501 2021-12-03 14:36:10,856 - mmaction - INFO - Epoch [48][720/1793] lr: 7.500e-05, eta: 0:55:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9313, loss_cls: 0.8017, loss: 0.8017, grad_norm: 10.2750 2021-12-03 14:36:24,912 - mmaction - INFO - Epoch [48][740/1793] lr: 7.500e-05, eta: 0:55:05, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9333, loss_cls: 0.8276, loss: 0.8276, grad_norm: 11.0029 2021-12-03 14:36:38,956 - mmaction - INFO - Epoch [48][760/1793] lr: 7.500e-05, eta: 0:54:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8208, top5_acc: 0.9406, loss_cls: 0.7381, loss: 0.7381, grad_norm: 9.6862 2021-12-03 14:36:52,996 - mmaction - INFO - Epoch [48][780/1793] lr: 7.500e-05, eta: 0:54:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9396, loss_cls: 0.7821, loss: 0.7821, grad_norm: 10.7485 2021-12-03 14:37:07,043 - mmaction - INFO - Epoch [48][800/1793] lr: 7.500e-05, eta: 0:54:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9427, loss_cls: 0.7397, loss: 0.7397, grad_norm: 9.8285 2021-12-03 14:37:21,078 - mmaction - INFO - Epoch [48][820/1793] lr: 7.500e-05, eta: 0:54:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9406, loss_cls: 0.7579, loss: 0.7579, grad_norm: 10.1943 2021-12-03 14:37:35,114 - mmaction - INFO - Epoch [48][840/1793] lr: 7.500e-05, eta: 0:53:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9417, loss_cls: 0.7659, loss: 0.7659, grad_norm: 10.2931 2021-12-03 14:37:49,137 - mmaction - INFO - Epoch [48][860/1793] lr: 7.500e-05, eta: 0:53:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9354, loss_cls: 0.8102, loss: 0.8102, grad_norm: 10.6341 2021-12-03 14:38:03,172 - mmaction - INFO - Epoch [48][880/1793] lr: 7.500e-05, eta: 0:53:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9469, loss_cls: 0.7813, loss: 0.7813, grad_norm: 10.1693 2021-12-03 14:38:17,213 - mmaction - INFO - Epoch [48][900/1793] lr: 7.500e-05, eta: 0:53:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9375, loss_cls: 0.7681, loss: 0.7681, grad_norm: 10.2128 2021-12-03 14:38:31,256 - mmaction - INFO - Epoch [48][920/1793] lr: 7.500e-05, eta: 0:52:57, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9375, loss_cls: 0.7602, loss: 0.7602, grad_norm: 10.1520 2021-12-03 14:38:45,298 - mmaction - INFO - Epoch [48][940/1793] lr: 7.500e-05, eta: 0:52:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9458, loss_cls: 0.7588, loss: 0.7588, grad_norm: 10.4967 2021-12-03 14:38:59,337 - mmaction - INFO - Epoch [48][960/1793] lr: 7.500e-05, eta: 0:52:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7957, loss: 0.7957, grad_norm: 9.9769 2021-12-03 14:39:13,371 - mmaction - INFO - Epoch [48][980/1793] lr: 7.500e-05, eta: 0:52:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9427, loss_cls: 0.7579, loss: 0.7579, grad_norm: 10.2481 2021-12-03 14:39:27,403 - mmaction - INFO - Epoch [48][1000/1793] lr: 7.500e-05, eta: 0:52:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9375, loss_cls: 0.7708, loss: 0.7708, grad_norm: 10.2494 2021-12-03 14:39:41,430 - mmaction - INFO - Epoch [48][1020/1793] lr: 7.500e-05, eta: 0:51:46, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9344, loss_cls: 0.7915, loss: 0.7915, grad_norm: 10.0377 2021-12-03 14:39:55,468 - mmaction - INFO - Epoch [48][1040/1793] lr: 7.500e-05, eta: 0:51:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9365, loss_cls: 0.8049, loss: 0.8049, grad_norm: 10.6669 2021-12-03 14:40:09,524 - mmaction - INFO - Epoch [48][1060/1793] lr: 7.500e-05, eta: 0:51:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9240, loss_cls: 0.8824, loss: 0.8824, grad_norm: 10.8269 2021-12-03 14:40:23,556 - mmaction - INFO - Epoch [48][1080/1793] lr: 7.500e-05, eta: 0:51:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9250, loss_cls: 0.8421, loss: 0.8421, grad_norm: 10.5977 2021-12-03 14:40:37,585 - mmaction - INFO - Epoch [48][1100/1793] lr: 7.500e-05, eta: 0:50:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9417, loss_cls: 0.7659, loss: 0.7659, grad_norm: 10.5617 2021-12-03 14:40:51,610 - mmaction - INFO - Epoch [48][1120/1793] lr: 7.500e-05, eta: 0:50:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7729, top5_acc: 0.9385, loss_cls: 0.8410, loss: 0.8410, grad_norm: 10.8583 2021-12-03 14:41:05,631 - mmaction - INFO - Epoch [48][1140/1793] lr: 7.500e-05, eta: 0:50:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9510, loss_cls: 0.7378, loss: 0.7378, grad_norm: 10.5844 2021-12-03 14:41:19,653 - mmaction - INFO - Epoch [48][1160/1793] lr: 7.500e-05, eta: 0:50:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9385, loss_cls: 0.8149, loss: 0.8149, grad_norm: 10.7095 2021-12-03 14:41:33,685 - mmaction - INFO - Epoch [48][1180/1793] lr: 7.500e-05, eta: 0:49:51, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9323, loss_cls: 0.8136, loss: 0.8136, grad_norm: 10.5091 2021-12-03 14:41:47,709 - mmaction - INFO - Epoch [48][1200/1793] lr: 7.500e-05, eta: 0:49:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9323, loss_cls: 0.7787, loss: 0.7787, grad_norm: 10.4623 2021-12-03 14:42:01,737 - mmaction - INFO - Epoch [48][1220/1793] lr: 7.500e-05, eta: 0:49:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9292, loss_cls: 0.8313, loss: 0.8313, grad_norm: 10.7709 2021-12-03 14:42:15,780 - mmaction - INFO - Epoch [48][1240/1793] lr: 7.500e-05, eta: 0:49:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9375, loss_cls: 0.7916, loss: 0.7916, grad_norm: 10.5746 2021-12-03 14:42:29,837 - mmaction - INFO - Epoch [48][1260/1793] lr: 7.500e-05, eta: 0:48:54, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9375, loss_cls: 0.8027, loss: 0.8027, grad_norm: 10.7528 2021-12-03 14:42:43,866 - mmaction - INFO - Epoch [48][1280/1793] lr: 7.500e-05, eta: 0:48:40, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9313, loss_cls: 0.8221, loss: 0.8221, grad_norm: 10.6600 2021-12-03 14:42:57,913 - mmaction - INFO - Epoch [48][1300/1793] lr: 7.500e-05, eta: 0:48:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9417, loss_cls: 0.7902, loss: 0.7902, grad_norm: 10.5936 2021-12-03 14:43:11,952 - mmaction - INFO - Epoch [48][1320/1793] lr: 7.500e-05, eta: 0:48:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9417, loss_cls: 0.7776, loss: 0.7776, grad_norm: 10.6194 2021-12-03 14:43:25,972 - mmaction - INFO - Epoch [48][1340/1793] lr: 7.500e-05, eta: 0:47:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9427, loss_cls: 0.7610, loss: 0.7610, grad_norm: 10.3738 2021-12-03 14:43:39,999 - mmaction - INFO - Epoch [48][1360/1793] lr: 7.500e-05, eta: 0:47:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9469, loss_cls: 0.7654, loss: 0.7654, grad_norm: 10.5331 2021-12-03 14:43:54,027 - mmaction - INFO - Epoch [48][1380/1793] lr: 7.500e-05, eta: 0:47:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9385, loss_cls: 0.7608, loss: 0.7608, grad_norm: 10.5699 2021-12-03 14:44:08,044 - mmaction - INFO - Epoch [48][1400/1793] lr: 7.500e-05, eta: 0:47:15, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7736, loss: 0.7736, grad_norm: 10.3187 2021-12-03 14:44:22,068 - mmaction - INFO - Epoch [48][1420/1793] lr: 7.500e-05, eta: 0:47:00, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9354, loss_cls: 0.8082, loss: 0.8082, grad_norm: 10.3627 2021-12-03 14:44:36,104 - mmaction - INFO - Epoch [48][1440/1793] lr: 7.500e-05, eta: 0:46:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7779, loss: 0.7779, grad_norm: 10.4924 2021-12-03 14:44:50,129 - mmaction - INFO - Epoch [48][1460/1793] lr: 7.500e-05, eta: 0:46:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9292, loss_cls: 0.8202, loss: 0.8202, grad_norm: 11.0208 2021-12-03 14:45:04,159 - mmaction - INFO - Epoch [48][1480/1793] lr: 7.500e-05, eta: 0:46:18, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9302, loss_cls: 0.8482, loss: 0.8482, grad_norm: 10.6497 2021-12-03 14:45:18,177 - mmaction - INFO - Epoch [48][1500/1793] lr: 7.500e-05, eta: 0:46:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9385, loss_cls: 0.7516, loss: 0.7516, grad_norm: 10.2831 2021-12-03 14:45:32,198 - mmaction - INFO - Epoch [48][1520/1793] lr: 7.500e-05, eta: 0:45:49, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7719, top5_acc: 0.9260, loss_cls: 0.8913, loss: 0.8913, grad_norm: 10.8448 2021-12-03 14:45:46,225 - mmaction - INFO - Epoch [48][1540/1793] lr: 7.500e-05, eta: 0:45:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9417, loss_cls: 0.7990, loss: 0.7990, grad_norm: 10.7661 2021-12-03 14:46:00,266 - mmaction - INFO - Epoch [48][1560/1793] lr: 7.500e-05, eta: 0:45:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9323, loss_cls: 0.8373, loss: 0.8373, grad_norm: 10.8420 2021-12-03 14:46:14,314 - mmaction - INFO - Epoch [48][1580/1793] lr: 7.500e-05, eta: 0:45:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9323, loss_cls: 0.7935, loss: 0.7935, grad_norm: 10.5574 2021-12-03 14:46:28,333 - mmaction - INFO - Epoch [48][1600/1793] lr: 7.500e-05, eta: 0:44:52, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9333, loss_cls: 0.7507, loss: 0.7507, grad_norm: 10.1290 2021-12-03 14:46:42,362 - mmaction - INFO - Epoch [48][1620/1793] lr: 7.500e-05, eta: 0:44:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9385, loss_cls: 0.7809, loss: 0.7809, grad_norm: 10.4281 2021-12-03 14:46:56,385 - mmaction - INFO - Epoch [48][1640/1793] lr: 7.500e-05, eta: 0:44:23, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9406, loss_cls: 0.7914, loss: 0.7914, grad_norm: 10.6551 2021-12-03 14:47:10,416 - mmaction - INFO - Epoch [48][1660/1793] lr: 7.500e-05, eta: 0:44:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9385, loss_cls: 0.7791, loss: 0.7791, grad_norm: 10.2396 2021-12-03 14:47:24,433 - mmaction - INFO - Epoch [48][1680/1793] lr: 7.500e-05, eta: 0:43:55, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9500, loss_cls: 0.8003, loss: 0.8003, grad_norm: 10.4688 2021-12-03 14:47:38,469 - mmaction - INFO - Epoch [48][1700/1793] lr: 7.500e-05, eta: 0:43:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9427, loss_cls: 0.7672, loss: 0.7672, grad_norm: 10.5951 2021-12-03 14:47:52,496 - mmaction - INFO - Epoch [48][1720/1793] lr: 7.500e-05, eta: 0:43:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9344, loss_cls: 0.8192, loss: 0.8192, grad_norm: 10.6907 2021-12-03 14:48:06,535 - mmaction - INFO - Epoch [48][1740/1793] lr: 7.500e-05, eta: 0:43:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9323, loss_cls: 0.8184, loss: 0.8184, grad_norm: 10.3357 2021-12-03 14:48:20,571 - mmaction - INFO - Epoch [48][1760/1793] lr: 7.500e-05, eta: 0:42:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9448, loss_cls: 0.7511, loss: 0.7511, grad_norm: 10.5103 2021-12-03 14:48:34,597 - mmaction - INFO - Epoch [48][1780/1793] lr: 7.500e-05, eta: 0:42:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9385, loss_cls: 0.8031, loss: 0.8031, grad_norm: 10.4808 2021-12-03 14:49:49,650 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 14:49:49,804 - mmaction - INFO - top1_acc 0.4709 top5_acc 0.7663 2021-12-03 14:49:49,804 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 14:49:49,814 - mmaction - INFO - mean_acc 0.4337 2021-12-03 14:49:49,819 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-12-03 14:49:50,489 - mmaction - INFO - Epoch(val) [48][241] top1_acc: 0.4709, top5_acc: 0.7663, mean_class_accuracy: 0.4337 2021-12-03 14:50:33,484 - mmaction - INFO - Epoch [49][20/1793] lr: 7.500e-05, eta: 0:42:21, time: 2.150, data_time: 1.447, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9323, loss_cls: 0.8032, loss: 0.8032, grad_norm: 10.5653 2021-12-03 14:50:47,496 - mmaction - INFO - Epoch [49][40/1793] lr: 7.500e-05, eta: 0:42:07, time: 0.701, data_time: 0.002, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9417, loss_cls: 0.7370, loss: 0.7370, grad_norm: 10.4116 2021-12-03 14:51:01,500 - mmaction - INFO - Epoch [49][60/1793] lr: 7.500e-05, eta: 0:41:52, time: 0.700, data_time: 0.001, memory: 10398, top1_acc: 0.7646, top5_acc: 0.9375, loss_cls: 0.8253, loss: 0.8253, grad_norm: 10.9863 2021-12-03 14:51:15,518 - mmaction - INFO - Epoch [49][80/1793] lr: 7.500e-05, eta: 0:41:38, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9323, loss_cls: 0.8197, loss: 0.8197, grad_norm: 10.6469 2021-12-03 14:51:29,552 - mmaction - INFO - Epoch [49][100/1793] lr: 7.500e-05, eta: 0:41:24, time: 0.702, data_time: 0.001, memory: 10398, top1_acc: 0.8146, top5_acc: 0.9531, loss_cls: 0.7232, loss: 0.7232, grad_norm: 9.9195 2021-12-03 14:51:43,577 - mmaction - INFO - Epoch [49][120/1793] lr: 7.500e-05, eta: 0:41:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9344, loss_cls: 0.8044, loss: 0.8044, grad_norm: 10.3021 2021-12-03 14:51:57,619 - mmaction - INFO - Epoch [49][140/1793] lr: 7.500e-05, eta: 0:40:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9417, loss_cls: 0.7701, loss: 0.7701, grad_norm: 10.5258 2021-12-03 14:52:11,643 - mmaction - INFO - Epoch [49][160/1793] lr: 7.500e-05, eta: 0:40:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9313, loss_cls: 0.7835, loss: 0.7835, grad_norm: 10.2658 2021-12-03 14:52:25,686 - mmaction - INFO - Epoch [49][180/1793] lr: 7.500e-05, eta: 0:40:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9375, loss_cls: 0.8347, loss: 0.8347, grad_norm: 10.4253 2021-12-03 14:52:39,732 - mmaction - INFO - Epoch [49][200/1793] lr: 7.500e-05, eta: 0:40:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9302, loss_cls: 0.8761, loss: 0.8761, grad_norm: 10.9591 2021-12-03 14:52:53,775 - mmaction - INFO - Epoch [49][220/1793] lr: 7.500e-05, eta: 0:39:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9313, loss_cls: 0.8385, loss: 0.8385, grad_norm: 10.6878 2021-12-03 14:53:07,815 - mmaction - INFO - Epoch [49][240/1793] lr: 7.500e-05, eta: 0:39:44, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.7515, loss: 0.7515, grad_norm: 10.0096 2021-12-03 14:53:21,869 - mmaction - INFO - Epoch [49][260/1793] lr: 7.500e-05, eta: 0:39:30, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9396, loss_cls: 0.8042, loss: 0.8042, grad_norm: 10.7651 2021-12-03 14:53:35,939 - mmaction - INFO - Epoch [49][280/1793] lr: 7.500e-05, eta: 0:39:16, time: 0.704, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8461, loss: 0.8461, grad_norm: 10.8699 2021-12-03 14:53:49,991 - mmaction - INFO - Epoch [49][300/1793] lr: 7.500e-05, eta: 0:39:01, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9375, loss_cls: 0.7586, loss: 0.7586, grad_norm: 10.1830 2021-12-03 14:54:04,051 - mmaction - INFO - Epoch [49][320/1793] lr: 7.500e-05, eta: 0:38:47, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9323, loss_cls: 0.8260, loss: 0.8260, grad_norm: 10.9827 2021-12-03 14:54:18,081 - mmaction - INFO - Epoch [49][340/1793] lr: 7.500e-05, eta: 0:38:33, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9458, loss_cls: 0.8052, loss: 0.8052, grad_norm: 11.1444 2021-12-03 14:54:32,123 - mmaction - INFO - Epoch [49][360/1793] lr: 7.500e-05, eta: 0:38:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9437, loss_cls: 0.7667, loss: 0.7667, grad_norm: 10.4016 2021-12-03 14:54:46,185 - mmaction - INFO - Epoch [49][380/1793] lr: 7.500e-05, eta: 0:38:04, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9167, loss_cls: 0.8430, loss: 0.8430, grad_norm: 10.7911 2021-12-03 14:55:00,231 - mmaction - INFO - Epoch [49][400/1793] lr: 7.500e-05, eta: 0:37:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8177, top5_acc: 0.9469, loss_cls: 0.7170, loss: 0.7170, grad_norm: 9.9336 2021-12-03 14:55:14,287 - mmaction - INFO - Epoch [49][420/1793] lr: 7.500e-05, eta: 0:37:36, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9250, loss_cls: 0.8273, loss: 0.8273, grad_norm: 10.6504 2021-12-03 14:55:28,330 - mmaction - INFO - Epoch [49][440/1793] lr: 7.500e-05, eta: 0:37:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9313, loss_cls: 0.8226, loss: 0.8226, grad_norm: 10.8723 2021-12-03 14:55:42,387 - mmaction - INFO - Epoch [49][460/1793] lr: 7.500e-05, eta: 0:37:07, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9427, loss_cls: 0.7751, loss: 0.7751, grad_norm: 10.5475 2021-12-03 14:55:56,414 - mmaction - INFO - Epoch [49][480/1793] lr: 7.500e-05, eta: 0:36:53, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9229, loss_cls: 0.8792, loss: 0.8792, grad_norm: 10.9563 2021-12-03 14:56:10,448 - mmaction - INFO - Epoch [49][500/1793] lr: 7.500e-05, eta: 0:36:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9271, loss_cls: 0.8114, loss: 0.8114, grad_norm: 10.7471 2021-12-03 14:56:24,499 - mmaction - INFO - Epoch [49][520/1793] lr: 7.500e-05, eta: 0:36:24, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9229, loss_cls: 0.8537, loss: 0.8537, grad_norm: 11.1555 2021-12-03 14:56:38,537 - mmaction - INFO - Epoch [49][540/1793] lr: 7.500e-05, eta: 0:36:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9323, loss_cls: 0.8182, loss: 0.8182, grad_norm: 10.5429 2021-12-03 14:56:52,575 - mmaction - INFO - Epoch [49][560/1793] lr: 7.500e-05, eta: 0:35:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8094, top5_acc: 0.9396, loss_cls: 0.7366, loss: 0.7366, grad_norm: 10.2450 2021-12-03 14:57:06,623 - mmaction - INFO - Epoch [49][580/1793] lr: 7.500e-05, eta: 0:35:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8167, top5_acc: 0.9510, loss_cls: 0.7522, loss: 0.7522, grad_norm: 10.4927 2021-12-03 14:57:20,662 - mmaction - INFO - Epoch [49][600/1793] lr: 7.500e-05, eta: 0:35:27, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9354, loss_cls: 0.8436, loss: 0.8436, grad_norm: 10.9262 2021-12-03 14:57:34,720 - mmaction - INFO - Epoch [49][620/1793] lr: 7.500e-05, eta: 0:35:13, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9281, loss_cls: 0.8193, loss: 0.8193, grad_norm: 11.0319 2021-12-03 14:57:48,771 - mmaction - INFO - Epoch [49][640/1793] lr: 7.500e-05, eta: 0:34:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8125, top5_acc: 0.9427, loss_cls: 0.7345, loss: 0.7345, grad_norm: 10.0523 2021-12-03 14:58:02,811 - mmaction - INFO - Epoch [49][660/1793] lr: 7.500e-05, eta: 0:34:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9323, loss_cls: 0.8345, loss: 0.8345, grad_norm: 11.2532 2021-12-03 14:58:16,839 - mmaction - INFO - Epoch [49][680/1793] lr: 7.500e-05, eta: 0:34:30, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8073, top5_acc: 0.9344, loss_cls: 0.7714, loss: 0.7714, grad_norm: 10.5204 2021-12-03 14:58:30,870 - mmaction - INFO - Epoch [49][700/1793] lr: 7.500e-05, eta: 0:34:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.8024, loss: 0.8024, grad_norm: 10.6689 2021-12-03 14:58:44,910 - mmaction - INFO - Epoch [49][720/1793] lr: 7.500e-05, eta: 0:34:02, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7573, top5_acc: 0.9198, loss_cls: 0.9300, loss: 0.9300, grad_norm: 11.2186 2021-12-03 14:58:58,949 - mmaction - INFO - Epoch [49][740/1793] lr: 7.500e-05, eta: 0:33:48, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9427, loss_cls: 0.7951, loss: 0.7951, grad_norm: 10.7515 2021-12-03 14:59:12,999 - mmaction - INFO - Epoch [49][760/1793] lr: 7.500e-05, eta: 0:33:33, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9396, loss_cls: 0.8157, loss: 0.8157, grad_norm: 10.7670 2021-12-03 14:59:27,032 - mmaction - INFO - Epoch [49][780/1793] lr: 7.500e-05, eta: 0:33:19, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.7914, loss: 0.7914, grad_norm: 10.8260 2021-12-03 14:59:41,072 - mmaction - INFO - Epoch [49][800/1793] lr: 7.500e-05, eta: 0:33:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9417, loss_cls: 0.7675, loss: 0.7675, grad_norm: 10.5867 2021-12-03 14:59:55,088 - mmaction - INFO - Epoch [49][820/1793] lr: 7.500e-05, eta: 0:32:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.8272, loss: 0.8272, grad_norm: 10.6053 2021-12-03 15:00:09,135 - mmaction - INFO - Epoch [49][840/1793] lr: 7.500e-05, eta: 0:32:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9313, loss_cls: 0.7913, loss: 0.7913, grad_norm: 10.4655 2021-12-03 15:00:23,163 - mmaction - INFO - Epoch [49][860/1793] lr: 7.500e-05, eta: 0:32:22, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9333, loss_cls: 0.8002, loss: 0.8002, grad_norm: 10.6876 2021-12-03 15:00:37,192 - mmaction - INFO - Epoch [49][880/1793] lr: 7.500e-05, eta: 0:32:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7875, top5_acc: 0.9240, loss_cls: 0.8317, loss: 0.8317, grad_norm: 10.8464 2021-12-03 15:00:51,225 - mmaction - INFO - Epoch [49][900/1793] lr: 7.500e-05, eta: 0:31:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9365, loss_cls: 0.7821, loss: 0.7821, grad_norm: 10.3407 2021-12-03 15:01:05,243 - mmaction - INFO - Epoch [49][920/1793] lr: 7.500e-05, eta: 0:31:39, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7667, top5_acc: 0.9281, loss_cls: 0.8748, loss: 0.8748, grad_norm: 11.1192 2021-12-03 15:01:19,289 - mmaction - INFO - Epoch [49][940/1793] lr: 7.500e-05, eta: 0:31:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9490, loss_cls: 0.7384, loss: 0.7384, grad_norm: 10.5415 2021-12-03 15:01:33,309 - mmaction - INFO - Epoch [49][960/1793] lr: 7.500e-05, eta: 0:31:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9229, loss_cls: 0.8421, loss: 0.8421, grad_norm: 10.0749 2021-12-03 15:01:47,328 - mmaction - INFO - Epoch [49][980/1793] lr: 7.500e-05, eta: 0:30:56, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8340, loss: 0.8340, grad_norm: 10.4919 2021-12-03 15:02:01,362 - mmaction - INFO - Epoch [49][1000/1793] lr: 7.500e-05, eta: 0:30:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9479, loss_cls: 0.7467, loss: 0.7467, grad_norm: 10.4165 2021-12-03 15:02:15,382 - mmaction - INFO - Epoch [49][1020/1793] lr: 7.500e-05, eta: 0:30:28, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.8026, loss: 0.8026, grad_norm: 10.5021 2021-12-03 15:02:29,414 - mmaction - INFO - Epoch [49][1040/1793] lr: 7.500e-05, eta: 0:30:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7635, top5_acc: 0.9219, loss_cls: 0.8716, loss: 0.8716, grad_norm: 10.7608 2021-12-03 15:02:43,445 - mmaction - INFO - Epoch [49][1060/1793] lr: 7.500e-05, eta: 0:29:59, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9260, loss_cls: 0.8342, loss: 0.8342, grad_norm: 10.5509 2021-12-03 15:02:57,470 - mmaction - INFO - Epoch [49][1080/1793] lr: 7.500e-05, eta: 0:29:45, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7760, top5_acc: 0.9323, loss_cls: 0.8569, loss: 0.8569, grad_norm: 10.8565 2021-12-03 15:03:11,492 - mmaction - INFO - Epoch [49][1100/1793] lr: 7.500e-05, eta: 0:29:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9375, loss_cls: 0.7485, loss: 0.7485, grad_norm: 9.9868 2021-12-03 15:03:25,532 - mmaction - INFO - Epoch [49][1120/1793] lr: 7.500e-05, eta: 0:29:17, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8177, top5_acc: 0.9385, loss_cls: 0.7424, loss: 0.7424, grad_norm: 10.0998 2021-12-03 15:03:39,555 - mmaction - INFO - Epoch [49][1140/1793] lr: 7.500e-05, eta: 0:29:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7596, loss: 0.7596, grad_norm: 10.7944 2021-12-03 15:03:53,578 - mmaction - INFO - Epoch [49][1160/1793] lr: 7.500e-05, eta: 0:28:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9417, loss_cls: 0.7769, loss: 0.7769, grad_norm: 10.7325 2021-12-03 15:04:07,599 - mmaction - INFO - Epoch [49][1180/1793] lr: 7.500e-05, eta: 0:28:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8146, top5_acc: 0.9531, loss_cls: 0.7244, loss: 0.7244, grad_norm: 10.4863 2021-12-03 15:04:21,641 - mmaction - INFO - Epoch [49][1200/1793] lr: 7.500e-05, eta: 0:28:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9500, loss_cls: 0.7834, loss: 0.7834, grad_norm: 10.5123 2021-12-03 15:04:35,670 - mmaction - INFO - Epoch [49][1220/1793] lr: 7.500e-05, eta: 0:28:05, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9385, loss_cls: 0.8174, loss: 0.8174, grad_norm: 10.7130 2021-12-03 15:04:49,695 - mmaction - INFO - Epoch [49][1240/1793] lr: 7.500e-05, eta: 0:27:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.7634, loss: 0.7634, grad_norm: 10.2501 2021-12-03 15:05:03,723 - mmaction - INFO - Epoch [49][1260/1793] lr: 7.500e-05, eta: 0:27:37, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9396, loss_cls: 0.7608, loss: 0.7608, grad_norm: 10.4826 2021-12-03 15:05:17,759 - mmaction - INFO - Epoch [49][1280/1793] lr: 7.500e-05, eta: 0:27:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9323, loss_cls: 0.8069, loss: 0.8069, grad_norm: 10.6765 2021-12-03 15:05:31,782 - mmaction - INFO - Epoch [49][1300/1793] lr: 7.500e-05, eta: 0:27:08, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9500, loss_cls: 0.7241, loss: 0.7241, grad_norm: 10.2698 2021-12-03 15:05:45,800 - mmaction - INFO - Epoch [49][1320/1793] lr: 7.500e-05, eta: 0:26:54, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9427, loss_cls: 0.7420, loss: 0.7420, grad_norm: 10.3643 2021-12-03 15:05:59,831 - mmaction - INFO - Epoch [49][1340/1793] lr: 7.500e-05, eta: 0:26:40, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9302, loss_cls: 0.8244, loss: 0.8244, grad_norm: 11.0722 2021-12-03 15:06:13,850 - mmaction - INFO - Epoch [49][1360/1793] lr: 7.500e-05, eta: 0:26:26, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9302, loss_cls: 0.8781, loss: 0.8781, grad_norm: 10.9799 2021-12-03 15:06:27,896 - mmaction - INFO - Epoch [49][1380/1793] lr: 7.500e-05, eta: 0:26:11, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9240, loss_cls: 0.8938, loss: 0.8938, grad_norm: 11.2251 2021-12-03 15:06:41,924 - mmaction - INFO - Epoch [49][1400/1793] lr: 7.500e-05, eta: 0:25:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9396, loss_cls: 0.8031, loss: 0.8031, grad_norm: 10.7076 2021-12-03 15:06:55,960 - mmaction - INFO - Epoch [49][1420/1793] lr: 7.500e-05, eta: 0:25:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9583, loss_cls: 0.7710, loss: 0.7710, grad_norm: 10.4542 2021-12-03 15:07:10,006 - mmaction - INFO - Epoch [49][1440/1793] lr: 7.500e-05, eta: 0:25:29, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9313, loss_cls: 0.8367, loss: 0.8367, grad_norm: 10.8318 2021-12-03 15:07:24,066 - mmaction - INFO - Epoch [49][1460/1793] lr: 7.500e-05, eta: 0:25:14, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8428, loss: 0.8428, grad_norm: 10.7340 2021-12-03 15:07:38,122 - mmaction - INFO - Epoch [49][1480/1793] lr: 7.500e-05, eta: 0:25:00, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9458, loss_cls: 0.8147, loss: 0.8147, grad_norm: 11.0389 2021-12-03 15:07:52,166 - mmaction - INFO - Epoch [49][1500/1793] lr: 7.500e-05, eta: 0:24:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9469, loss_cls: 0.7751, loss: 0.7751, grad_norm: 10.5668 2021-12-03 15:08:06,207 - mmaction - INFO - Epoch [49][1520/1793] lr: 7.500e-05, eta: 0:24:32, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9281, loss_cls: 0.8591, loss: 0.8591, grad_norm: 10.9439 2021-12-03 15:08:20,229 - mmaction - INFO - Epoch [49][1540/1793] lr: 7.500e-05, eta: 0:24:17, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9427, loss_cls: 0.8044, loss: 0.8044, grad_norm: 10.6607 2021-12-03 15:08:34,253 - mmaction - INFO - Epoch [49][1560/1793] lr: 7.500e-05, eta: 0:24:03, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9302, loss_cls: 0.8516, loss: 0.8516, grad_norm: 10.7232 2021-12-03 15:08:48,290 - mmaction - INFO - Epoch [49][1580/1793] lr: 7.500e-05, eta: 0:23:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9406, loss_cls: 0.8159, loss: 0.8159, grad_norm: 10.4834 2021-12-03 15:09:02,332 - mmaction - INFO - Epoch [49][1600/1793] lr: 7.500e-05, eta: 0:23:35, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9500, loss_cls: 0.7597, loss: 0.7597, grad_norm: 10.3523 2021-12-03 15:09:16,396 - mmaction - INFO - Epoch [49][1620/1793] lr: 7.500e-05, eta: 0:23:20, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9344, loss_cls: 0.7978, loss: 0.7978, grad_norm: 10.8750 2021-12-03 15:09:30,437 - mmaction - INFO - Epoch [49][1640/1793] lr: 7.500e-05, eta: 0:23:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9313, loss_cls: 0.7813, loss: 0.7813, grad_norm: 10.3844 2021-12-03 15:09:44,482 - mmaction - INFO - Epoch [49][1660/1793] lr: 7.500e-05, eta: 0:22:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9385, loss_cls: 0.7797, loss: 0.7797, grad_norm: 10.5163 2021-12-03 15:09:58,534 - mmaction - INFO - Epoch [49][1680/1793] lr: 7.500e-05, eta: 0:22:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9354, loss_cls: 0.7574, loss: 0.7574, grad_norm: 10.4925 2021-12-03 15:10:12,594 - mmaction - INFO - Epoch [49][1700/1793] lr: 7.500e-05, eta: 0:22:23, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9490, loss_cls: 0.7448, loss: 0.7448, grad_norm: 10.2725 2021-12-03 15:10:26,657 - mmaction - INFO - Epoch [49][1720/1793] lr: 7.500e-05, eta: 0:22:09, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9167, loss_cls: 0.8911, loss: 0.8911, grad_norm: 11.2560 2021-12-03 15:10:40,698 - mmaction - INFO - Epoch [49][1740/1793] lr: 7.500e-05, eta: 0:21:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7969, top5_acc: 0.9385, loss_cls: 0.7753, loss: 0.7753, grad_norm: 10.3738 2021-12-03 15:10:54,755 - mmaction - INFO - Epoch [49][1760/1793] lr: 7.500e-05, eta: 0:21:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9292, loss_cls: 0.8238, loss: 0.8238, grad_norm: 10.8762 2021-12-03 15:11:08,823 - mmaction - INFO - Epoch [49][1780/1793] lr: 7.500e-05, eta: 0:21:26, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7708, top5_acc: 0.9406, loss_cls: 0.7961, loss: 0.7961, grad_norm: 11.1042 2021-12-03 15:12:24,332 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 15:12:24,487 - mmaction - INFO - top1_acc 0.4684 top5_acc 0.7664 2021-12-03 15:12:24,487 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 15:12:24,497 - mmaction - INFO - mean_acc 0.4259 2021-12-03 15:12:24,502 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-12-03 15:12:25,164 - mmaction - INFO - Epoch(val) [49][241] top1_acc: 0.4684, top5_acc: 0.7664, mean_class_accuracy: 0.4259 2021-12-03 15:13:08,022 - mmaction - INFO - Epoch [50][20/1793] lr: 7.500e-05, eta: 0:21:03, time: 2.143, data_time: 1.436, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9500, loss_cls: 0.7412, loss: 0.7412, grad_norm: 10.1958 2021-12-03 15:13:22,055 - mmaction - INFO - Epoch [50][40/1793] lr: 7.500e-05, eta: 0:20:49, time: 0.702, data_time: 0.002, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9375, loss_cls: 0.8441, loss: 0.8441, grad_norm: 10.9121 2021-12-03 15:13:36,075 - mmaction - INFO - Epoch [50][60/1793] lr: 7.500e-05, eta: 0:20:35, time: 0.701, data_time: 0.001, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9437, loss_cls: 0.7555, loss: 0.7555, grad_norm: 10.4281 2021-12-03 15:13:50,098 - mmaction - INFO - Epoch [50][80/1793] lr: 7.500e-05, eta: 0:20:20, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9417, loss_cls: 0.7915, loss: 0.7915, grad_norm: 11.0690 2021-12-03 15:14:04,136 - mmaction - INFO - Epoch [50][100/1793] lr: 7.500e-05, eta: 0:20:06, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9437, loss_cls: 0.7892, loss: 0.7892, grad_norm: 10.9915 2021-12-03 15:14:18,188 - mmaction - INFO - Epoch [50][120/1793] lr: 7.500e-05, eta: 0:19:52, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9479, loss_cls: 0.7789, loss: 0.7789, grad_norm: 10.9178 2021-12-03 15:14:32,227 - mmaction - INFO - Epoch [50][140/1793] lr: 7.500e-05, eta: 0:19:38, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9323, loss_cls: 0.8304, loss: 0.8304, grad_norm: 10.4750 2021-12-03 15:14:46,272 - mmaction - INFO - Epoch [50][160/1793] lr: 7.500e-05, eta: 0:19:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9333, loss_cls: 0.7966, loss: 0.7966, grad_norm: 10.4992 2021-12-03 15:15:00,312 - mmaction - INFO - Epoch [50][180/1793] lr: 7.500e-05, eta: 0:19:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7771, top5_acc: 0.9271, loss_cls: 0.8647, loss: 0.8647, grad_norm: 10.9788 2021-12-03 15:15:14,366 - mmaction - INFO - Epoch [50][200/1793] lr: 7.500e-05, eta: 0:18:55, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9427, loss_cls: 0.8146, loss: 0.8146, grad_norm: 10.6159 2021-12-03 15:15:28,382 - mmaction - INFO - Epoch [50][220/1793] lr: 7.500e-05, eta: 0:18:41, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9448, loss_cls: 0.7793, loss: 0.7793, grad_norm: 10.7513 2021-12-03 15:15:42,421 - mmaction - INFO - Epoch [50][240/1793] lr: 7.500e-05, eta: 0:18:26, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9385, loss_cls: 0.8088, loss: 0.8088, grad_norm: 10.4855 2021-12-03 15:15:56,459 - mmaction - INFO - Epoch [50][260/1793] lr: 7.500e-05, eta: 0:18:12, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9354, loss_cls: 0.7834, loss: 0.7834, grad_norm: 10.2483 2021-12-03 15:16:10,499 - mmaction - INFO - Epoch [50][280/1793] lr: 7.500e-05, eta: 0:17:58, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8094, top5_acc: 0.9333, loss_cls: 0.8024, loss: 0.8024, grad_norm: 10.5761 2021-12-03 15:16:24,525 - mmaction - INFO - Epoch [50][300/1793] lr: 7.500e-05, eta: 0:17:43, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9365, loss_cls: 0.8161, loss: 0.8161, grad_norm: 10.9975 2021-12-03 15:16:38,553 - mmaction - INFO - Epoch [50][320/1793] lr: 7.500e-05, eta: 0:17:29, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8104, loss: 0.8104, grad_norm: 10.7747 2021-12-03 15:16:52,583 - mmaction - INFO - Epoch [50][340/1793] lr: 7.500e-05, eta: 0:17:15, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8021, top5_acc: 0.9479, loss_cls: 0.7404, loss: 0.7404, grad_norm: 10.3949 2021-12-03 15:17:06,609 - mmaction - INFO - Epoch [50][360/1793] lr: 7.500e-05, eta: 0:17:01, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9458, loss_cls: 0.7397, loss: 0.7397, grad_norm: 10.1952 2021-12-03 15:17:20,652 - mmaction - INFO - Epoch [50][380/1793] lr: 7.500e-05, eta: 0:16:46, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9271, loss_cls: 0.8417, loss: 0.8417, grad_norm: 11.0620 2021-12-03 15:17:34,665 - mmaction - INFO - Epoch [50][400/1793] lr: 7.500e-05, eta: 0:16:32, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9385, loss_cls: 0.7656, loss: 0.7656, grad_norm: 10.3931 2021-12-03 15:17:48,695 - mmaction - INFO - Epoch [50][420/1793] lr: 7.500e-05, eta: 0:16:18, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9208, loss_cls: 0.8053, loss: 0.8053, grad_norm: 10.6677 2021-12-03 15:18:02,733 - mmaction - INFO - Epoch [50][440/1793] lr: 7.500e-05, eta: 0:16:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9427, loss_cls: 0.8137, loss: 0.8137, grad_norm: 10.8167 2021-12-03 15:18:16,776 - mmaction - INFO - Epoch [50][460/1793] lr: 7.500e-05, eta: 0:15:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7917, top5_acc: 0.9344, loss_cls: 0.8080, loss: 0.8080, grad_norm: 10.1940 2021-12-03 15:18:30,802 - mmaction - INFO - Epoch [50][480/1793] lr: 7.500e-05, eta: 0:15:35, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7990, top5_acc: 0.9479, loss_cls: 0.7190, loss: 0.7190, grad_norm: 10.2027 2021-12-03 15:18:44,843 - mmaction - INFO - Epoch [50][500/1793] lr: 7.500e-05, eta: 0:15:21, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7802, top5_acc: 0.9271, loss_cls: 0.8063, loss: 0.8063, grad_norm: 10.7904 2021-12-03 15:18:58,866 - mmaction - INFO - Epoch [50][520/1793] lr: 7.500e-05, eta: 0:15:07, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9333, loss_cls: 0.8360, loss: 0.8360, grad_norm: 10.7746 2021-12-03 15:19:12,911 - mmaction - INFO - Epoch [50][540/1793] lr: 7.500e-05, eta: 0:14:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9417, loss_cls: 0.7574, loss: 0.7574, grad_norm: 10.3881 2021-12-03 15:19:26,927 - mmaction - INFO - Epoch [50][560/1793] lr: 7.500e-05, eta: 0:14:38, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9375, loss_cls: 0.7956, loss: 0.7956, grad_norm: 10.4155 2021-12-03 15:19:40,962 - mmaction - INFO - Epoch [50][580/1793] lr: 7.500e-05, eta: 0:14:24, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9406, loss_cls: 0.7727, loss: 0.7727, grad_norm: 10.5143 2021-12-03 15:19:55,006 - mmaction - INFO - Epoch [50][600/1793] lr: 7.500e-05, eta: 0:14:10, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9458, loss_cls: 0.7614, loss: 0.7614, grad_norm: 10.4483 2021-12-03 15:20:09,055 - mmaction - INFO - Epoch [50][620/1793] lr: 7.500e-05, eta: 0:13:55, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9500, loss_cls: 0.7825, loss: 0.7825, grad_norm: 10.4720 2021-12-03 15:20:23,088 - mmaction - INFO - Epoch [50][640/1793] lr: 7.500e-05, eta: 0:13:41, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8115, top5_acc: 0.9479, loss_cls: 0.7042, loss: 0.7042, grad_norm: 10.0695 2021-12-03 15:20:37,118 - mmaction - INFO - Epoch [50][660/1793] lr: 7.500e-05, eta: 0:13:27, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8094, top5_acc: 0.9469, loss_cls: 0.7424, loss: 0.7424, grad_norm: 10.1636 2021-12-03 15:20:51,158 - mmaction - INFO - Epoch [50][680/1793] lr: 7.500e-05, eta: 0:13:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9396, loss_cls: 0.7804, loss: 0.7804, grad_norm: 10.5958 2021-12-03 15:21:05,175 - mmaction - INFO - Epoch [50][700/1793] lr: 7.500e-05, eta: 0:12:58, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8052, top5_acc: 0.9281, loss_cls: 0.7746, loss: 0.7746, grad_norm: 10.0067 2021-12-03 15:21:19,197 - mmaction - INFO - Epoch [50][720/1793] lr: 7.500e-05, eta: 0:12:44, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9427, loss_cls: 0.7914, loss: 0.7914, grad_norm: 10.8111 2021-12-03 15:21:33,240 - mmaction - INFO - Epoch [50][740/1793] lr: 7.500e-05, eta: 0:12:30, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9323, loss_cls: 0.8581, loss: 0.8581, grad_norm: 10.9977 2021-12-03 15:21:47,278 - mmaction - INFO - Epoch [50][760/1793] lr: 7.500e-05, eta: 0:12:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9240, loss_cls: 0.8555, loss: 0.8555, grad_norm: 11.4678 2021-12-03 15:22:01,319 - mmaction - INFO - Epoch [50][780/1793] lr: 7.500e-05, eta: 0:12:01, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9469, loss_cls: 0.7248, loss: 0.7248, grad_norm: 10.2808 2021-12-03 15:22:15,364 - mmaction - INFO - Epoch [50][800/1793] lr: 7.500e-05, eta: 0:11:47, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7979, top5_acc: 0.9396, loss_cls: 0.7696, loss: 0.7696, grad_norm: 10.3961 2021-12-03 15:22:29,403 - mmaction - INFO - Epoch [50][820/1793] lr: 7.500e-05, eta: 0:11:33, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9531, loss_cls: 0.7276, loss: 0.7276, grad_norm: 9.9354 2021-12-03 15:22:43,433 - mmaction - INFO - Epoch [50][840/1793] lr: 7.500e-05, eta: 0:11:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9552, loss_cls: 0.7000, loss: 0.7000, grad_norm: 10.0510 2021-12-03 15:22:57,467 - mmaction - INFO - Epoch [50][860/1793] lr: 7.500e-05, eta: 0:11:04, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9313, loss_cls: 0.8320, loss: 0.8320, grad_norm: 11.0334 2021-12-03 15:23:11,514 - mmaction - INFO - Epoch [50][880/1793] lr: 7.500e-05, eta: 0:10:50, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9417, loss_cls: 0.7770, loss: 0.7770, grad_norm: 10.8029 2021-12-03 15:23:25,545 - mmaction - INFO - Epoch [50][900/1793] lr: 7.500e-05, eta: 0:10:36, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8229, top5_acc: 0.9344, loss_cls: 0.7587, loss: 0.7587, grad_norm: 10.3572 2021-12-03 15:23:39,582 - mmaction - INFO - Epoch [50][920/1793] lr: 7.500e-05, eta: 0:10:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9271, loss_cls: 0.8260, loss: 0.8260, grad_norm: 10.6016 2021-12-03 15:23:53,619 - mmaction - INFO - Epoch [50][940/1793] lr: 7.500e-05, eta: 0:10:07, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9333, loss_cls: 0.8366, loss: 0.8366, grad_norm: 10.9467 2021-12-03 15:24:07,651 - mmaction - INFO - Epoch [50][960/1793] lr: 7.500e-05, eta: 0:09:53, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9375, loss_cls: 0.7844, loss: 0.7844, grad_norm: 10.6885 2021-12-03 15:24:21,691 - mmaction - INFO - Epoch [50][980/1793] lr: 7.500e-05, eta: 0:09:39, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7958, top5_acc: 0.9469, loss_cls: 0.7298, loss: 0.7298, grad_norm: 10.4341 2021-12-03 15:24:35,725 - mmaction - INFO - Epoch [50][1000/1793] lr: 7.500e-05, eta: 0:09:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9406, loss_cls: 0.8191, loss: 0.8191, grad_norm: 11.0717 2021-12-03 15:24:49,753 - mmaction - INFO - Epoch [50][1020/1793] lr: 7.500e-05, eta: 0:09:10, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9323, loss_cls: 0.7958, loss: 0.7958, grad_norm: 10.5078 2021-12-03 15:25:03,788 - mmaction - INFO - Epoch [50][1040/1793] lr: 7.500e-05, eta: 0:08:56, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7781, top5_acc: 0.9333, loss_cls: 0.7980, loss: 0.7980, grad_norm: 10.6256 2021-12-03 15:25:17,835 - mmaction - INFO - Epoch [50][1060/1793] lr: 7.500e-05, eta: 0:08:42, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9417, loss_cls: 0.8050, loss: 0.8050, grad_norm: 10.6628 2021-12-03 15:25:31,875 - mmaction - INFO - Epoch [50][1080/1793] lr: 7.500e-05, eta: 0:08:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8073, top5_acc: 0.9396, loss_cls: 0.7502, loss: 0.7502, grad_norm: 10.4736 2021-12-03 15:25:45,919 - mmaction - INFO - Epoch [50][1100/1793] lr: 7.500e-05, eta: 0:08:13, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8167, top5_acc: 0.9437, loss_cls: 0.7524, loss: 0.7524, grad_norm: 10.2314 2021-12-03 15:25:59,980 - mmaction - INFO - Epoch [50][1120/1793] lr: 7.500e-05, eta: 0:07:59, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8083, top5_acc: 0.9448, loss_cls: 0.7723, loss: 0.7723, grad_norm: 10.3689 2021-12-03 15:26:14,015 - mmaction - INFO - Epoch [50][1140/1793] lr: 7.500e-05, eta: 0:07:45, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9500, loss_cls: 0.7322, loss: 0.7322, grad_norm: 10.1102 2021-12-03 15:26:28,027 - mmaction - INFO - Epoch [50][1160/1793] lr: 7.500e-05, eta: 0:07:31, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7885, top5_acc: 0.9354, loss_cls: 0.8022, loss: 0.8022, grad_norm: 10.7354 2021-12-03 15:26:42,078 - mmaction - INFO - Epoch [50][1180/1793] lr: 7.500e-05, eta: 0:07:16, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9323, loss_cls: 0.8018, loss: 0.8018, grad_norm: 10.5360 2021-12-03 15:26:56,097 - mmaction - INFO - Epoch [50][1200/1793] lr: 7.500e-05, eta: 0:07:02, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7833, top5_acc: 0.9437, loss_cls: 0.7871, loss: 0.7871, grad_norm: 10.6298 2021-12-03 15:27:10,129 - mmaction - INFO - Epoch [50][1220/1793] lr: 7.500e-05, eta: 0:06:48, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9437, loss_cls: 0.7821, loss: 0.7821, grad_norm: 11.0179 2021-12-03 15:27:24,154 - mmaction - INFO - Epoch [50][1240/1793] lr: 7.500e-05, eta: 0:06:34, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.7692, loss: 0.7692, grad_norm: 10.5812 2021-12-03 15:27:38,178 - mmaction - INFO - Epoch [50][1260/1793] lr: 7.500e-05, eta: 0:06:19, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9406, loss_cls: 0.7683, loss: 0.7683, grad_norm: 10.6041 2021-12-03 15:27:52,208 - mmaction - INFO - Epoch [50][1280/1793] lr: 7.500e-05, eta: 0:06:05, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9448, loss_cls: 0.7453, loss: 0.7453, grad_norm: 10.3651 2021-12-03 15:28:06,231 - mmaction - INFO - Epoch [50][1300/1793] lr: 7.500e-05, eta: 0:05:51, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9396, loss_cls: 0.8127, loss: 0.8127, grad_norm: 10.8474 2021-12-03 15:28:20,268 - mmaction - INFO - Epoch [50][1320/1793] lr: 7.500e-05, eta: 0:05:37, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7948, top5_acc: 0.9354, loss_cls: 0.7897, loss: 0.7897, grad_norm: 11.0275 2021-12-03 15:28:34,314 - mmaction - INFO - Epoch [50][1340/1793] lr: 7.500e-05, eta: 0:05:22, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8042, top5_acc: 0.9396, loss_cls: 0.7766, loss: 0.7766, grad_norm: 10.5272 2021-12-03 15:28:48,348 - mmaction - INFO - Epoch [50][1360/1793] lr: 7.500e-05, eta: 0:05:08, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9375, loss_cls: 0.7926, loss: 0.7926, grad_norm: 10.8754 2021-12-03 15:29:02,394 - mmaction - INFO - Epoch [50][1380/1793] lr: 7.500e-05, eta: 0:04:54, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9396, loss_cls: 0.8136, loss: 0.8136, grad_norm: 10.6371 2021-12-03 15:29:16,450 - mmaction - INFO - Epoch [50][1400/1793] lr: 7.500e-05, eta: 0:04:40, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7750, top5_acc: 0.9260, loss_cls: 0.8725, loss: 0.8725, grad_norm: 11.0300 2021-12-03 15:29:30,492 - mmaction - INFO - Epoch [50][1420/1793] lr: 7.500e-05, eta: 0:04:25, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9375, loss_cls: 0.7844, loss: 0.7844, grad_norm: 10.5767 2021-12-03 15:29:44,521 - mmaction - INFO - Epoch [50][1440/1793] lr: 7.500e-05, eta: 0:04:11, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.8010, top5_acc: 0.9406, loss_cls: 0.7408, loss: 0.7408, grad_norm: 9.9288 2021-12-03 15:29:58,542 - mmaction - INFO - Epoch [50][1460/1793] lr: 7.500e-05, eta: 0:03:57, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9354, loss_cls: 0.8096, loss: 0.8096, grad_norm: 10.6684 2021-12-03 15:30:12,581 - mmaction - INFO - Epoch [50][1480/1793] lr: 7.500e-05, eta: 0:03:43, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9354, loss_cls: 0.7843, loss: 0.7843, grad_norm: 10.8736 2021-12-03 15:30:26,617 - mmaction - INFO - Epoch [50][1500/1793] lr: 7.500e-05, eta: 0:03:28, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9344, loss_cls: 0.8055, loss: 0.8055, grad_norm: 10.4757 2021-12-03 15:30:40,657 - mmaction - INFO - Epoch [50][1520/1793] lr: 7.500e-05, eta: 0:03:14, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7792, top5_acc: 0.9479, loss_cls: 0.7876, loss: 0.7876, grad_norm: 10.3939 2021-12-03 15:30:54,708 - mmaction - INFO - Epoch [50][1540/1793] lr: 7.500e-05, eta: 0:03:00, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7906, top5_acc: 0.9260, loss_cls: 0.7968, loss: 0.7968, grad_norm: 10.6873 2021-12-03 15:31:08,756 - mmaction - INFO - Epoch [50][1560/1793] lr: 7.500e-05, eta: 0:02:46, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7790, loss: 0.7790, grad_norm: 10.5832 2021-12-03 15:31:22,796 - mmaction - INFO - Epoch [50][1580/1793] lr: 7.500e-05, eta: 0:02:31, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7844, top5_acc: 0.9375, loss_cls: 0.8036, loss: 0.8036, grad_norm: 10.3724 2021-12-03 15:31:36,853 - mmaction - INFO - Epoch [50][1600/1793] lr: 7.500e-05, eta: 0:02:17, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.8073, top5_acc: 0.9458, loss_cls: 0.7688, loss: 0.7688, grad_norm: 10.3766 2021-12-03 15:31:50,887 - mmaction - INFO - Epoch [50][1620/1793] lr: 7.500e-05, eta: 0:02:03, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7937, top5_acc: 0.9260, loss_cls: 0.8209, loss: 0.8209, grad_norm: 10.5600 2021-12-03 15:32:04,919 - mmaction - INFO - Epoch [50][1640/1793] lr: 7.500e-05, eta: 0:01:49, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7854, top5_acc: 0.9469, loss_cls: 0.7462, loss: 0.7462, grad_norm: 10.8343 2021-12-03 15:32:18,957 - mmaction - INFO - Epoch [50][1660/1793] lr: 7.500e-05, eta: 0:01:34, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8031, top5_acc: 0.9448, loss_cls: 0.7723, loss: 0.7723, grad_norm: 10.8077 2021-12-03 15:32:32,985 - mmaction - INFO - Epoch [50][1680/1793] lr: 7.500e-05, eta: 0:01:20, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7927, top5_acc: 0.9417, loss_cls: 0.8003, loss: 0.8003, grad_norm: 10.8954 2021-12-03 15:32:47,006 - mmaction - INFO - Epoch [50][1700/1793] lr: 7.500e-05, eta: 0:01:06, time: 0.701, data_time: 0.000, memory: 10398, top1_acc: 0.7823, top5_acc: 0.9323, loss_cls: 0.8127, loss: 0.8127, grad_norm: 10.5381 2021-12-03 15:33:01,043 - mmaction - INFO - Epoch [50][1720/1793] lr: 7.500e-05, eta: 0:00:52, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7812, top5_acc: 0.9260, loss_cls: 0.8425, loss: 0.8425, grad_norm: 11.1435 2021-12-03 15:33:15,098 - mmaction - INFO - Epoch [50][1740/1793] lr: 7.500e-05, eta: 0:00:37, time: 0.703, data_time: 0.000, memory: 10398, top1_acc: 0.7865, top5_acc: 0.9302, loss_cls: 0.8606, loss: 0.8606, grad_norm: 11.0077 2021-12-03 15:33:29,146 - mmaction - INFO - Epoch [50][1760/1793] lr: 7.500e-05, eta: 0:00:23, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.8063, top5_acc: 0.9365, loss_cls: 0.7812, loss: 0.7812, grad_norm: 10.4702 2021-12-03 15:33:43,189 - mmaction - INFO - Epoch [50][1780/1793] lr: 7.500e-05, eta: 0:00:09, time: 0.702, data_time: 0.000, memory: 10398, top1_acc: 0.7896, top5_acc: 0.9187, loss_cls: 0.8378, loss: 0.8378, grad_norm: 10.8178 2021-12-03 15:34:58,731 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 15:34:58,885 - mmaction - INFO - top1_acc 0.4712 top5_acc 0.7676 2021-12-03 15:34:58,886 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 15:34:58,896 - mmaction - INFO - mean_acc 0.4339 2021-12-03 15:34:58,902 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-12-03 15:34:59,187 - mmaction - INFO - Epoch(val) [50][241] top1_acc: 0.4712, top5_acc: 0.7676, mean_class_accuracy: 0.4339